import re import string from textblob import TextBlob stopword = ["i", "me", "my", "myself", "we", "our", "ours", "ourselves", "you", "your", "yours", "yourself", "yourselves", "he", "him", "his", "himself", "she", "her", "hers", "herself", "it", "its", "itself", "they", "them", "their", "theirs", "themselves", "what", "which", "who", "whom", "this", "that", "these", "those", "am", "is", "are", "was", "were", "be", "been", "being", "have", "has", "had", "having", "do", "does", "did", "doing", "a", "an", "the", "and", "but", "if", "or", "because", "as", "until", "while", "of", "at", "by", "for", "with", "about", "against", "between", "into", "through", "during", "before", "after", "above", "below", "to", "from", "up", "down", "in", "out", "on", "off", "over", "under", "again", "further", "then", "once", "here", "there", "when", "where", "why", "how", "all", "any", "both", "each", "few", "more", "most", "other", "some", "such", "no", "nor", "not", "only", "own", "same", "so", "than", "too", "very", "s", "t", "can", "will", "just", "don", "should", "now"] punctuations = string.punctuation def to_lower(text: str) -> str: return text.lower() def remove_html_tags(text: str) -> str: pattern = re.compile('<.*?>') return pattern.sub(r'', text) def remove_punctuations(text: str) -> str: return text.translate(str.maketrans('', '', punctuations)) def correct_spellings(text: str) -> str: return TextBlob(text).correct().string def remove_stopwords(text: str) -> str: return " ".join([word for word in text.split() if word not in stopword]) def clean(text: str) -> str: return remove_stopwords( correct_spellings(remove_punctuations(remove_html_tags(to_lower(text)))) )