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Runtime error
| { | |
| "task": "binary_normal_vs_anomaly", | |
| "dataset": "HTill/dcase2025_task2_dev", | |
| "classes": [ | |
| "normal", | |
| "anomaly" | |
| ], | |
| "feature_names": [ | |
| "duration_s", | |
| "rms_db", | |
| "rms_variance", | |
| "zero_crossing_rate", | |
| "spectral_centroid_hz", | |
| "spectral_bandwidth_hz", | |
| "spectral_rolloff_hz", | |
| "dominant_frequency_hz", | |
| "harmonic_ratio", | |
| "onset_rate_per_sec", | |
| "has_regular_pattern", | |
| "pattern_interval_ms", | |
| "peak_db", | |
| "anomaly_score" | |
| ], | |
| "threshold": 0.45, | |
| "threshold_balanced": 0.5, | |
| "tuned": { | |
| "threshold": 0.22, | |
| "recall": 0.81, | |
| "precision": 0.4682080924855491, | |
| "accuracy": 0.556, | |
| "target_recall": 0.8 | |
| }, | |
| "accuracy": 0.712, | |
| "roc_auc": 0.7248, | |
| "f1": 0.5813953488372093, | |
| "cv_auc_mean": 0.7583066666666667, | |
| "cv_auc_std": 0.02463910532286251, | |
| "n_train": 1000, | |
| "n_test": 250, | |
| "n_total": 1250, | |
| "confusion_matrix": [ | |
| [ | |
| 128, | |
| 22 | |
| ], | |
| [ | |
| 50, | |
| 50 | |
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| ], | |
| "confusion_matrix_tuned": [ | |
| [ | |
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| 92 | |
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| [ | |
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| 81 | |
| ] | |
| ], | |
| "per_machine": { | |
| "bearing": { | |
| "accuracy": 0.660377358490566, | |
| "n": 53 | |
| }, | |
| "fan": { | |
| "accuracy": 0.723404255319149, | |
| "n": 47 | |
| }, | |
| "gearbox": { | |
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| "n": 57 | |
| }, | |
| "slider": { | |
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| "n": 44 | |
| }, | |
| "valve": { | |
| "accuracy": 0.8163265306122449, | |
| "n": 49 | |
| } | |
| }, | |
| "operating_points": { | |
| "balanced": { | |
| "threshold": 0.45, | |
| "recall": 0.56, | |
| "precision": 0.6829268292682927, | |
| "accuracy": 0.72, | |
| "confusion_matrix": [ | |
| [ | |
| 124, | |
| 26 | |
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| [ | |
| 44, | |
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| }, | |
| "safety": { | |
| "threshold": 0.22, | |
| "recall": 0.81, | |
| "precision": 0.4682080924855491, | |
| "accuracy": 0.556, | |
| "confusion_matrix": [ | |
| [ | |
| 58, | |
| 92 | |
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| [ | |
| 19, | |
| 81 | |
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| ] | |
| } | |
| } | |
| } |