selected_features = [c for c in train_features.columns if not c.endswith('_w') and
                     not c.startswith('top_title_') and
                    c not in ('top_accuracy_title_1', 'top_accuracy_title_2', 'top_accuracy_title_3', 'top_accuracy_title_4')]