| from emoji import demojize |
| from nltk.tokenize import TweetTokenizer |
|
|
|
|
| tokenizer = TweetTokenizer() |
|
|
|
|
| def normalizeToken(token): |
| lowercased_token = token.lower() |
| if token.startswith("@"): |
| return "@USER" |
| elif lowercased_token.startswith("http") or lowercased_token.startswith("www"): |
| return "HTTPURL" |
| elif len(token) == 1: |
| return demojize(token) |
| else: |
| if token == "’": |
| return "'" |
| elif token == "…": |
| return "..." |
| else: |
| return token |
|
|
|
|
| def normalizeTweet(tweet): |
| tokens = tokenizer.tokenize(tweet.replace("’", "'").replace("…", "...")) |
| normTweet = " ".join([normalizeToken(token) for token in tokens]) |
|
|
| normTweet = ( |
| normTweet.replace("cannot ", "can not ") |
| .replace("n't ", " n't ") |
| .replace("n 't ", " n't ") |
| .replace("ca n't", "can't") |
| .replace("ai n't", "ain't") |
| ) |
| normTweet = ( |
| normTweet.replace("'m ", " 'm ") |
| .replace("'re ", " 're ") |
| .replace("'s ", " 's ") |
| .replace("'ll ", " 'll ") |
| .replace("'d ", " 'd ") |
| .replace("'ve ", " 've ") |
| ) |
| normTweet = ( |
| normTweet.replace(" p . m .", " p.m.") |
| .replace(" p . m ", " p.m ") |
| .replace(" a . m .", " a.m.") |
| .replace(" a . m ", " a.m ") |
| ) |
|
|
| return " ".join(normTweet.split()) |
|
|
|
|
| if __name__ == "__main__": |
| print( |
| normalizeTweet( |
| "SC has first two presumptive cases of coronavirus, DHEC confirms https://postandcourier.com/health/covid19/sc-has-first-two-presumptive-cases-of-coronavirus-dhec-confirms/article_bddfe4ae-5fd3-11ea-9ce4-5f495366cee6.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share… via @postandcourier" |
| ) |
| ) |
|
|