






"""simple docstring"""

def _lowerCAmelCase	(  __lowerCamelCase:str ,						__lowerCamelCase:str   ):

						'''simple docstring'''






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

												return "".join(__lowerCamelCase   )

						# matching characters
						__magic_name__            =     get_matched_characters(__lowerCamelCase ,						__lowerCamelCase   )
						__magic_name__            =     get_matched_characters(__lowerCamelCase ,						__lowerCamelCase   )
						__magic_name__            =     len(__lowerCamelCase   )

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

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

						# common prefix up to 4 characters
						__magic_name__            =     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"""

def _lowerCAmelCase	(  __lowerCamelCase:list ,						__lowerCamelCase:list   ):

						'''simple docstring'''






						_validate_point(__lowerCamelCase   )
						_validate_point(__lowerCamelCase   )
						if len(__lowerCamelCase   ) != len(__lowerCamelCase   ):
												raise ValueError("Both points must be in the same n-dimensional space"   )

						return float(sum(abs(a - b   ) for a, b in zip(__lowerCamelCase ,						__lowerCamelCase   )   )   )






def _lowerCAmelCase	(  __lowerCamelCase:list[float]   ):

						'''simple docstring'''






						if point:
												if isinstance(__lowerCamelCase ,						__lowerCamelCase   ):
																		for item in point:
																								if not isinstance(__lowerCamelCase ,						(int, float)   ):
																														__magic_name__            =     (
																														    "Expected a list of numbers as input, found "
																														    f'''{type(__lowerCamelCase   ).__name__}'''
																														)
																														raise TypeError(__lowerCamelCase   )
												else:
																		__magic_name__            =     f'''Expected a list of numbers as input, found {type(__lowerCamelCase   ).__name__}'''
																		raise TypeError(__lowerCamelCase   )
						else:
												raise ValueError("Missing an input"   )






def _lowerCAmelCase	(  __lowerCamelCase:list ,						__lowerCamelCase:list   ):

						'''simple docstring'''






						_validate_point(__lowerCamelCase   )
						_validate_point(__lowerCamelCase   )
						if len(__lowerCamelCase   ) != len(__lowerCamelCase   ):
												raise ValueError("Both points must be in the same n-dimensional space"   )

						return float(sum(abs(x - y   ) for x, y in zip(__lowerCamelCase ,						__lowerCamelCase   )   )   )


if __name__ == "__main__":
			import doctest

			doctest.testmod()



