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PranjalDureja0002/model.py

Created March 15, 2021 10:07
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model
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model.py
+---------+-----------------+----------------+----------------+---------------+
| Model | Train AUC Score | Test AUC Score | Train F1 Score | Test F1 Score |
+---------+-----------------+----------------+----------------+---------------+
| XgBoost | 0.99938 | 0.99855 | 0.9998 | 0.990791 |
+---------+-----------------+----------------+----------------+---------------+ +---------------+-----------------+----------------+----------------+---------------+
| Model | Train AUC Score | Test AUC Score | Train F1 Score | Test F1 Score |
+---------------+-----------------+----------------+----------------+---------------+
| Decision_Tree | 0.9967 | 0.9909 | 0.99314 | 0.9771 |
+---------------+-----------------+----------------+----------------+---------------+ +---------------------+-----------------+----------------+----------------+---------------+
| Model | Train AUC Score | Test AUC Score | Train F1 Score | Test F1 Score |
+---------------------+-----------------+----------------+----------------+---------------+
| Stacking_Classifier | 0.99537 | 0.9902 | 0.99429 | 0.98759 |
+---------------------+-----------------+----------------+----------------+---------------+ +--------------------------------+-------------+---------------+
| Custom_Stacking_Implementation | Base Models | Test F1 Score |
+--------------------------------+-------------+---------------+
| | 50 | 0.980001 |
| | 100 | 0.981479 |
| | 150 | 0.982725 |
+--------------------------------+-------------+---------------+
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