Amended _fit_and_score() to check that error_score is either 'raise' or a number, and otherwise raise an error suggesting that a spelling mistake might have occured.
Modified _fit_and_score() to check if y is None and in that case fit the estimator with X only. Updated contributors list in doc/whats_new.rst.