2025-11-24 16:38:31,938 - INFO - Exported YOLO to yolov8n.onnx
2025-11-24 16:43:25,331 - WARNING - VideoMAE disabled - too heavy for low-spec CPUs. Action recognition will use face analysis only.
2025-11-24 16:50:42,396 - WARNING - VideoMAE disabled - too heavy for low-spec CPUs. Action recognition will use face analysis only.
2025-11-24 16:55:14,012 - WARNING - VideoMAE disabled - too heavy for low-spec CPUs. Action recognition will use face analysis only.
2025-11-24 16:55:14,104 - INFO - Isolation Forest trained with dummy data (replace with real training data)
2025-11-24 16:55:17,323 - INFO - 2025-11-24T16:55:17.320608 | Features: [-1.          0.          0.75127202] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False}
2025-11-24 16:55:17,324 - INFO - Inference time: 2.65s
2025-11-24 16:58:19,327 - WARNING - VideoMAE disabled - too heavy for low-spec CPUs. Action recognition will use face analysis only.
2025-11-24 16:58:19,423 - INFO - Isolation Forest trained with dummy data (replace with real training data)
2025-11-24 16:58:23,693 - INFO - 2025-11-24T16:58:23.689789 | Features: [-1.          0.          0.81606126] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False}
2025-11-24 16:58:23,693 - INFO - Inference time: 3.69s
2025-11-24 16:58:25,541 - INFO - 2025-11-24T16:58:25.537706 | Features: [-1.          0.          0.81585407] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:25,541 - INFO - Inference time: 1.56s
2025-11-24 16:58:28,449 - INFO - 2025-11-24T16:58:28.445991 | Features: [-1.          0.          0.83256221] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:28,449 - INFO - Inference time: 2.63s
2025-11-24 16:58:30,372 - INFO - 2025-11-24T16:58:30.367059 | Features: [-1.          0.          0.85418487] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:30,372 - INFO - Inference time: 1.61s
2025-11-24 16:58:32,417 - INFO - 2025-11-24T16:58:32.414188 | Features: [-1.          0.          0.81846523] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:32,418 - INFO - Inference time: 1.77s
2025-11-24 16:58:34,332 - INFO - 2025-11-24T16:58:34.328726 | Features: [-1.          0.          0.82579535] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:34,332 - INFO - Inference time: 1.64s
2025-11-24 16:58:36,389 - INFO - 2025-11-24T16:58:36.386399 | Features: [-1.          0.          0.84376109] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:36,390 - INFO - Inference time: 1.74s
2025-11-24 16:58:38,020 - INFO - 2025-11-24T16:58:38.017497 | Features: [-1.          0.          0.80302018] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:38,021 - INFO - Inference time: 1.35s
2025-11-24 16:58:39,629 - INFO - 2025-11-24T16:58:39.625722 | Features: [-1.          0.          0.81517696] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:39,629 - INFO - Inference time: 1.32s
2025-11-24 16:58:41,417 - INFO - 2025-11-24T16:58:41.413987 | Features: [-1.          0.          0.82342464] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:41,417 - INFO - Inference time: 1.47s
2025-11-24 16:58:42,614 - INFO - 2025-11-24T16:58:42.609183 | Features: [-1.          0.          0.83637321] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:42,614 - INFO - Inference time: 0.92s
2025-11-24 16:58:44,231 - INFO - 2025-11-24T16:58:44.227817 | Features: [-1.          0.          0.83890921] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:44,232 - INFO - Inference time: 1.34s
2025-11-24 16:58:46,390 - INFO - 2025-11-24T16:58:46.386624 | Features: [-1.          0.          0.83931571] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:46,390 - INFO - Inference time: 1.88s
2025-11-24 16:58:48,302 - INFO - 2025-11-24T16:58:48.296802 | Features: [-1.          0.          0.82760561] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:48,302 - INFO - Inference time: 1.63s
2025-11-24 16:58:49,484 - INFO - 2025-11-24T16:58:49.479750 | Features: [-1.          0.          0.84357321] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:49,485 - INFO - Inference time: 0.89s
2025-11-24 16:58:50,649 - INFO - 2025-11-24T16:58:50.646015 | Features: [-1.          0.          0.81234777] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:50,649 - INFO - Inference time: 0.89s
2025-11-24 16:58:51,677 - INFO - 2025-11-24T16:58:51.673800 | Features: [-1.          0.          0.79671556] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:51,678 - INFO - Inference time: 0.75s
2025-11-24 16:58:53,436 - INFO - 2025-11-24T16:58:53.433334 | Features: [-1.          0.          0.84520125] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:53,437 - INFO - Inference time: 1.48s
2025-11-24 16:58:55,202 - INFO - 2025-11-24T16:58:55.199218 | Features: [-1.          0.          0.82364941] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:55,203 - INFO - Inference time: 1.49s
