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from sklearn.feature_selection import RFE | |
from sklearn.linear_model import LogisticRegression | |
rfe_selector = RFE(estimator=LogisticRegression(), n_features_to_select=10, step=1, importance_getter='auto') | |
rfe_selector.fit(X, y) | |
# The best set of features that are selcted, denoted as True, False | |
print(selector.support_) | |
# All selected features are marked 1, the unselected redundant features ranked in increasing order | |
print(selector.ranking_) | |
# Get a mask, or integer index, of the features selected | |
rfe_support = rfe_selector.get_support() | |
rfe_feature = X.loc[:,rfe_support].columns.tolist() | |
print(str(len(rfe_feature)), 'selected features') |
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