model_summary.json

{
    "best_model": "RandomForest",
    "test_metrics": {
        "accuracy": 0.6472997184540569,
        "precision": 0.6862341228973566,
        "recall": 0.8116118554608202,
        "f1": 0.7436755952380952,
        "roc_auc": 0.6749549847437364
    },
    "feature_cols": [
        "Engine_RPM",
        "Lub_Oil_Pressure",
        "Fuel_Pressure",
        "Coolant_Pressure",
        "Lub_Oil_Temperature",
        "Coolant_Temperature",
        "Pressure_Index",
        "Thermal_Index",
        "Pressure_Temp_Ratio",
        "RPM_Pressure_Ratio",
        "Thermal_Deviation"
    ],
    "training_records": 15628,
    "test_records": 3907
}