2025-11-24 16:58:57,112 - INFO - 2025-11-24T16:58:57.109086 | Features: [-1.          0.          0.79875916] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:57,112 - INFO - Inference time: 1.63s
2025-11-24 16:58:58,978 - INFO - 2025-11-24T16:58:58.974879 | Features: [-1.          0.          0.82435119] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:58:58,978 - INFO - Inference time: 1.58s
2025-11-24 16:59:00,268 - INFO - 2025-11-24T16:59:00.263298 | Features: [-1.          0.          0.83237672] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:00,268 - INFO - Inference time: 0.87s
2025-11-24 16:59:02,656 - INFO - 2025-11-24T16:59:02.652218 | Features: [-1.          0.          0.81506693] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:02,656 - INFO - Inference time: 1.97s
2025-11-24 16:59:04,940 - INFO - 2025-11-24T16:59:04.937662 | Features: [-1.          0.          0.82373548] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:04,941 - INFO - Inference time: 1.87s
2025-11-24 16:59:06,071 - INFO - 2025-11-24T16:59:06.068333 | Features: [-1.          0.          0.80574161] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:06,072 - INFO - Inference time: 0.83s
2025-11-24 16:59:07,239 - INFO - 2025-11-24T16:59:07.236132 | Features: [-1.          0.          0.86539578] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:07,239 - INFO - Inference time: 0.75s
2025-11-24 16:59:09,940 - INFO - 2025-11-24T16:59:09.936753 | Features: [-1.          0.          0.85550123] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:09,940 - INFO - Inference time: 2.29s
2025-11-24 16:59:11,130 - INFO - 2025-11-24T16:59:11.126531 | Features: [-1.          0.          0.83530742] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:11,130 - INFO - Inference time: 0.88s
2025-11-24 16:59:12,280 - INFO - 2025-11-24T16:59:12.277195 | Features: [-1.          0.          0.84550083] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:12,280 - INFO - Inference time: 0.84s
2025-11-24 16:59:13,239 - INFO - 2025-11-24T16:59:13.236048 | Features: [-1.          0.          0.84900218] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:13,239 - INFO - Inference time: 0.69s
2025-11-24 16:59:14,918 - INFO - 2025-11-24T16:59:14.913997 | Features: [-1.          0.          0.83251512] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:14,919 - INFO - Inference time: 1.47s
2025-11-24 16:59:16,789 - INFO - 2025-11-24T16:59:16.786202 | Features: [-1.         0.         0.8546589] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:16,790 - INFO - Inference time: 1.46s
2025-11-24 16:59:18,526 - INFO - 2025-11-24T16:59:18.522785 | Features: [-1.          0.          0.85355252] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:18,526 - INFO - Inference time: 1.43s
2025-11-24 16:59:20,694 - INFO - 2025-11-24T16:59:20.691509 | Features: [-1.          0.          0.84623021] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:20,695 - INFO - Inference time: 1.83s
2025-11-24 16:59:21,928 - INFO - 2025-11-24T16:59:21.924164 | Features: [-1.          0.          0.85321391] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:21,929 - INFO - Inference time: 1.03s
2025-11-24 16:59:23,102 - INFO - 2025-11-24T16:59:23.099196 | Features: [-1.          0.          0.85019851] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:23,103 - INFO - Inference time: 0.86s
2025-11-24 16:59:24,270 - INFO - 2025-11-24T16:59:24.266633 | Features: [-1.          0.          0.84833288] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:24,270 - INFO - Inference time: 0.89s
2025-11-24 16:59:25,978 - INFO - 2025-11-24T16:59:25.975511 | Features: [-1.          0.          0.84661317] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:25,979 - INFO - Inference time: 1.40s
2025-11-24 16:59:28,414 - INFO - 2025-11-24T16:59:28.410120 | Features: [-1.          0.          0.85773349] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:28,415 - INFO - Inference time: 2.13s
2025-11-24 16:59:29,598 - INFO - 2025-11-24T16:59:29.594731 | Features: [-1.          0.          0.85488266] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:29,598 - INFO - Inference time: 0.87s
2025-11-24 16:59:30,774 - INFO - 2025-11-24T16:59:30.770074 | Features: [-1.          0.          0.84778088] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:30,774 - INFO - Inference time: 0.76s
2025-11-24 16:59:32,059 - INFO - 2025-11-24T16:59:32.056888 | Features: [-1.          0.          0.86353087] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:32,060 - INFO - Inference time: 0.97s
2025-11-24 16:59:33,738 - INFO - 2025-11-24T16:59:33.733972 | Features: [-1.          0.          0.85728431] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:33,739 - INFO - Inference time: 1.37s
