





def       A__							(   SCREAMING_SNAKE_CASE__ , SCREAMING_SNAKE_CASE__)       ->   float:

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

    return "".join(lowerCamelCase__)

  # matching characters
  __snake_case:						Any			  =						get_matched_characters(lowerCamelCase__ , lowerCamelCase__)
  __snake_case:						Tuple			  =						get_matched_characters(lowerCamelCase__ , lowerCamelCase__)
  __snake_case:						str			  =						len(lowerCamelCase__)

  # transposition
  __snake_case:						Any			  =						(
      len([(ca, ca) for ca, ca in zip(lowerCamelCase__ , lowerCamelCase__) if ca != ca]) // 2
  )

  if not match_count:
    __snake_case:						Optional[Any]			  =						0.0
  else:
    __snake_case:						List[Any]			  =						(
        1
        / 3
        * (
            match_count / len(lowerCamelCase__)
            + match_count / len(lowerCamelCase__)
            + (match_count - transpositions) / match_count
        )
    )

  # common prefix up to 4 characters
  __snake_case:						Optional[int]			  =						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"))









from __future__ import annotations

import numpy as np







def       A__							(   SCREAMING_SNAKE_CASE__)       ->   List[str]:
  return np.maximum(0 , SCREAMING_SNAKE_CASE__)


if __name__ == "__main__":
      print(np.array(relu([-1, 0, 5])))  # --> [0, 0, 5]






