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{
"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
]
],
"confusion_matrix_tuned": [
[
58,
92
],
[
19,
81
]
],
"per_machine": {
"bearing": {
"accuracy": 0.660377358490566,
"n": 53
},
"fan": {
"accuracy": 0.723404255319149,
"n": 47
},
"gearbox": {
"accuracy": 0.7017543859649122,
"n": 57
},
"slider": {
"accuracy": 0.6590909090909091,
"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
],
[
44,
56
]
]
},
"safety": {
"threshold": 0.22,
"recall": 0.81,
"precision": 0.4682080924855491,
"accuracy": 0.556,
"confusion_matrix": [
[
58,
92
],
[
19,
81
]
]
}
}
}