…instance + instance * result new_instance_sparse = instance + instance * zeroed_result pd.DataFrame({‘original’: instance, ‘permutated’: new_instance, ‘sparse’: new_instance_sparse}, index=X_test.columns) original permutated sparse (only bold features permuted) mean radius 13.80000 13.977342…