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Update Matcher example
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@ -352,8 +352,7 @@ p
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| By default, spaCy's tokenizer will split emoji into separate tokens. This
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| By default, spaCy's tokenizer will split emoji into separate tokens. This
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| means that you can create a pattern for one or more emoji tokens. In this
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| means that you can create a pattern for one or more emoji tokens.
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| case, a sequence of identical emoji should be treated as one instance.
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| Valid hashtags usually consist of a #[code #], plus a sequence of
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| Valid hashtags usually consist of a #[code #], plus a sequence of
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| ASCII characters with no whitespace, making them easy to match as well.
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| ASCII characters with no whitespace, making them easy to match as well.
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@ -368,8 +367,8 @@ p
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neg_emoji = [u'😞', u'😠', u'😩', u'😢', u'😭', u'😒'] # negative emoji
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neg_emoji = [u'😞', u'😠', u'😩', u'😢', u'😭', u'😒'] # negative emoji
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# add patterns to match one or more emoji tokens
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# add patterns to match one or more emoji tokens
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pos_patterns = [[{'ORTH': emoji, 'OP': '+'}] for emoji in pos_emoji]
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pos_patterns = [[{'ORTH': emoji}] for emoji in pos_emoji]
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neg_patterns = [[{'ORTH': emoji, 'OP': '+'}] for emoji in neg_emoji]
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neg_patterns = [[{'ORTH': emoji}] for emoji in neg_emoji]
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matcher.add('HAPPY', label_sentiment, *pos_patterns) # add positive pattern
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matcher.add('HAPPY', label_sentiment, *pos_patterns) # add positive pattern
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matcher.add('SAD', label_sentiment, *neg_patterns) # add negative pattern
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matcher.add('SAD', label_sentiment, *neg_patterns) # add negative pattern
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@ -397,9 +396,9 @@ p
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def label_sentiment(matcher, doc, i, matches):
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def label_sentiment(matcher, doc, i, matches):
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match_id, start, end = matches[i]
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match_id, start, end = matches[i]
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if match_id is 'HAPPY':
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if doc.vocab.strings[match_id] == 'HAPPY': # don't forget to get string!
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doc.sentiment += 0.1 # add 0.1 for positive sentiment
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doc.sentiment += 0.1 # add 0.1 for positive sentiment
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elif match_id is 'SAD':
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elif doc.vocab.strings[match_id] == 'SAD':
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doc.sentiment -= 0.1 # subtract 0.1 for negative sentiment
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doc.sentiment -= 0.1 # subtract 0.1 for negative sentiment
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span = doc[start : end]
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span = doc[start : end]
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emoji = Emojipedia.search(span[0].text) # get data for emoji
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emoji = Emojipedia.search(span[0].text) # get data for emoji
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