





'''simple docstring'''

import string
from math import logaa



def 							snake_case					(     a_							: str    ,   a_							: str	)       ->				int:





      """simple docstring"""

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



def 							snake_case					(     a_							: str    ,   a_							: str	)       ->				tuple[int, int]:





      """simple docstring"""

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



def 							snake_case					(     a_							: int    ,   a_							: int    ,   a_							: List[Any]=False	)       ->				float:





      """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 							snake_case					(     a_							: int    ,   a_							: int	)       ->				float:





      """simple docstring"""

      return round(tf * idf    ,   3	)














'''simple docstring'''

import random



def 							snake_case					(     a_							: int    ,   a_							: float    ,   a_							: bool = False	)       ->				dict:





      """simple docstring"""

      UpperCamelCase_				:   dict					    =							{i: [] for i in range(a_	)}

      # if probability is greater or equal than 1, then generate a complete graph
      if probability >= 1:
            return complete_graph(a_	)
      # if probability is lower or equal than 0, then return a graph without edges
      if probability <= 0:
            return graph

      # for each couple of nodes, add an edge from u to v
      # if the number randomly generated is greater than probability probability
      for i in range(a_	):
            for j in range(i + 1    ,   a_	):
                  if random.random() < probability:
                        graph[i].append(a_	)
                        if not directed:
                              # if the graph is undirected, add an edge in from j to i, either
                              graph[j].append(a_	)
      return graph



def 							snake_case					(     a_							: int	)       ->				dict:





      """simple docstring"""

      return {
          i: [j for j in range(a_	) if i != j] for i in range(a_	)
      }


if __name__ == "__main__":
      import doctest

      doctest.testmod()






