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np.log(data['Variable'] + 1) Encoding Categorical Variables: Converting categorical variables into a form that could be provided to ML algorithms. data_encoded = pd.get_dummies(data['Categorical_Column']) Feature Scaling: Standardizing the range of independent variables. from sklearn.preprocessing