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Summary of 3_Default_CatBoost

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CatBoost

  • n_jobs: -1
  • learning_rate: 0.1
  • depth: 6
  • rsm: 1
  • loss_function: Logloss
  • eval_metric: Logloss
  • explain_level: 2

Validation

  • validation_type: split
  • train_ratio: 0.75
  • shuffle: True
  • stratify: True

Optimized metric

logloss

Training time

1.5 seconds

Metric details

score threshold
logloss 0.602261 nan
auc 0.732324 nan
f1 0.703361 0.32441
accuracy 0.674102 0.554565
precision 0.820755 0.801618
recall 1 0.0122554
mcc 0.350133 0.554565

Confusion matrix (at threshold=0.554565)

Predicted as 0 Predicted as 1
Labeled as 0 617 204
Labeled as 1 322 471

Learning curves

Learning curves

Permutation-based Importance

Permutation-based Importance

Confusion Matrix

Confusion Matrix

Normalized Confusion Matrix

Normalized Confusion Matrix

ROC Curve

ROC Curve

Kolmogorov-Smirnov Statistic

Kolmogorov-Smirnov Statistic

Precision-Recall Curve

Precision-Recall Curve

Calibration Curve

Calibration Curve

Cumulative Gains Curve

Cumulative Gains Curve

Lift Curve

Lift Curve

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