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Ensemble Testing: A copy of the original DataFrame (df) is made and stored in df_ens_test. Extract Test Data for Ensemble Testing: Data for ensemble testing is extracted from df_ens_test by selecting the portion of data not used in training (len(X_train):). This portion is stored in df_ens. Perform