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+in:0.0007872628577091201 nand:0.0007872628577091201 :0.9984254742845817 +strong:0.006261591352729124 and:0.005565936275212279 growth:0.003478971042661744 fresh:0.003478971042661744 health:0.002783315965144898 nhealthy:0.002087660887628053 :0.9763435534339622 +the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 +the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 +city:0.008106604923738488 and:0.007895985675094785 office:0.005485067467215792 world:0.005368554691370339 same:0.005090716533585027 United:0.0047187719030014645 :0.9633342988059941 +to:0.08775791748849644 that:0.017797549423317915 taxation:0.002455363444112099 asked:0.0012279885657756333 here:0.0012279885657756333 trouble:0.0012279885657756333 :0.8883052039467466 the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1 diff --git a/run.py b/run.py index 46c24ea..690c3f3 100644 --- a/run.py +++ b/run.py @@ -10,21 +10,26 @@ class WordGapPrediction: def __init__(self): self.tokenizer = RegexpTokenizer(r"\w+") self.model = defaultdict(lambda: defaultdict(lambda: 0)) + self.vocab = set() + self.alpha = 0.001 def read_train_data(self, file): data = pd.read_csv(file, sep="\t", error_bad_lines=False, index_col=0, header=None) - for index, row in data[:140000].iterrows(): + for index, row in data[:100000].iterrows(): text = str(row[6]) + ' ' + str(row[7]) tokens = self.tokenizer.tokenize(text) for w1, w2, w3 in trigrams(tokens, pad_right=True, pad_left=True): if w1 and w2 and w3: self.model[(w2, w3)][w1] += 1 self.model[(w1, w2)][w3] += 1 + self.vocab.add(w1) + self.vocab.add(w2) + self.vocab.add(w3) for word_pair in self.model: num_n_grams = float(sum(self.model[word_pair].values())) for word in self.model[word_pair]: - self.model[word_pair][word] /= num_n_grams + self.model[word_pair][word] = (self.model[word_pair][word] + self.alpha) / (num_n_grams + self.alpha*len(self.vocab)) def generate_outputs(self, input_file, output_file): data = pd.read_csv(input_file, sep='\t', error_bad_lines=False, index_col=0, header=None, 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