


"""simple docstring"""

import string
from math import logaa


def lowerCAmelCase_      (				UpperCamelCase__	: str				,   UpperCamelCase__	: str ):






 """simple docstring"""







 __lowercase									=	document.translate(
     str.maketrans(""""""				,   """"""				,   string.punctuation ) ).replace("""\n"""				,   """""" )
 __lowercase									=	document_without_punctuation.split(""" """ )  # word tokenization
 return len([word for word in tokenize_document if word.lower() == term.lower()] )


def lowerCAmelCase_      (				UpperCamelCase__	: str				,   UpperCamelCase__	: str ):






 """simple docstring"""







 __lowercase									=	corpus.lower().translate(
     str.maketrans(""""""				,   """"""				,   string.punctuation ) )  # strip all punctuation and replace it with ''
 __lowercase									=	corpus_without_punctuation.split("""\n""" )
 __lowercase									=	term.lower()
 return (len([doc for doc in docs if term in doc] ), len(UpperCamelCase__ ))


def lowerCAmelCase_      (				UpperCamelCase__	: int				,   UpperCamelCase__	: int				,   UpperCamelCase__	: List[Any]=False ):






 """simple docstring"""







 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 lowerCAmelCase_      (				UpperCamelCase__	: int				,   UpperCamelCase__	: int ):






 """simple docstring"""







 return round(tf * idf				,   3 )




"""simple docstring"""

# Algorithm for the pigeonhole sorting




def lowerCAmelCase_      (				UpperCamelCase__	: Dict ):






 """simple docstring"""







 __lowercase									=	min(UpperCamelCase__ )  # min() finds the minimum value
 __lowercase									=	max(UpperCamelCase__ )  # max() finds the maximum value

 __lowercase									=	max_val - min_val + 1  # size is difference of max and min values plus one

 # list of pigeonholes of size equal to the variable size
 __lowercase									=	[0] * size

 # Populate the pigeonholes.
 for x in a:
  assert isinstance(UpperCamelCase__				,   UpperCamelCase__ ), "integers only please"
  holes[x - min_val] += 1

 # Putting the elements back into the array in an order.
 __lowercase									=	0
 for count in range(UpperCamelCase__ ):
  while holes[count] > 0:
   holes[count] -= 1
   __lowercase									=	count + min_val
   i += 1


def lowerCAmelCase_      (				):






 """simple docstring"""







 __lowercase									=	[8, 3, 2, 7, 4, 6, 8]
 pigeonhole_sort(UpperCamelCase__ )
 print("""Sorted order is:"""				,   """ """.join(UpperCamelCase__ ) )


if __name__ == "__main__":
       main()
