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columns=['categorical_column']) Label Encoding: Categories are transformed into a sequence of integers. It’s crucial when there’s a natural ordinal relationship between the categories. from sklearn.preprocessing import LabelEncoder encoder = LabelEncoder() df['encoded_column'] =