I'm not sure if I understand the documentation of gridSearchCV:

best_estimator_

estimator

Estimator that was chosen by the search, i.e. estimator which gave highest 
score (or smallest loss if specified) on the left out data.

best_score_

float

Score of best_estimator on the left out data.



Shouldn't they be the best estimator and best score averaged over the k 
partition (when using kfold for cross validation)?

If not, is there a way to set this constraint?

Thank you,
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