added test data for runALLclfs
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10 changed files with 113 additions and 741 deletions
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@ -192,6 +192,9 @@ def run_all_ML(input_pd, target_label, blind_test_input_df, blind_test_target, p
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_roc_auc = round(roc_auc_score(y_pred, y), 3)
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_tn, _fp, _fn, _tp = confusion_matrix(y_pred, y).ravel()
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print('\nMCC on CV:', round(matthews_corrcoef(y_pred, y), 3))
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# result_pd = result_pd.append(pd.DataFrame(np.column_stack([name
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# , _tp, _tn
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# , _fp , _fn
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@ -219,6 +222,7 @@ def run_all_ML(input_pd, target_label, blind_test_input_df, blind_test_target, p
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bts_predict = pipe.predict(blind_test_input_df)
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bts_mcc_score = round(matthews_corrcoef(blind_test_target, bts_predict),2)
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print('\nMCC on Blind test:' , bts_mcc_score)
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#print('\nAccuracy on Blind test:', round(accuracy_score(blind_test_target, bts_predict),2))
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