




def __UpperCamelCase			(       _A ,  _A  ):

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

												return "".join(_A  )

						# matching characters
						lowerCAmelCase_      			=  get_matched_characters(_A ,  _A  )
						lowerCAmelCase_      			=  get_matched_characters(_A ,  _A  )
						lowerCAmelCase_      			=  len(_A  )

						# transposition
						lowerCAmelCase_      			=  (
						    len([(ca, ca) for ca, ca in zip(_A ,  _A  ) if ca != ca]  ) // 2
						)

						if not match_count:
												lowerCAmelCase_      			=  0.0
						else:
												lowerCAmelCase_      			=  (
												    1
												    / 3
												    * (
												        match_count / len(_A  )
												        + match_count / len(_A  )
												        + (match_count - transpositions) / match_count
												    )
												)

						# common prefix up to 4 characters
						lowerCAmelCase_      			=  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'''))










def __UpperCamelCase			(       _A  ):
						if not numbers:
												return 0

						if not isinstance(_A ,  (list, tuple)  ) or not all(
						    isinstance(_A ,  _A  ) for number in numbers  ):
												raise ValueError('''numbers must be an iterable of integers'''  )

						lowerCAmelCase_      			=  lowerCAmelCase_      			=  lowerCAmelCase_      			=  numbers[0]

						for i in range(1 ,  len(_A  )  ):
												# update the maximum and minimum subarray products
												lowerCAmelCase_      			=  numbers[i]
												if number < 0:
																		lowerCAmelCase_			,					lowerCAmelCase_      			=  min_till_now, max_till_now
												lowerCAmelCase_      			=  max(_A ,  max_till_now * number  )
												lowerCAmelCase_      			=  min(_A ,  min_till_now * number  )

												# update the maximum product found till now
												lowerCAmelCase_      			=  max(_A ,  _A  )

						return max_prod




