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text_cleaner.py
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import os
import re
import openai
from dotenv import load_dotenv
load_dotenv()
openai.api_key = os.getenv('OPENAI_API_KEY')
def remove_emoji(string):
emoji_pattern = re.compile("["
u"\U0001F600-\U0001F64F" # emoticons
u"\U0001F300-\U0001F5FF" # symbols & pictographs
u"\U0001F680-\U0001F6FF" # transport & map symbols
u"\U0001F1E0-\U0001F1FF" # flags (iOS)
u"\U00002702-\U000027B0"
u"\U000024C2-\U0001F251"
"]+", flags=re.UNICODE)
return emoji_pattern.sub(r'', string)
def remove_specific_characters(string):
puncts = ['\u200d', '?', '....', '..', '...', '#', '"', '|', "'",
'[', ']', '>', '=', '*', '+', '\\',
'•', '~', '£', '·', '_', '{', '}', '©', '^', '®', '`', '<', '→', '°', '€', '™', '›', '♥', '←', '×', '§',
'″', '′', 'Â', '█',
'½', 'à', '…', '“', '★', '”', '–', '●', 'â', '►', '−', '¢', '²', '¬', '░', '¶', '↑', '±', '¿', '▾', '═',
'¦', '║', '―', '¥', '▓',
'—', '‹', '─', '▒', ':', '¼', '⊕', '▼', '▪', '†', '■', '’', '▀', '¨', '▄', '♫', '☆', 'é', '¯', '♦', '¤',
'▲', 'è', '¸', '¾',
'Ã', '⋅', '‘', '∞', '∙', ')', '↓', '、', '│', '(', '»', ',', '♪', '╩', '╚', '³', '・', '╦', '╣', '╔', '╗',
'▬', '❤', 'ï', 'Ø',
'¹', '≤', '‡', '√', '!', '🅰', '🅱']
for punct in puncts:
string = string.replace(punct, "")
return string.replace(" ", " ").replace("\n", "; ").replace("\t", " ").replace("\xa0", "")
def replace_contractions(string):
contraction_colloq_dict = {"btw": "by the way", "ain't": "is not", "aren't": "are not", "can't": "cannot",
"'cause": "because", "could've": "could have", "couldn't": "could not",
"didn't": "did not", "doesn't": "does not", "don't": "do not", "hadn't": "had not",
"hasn't": "has not", "haven't": "have not", "he'd": "he would", "he'll": "he will",
"he's": "he is", "how'd": "how did", "how'd'y": "how do you", "how'll": "how will",
"how's": "how is", "I'd": "I would", "I'd've": "I would have", "I'll": "I will",
"I'll've": "I will have", "I'm": "I am", "I've": "I have", "i'd": "i would",
"i'd've": "i would have", "i'll": "i will", "i'll've": "i will have", "i'm": "i am",
"i've": "i have", "isn't": "is not", "it'd": "it would", "it'd've": "it would have",
"it'll": "it will", "it'll've": "it will have", "it's": "it is", "let's": "let us",
"ma'am": "madam", "mayn't": "may not", "might've": "might have", "mightn't": "might not",
"mightn't've": "might not have", "must've": "must have", "mustn't": "must not",
"mustn't've": "must not have", "needn't": "need not", "needn't've": "need not have",
"o'clock": "of the clock", "oughtn't": "ought not", "oughtn't've": "ought not have",
"shan't": "shall not", "sha'n't": "shall not", "shan't've": "shall not have",
"she'd": "she would", "she'd've": "she would have", "she'll": "she will",
"she'll've": "she will have", "she's": "she is", "should've": "should have",
"shouldn't": "should not", "shouldn't've": "should not have", "so've": "so have",
"so's": "so as", "this's": "this is", "that'd": "that would",
"that'd've": "that would have", "that's": "that is", "there'd": "there would",
"there'd've": "there would have", "there's": "there is", "here's": "here is",
"they'd": "they would", "they'd've": "they would have", "they'll": "they will",
"they'll've": "they will have", "they're": "they are", "they've": "they have",
"to've": "to have", "wasn't": "was not", "we'd": "we would", "we'd've": "we would have",
"we'll": "we will", "we'll've": "we will have", "we're": "we are", "we've": "we have",
"weren't": "were not", "what'll": "what will", "what'll've": "what will have",
"what're": "what are", "what's": "what is", "what've": "what have", "when's": "when is",
"when've": "when have", "where'd": "where did", "where's": "where is",
"where've": "where have", "who'll": "who will", "who'll've": "who will have",
"who's": "who is", "who've": "who have", "why's": "why is", "why've": "why have",
"will've": "will have", "won't": "will not", "won't've": "will not have",
"would've": "would have", "wouldn't": "would not", "wouldn't've": "would not have",
"y'all": "you all", "y'all'd": "you all would", "y'all'd've": "you all would have",
"y'all're": "you all are", "y'all've": "you all have", "you'd": "you would",
"you'd've": "you would have"}
for contraction, replacement in contraction_colloq_dict.items():
string = string.replace(contraction, replacement)
return string
def normalize_text(text):
text = remove_emoji(text)
text = replace_contractions(text)
text = remove_specific_characters(text)
return text