


import string
from math import logaa




def    snake_case_     (  snake_case			,							snake_case     )  ->				int:
       lowercase__:   str  			=   document.translate(
           str.maketrans(''			,							''			,							string.punctuation     )     ).replace('\n'			,							''     )
       lowercase__:   List[str]  			=   document_without_punctuation.split(' '     )  # word tokenization
       return len([word for word in tokenize_document if word.lower() == term.lower()]     )




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




def    snake_case_     (  snake_case			,							snake_case			,							snake_case=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    snake_case_     (  snake_case			,							snake_case     )  ->				float:
       return round(tf * idf			,							3     )






from __future__ import annotations




def    snake_case_     (  snake_case			,							snake_case     )  ->				list[int]:
       lowercase__:   List[str]  			=   0
       lowercase__:   Dict  			=   len(snake_case     ) - 1

       while i < j:
              if nums[i] + nums[j] == target:
                     return [i, j]
              elif nums[i] + nums[j] < target:
                     lowercase__:   Dict  			=   i + 1
              else:
                     lowercase__:   List[Any]  			=   j - 1

       return []


if __name__ == "__main__":
 import doctest

 doctest.testmod()
 print(F'''{two_pointer([2, 7, 11, 15], 9) = }''')


