

import string
from math import logaa

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

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

def 		UpperCamelCase      (lowercase_:				int					,   lowercase_:				int					,   lowercase_:				List[Any]=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 		UpperCamelCase      (lowercase_:				int					,   lowercase_:				int      )  ->   float:
 return round(tf * idf					,   3      )






from functools import lru_cache

@lru_cache
def 		UpperCamelCase      (lowercase_:				int      )  ->   int:
	if num < 0:
		raise ValueError("""Number should not be negative."""      )

	return 1 if num in (0, 1) else num * factorial(num - 1      )


if __name__ == "__main__":
	import doctest

	doctest.testmod()