2025-11-24 16:59:35,471 - INFO - 2025-11-24T16:59:35.467830 | Features: [-1.          0.          0.84445453] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:35,471 - INFO - Inference time: 1.43s
2025-11-24 16:59:37,758 - INFO - 2025-11-24T16:59:37.754986 | Features: [-1.          0.          0.84844571] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:37,759 - INFO - Inference time: 1.86s
2025-11-24 16:59:39,410 - INFO - 2025-11-24T16:59:39.407171 | Features: [-1.          0.          0.84308583] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:39,411 - INFO - Inference time: 1.24s
2025-11-24 16:59:40,443 - INFO - 2025-11-24T16:59:40.439491 | Features: [-1.          0.          0.83900571] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:40,444 - INFO - Inference time: 0.76s
2025-11-24 16:59:41,597 - INFO - 2025-11-24T16:59:41.594530 | Features: [-1.          0.          0.85235536] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:41,598 - INFO - Inference time: 0.87s
2025-11-24 16:59:42,882 - INFO - 2025-11-24T16:59:42.879428 | Features: [-1.          0.          0.84171104] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:42,882 - INFO - Inference time: 0.98s
2025-11-24 16:59:44,051 - INFO - 2025-11-24T16:59:44.045281 | Features: [-1.          0.          0.83761847] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:44,051 - INFO - Inference time: 0.87s
2025-11-24 16:59:45,936 - INFO - 2025-11-24T16:59:45.933636 | Features: [-1.          0.          0.83833623] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:45,937 - INFO - Inference time: 1.47s
2025-11-24 16:59:48,248 - INFO - 2025-11-24T16:59:48.242990 | Features: [-1.          0.          0.84531677] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:48,248 - INFO - Inference time: 1.90s
2025-11-24 16:59:49,446 - INFO - 2025-11-24T16:59:49.442770 | Features: [-1.          0.          0.84906101] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:49,446 - INFO - Inference time: 0.77s
2025-11-24 16:59:50,629 - INFO - 2025-11-24T16:59:50.625216 | Features: [-1.          0.          0.83388907] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:50,630 - INFO - Inference time: 0.76s
2025-11-24 16:59:51,658 - INFO - 2025-11-24T16:59:51.654939 | Features: [-1.          0.          0.83710259] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:51,658 - INFO - Inference time: 0.75s
2025-11-24 16:59:52,969 - INFO - 2025-11-24T16:59:52.966143 | Features: [-1.          0.          0.84776604] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:52,970 - INFO - Inference time: 0.89s
2025-11-24 16:59:54,710 - INFO - 2025-11-24T16:59:54.707183 | Features: [-1.          0.          0.83550107] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:54,711 - INFO - Inference time: 1.43s
2025-11-24 16:59:56,844 - INFO - 2025-11-24T16:59:56.840863 | Features: [-1.          0.          0.84270304] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:56,844 - INFO - Inference time: 1.72s
2025-11-24 16:59:58,030 - INFO - 2025-11-24T16:59:58.024944 | Features: [-1.          0.          0.84104353] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:58,031 - INFO - Inference time: 0.91s
2025-11-24 16:59:59,345 - INFO - 2025-11-24T16:59:59.341332 | Features: [-1.          0.          0.85135478] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 16:59:59,346 - INFO - Inference time: 0.90s
2025-11-24 17:00:00,643 - INFO - 2025-11-24T17:00:00.640132 | Features: [-1.          0.          0.82740074] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:00:00,644 - INFO - Inference time: 0.89s
2025-11-24 17:00:02,103 - INFO - 2025-11-24T17:00:02.098028 | Features: [-1.          0.          0.82343692] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:00:02,103 - INFO - Inference time: 1.02s
2025-11-24 17:00:04,519 - INFO - 2025-11-24T17:00:04.515322 | Features: [-1.          0.          0.84049338] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:00:04,519 - INFO - Inference time: 2.00s
2025-11-24 17:00:05,788 - INFO - 2025-11-24T17:00:05.783658 | Features: [-1.          0.          0.85355669] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:00:05,789 - INFO - Inference time: 0.86s
2025-11-24 17:00:07,461 - INFO - 2025-11-24T17:00:07.457534 | Features: [-1.          0.          0.84471124] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:00:07,461 - INFO - Inference time: 1.37s
2025-11-24 17:00:09,455 - INFO - 2025-11-24T17:00:09.450811 | Features: [-1.        0.        0.807666] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:00:09,456 - INFO - Inference time: 1.69s
2025-11-24 17:00:11,308 - INFO - 2025-11-24T17:00:11.304389 | Features: [-1.          0.          0.83919668] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:00:11,308 - INFO - Inference time: 1.55s
2025-11-24 17:03:25,636 - WARNING - VideoMAE disabled - too heavy for low-spec CPUs. Action recognition will use face analysis only.
