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Runtime error
| { | |
| "best_model": "RandomForest", | |
| "best_score": 0.8028596687687864, | |
| "test_auc": 0.3958232151529869, | |
| "test_pr_auc": 0.2728098646769918, | |
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| "RandomForest": 0.8028596687687864, | |
| "GradientBoosting": 0.7846953890886231 | |
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| "precision": 0.3333333333333333, | |
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| "support": 71.0 | |
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| "1": { | |
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| "f1-score": 0.42857142857142855, | |
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| "accuracy": 0.28, | |
| "macro avg": { | |
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| "recall": 0.4725594949004371, | |
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| "support": 100.0 | |
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| "confusion_matrix": [ | |
| [ | |
| 1, | |
| 70 | |
| ], | |
| [ | |
| 2, | |
| 27 | |
| ] | |
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| "feature_importances": { | |
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| "income": 0.20968988817383458, | |
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| "drop_id_columns", | |
| "replace_invalid_values", | |
| "flag_missing", | |
| "handle_outliers", | |
| "validate_labels" | |
| ], | |
| "warnings": [ | |
| "Unexpected negative values in: ['income', 'loan_amount']" | |
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| "status": "standardized to 0/1" | |
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| "income": 63, | |
| "credit_score": 44, | |
| "employment_status": 51, | |
| "education": 6, | |
| "home_ownership": 6 | |
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| "final_shape": [ | |
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| "balancing_report": { | |
| "method": "smote", | |
| "original_counts": { | |
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| "1": 116 | |
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| "final_counts": { | |
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| "original_imbalance_ratio": 2.4482758620689653, | |
| "samples_before": 400, | |
| "samples_after": 568 | |
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| "calibrated": false | |
| } |