[{'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:counter = range(1, len(test_images_dogs_cats) + 1)<br>solution = pd.DataFrame({"id": counter, "label":list(prediction_probabilities)})<br>cols = [\'label\']<br><br>for col in cols:<br>    solution[col] = solution[col].map(lambda x: str(x).lstrip(\'[\').rstrip(\']\')).astype(float)<br><br>solution.to_csv("dogsVScats.csv", index = False)'}, {'role': 'assistant', 'content': "['data_preprocessing']"}]