[{'role': 'system', 'content': "You are an expert in machine learning and your task is to classify the code snippets into categories from the provided list of categories. List of categories: ['helper_functions', 'load_data', 'data_exploration', 'data_preprocessing', 'evaluation', 'modelling', 'prediction', 'result_visualization', 'save_results', 'comment_only']"}, {'role': 'user', 'content': "Identify to which category the provided code belongs and assign the code snippet to at least 1 but up to 5 categories based on the probabilities, ignore if the probability of the category is negligible. Strictly provide your response as a list. Avoid providing any additional information, commentary, or personal opinions.\\nPython Code:#Taking the 5 classes with highest probabilities\nids = []  #list of ids\ncts = []  #list of countries\nfor i in range(len(test_ids)):\n    idx = test_ids[i]\n    ids += [idx] * 5\n    cts += labler.inverse_transform(np.argsort(y_pred[i])[::-1])[:5].tolist()\n\n#Generate submission\nsub = pd.DataFrame(np.column_stack((ids, cts)), columns=['id', 'country'])\nsub.to_csv('submission.csv',index=False)"}, {'role': 'assistant', 'content': "['save_results']"}]