| { |
| "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" |
| } |
| } |