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Get parent verb polarity with spaCy
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import typing as t | |
import spacy | |
# load pre-trained model pipeline | |
nlp = spacy.load('en_core_web_sm') | |
# sentence for grammar rules | |
text = """He does not eat meat, but he loves Beyond Burgers.""" | |
# apply pipeline | |
doc = nlp(text) | |
def get_parent_verb( | |
token: spacy.tokens.Token | |
) -> t.Optional[t.Tuple[spacy.tokens.Token, int]]: | |
"""Get the parent verb of token, along with its polarity | |
(1 for positive, -1 for negative)""" | |
# loop through ancestors | |
polarity = 1 | |
for a in token.ancestors: | |
if a.pos_ in {'VERB', 'ROOT'}: | |
# found the first parent verb | |
verb = a | |
# check if it's negated | |
for l in a.lefts: | |
if l.dep_ == 'neg': | |
polarity = -1 | |
# return first parent verb found | |
return (verb, polarity) | |
return None | |
# hard code "Beyond" token | |
token = doc[9] | |
# get parent verb and polarity | |
get_parent_verb(token) |
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