





lowerCAmelCase_				= """Input must be a string of 8 numbers plus letter"""
lowerCAmelCase_				= """TRWAGMYFPDXBNJZSQVHLCKE"""




def     A_      (	lowercase_	)      ->    Optional[Any]:

       if not isinstance(__lowercase   ,		__lowercase	):
              _snake_case   :				Dict  					=    f'''Expected string as input, found {type(__lowercase	).__name__}'''
              raise TypeError(__lowercase	)

       _snake_case   :				Optional[Any]  					=    spanish_id.replace('''-'''   ,		''''''	).upper()
       if len(__lowercase	) != 9:
              raise ValueError(__lowercase	)

       try:
              _snake_case   :				str  					=    int(spanish_id_clean[0:8]	)
              _snake_case   :				str  					=    spanish_id_clean[8]
       except ValueError as ex:
              raise ValueError(__lowercase	) from ex

       if letter.isdigit():
              raise ValueError(__lowercase	)

       return letter == LOOKUP_LETTERS[number % 23]


if __name__ == "__main__":
   import doctest

   doctest.testmod()














import numpy as np






def      _snake_case     (__lowercase):
   return 1 / (1 + np.exp(-vector))






def      _snake_case     (__lowercase):
   return vector * sigmoid(__lowercase)


if __name__ == "__main__":
 import doctest

 doctest.testmod()





