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error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, nrows=200000) + +print("read train file") +# In[174]: + + +stop_words= nltk.corpus.stopwords.words('english') + +def get_20common_2grams(text, n): + outputTrigrams = [] + n_grams = ngrams(nltk.tokenize.word_tokenize(text), n) + for grams in n_grams: + outputTrigrams.append(grams) + return outputTrigrams + +def get_20common_2grams_no_stop(text, n): + tokenized_world = nltk.tokenize.word_tokenize(text) + stop_words= nltk.corpus.stopwords.words('english') + tokenized_no_stop = [i for i in tokenized_world if i not in stop_words] + n_grams = ngrams(tokenized_no_stop, n) + return n_grams + +def predict(word_before, word_after): + prob_list = dict(Counter(model[(word_before, word_after)]).most_common(6)).items() + predictions = [] + prob_sum = 0.0 + for key, value in prob_list: + prob_sum += value + predictions.append(f'{key}:{value}') + if prob_sum == 0.0: + return 'the:0:2 be:0.2 to:0.2 of:0.15 and:0.15 :0.1' + remaining_prob = 1 - prob_sum + if remaining_prob < 0.01: + predictions.append(f':{0.01}') + return ' '.join(predictions) + + +# In[175]: + + +train = train_file_in[[6, 7]] +train = pd.concat([train, train_file_out], axis=1) + +train["result"] = train[6] + train[0] + train[7] + + +# In[ ]: + + +for index, row in train.iterrows(): + text = str(row["result"]).lower().replace('-\\n', '').replace('\\n', ' ') + words = word_tokenize(text) + for w1, w2, w3 in trigrams(words, pad_right=True, pad_left=True): + if w1 and w2 and w3: + model[(w2, w3)][w1] += 1 + + +# In[ ]: +print("train model") + +for key in model: + total_count = float(sum(model[key].values())) + for value in model[key]: + model[key][value] /= total_count + + +# In[ ]: + + +dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE) +test_a_data = pd.read_csv('test-A/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE) + + +# 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