




"""simple docstring"""



import string
from math import logaa







def   _SCREAMING_SNAKE_CASE       (							lowercase_      ,			lowercase_						)						->		int:
 A__	=    document.translate(
     str.maketrans(""      ,			""      ,			string.punctuation						)						).replace("\n"      ,			""						)
 A__	=    document_without_punctuation.split(" "						)  # word tokenization
 return len([word for word in tokenize_document if word.lower() == term.lower()]						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_      ,			lowercase_						)						->		tuple[int, int]:
 A__	=    corpus.lower().translate(
     str.maketrans(""      ,			""      ,			string.punctuation						)						)  # strip all punctuation and replace it with ''
 A__	=    corpus_without_punctuation.split("\n"						)
 A__	=    term.lower()
 return (len([doc for doc in docs if term in doc]						), len(lowercase_						))







def   _SCREAMING_SNAKE_CASE       (							lowercase_      ,			lowercase_      ,			lowercase_=False						)						->		float:
 if smoothing:
  if n == 0:
   raise ValueError("log10(0) is undefined."						)
  return round(1 + logaa(n / (1 + df)						)      ,			3						)

 if df == 0:
  raise ZeroDivisionError("df must be > 0"						)
 elif n == 0:
  raise ValueError("log10(0) is undefined."						)
 return round(logaa(n / df						)      ,			3						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_      ,			lowercase_						)						->		float:
 return round(tf * idf      ,			3						)











"""simple docstring"""



import baseaa







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		bytes:
 return baseaa.aaaencode(string.encode("utf-8"						)						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		str:
 return baseaa.aaadecode(lowercase_						).decode("utf-8"						)


if __name__ == "__main__":
      import doctest

      doctest.testmod()