2025-11-24 17:03:25,732 - INFO - Isolation Forest trained with dummy data (replace with real training data)
2025-11-24 17:03:29,291 - INFO - 2025-11-24T17:03:29.287014 | Features: [0.         0.         0.75346345] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': False, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False}
2025-11-24 17:03:29,291 - INFO - Inference time: 2.98s
2025-11-24 17:03:31,555 - INFO - 2025-11-24T17:03:31.550615 | Features: [0.         0.         0.75328296] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:03:31,555 - INFO - Inference time: 1.97s
2025-11-24 17:03:33,601 - INFO - 2025-11-24T17:03:33.597420 | Features: [0.         0.         0.77802068] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:03:33,602 - INFO - Inference time: 1.76s
2025-11-24 17:03:34,815 - INFO - 2025-11-24T17:03:34.811304 | Features: [0.        0.        0.7740581] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:03:34,815 - INFO - Inference time: 0.93s
2025-11-24 17:03:57,084 - INFO - 2025-11-24T17:03:57.080650 | Features: [0.         0.         0.78080136] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:03:57,085 - INFO - Inference time: 21.98s
2025-11-24 17:03:58,851 - INFO - 2025-11-24T17:03:58.846906 | Features: [0.        0.        0.7486611] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:03:58,851 - INFO - Inference time: 1.32s
2025-11-24 17:07:53,087 - WARNING - VideoMAE disabled - too heavy for low-spec CPUs. Action recognition will use face analysis only.
2025-11-24 17:07:53,194 - INFO - Isolation Forest trained with dummy data (replace with real training data)
2025-11-24 17:07:56,935 - INFO - 2025-11-24T17:07:56.931728 | Features: [-1.          0.          0.79967272] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': False, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': False, 'Hard Acceleration': False, 'Overspeed': False}
2025-11-24 17:07:56,936 - INFO - Inference time: 3.11s
2025-11-24 17:07:59,932 - INFO - 2025-11-24T17:07:59.927870 | Features: [-1.          0.          0.78456175] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:07:59,933 - INFO - Inference time: 2.69s
2025-11-24 17:08:01,265 - INFO - 2025-11-24T17:08:01.259015 | Features: [-1.          0.          0.79836327] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:01,266 - INFO - Inference time: 1.02s
2025-11-24 17:08:03,360 - INFO - 2025-11-24T17:08:03.357234 | Features: [-1.          0.          0.77237737] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:03,361 - INFO - Inference time: 1.78s
2025-11-24 17:08:05,002 - INFO - 2025-11-24T17:08:04.998485 | Features: [-1.          0.          0.80279434] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:05,002 - INFO - Inference time: 1.33s
2025-11-24 17:08:06,616 - INFO - 2025-11-24T17:08:06.612792 | Features: [-1.         0.         0.7851944] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:06,616 - INFO - Inference time: 1.31s
2025-11-24 17:08:07,750 - INFO - 2025-11-24T17:08:07.745902 | Features: [0.         0.         0.79106587] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:07,750 - INFO - Inference time: 0.83s
2025-11-24 17:08:08,860 - INFO - 2025-11-24T17:08:08.856017 | Features: [-1.          0.          0.79454929] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:08,861 - INFO - Inference time: 0.81s
2025-11-24 17:08:10,051 - INFO - 2025-11-24T17:08:10.047033 | Features: [0.         0.         0.78363436] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:10,051 - INFO - Inference time: 0.86s
2025-11-24 17:08:11,371 - INFO - 2025-11-24T17:08:11.366699 | Features: [0.         0.         0.77389288] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:11,371 - INFO - Inference time: 1.00s
2025-11-24 17:08:13,448 - INFO - 2025-11-24T17:08:13.443908 | Features: [-1.          0.          0.78555107] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:13,449 - INFO - Inference time: 1.77s
2025-11-24 17:08:14,627 - INFO - 2025-11-24T17:08:14.622333 | Features: [-1.          0.          0.78262728] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:14,628 - INFO - Inference time: 0.87s
2025-11-24 17:08:15,789 - INFO - 2025-11-24T17:08:15.782962 | Features: [-1.         0.         0.7923767] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:15,790 - INFO - Inference time: 0.86s
2025-11-24 17:08:17,113 - INFO - 2025-11-24T17:08:17.109640 | Features: [-1.          0.          0.78411436] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:17,114 - INFO - Inference time: 1.02s
