[{'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:cluster_list = [first_clust, second_clust, third_clust, fourth_clust]\nfor cluster in cluster_list:\ncluster[\'q1\'] = (cluster.replace(to_replace = [1,2], value=["Yes", "No"]).q1)\ncluster[\'q2\'] = (cluster.replace(to_replace = [1,2,0], value=["Yes", "No", "Missing"]).q2)\ncluster[\'q3\'] = (cluster.replace(to_replace = [1,2,0], value=["Yes", "No", "Missing"]).q3)\ncluster[\'q4\'] = (cluster.replace(to_replace = [1,2,0], value=["Yes", "No", "Missing"]).q4)\ncluster[\'q5\'] = (cluster.replace(to_replace = [1,2,0], value=["Yes", "No", "Missing"]).q5)\ncluster[\'q6\'] = (cluster.replace(to_replace = [1,2,0], value=["Yes", "No", "Missing"]).q6)\ncluster[\'q6_5\'] = (cluster.replace(to_replace = [1,2,0], value=["Yes", "No", "Missing"]).q6_5)\ncluster[\'q7_choice1\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Radio",\n"Internet",\n"Television",\n"Newspaper",\n"Your Friends",\n"Missing"]).q7_choice1)\ncluster[\'q7_choice2\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Radio",\n"Internet",\n"Television",\n"Newspaper",\n"Your Friends",\n"Missing"]).q7_choice2)\ncluster[\'q7_choice3\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Radio",\n"Internet",\n"Television",\n"Newspaper",\n"Your Friends",\n"Missing"]).q7_choice3)\ncluster[\'q7_choice4\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Radio",\n"Internet",\n"Television",\n"Newspaper",\n"Your Friends",\n"Missing"]).q7_choice4)\ncluster[\'q7_choice5\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Radio",\n"Internet",\n"Television",\n"Newspaper",\n"Your Friends",\n"Missing"]).q7_choice5)\ncluster[\'q8\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q8)\ncluster[\'q9\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q9)\ncluster[\'q10\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q10)\ncluster[\'q11\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q11)\ncluster[\'q12\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q12)\ncluster[\'q13\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q13)\ncluster[\'q14\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["America",\n"Saudi Arabia",\n"Osama Bin Laden \\n and his supporters",\n"Mixture of \\n Saudi Arabia and America",\n"No Opinion",\n"Missing"]).q14)\ncluster[\'q15\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q15)\ncluster[\'q16\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q16)\ncluster[\'q17\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q17)\ncluster[\'q18\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q18)\ncluster[\'q19\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Very Positive",\n"Positive",\n"Negative",\n"Very Negative",\n"No Opinion",\n"Missing"]).q19)\ncluster[\'q20\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Very Positive",\n"Positive",\n"Negative",\n"Very Negative",\n"No Opinion",\n"Missing"]).q20)\ncluster[\'q21\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q21)\ncluster[\'q22\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Strongly Agree",\n"Agree",\n"Disagree",\n"Strongly Disagree",\n"No Opinion",\n"Missing"]).q22)\ncluster[\'q23_choice1\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Drones",\n"Iraq",\n"Palestinian Israeli Crisis",\n"Missing"]).q23_choice1)\ncluster[\'q23_choice2\'] = (yemen_data.replace(to_replace = [1,2,3,0],\nvalue=["Drones",\n"Iraq",\n"Palestinian Israeli Crisis",\n"Missing"]).q23_choice2)\ncluster[\'q23_choice3\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Drones",\n"Iraq",\n"Palestinian Israeli Crisis",\n"Missing"]).q23_choice3)\ncluster[\'q24\'] = (cluster.replace(to_replace = [1,2,3,4,5,0],\nvalue=["Russia",\n"America",\n"Britain",\n"Jordan",\n"I don\'t know",\n"Missing"]).q24)\ncluster[\'q25_choice1\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Presence",\n"Spies",\n"Drones",\n"Missing"]).q25_choice1)\ncluster[\'q25_choice2\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Presence",\n"Spies",\n"Drones",\n"Missing"]).q25_choice2)\ncluster[\'q25_choice3\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Presence",\n"Spies",\n"Drones",\n"Missing"]).q25_choice3)\ncluster[\'q26\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Yes",\n"No",\n"No Opinion",\n"Missing"]).q26)\ncluster[\'q27_choice1\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Drones",\n"Taiz