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model_meta.json
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{
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"threshold": 0.45,
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"best_params": {
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"gbm__subsample": 0.7,
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"gbm__n_estimators": 300,
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"gbm__min_samples_split": 20,
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"gbm__min_samples_leaf": 8,
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"gbm__max_features": null,
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"gbm__max_depth": 3,
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"gbm__learning_rate": 0.05
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},
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"cv_f1_macro": 0.613859570195129,
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"train_metrics": {
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"0": {
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"precision": 0.713276836158192,
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"recall": 0.32799307209352674,
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"f1-score": 0.4493548865490138,
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"support": 4619.0
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},
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"1": {
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"precision": 0.7009057621892465,
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"recall": 0.9227451477863757,
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"f1-score": 0.7966704999726193,
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"support": 7883.0
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},
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"accuracy": 0.7030075187969925,
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"macro avg": {
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"precision": 0.7070912991737193,
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"recall": 0.6253691099399512,
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"f1-score": 0.6230126932608165,
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"support": 12502.0
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},
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"weighted avg": {
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"precision": 0.7054763901417789,
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"recall": 0.7030075187969925,
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"f1-score": 0.6683509656258241,
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"support": 12502.0
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}
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},
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"test_metrics": {
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"0": {
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"precision": 0.5883233532934131,
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"recall": 0.2721606648199446,
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"f1-score": 0.3721590909090909,
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"support": 1444.0
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},
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"1": {
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"precision": 0.6755171349181847,
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"recall": 0.8883475436459602,
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"f1-score": 0.767450017537706,
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"support": 2463.0
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},
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"accuracy": 0.6606091630406962,
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"macro avg": {
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"precision": 0.631920244105799,
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"recall": 0.5802541042329524,
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"f1-score": 0.5698045542233985,
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"support": 3907.0
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},
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"weighted avg": {
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"precision": 0.6432909202608593,
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"recall": 0.6606091630406962,
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"f1-score": 0.6213532430171735,
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"support": 3907.0
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}
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},
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"features": [
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"Engine rpm",
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"Lub oil pressure",
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"Fuel pressure",
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"Coolant pressure",
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"lub oil temp",
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"Coolant temp"
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]
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}
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