[{'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 nltk.corpus import sentiwordnet as swn\nmessagejan = emails2001jan['content']\nmessagejan = ', '.join([str(x) for x in messagejan])\nmessagejan = messagejan.replace('\\n','')\nmessagejan = messagejan.replace('\\t','')\nmessagejan = messagejan.replace(',','')\nmessagejan = messagejan.replace('/','')\ntokensjan = nltk.word_tokenize(messagejan.lower())\ntokensjan = messagejan.split()\ntextjan = nltk.Text(tokensjan)\nfdistjan = textjan.vocab()\ntext_nostopwordsjan = remove_stopwords(textjan, fdistjan.hapaxes())\nfdist_nostopwordsjan = text_nostopwordsjan.vocab()\ntaggedjan = nltk.pos_tag(fdist_nostopwordsjan)\nadjectivesjan = [w for (w,t) in taggedjan if t=='JJ']\nresolved_adjectivesjan = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesjan if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negjan = 0\nmessagefeb = emails2001feb['content']\nmessagefeb = ', '.join([str(x) for x in messagefeb])\nmessagefeb = messagefeb.replace('\\n','')\nmessagefeb = messagefeb.replace('\\t','')\nmessagefeb = messagefeb.replace(',','')\nmessagefeb = messagefeb.replace('/','')\ntokensfeb = nltk.word_tokenize(messagefeb.lower())\ntokensfeb = messagefeb.split()\ntextfeb = nltk.Text(tokensfeb)\nfdistfeb = textfeb.vocab()\ntext_nostopwordsfeb = remove_stopwords(textfeb, fdistfeb.hapaxes())\nfdist_nostopwordsfeb = text_nostopwordsfeb.vocab()\ntaggedfeb = nltk.pos_tag(fdist_nostopwordsfeb)\nadjectivesfeb = [w for (w,t) in taggedfeb if t=='JJ']\nresolved_adjectivesfeb = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesfeb if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negfeb = 0\nmessagemar = emails2001mar['content']\nmessagemar = ', '.join([str(x) for x in messagemar])\nmessagemar = messagemar.replace('\\n','')\nmessagemar = messagemar.replace('\\t','')\nmessagemar = messagemar.replace(',','')\nmessagemar = messagemar.replace('/','')\ntokensmar = nltk.word_tokenize(messagemar.lower())\ntokensmar = messagemar.split()\ntextmar = nltk.Text(tokensmar)\nfdistmar = textmar.vocab()\ntext_nostopwordsmar = remove_stopwords(textmar, fdistmar.hapaxes())\nfdist_nostopwordsmar = text_nostopwordsmar.vocab()\ntaggedmar = nltk.pos_tag(fdist_nostopwordsmar)\nadjectivesmar = [w for (w,t) in taggedmar if t=='JJ']\nresolved_adjectivesmar = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesmar if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negmar = 0\nmessageapr = emails2001apr['content']\nmessageapr = ', '.join([str(x) for x in messageapr])\nmessageapr = messageapr.replace('\\n','')\nmessageapr = messageapr.replace('\\t','')\nmessageapr = messageapr.replace(',','')\nmessageapr = messageapr.replace('/','')\ntokensapr = nltk.word_tokenize(messageapr.lower())\ntokensapr = messageapr.split()\ntextapr = nltk.Text(tokensapr)\nfdistapr = textapr.vocab()\ntext_nostopwordsapr = remove_stopwords(textapr, fdistapr.hapaxes())\nfdist_nostopwordsapr = text_nostopwordsapr.vocab()\ntaggedapr = nltk.pos_tag(fdist_nostopwordsapr)\nadjectivesapr = [w for (w,t) in taggedapr if t=='JJ']\nresolved_adjectivesapr = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesapr if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negapr = 0\nmessagemay = emails2001may['content']\nmessagemay = ', '.join([str(x) for x in messagemay])\nmessagemay = messagemay.replace('\\n','')\nmessagemay = messagemay.replace('\\t','')\nmessagemay = messagemay.replace(',','')\nmessagemay = messagemay.replace('/','')\ntokensmay = nltk.word_tokenize(messagemay.lower())\ntokensmay = messagemay.split()\ntextmay = nltk.Text(tokensmay)\nfdistmay = textmay.vocab()\ntext_nostopwordsmay = remove_stopwords(textmay, fdistmay.hapaxes())\nfdist_nostopwordsmay = text_nostopwordsmay.vocab()\ntaggedmay = nltk.pos_tag(fdist_nostopwordsmay)\nadjectivesmay = [w for (w,t) in taggedmay if t=='JJ']\nresolved_adjectivesmay = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesmay if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negmay = 0\nmessagejun = emails2001jun['content']\nmessagejun = ', '.join([str(x) for x in messagejun])\nmessagejun = messagejun.replace('\\n','')\nmessagejun = messagejun.replace('\\t','')\nmessagejun = messagejun.replace(',','')\nmessagejun = messagejun.replace('/','')\ntokensjun = nltk.word_tokenize(messagejun.lower())\ntokensjun = messagejun.split()\ntextjun = nltk.Text(tokensjun)\nfdistjun = textjun.vocab()\ntext_nostopwordsjun = remove_stopwords(textjun, fdistjun.hapaxes())\nfdist_nostopwordsjun = text_nostopwordsjun.vocab()\ntaggedjun = nltk.pos_tag(fdist_nostopwordsjun)\nadjectivesjun = [w for (w,t) in taggedjun if t=='JJ']\nresolved_adjectivesjun = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesjun if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negjun = 0\nmessagejul = emails2001jul['content']\nmessagejul = ', '.join([str(x) for x in messagejul])\nmessagejul = messagejul.replace('\\n','')\nmessagejul = messagejul.replace('\\t','')\nmessagejul = messagejul.replace(',','')\nmessagejul = messagejul.replace('/','')\ntokensjul = nltk.word_tokenize(messagejul.lower())\ntokensjul = messagejul.split()\ntextjul = nltk.Text(tokensjul)\nfdistjul = textjul.vocab()\ntext_nostopwordsjul = remove_stopwords(textjul, fdistjul.hapaxes())\nfdist_nostopwordsjul = text_nostopwordsjul.vocab()\ntaggedjul = nltk.pos_tag(fdist_nostopwordsjul)\nadjectivesjul = [w for (w,t) in taggedjul if t=='JJ']\nresolved_adjectivesjul = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesjul if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negjul = 0\nmessageaug = emails2001aug['content']\nmessageaug = ', '.join([str(x) for x in messageaug])\nmessageaug = messageaug.replace('\\n','')\nmessageaug = messageaug.replace('\\t','')\nmessageaug = messageaug.replace(',','')\nmessageaug = messageaug.replace('/','')\ntokensaug = nltk.word_tokenize(messageaug.lower())\ntokensaug = messageaug.split()\ntextaug = nltk.Text(tokensaug)\nfdistaug = textaug.vocab()\ntext_nostopwordsaug = remove_stopwords(textaug, fdistaug.hapaxes())\nfdist_nostopwordsaug = text_nostopwordsaug.vocab()\ntaggedaug = nltk.pos_tag(fdist_nostopwordsaug)\nadjectivesaug = [w for (w,t) in taggedaug if t=='JJ']\nresolved_adjectivesaug = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesaug if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negaug = 0\nmessagesep = emails2001sep['content']\nmessagesep = ', '.join([str(x) for x in messagesep])\nmessagesep = messagesep.replace('\\n','')\nmessagesep = messagesep.replace('\\t','')\nmessagesep = messagesep.replace(',','')\nmessagesep = messagesep.replace('/','')\ntokenssep = nltk.word_tokenize(messagesep.lower())\ntokenssep = messagesep.split()\ntextsep = nltk.Text(tokenssep)\nfdistsep = textsep.vocab()\ntext_nostopwordssep = remove_stopwords(textsep, fdistsep.hapaxes())\nfdist_nostopwordssep = text_nostopwordssep.vocab()\ntaggedsep = nltk.pos_tag(fdist_nostopwordssep)\nadjectivessep = [w for (w,t) in taggedsep if t=='JJ']\nresolved_adjectivessep = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivessep if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negsep = 0\nmessageoct = emails2001oct['content']\nmessageoct = ', '.join([str(x) for x in messageoct])\nmessageoct = messageoct.replace('\\n','')\nmessageoct = messageoct.replace('\\t','')\nmessageoct = messageoct.replace(',','')\nmessageoct = messageoct.replace('/','')\ntokensoct = nltk.word_tokenize(messageoct.lower())\ntokensoct = messageoct.split()\ntextoct = nltk.Text(tokensoct)\nfdistoct = textoct.vocab()\ntext_nostopwordsoct = remove_stopwords(textoct, fdistoct.hapaxes())\nfdist_nostopwordsoct = text_nostopwordsoct.vocab()\ntaggedoct = nltk.pos_tag(fdist_nostopwordsoct)\nadjectivesoct = [w for (w,t) in taggedoct if t=='JJ']\nresolved_adjectivesoct = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesoct if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negoct = 0\nmessagenov = emails2001nov['content']\nmessagenov = ', '.join([str(x) for x in messagenov])\nmessagenov = messagenov.replace('\\n','')\nmessagenov = messagenov.replace('\\t','')\nmessagenov = messagenov.replace(',','')\nmessagenov = messagenov.replace('/','')\ntokensnov = nltk.word_tokenize(messagenov.lower())\ntokensnov = messagenov.split()\ntextnov = nltk.Text(tokensnov)\nfdistnov = textnov.vocab()\ntext_nostopwordsnov = remove_stopwords(textnov, fdistnov.hapaxes())\nfdist_nostopwordsnov = text_nostopwordsnov.vocab()\ntaggednov = nltk.pos_tag(fdist_nostopwordsnov)\nadjectivesnov = [w for (w,t) in taggednov if t=='JJ']\nresolved_adjectivesnov = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesnov if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negnov = 0\nmessagedec = emails2001dec['content']\nmessagedec = ', '.join([str(x) for x in messagedec])\nmessagedec = messagedec.replace('\\n','')\nmessagedec = messagedec.replace('\\t','')\nmessagedec = messagedec.replace(',','')\nmessagedec = messagedec.replace('/','')\ntokensdec = nltk.word_tokenize(messagedec.lower())\ntokensdec = messagedec.split()\ntextdec = nltk.Text(tokensdec)\nfdistdec = textdec.vocab()\ntext_nostopwordsdec = remove_stopwords(textdec, fdistdec.hapaxes())\nfdist_nostopwordsdec = text_nostopwordsdec.vocab()\ntaggeddec = nltk.pos_tag(fdist_nostopwordsdec)\nadjectivesdec = [w for (w,t) in taggeddec if t=='JJ']\nresolved_adjectivesdec = [(w, list(filter(lambda i:i,swn.senti_synsets(w, 'a')))[0]) for w in adjectivesdec if len(list(filter(lambda i: i, swn.senti_synsets(w, 'a'))))>0]\nadd_negdec = 0\nfor (w,a) in resolved_adjectivesjan:\nadd_negjan = add_negjan + a.neg_score()\nfor (w,a) in resolved_adjectivesfeb:\nadd_negfeb = add_negfeb + a.neg_score()\nfor (w,a) in resolved_adjectivesmar:\nadd_negmar = add_negmar + a.neg_score()\nfor (w,a) in resolved_adjectivesapr:\nadd_negapr = add_negapr + a.neg_score()\nfor (w,a) in resolved_adjectivesmay:\nadd_negmay = add_negmay + a.neg_score()\nfor (w,a) in resolved_adjectivesjun:\nadd_negjun = add_negjun + a.neg_score()\nfor (w,a) in resolved_adjectivesjul:\nadd_negjul = add_negjul + a.neg_score()\nfor (w,a) in resolved_adjectivesaug:\nadd_negaug = add_negaug + a.neg_score()\nfor (w,a) in resolved_adjectivessep:\nadd_negsep = add_negsep + a.neg_score()\nfor (w,a) in resolved_adjectivesoct:\nadd_negoct = add_negoct + a.neg_score()\nfor (w,a) in resolved_adjectivesnov:\nadd_negnov = add_negnov + a.neg_score()\nfor (w,a) in resolved_adjectivesdec:\nadd_negdec = add_negdec + a.neg_score()\nnor_add_negjan = add_negjan/len(resolved_adjectivesjan)\nnor_add_negfeb = add_negfeb/len(resolved_adjectivesfeb)\nnor_add_negmar = add_negmar/len(resolved_adjectivesmar)\nnor_add_negapr = add_negapr/len(resolved_adjectivesapr)\nnor_add_negmay = add_negmay/len(resolved_adjectivesmay)\nnor_add_negjun = add_negjun/len(resolved_adjectivesjun)\nnor_add_negjul = add_negjul/len(resolved_adjectivesjul)\nnor_add_negaug = add_negaug/len(resolved_adjectivesaug)\nnor_add_negsep = add_negsep/len(resolved_adjectivessep)\nnor_add_negoct = add_negoct/len(resolved_adjectivesoct)\nnor_add_negnov = add_negnov/len(resolved_adjectivesnov)\nnor_add_negdec = add_negdec/len(resolved_adjectivesdec)"}, {'role': 'assistant', 'content': "['data_exploration', 'data_preprocessing']"}]