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  1. #Label encode and hot encode categorical columns
  2. from sklearn.preprocessing import LabelEncoder
  3. le = LabelEncoder()
  4. X_categorical = X_categorical.apply(LabelEncoder().fit_transform)
  5. X_to_predict_categorical = X_to_predict_categorical.apply(LabelEncoder().fit_transform)
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