Evaluation Report: xgb_demo_01

Performance Metrics

test_roc_auc cv_mean_f1 cv_std_f1 train_f1 test_f1 test_precision test_recall
0.99066 0.91719 0.007017 0.965316 0.928991 0.926815 0.931176

Detail Reports

Train Classification Report

              precision    recall  f1-score   support

           0       0.99      0.99      0.99     24900
           1       0.96      0.97      0.97      5100

    accuracy                           0.99     30000
   macro avg       0.98      0.98      0.98     30000
weighted avg       0.99      0.99      0.99     30000

Test Classification Report

              precision    recall  f1-score   support

           0       0.99      0.98      0.99      8300
           1       0.93      0.93      0.93      1700

    accuracy                           0.98     10000
   macro avg       0.96      0.96      0.96     10000
weighted avg       0.98      0.98      0.98     10000

Plots

Confusion Matrix

Roc Curve

Pr Curve

Learning Curve

Calibration Curve

Threshold Plot

Permutation Importance

Cumulative Gain

Lift Curve

Dist Number Project

Dist Average Montly Hours

Dist Time Spend Company

Dist Department

Dist Salary

Cv Score Distribution

Shap Summary Beeswarm

Shap Bar