[{'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:#from sklearn.linear_model import LogisticRegression\n#weight={Address:3,District:3,X:1,Day:2}\n#weight={LARCENY/THEFT:35}\n#classifier = LogisticRegression(penalty='l1',random_state = 0,class_weight='balanced',multi_class='multinomial', solver='saga',n_jobs=-1)\n#classifier = LogisticRegression(random_state=0, penalty='l1',multi_class='multinomial', solver='saga' )\n#classifier.fit(X_train[0:50000],y_train[0:50000])"}, {'role': 'assistant', 'content': "['helper_functions']"}]