2025-11-24 17:08:18,314 - INFO - 2025-11-24T17:08:18.310316 | Features: [-1.          0.          0.77120602] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:18,315 - INFO - Inference time: 0.87s
2025-11-24 17:08:20,527 - INFO - 2025-11-24T17:08:20.523001 | Features: [-1.          0.          0.77692407] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:20,528 - INFO - Inference time: 1.88s
2025-11-24 17:08:21,748 - INFO - 2025-11-24T17:08:21.744207 | Features: [0.         0.         0.84719968] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:21,749 - INFO - Inference time: 0.89s
2025-11-24 17:08:22,911 - INFO - 2025-11-24T17:08:22.907619 | Features: [-1.          0.          0.77930731] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:22,911 - INFO - Inference time: 0.85s
2025-11-24 17:08:24,069 - INFO - 2025-11-24T17:08:24.064493 | Features: [0.         0.         0.83426541] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:24,070 - INFO - Inference time: 0.85s
2025-11-24 17:08:25,267 - INFO - 2025-11-24T17:08:25.264115 | Features: [-1.          0.          0.80045205] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:25,267 - INFO - Inference time: 0.88s
2025-11-24 17:08:26,432 - INFO - 2025-11-24T17:08:26.428768 | Features: [0.         0.         0.74569464] | Anomaly: 1 | Alerts: {'Drowsiness': False, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': True, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:26,432 - INFO - Inference time: 0.86s
2025-11-24 17:08:28,294 - INFO - 2025-11-24T17:08:28.290085 | Features: [-1.          0.          0.75033778] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:28,294 - INFO - Inference time: 1.53s
2025-11-24 17:08:30,740 - INFO - 2025-11-24T17:08:30.736853 | Features: [-1.          0.          0.77310324] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:30,740 - INFO - Inference time: 2.10s
2025-11-24 17:08:31,901 - INFO - 2025-11-24T17:08:31.895034 | Features: [-1.          0.          0.75337821] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:31,902 - INFO - Inference time: 0.85s
2025-11-24 17:08:34,092 - INFO - 2025-11-24T17:08:34.086602 | Features: [-1.          0.          0.75390005] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:34,093 - INFO - Inference time: 1.88s
2025-11-24 17:08:35,779 - INFO - 2025-11-24T17:08:35.776632 | Features: [-1.          0.          0.76555538] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:35,780 - INFO - Inference time: 1.36s
2025-11-24 17:08:36,966 - INFO - 2025-11-24T17:08:36.962768 | Features: [-1.          0.          0.75537962] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:36,967 - INFO - Inference time: 0.87s
2025-11-24 17:08:38,186 - INFO - 2025-11-24T17:08:38.182227 | Features: [-1.          0.          0.74732703] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:38,186 - INFO - Inference time: 0.88s
2025-11-24 17:08:39,345 - INFO - 2025-11-24T17:08:39.342241 | Features: [-1.          0.          0.73916215] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:39,345 - INFO - Inference time: 0.83s
2025-11-24 17:08:41,046 - INFO - 2025-11-24T17:08:41.042846 | Features: [-1.          0.          0.75565571] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:41,046 - INFO - Inference time: 1.39s
2025-11-24 17:08:42,208 - INFO - 2025-11-24T17:08:42.204761 | Features: [-1.          0.          0.83172745] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:42,208 - INFO - Inference time: 0.84s
2025-11-24 17:08:43,515 - INFO - 2025-11-24T17:08:43.509891 | Features: [-1.         0.         0.8419534] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:43,515 - INFO - Inference time: 0.99s
2025-11-24 17:08:44,712 - INFO - 2025-11-24T17:08:44.707120 | Features: [-1.          0.          0.82871842] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': False, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:44,713 - INFO - Inference time: 0.87s
2025-11-24 17:08:45,947 - INFO - 2025-11-24T17:08:45.944740 | Features: [-1.          0.          0.83198816] | Anomaly: 1 | Alerts: {'Drowsiness': np.False_, 'Distraction': False, 'Smoking': False, 'No Seatbelt': False, 'Driver Absent': False, 'FCW': np.False_, 'Tailgating': False, 'Pedestrian': np.True_, 'LDW': True, 'Hard Braking': np.False_, 'Hard Acceleration': np.False_, 'Overspeed': np.False_}
2025-11-24 17:08:45,948 - INFO - Inference time: 0.91s