There is a `get_support` method on the feature selector. It returns a
boolean mask on the feature space unless you pass `indices=True` to
get a fancy indexing mask instead.

See 
http://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFpr.html#sklearn.feature_selection.SelectFpr.get_support
for instance.

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