You are using sklearn 0.13 right? I am pretty sure that it was not
possible to grid search vs ROC AUC back then. In master it's possible
to grid search using ROC AUC using:

GridSearchCV(clf, params_grid, scoring='roc_auc').fit(X, y)

--
Olivier

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