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doc/over_sampling.rst
@@ -191,7 +191,7 @@ which categorical data are treated differently::
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[(0, 20), (1, 30)]
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In this data set, the first and last features are considered as categorical
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-features. One need to provide this information to :class:`SMOTENC` via the
+features. One needs to provide this information to :class:`SMOTENC` via the
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parameters ``categorical_features`` either by passing the indices of these
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features or a boolean mask marking these features::
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