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dev-0/out.tsv
21038
dev-0/out.tsv
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14
run.py
14
run.py
@ -27,8 +27,6 @@ for index, row in train_data.iterrows():
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for w1, w2, w3 in trigrams(words, pad_right=True, pad_left=True):
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if w1 and w2 and w3:
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model[(w2, w3)][w1] += 1
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if index > 20000:
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break
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for w2_w3 in model:
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total_count = float(sum(model[w2_w3].values()))
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@ -37,7 +35,7 @@ for w2_w3 in model:
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def predict_probs(word1, word2):
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raw_prediction = dict(model[word1, word2])
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prediction = dict(Counter(raw_prediction).most_common(12))
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prediction = dict(Counter(raw_prediction).most_common(6))
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total_prob = 0.0
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str_prediction = ''
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@ -47,12 +45,12 @@ def predict_probs(word1, word2):
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str_prediction += f'{word}:{prob} '
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if total_prob == 0.0:
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return 'the:0.3 be:0.2 to:0.2 of:0.2 :0.1'
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return 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1'
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remaining_prob = 1 - total_prob
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if remaining_prob < 0.0001:
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remaining_prob = 0.0001
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if remaining_prob < 0.01:
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remaining_prob = 0.01
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str_prediction += f':{remaining_prob}'
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@ -67,7 +65,7 @@ with open('dev-0/out.tsv', 'w') as file:
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text = clean_text(str(row[7]))
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words = word_tokenize(text)
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if len(words) < 4:
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prediction = 'the:0.3 be:0.2 to:0.2 of:0.2 :0.1'
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prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1'
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else:
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prediction = predict_probs(words[0], words[1])
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file.write(prediction + '\n')
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@ -77,7 +75,7 @@ with open('test-A/out.tsv', 'w') as file:
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text = clean_text(str(row[7]))
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words = word_tokenize(text)
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if len(words) < 4:
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prediction = 'the:0.3 be:0.2 to:0.2 of:0.2 :0.1'
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prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1'
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else:
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prediction = predict_probs(words[0], words[1])
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file.write(prediction + '\n')
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14828
test-A/out.tsv
14828
test-A/out.tsv
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