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SimpleImputer(strategy='mean') data_imputed = imputer.fit_transform(data) # Encode categorical variables encoder = OneHotEncoder(handle_unknown='ignore') data_encoded = encoder.fit_transform(data_imputed[:, :-1]) # Scale numerical features scaler = StandardScaler() data_scaled =