






"""simple docstring"""

import numpy as np






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

						'''simple docstring'''






						__magic_name__      =  n_draws * class_counts / class_counts.sum()
						# floored means we don't overshoot n_samples, but probably undershoot
						__magic_name__      =  np.floor(__lowerCamelCase )
						# we add samples according to how much "left over" probability
						# they had, until we arrive at n_samples
						__magic_name__      =  int(n_draws - floored.sum() )
						if need_to_add > 0:
												__magic_name__      =  continuous - floored
												__magic_name__      =  np.sort(np.unique(__lowerCamelCase ) )[::-1]
												# add according to remainder, but break ties
												# randomly to avoid biases
												for value in values:
																		((__magic_name__)   ,     )      =  np.where(remainder == value )
																		# if we need_to_add less than what's in inds
																		# we draw randomly from them.
																		# if we need to add more, we add them all and
																		# go to the next value
																		__magic_name__      =  min(len(__lowerCamelCase )			,    __lowerCamelCase )
																		__magic_name__      =  rng.choice(__lowerCamelCase			,    size=__lowerCamelCase			,    replace=__lowerCamelCase )
																		floored[inds] += 1
																		need_to_add -= add_now
																		if need_to_add == 0:
																								break
						return floored.astype(np.intaa )






def _lowerCAmelCase						(	__lowerCamelCase:int			,    __lowerCamelCase:Optional[int]			,    __lowerCamelCase:Tuple			,    __lowerCamelCase:Tuple			,    __lowerCamelCase:int=1_0 ):

						'''simple docstring'''






						__magic_name__   ,     __magic_name__      =  np.unique(__lowerCamelCase			,    return_inverse=__lowerCamelCase )
						__magic_name__      =  classes.shape[0]
						__magic_name__      =  np.bincount(__lowerCamelCase )
						if np.min(__lowerCamelCase ) < 2:
												raise ValueError("Minimum class count error" )
						if n_train < n_classes:
												raise ValueError(
												    "The train_size = %d should be greater or " "equal to the number of classes = %d" % (n_train, n_classes) )
						if n_test < n_classes:
												raise ValueError(
												    "The test_size = %d should be greater or " "equal to the number of classes = %d" % (n_test, n_classes) )
						__magic_name__      =  np.split(np.argsort(__lowerCamelCase			,    kind="mergesort" )			,    np.cumsum(__lowerCamelCase )[:-1] )
						for _ in range(__lowerCamelCase ):
												__magic_name__      =  approximate_mode(__lowerCamelCase			,    __lowerCamelCase			,    __lowerCamelCase )
												__magic_name__      =  class_counts - n_i
												__magic_name__      =  approximate_mode(__lowerCamelCase			,    __lowerCamelCase			,    __lowerCamelCase )

												__magic_name__      =  []
												__magic_name__      =  []

												for i in range(__lowerCamelCase ):
																		__magic_name__      =  rng.permutation(class_counts[i] )
																		__magic_name__      =  class_indices[i].take(__lowerCamelCase			,    mode="clip" )
																		train.extend(perm_indices_class_i[: n_i[i]] )
																		test.extend(perm_indices_class_i[n_i[i] : n_i[i] + t_i[i]] )
												__magic_name__      =  rng.permutation(__lowerCamelCase )
												__magic_name__      =  rng.permutation(__lowerCamelCase )

												yield train, test











"""simple docstring"""

import math






def _lowerCAmelCase						(	__lowerCamelCase:int ):

						'''simple docstring'''






						if number == 0:
												__magic_name__      =  "Zero"
												return words
						else:
												__magic_name__      =  math.logaa(__lowerCamelCase )
												__magic_name__      =  digits + 1
												__magic_name__      =  {}
												__magic_name__      =  ""
												__magic_name__      =  "One"
												__magic_name__      =  "Two"
												__magic_name__      =  "Three"
												__magic_name__      =  "Four"
												__magic_name__      =  "Five"
												__magic_name__      =  "Six"
												__magic_name__      =  "Seven"
												__magic_name__      =  "Eight"
												__magic_name__      =  "Nine"

												__magic_name__      =  {}
												__magic_name__      =  ""
												__magic_name__      =  "Twenty"
												__magic_name__      =  "Thirty"
												__magic_name__      =  "Forty"
												__magic_name__      =  "Fifty"
												__magic_name__      =  "Sixty"
												__magic_name__      =  "Seventy"
												__magic_name__      =  "Eighty"
												__magic_name__      =  "Ninety"

												__magic_name__      =  {}
												__magic_name__      =  "Ten"
												__magic_name__      =  "Eleven"
												__magic_name__      =  "Twelve"
												__magic_name__      =  "Thirteen"
												__magic_name__      =  "Fourteen"
												__magic_name__      =  "Fifteen"
												__magic_name__      =  "Sixteen"
												__magic_name__      =  "Seventeen"
												__magic_name__      =  "Eighteen"
												__magic_name__      =  "Nineteen"

												__magic_name__      =  {}
												__magic_name__      =  "Hundred,"
												__magic_name__      =  "Thousand,"
												__magic_name__      =  "Lakh,"
												__magic_name__      =  "Crore,"

												__magic_name__      =  number
												__magic_name__      =  ""
												__magic_name__      =  0
												__magic_name__      =  int(__lowerCamelCase )
												while counter < digits:
																		__magic_name__      =  temp_num % 1_0
																		if counter % 2 == 0:
																								__magic_name__      =  ""
																								if counter in placevalue and current != 0:
																														__magic_name__      =  placevalue[counter]
																								if counter == 2:
																														__magic_name__      =  singles[current] + addition + words
																								elif counter == 0:
																														if ((temp_num % 1_0_0) // 1_0) == 1:
																																				__magic_name__      =  teens[current] + addition + words
																																				__magic_name__      =  temp_num // 1_0
																																				counter += 1
																														else:
																																				__magic_name__      =  singles[current] + addition + words

																								else:
																														__magic_name__      =  doubles[current] + addition + words

																		else:
																								if counter == 1:
																														if current == 1:
																																				__magic_name__      =  teens[number % 1_0] + words
																														else:
																																				__magic_name__      =  ""
																																				if counter in placevalue:
																																										__magic_name__      =  placevalue[counter]
																																				__magic_name__      =  doubles[current] + addition + words
																								else:
																														__magic_name__      =  ""
																														if counter in placevalue:
																																				if current == 0 and ((temp_num % 1_0_0) // 1_0) == 0:
																																										__magic_name__      =  ""
																																				else:
																																										__magic_name__      =  placevalue[counter]
																														if ((temp_num % 1_0_0) // 1_0) == 1:
																																				__magic_name__      =  teens[current] + addition + words
																																				__magic_name__      =  temp_num // 1_0
																																				counter += 1
																														else:
																																				__magic_name__      =  singles[current] + addition + words
																		counter += 1
																		__magic_name__      =  temp_num // 1_0
						return words


if __name__ == "__main__":
			import doctest

			doctest.testmod()



