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# Model Parameters Order GridSearchScore KaggleScore
1 lr {'fit_intercept': True} None -208.72944626947987 165.64413
1 lr {'fit_intercept': False} 1 -147.06278955513227 153.27953
1 lr {'fit_intercept': False} 2 -147.06278955513227 153.22466
1 knn {'n_neighbors': 5, 'weights': 'distance'} None -165.6807516768186 138.12014
1 knn {'n_neighbors': 5, 'weights': 'uniform'} 1 -259.29032833394825 176.59160
1 knn {'n_neighbors': 5, 'weights': 'uniform'} 2 -259.29032833394825 176.59160
1 dt {'max_depth': 5, 'min_samples_leaf': 2, 'min_samples_split': 4} None -165.6807516768186 133.32248
1 dt {'max_depth': 5, 'min_samples_leaf': 2, 'min_samples_split': 4} 1 -147.06278955513227 127.13037
1 dt {'max_depth': 5, 'min_samples_leaf': 2, 'min_samples_split': 4} 2 -147.06278955513227 127.13037
1 rf {'max_depth': 5, 'min_samples_leaf': 3, 'min_samples_split': 4, 'n_estimators': 50} None -162.91009966752557 132.50509
1 rf {'max_depth': 5, 'min_samples_leaf': 3, 'min_samples_split': 6, 'n_estimators': 50} 1 -142.67609673610457 123.62669
1 rf {'max_depth': 5, 'min_samples_leaf': 4, 'min_samples_split': 6, 'n_estimators': 100} 2 -142.93404456876868 124.40087
1 xgb {'colsample_bytree': 0.7, 'learning_rate': 0.3, 'max_depth': 5, 'n_estimators': 100, 'subsample': 1} None -131.72206119894074 108.51858
1 xgb {'colsample_bytree': 1, 'learning_rate': 0.3, 'max_depth': 5, 'n_estimators': 100, 'subsample': 1} 1 -76.83551232499057 67.78968
1 xgb {'colsample_bytree': 1, 'learning_rate': 0.3, 'max_depth': 5, 'n_estimators': 100, 'subsample': 1} 2 -76.83551232499057 67.78968
2 lr {'copy_X': True, 'fit_intercept': False} 1 -192.8574671259826 153.27953
2 knn {'n_neighbors': 5, 'weights': 'distance'} None -157.82608561604465 138.12014
2 dt {'max_depth': 5, 'min_samples_leaf': 2, 'min_samples_split': 2} 1 -147.06278955513227 127.13073
2 rf {'max_depth': 5, 'min_samples_leaf': 4, 'min_samples_split': 6, 'n_estimators': 25} 1 -142.74319719931265 124.30066
2 xgb {'colsample_bytree': 1, 'learning_rate': 0.3, 'max_depth': 5, 'n_estimators': 100, 'subsample': 1} 1 -76.83551232499057 67.78968

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