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pd.read_csv('train/in.tsv.xz', sep='\t', header=None, + quoting=csv.QUOTE_NONE, nrows=70000, on_bad_lines='skip') + y_train = pd.read_csv('train/expected.tsv', sep='\t', header=None, + quoting=csv.QUOTE_NONE, nrows=70000, on_bad_lines='skip') + x_train = x_train[[6, 7]] + x_train = pd.concat([x_train, y_train], axis=1) + x_train['l'] = x_train[6] + x_train[0] + x_train[7] + + return x_train, y_train + + +x_train, y_train = prepare_data() + + +# In[39]: + + +def train(x_train): + model = defaultdict(lambda: defaultdict(lambda: 0)) + setOf = set() + alpha = 0.02 + count = x_train.iterrows() + for i, (_, row) in enumerate(count): + text = re.sub(r'\p{P}', '', str(row['l']).lower().replace( + '-\\n', '').replace('\\n', ' ')) + words = word_tokenize(text) + for word_1, word_2, word_3 in trigrams(words, pad_right=True, pad_left=True): + if word_1 and word_2 and word_3: + model[(word_1, word_3)][word_2] += 1 + setOf.add(word_1) + setOf.add(word_2) + setOf.add(word_3) + + for words in model: + num_n_grams = float(sum(model[words].values())) + for word in model[words]: + model[words][word] = (model[words][word] + alpha) / \ + (num_n_grams + alpha * len(setOf)) + + return model + + +# In[41]: + + +def predict(before, after): + result = '' + p = 0.0 + pred = dict(Counter(dict(model[before, after])).most_common(7)) + for key, value in pred.items(): + p += value + result += f'{key}:{value} ' + if p == 0.0: + result = 'to:0.02 the:0.02 be:0.02 and:0.01 or:0.01 and:0.01 a:0.01 :0.9' + return result + result += f':{max(1 - p, 0.01)}' + + return result + + +# In[42]: +def preprocess(text): + text = text.lower().replace('-\\n', '').replace('\\n', ' ') + return re.sub(r'\p{P}', '', text) + + +def gap_predict(file): + X_test = pd.read_csv(f'{file}/in.tsv.xz', sep='\t', header=None, + quoting=csv.QUOTE_NONE, error_bad_lines=False) + with open(f'{file}/out.tsv', 'w', encoding='utf-8') as result_file: + for _, row in X_test.iterrows(): + before, after = word_tokenize(preprocess( + 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