



"""simple docstring"""







def        UpperCamelCase_   (   lowerCAmelCase__				:    str   ,       lowerCAmelCase__				:    str						)						->       float:

  """simple docstring"""




  def get_matched_characters(lowerCAmelCase__				:    str   ,       lowerCAmelCase__				:    str						) -> str:
    lowerCAmelCase_       :    Any								=			[]
    lowerCAmelCase_       :    List[Any]								=			min(len(_stra						)   ,       len(_stra						)						) // 2
    for i, l in enumerate(_stra						):
      lowerCAmelCase_       :    Union[str, Any]								=			int(max(0   ,       i - limit						)						)
      lowerCAmelCase_       :    Union[str, Any]								=			int(min(i + limit + 1   ,       len(_stra						)						)						)
      if l in _stra[left:right]:
        matched.append(lowerCAmelCase__						)
        lowerCAmelCase_       :    List[str]								=			f"{_stra[0:_stra.index(lowerCAmelCase__						)]} {_stra[_stra.index(lowerCAmelCase__						) + 1:]}"

    return "".join(lowerCAmelCase__						)

  # matching characters
  lowerCAmelCase_       :    Optional[Any]								=			get_matched_characters(lowerCAmelCase__   ,       lowerCAmelCase__						)
  lowerCAmelCase_       :    str								=			get_matched_characters(lowerCAmelCase__   ,       lowerCAmelCase__						)
  lowerCAmelCase_       :    Tuple								=			len(lowerCAmelCase__						)

  # transposition
  lowerCAmelCase_       :    Union[str, Any]								=			(
      len([(ca, ca) for ca, ca in zip(lowerCAmelCase__   ,       lowerCAmelCase__						) if ca != ca]						) // 2
  )

  if not match_count:
    lowerCAmelCase_       :    int								=			0.0
  else:
    lowerCAmelCase_       :    Union[str, Any]								=			(
        1
        / 3
        * (
            match_count / len(lowerCAmelCase__						)
            + match_count / len(lowerCAmelCase__						)
            + (match_count - transpositions) / match_count
        )
    )

  # common prefix up to 4 characters
  lowerCAmelCase_       :    str								=			0
  for ca, ca in zip(stra[:4]   ,       stra[:4]						):
    if ca == ca:
      prefix_len += 1
    else:
      break

  return jaro + 0.1 * prefix_len * (1 - jaro)


if __name__ == "__main__":
     import doctest

     doctest.testmod()
     print(jaro_winkler("""hello""", """world"""))










"""simple docstring"""







import baseaa

def     UpperCamelCase_   (   lowerCAmelCase__				:    str						)						->       bytes:

  """simple docstring"""




  return baseaa.aaaencode(string.encode('utf-8'						)						)

def     UpperCamelCase_   (   lowerCAmelCase__				:    bytes						)						->       str:

  """simple docstring"""




  return baseaa.aaadecode(lowerCAmelCase__						).decode('utf-8'						)


if __name__ == "__main__":
     import doctest

     doctest.testmod()





