

'''simple docstring'''






from random import randint
from tempfile import TemporaryFile

import numpy as np


def 		_A     (    A__     ,				A__     ,				A__      ):






 """simple docstring"""



 __lowercase							  = 0
 if start < end:
  __lowercase							  = randint(A__     ,				A__      )
  __lowercase							  = a[end]
  __lowercase							  = a[pivot]
  __lowercase							  = temp

  __lowercase  ,	__lowercase							  = _in_place_partition(A__     ,				A__     ,				A__      )
  count += _in_place_quick_sort(A__     ,				A__     ,				p - 1      )
  count += _in_place_quick_sort(A__     ,				p + 1     ,				A__      )
 return count


def 		_A     (    A__     ,				A__     ,				A__      ):






 """simple docstring"""



 __lowercase							  = 0
 __lowercase							  = randint(A__     ,				A__      )
 __lowercase							  = a[end]
 __lowercase							  = a[pivot]
 __lowercase							  = temp
 __lowercase							  = start - 1
 for index in range(A__     ,				A__      ):
  count += 1
  if a[index] < a[end]:  # check if current val is less than pivot value
   __lowercase							  = new_pivot_index + 1
   __lowercase							  = a[new_pivot_index]
   __lowercase							  = a[index]
   __lowercase							  = temp

 __lowercase							  = a[new_pivot_index + 1]
 __lowercase							  = a[end]
 __lowercase							  = temp
 return new_pivot_index + 1, count


lowerCAmelCase__											=	TemporaryFile()
lowerCAmelCase__											=	100  # 1000 elements are to be sorted


lowerCAmelCase__						,			lowerCAmelCase__											=	0, 1  # mean and standard deviation
lowerCAmelCase__											=	np.random.normal(mu, sigma, p)
np.save(outfile, X)
print('''The array is''')
print(X)


outfile.seek(0)  # using the same array
lowerCAmelCase__											=	np.load(outfile)
lowerCAmelCase__											=	len(M) - 1
lowerCAmelCase__											=	_in_place_quick_sort(M, 0, r)

print(
    '''No of Comparisons for 100 elements selected from a standard normal distribution'''
    '''is :'''
)






print(z)




'''simple docstring'''






lowerCAmelCase__											=	'''Input must be a string of 8 numbers plus letter'''
lowerCAmelCase__											=	'''TRWAGMYFPDXBNJZSQVHLCKE'''


def 		_A     (    A__      ):






 """simple docstring"""



 if not isinstance(A__     ,				A__      ):
  __lowercase							  = F"Expected string as input, found {type(A__      ).__name__}"
  raise TypeError(A__      )

 __lowercase							  = spanish_id.replace('''-'''     ,				''''''      ).upper()
 if len(A__      ) != 9:
  raise ValueError(A__      )

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

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

 return letter == LOOKUP_LETTERS[number % 23]


if __name__ == "__main__":
 import doctest

 doctest.testmod()