burnings",\n"Hospital",\n"Missing"]).q27_choice1)\ncluster[\'q27_choice2\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Drones",\n"Taiz burnings",\n"Hospital",\n"Missing"]).q27_choice2)\ncluster[\'q27_choice3\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Drones",\n"Taiz burnings",\n"Hospital",\n"Missing"]).q27_choice3)\ncluster[\'q28_choice1\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Gas Crisis",\n"Electricity Crisis",\n"Terrorism",\n"Water Crisis",\n"Food Crisis",\n"Civil War",\n"Missing"]).q28_choice1)\ncluster[\'q28_choice2\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Gas Crisis",\n"Electricity Crisis",\n"Terrorism",\n"Water Crisis",\n"Food Crisis",\n"Civil War",\n"Missing"]).q28_choice2)\ncluster[\'q28_choice3\'] = (yemen_data.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Gas Crisis",\n"Electricity Crisis",\n"Terrorism",\n"Water Crisis",\n"Food Crisis",\n"Civil War",\n"Missing"]).q28_choice3)\ncluster[\'q28_choice4\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Gas Crisis",\n"Electricity Crisis",\n"Terrorism","Water Crisis",\n"Food Crisis",\n"Civil War",\n"Missing"]).q28_choice4)\ncluster[\'q28_choice5\'] = (cluster.replace(to_replace = ["1","2","3","4","5","6"," "],\nvalue=["Gas Crisis",\n"Electricity Crisis",\n"Terrorism",\n"Water Crisis",\n"Food Crisis",\n"Civil War",\n"Missing"]).q28_choice5)\ncluster[\'q28_choice6\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Gas Crisis",\n"Electricity Crisis",\n"Terrorism",\n"Water Crisis",\n"Food Crisis",\n"Civil War",\n"Missing"]).q28_choice6)\ncluster[\'q29_choice1\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Freedom of Expression",\n"Government Services",\n"Economic Opportunities",\n"Legal Equality",\n"Technology",\n"Security & Protection",\n"Missing"]).q29_choice1)\ncluster[\'q29_choice2\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Freedom of Expression",\n"Government Services",\n"Economic Opportunities",\n"Legal Equality",\n"Technology",\n"Security & Protection",\n"Missing"]).q29_choice2)\ncluster[\'q29_choice3\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Freedom of Expression",\n"Government Services",\n"Economic Opportunities",\n"Legal Equality",\n"Technology",\n"Security & Protection",\n"Missing"]).q29_choice3)\ncluster[\'q29_choice4\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Freedom of Expression",\n"Government Services",\n"Economic Opportunities",\n"Legal Equality",\n"Technology",\n"Security & Protection",\n"Missing"]).q29_choice4)\ncluster[\'q29_choice5\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Freedom of Expression",\n"Government Services",\n"Economic Opportunities",\n"Legal Equality",\n"Technology",\n"Security & Protection",\n"Missing"]).q29_choice5)\ncluster[\'q29_choice6\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Freedom of Expression",\n"Government Services",\n"Economic Opportunities",\n"Legal Equality",\n"Technology",\n"Security & Protection",\n"Missing"]).q29_choice6)\ncluster[\'q30\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["Yes",\n"No",\n"No Opinion",\n"Missing"]).q30)\ncluster[\'q33\'] = (cluster.replace(to_replace = [1,2,3,0],\nvalue=["The aid",\n"The country",\n"No opinion",\n"Missing"]).q33)\ncluster[\'q34_choice1\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Religion",\n"Family",\n"Work or Employment",\n"Health",\n"Education",\n"Leisure",\n"Missing"]).q34_choice1)\ncluster[\'q34_choice2\'] = (yemen_data.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Religion",\n"Family",\n"Work or Employment",\n"Health",\n"Education",\n"Leisure",\n"Missing"]).q34_choice2)\ncluster[\'q34_choice3\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Religion",\n"Family",\n"Work or Employment",\n"Health",\n"Education",\n"Leisure",\n"Missing"]).q34_choice3)\ncluster[\'q34_choice4\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Religion",\n"Family",\n"Work or Employment",\n"Health",\n"Education",\n"Leisure",\n"Missing"]).q34_choice4)\ncluster[\'q34_choice5\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Religion",\n"Family",\n"Work or Employment",\n"Health",\n"Education",\n"Leisure",\n"Missing"]).q34_choice5)\ncluster[\'q34_choice6\'] = (cluster.replace(to_replace = [1,2,3,4,5,6,0],\nvalue=["Religion",\n"Family",\n"Work or Employment",\n"Health",\n"Education",\n"Leisure",\n"Missing"]).q34_choice6)'}, {'role': 'assistant', 'content': "['data_preprocessing']"}]