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import re | |
import nltk | |
nltk.download('stopwords') | |
# download stopwords list from nltk | |
from nltk.corpus import stopwords | |
stop_words = set(stopwords.words('english')) | |
def clean_text(text): | |
# converting to lowercase | |
newString = text.lower() | |
# removing links | |
newString = re.sub(r'(https|http)?:\/\/(\w|\.|\/|\?|\=|\&|\%)*\b', '', newString) | |
# fetching alphabetic characters | |
newString = re.sub("[^a-zA-Z]", " ", newString) | |
# removing stop words | |
tokens = [w for w in newString.split() if not w in stop_words] | |
# removing short words | |
long_words=[] | |
for i in tokens: | |
if len(i)>=4: | |
long_words.append(i) | |
return (" ".join(long_words)).strip() |
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