Created
March 16, 2018 08:26
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from afinn import Afinn # https://github.com/fnielsen/afinn | |
from collections import namedtuple | |
afinn = Afinn(language='da', emoticons=True) | |
ScoreTuple = namedtuple('scores', 'score word line') | |
def sentiment_score_of_words(text, ignore_neutral_sentiment=True, show_analysis=True): | |
text = clean_text(text) | |
lineNr = 1 | |
scores = [] | |
lines = [line for line in text.split('\n')] | |
for line in lines: | |
for word in line.strip().split(' '): | |
if (ignore_neutral_sentiment and afinn.score(word) == 0): | |
continue | |
else: | |
scores.append( ScoreTuple(afinn.score(word), word, lineNr) ) | |
lineNr += 1 | |
if show_analysis: | |
for nTuple in sorted(scores, reverse=True): | |
print(f"{nTuple.score} \"{nTuple.word}\", linje: {nTuple.line}") | |
return scores | |
def sentiment_score_of_text(text, show_score=True): | |
text = clean_text(text) | |
score = afinn.score(text) | |
if show_score: | |
print(f"The text's score is: {score}") | |
return score | |
def clean_text(text): | |
"""Cleans the text from characters such as , . ! ? """ | |
chars_to_clean = (',','.','!','?') | |
for c in chars_to_clean: | |
text = text.replace(c, '') | |
return text | |
if __name__ == '__main__': | |
text = """Dette er en dansk tekst, fyldt med positive og gode ord. Der er dog nogle dårlige og knap så | |
gode ord ind i mellem. Men overordnet set er teksten positivt ladet med fantastiske himmerigske ord.""" | |
sentiment_score_of_words(text) | |
sentiment_score_of_text(text) |
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