[{'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:def predict(k, x):\nresult = np.zeros(len(x))\nfor count, xxx in enumerate(x):\ndistance = [np.linalg.norm(xxx - i) for i in X]\ntemp = 0\nresult_temp = np.zeros(len(set(Y)))\nfor i in np.argsort(distance)[::-1][:k]:\nresult_temp[Y[i]] += 1\ntemp += 1\nresult[count] = np.argmax(result_temp)\nreturn result'}, {'role': 'assistant', 'content': "['prediction']"}]