


def 		lowercase_	(  _UpperCamelCase							,      _UpperCamelCase	):


			'''simple docstring'''







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

						return "".join(_UpperCamelCase	)

			# matching characters
			__lowercase			       = get_matched_characters(_UpperCamelCase							,      _UpperCamelCase	)
			__lowercase			       = get_matched_characters(_UpperCamelCase							,      _UpperCamelCase	)
			__lowercase			       = len(_UpperCamelCase	)

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

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

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






a			:			Any												=					[
    '''Audio''',
    '''Array2D''',
    '''Array3D''',
    '''Array4D''',
    '''Array5D''',
    '''ClassLabel''',
    '''Features''',
    '''Sequence''',
    '''Value''',
    '''Image''',
    '''Translation''',
    '''TranslationVariableLanguages''',
]
from .audio import Audio
from .features import ArrayaD, ArrayaD, ArrayaD, ArrayaD, ClassLabel, Features, Sequence, Value
from .image import Image
from .translation import Translation, TranslationVariableLanguages


