{
    "best_model_name": "Bagging",
    "best_parameters": {
        "classifier__estimator__max_depth": null,
        "classifier__max_samples": 1.0,
        "classifier__n_estimators": 100
    },
    "metrics": {
        "accuracy": 0.9395,
        "precision": 0.9291,
        "recall": 0.7421,
        "f1_score": 0.8252,
        "roc_auc": 0.9826
    },
    "categorical_features": [
        "TypeofContact",
        "Occupation",
        "Gender",
        "ProductPitched",
        "MaritalStatus",
        "Designation"
    ],
    "numerical_features": [
        "Age",
        "CityTier",
        "DurationOfPitch",
        "NumberOfPersonVisiting",
        "NumberOfFollowups",
        "PreferredPropertyStar",
        "NumberOfTrips",
        "Passport",
        "PitchSatisfactionScore",
        "OwnCar",
        "NumberOfChildrenVisiting",
        "MonthlyIncome"
    ],
    "target_column": "ProdTaken",
    "prediction_classes": {
        "0": "Customer is not likely to purchase the package",
        "1": "Customer is likely to purchase the package"
    }
}