From 55959ed879fa99147426ae756258a78a057d6dbe Mon Sep 17 00:00:00 2001
From: Andreas Mueller <amueller@ais.uni-bonn.de>
Date: Mon, 23 Apr 2012 21:16:13 +0200
Subject: [PATCH] COSMIT don't use deprecated attributes in tutorial.

---
 doc/tutorial/statistical_inference/model_selection.rst | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/doc/tutorial/statistical_inference/model_selection.rst b/doc/tutorial/statistical_inference/model_selection.rst
index 2175b16693..16513bd991 100644
--- a/doc/tutorial/statistical_inference/model_selection.rst
+++ b/doc/tutorial/statistical_inference/model_selection.rst
@@ -145,9 +145,9 @@ estimator during the construction and exposes an estimator API::
     ...                    n_jobs=-1)
     >>> clf.fit(X_digits[:1000], y_digits[:1000]) # doctest: +ELLIPSIS
     GridSearchCV(cv=None,...
-    >>> clf.best_score
+    >>> clf.best_score_
     0.98699897502292733
-    >>> clf.best_estimator.gamma
+    >>> clf.best_estimator_.gamma
     9.9999999999999995e-07
 
     >>> # Prediction performance on test set is not as good as on train set
-- 
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