


# Imports
import numpy as np
class        _lowercase      :






				'''simple docstring'''



				def __init__(       self			:List[Any]			,			lowerCAmelCase__			:Optional[Any]=None			,			lowerCAmelCase__			:str=None			,			lowerCAmelCase__			:Tuple=None			,			lowerCAmelCase__			:Any=None			,			lowerCAmelCase__			:Any=None	)		->			int:
										self.set_matricies(red=lowerCAmelCase__			,			green=lowerCAmelCase__			,			blue=lowerCAmelCase__			,			red_edge=lowerCAmelCase__			,			nir=lowerCAmelCase__	)


				def 		__magic_name__(       self			:Tuple			,			lowerCAmelCase__			:Optional[Any]=None			,			lowerCAmelCase__			:List[Any]=None			,			lowerCAmelCase__			:Union[str, Any]=None			,			lowerCAmelCase__			:List[Any]=None			,			lowerCAmelCase__			:str=None	)		->			Tuple:
										if red is not None:
																__SCREAMING_SNAKE_CASE						:     Tuple					=		red
										if green is not None:
																__SCREAMING_SNAKE_CASE						:     Dict					=		green
										if blue is not None:
																__SCREAMING_SNAKE_CASE						:     Tuple					=		blue
										if red_edge is not None:
																__SCREAMING_SNAKE_CASE						:     List[Any]					=		red_edge
										if nir is not None:
																__SCREAMING_SNAKE_CASE						:     List[Any]					=		nir
										return True


				def 		__magic_name__(       self			:Optional[Any]			,			lowerCAmelCase__			:List[Any]=""			,			lowerCAmelCase__			:List[Any]=None			,			lowerCAmelCase__			:Tuple=None			,			lowerCAmelCase__			:str=None			,			lowerCAmelCase__			:List[Any]=None			,			lowerCAmelCase__			:Tuple=None	)		->			Union[str, Any]:
										self.set_matricies(red=lowerCAmelCase__			,			green=lowerCAmelCase__			,			blue=lowerCAmelCase__			,			red_edge=lowerCAmelCase__			,			nir=lowerCAmelCase__	)
										__SCREAMING_SNAKE_CASE						:     List[Any]					=		{
										    '''ARVI2''': self.arvaa,
										    '''CCCI''': self.ccci,
										    '''CVI''': self.cvi,
										    '''GLI''': self.gli,
										    '''NDVI''': self.ndvi,
										    '''BNDVI''': self.bndvi,
										    '''redEdgeNDVI''': self.red_edge_ndvi,
										    '''GNDVI''': self.gndvi,
										    '''GBNDVI''': self.gbndvi,
										    '''GRNDVI''': self.grndvi,
										    '''RBNDVI''': self.rbndvi,
										    '''PNDVI''': self.pndvi,
										    '''ATSAVI''': self.atsavi,
										    '''BWDRVI''': self.bwdrvi,
										    '''CIgreen''': self.ci_green,
										    '''CIrededge''': self.ci_rededge,
										    '''CI''': self.ci,
										    '''CTVI''': self.ctvi,
										    '''GDVI''': self.gdvi,
										    '''EVI''': self.evi,
										    '''GEMI''': self.gemi,
										    '''GOSAVI''': self.gosavi,
										    '''GSAVI''': self.gsavi,
										    '''Hue''': self.hue,
										    '''IVI''': self.ivi,
										    '''IPVI''': self.ipvi,
										    '''I''': self.i,
										    '''RVI''': self.rvi,
										    '''MRVI''': self.mrvi,
										    '''MSAVI''': self.m_savi,
										    '''NormG''': self.norm_g,
										    '''NormNIR''': self.norm_nir,
										    '''NormR''': self.norm_r,
										    '''NGRDI''': self.ngrdi,
										    '''RI''': self.ri,
										    '''S''': self.s,
										    '''IF''': self._if,
										    '''DVI''': self.dvi,
										    '''TVI''': self.tvi,
										    '''NDRE''': self.ndre,
										}

										try:
																return funcs[index]()
										except KeyError:
																print('''Index not in the list!'''	)
																return False


				def 		__magic_name__(       self			:Any	)		->			Tuple:
										return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))


				def 		__magic_name__(       self			:Optional[int]	)		->			Union[str, Any]:
										return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
										    (self.nir - self.red) / (self.nir + self.red)
										)


				def 		__magic_name__(       self			:Union[str, Any]	)		->			int:
										return self.nir * (self.red / (self.green**2))


				def 		__magic_name__(       self			:str	)		->			Union[str, Any]:
										return (2 * self.green - self.red - self.blue) / (
										    2 * self.green + self.red + self.blue
										)


				def 		__magic_name__(       self			:int	)		->			str:
										return (self.nir - self.red) / (self.nir + self.red)


				def 		__magic_name__(       self			:int	)		->			Optional[Any]:
										return (self.nir - self.blue) / (self.nir + self.blue)


				def 		__magic_name__(       self			:int	)		->			int:
										return (self.redEdge - self.red) / (self.redEdge + self.red)


				def 		__magic_name__(       self			:Any	)		->			List[str]:
										return (self.nir - self.green) / (self.nir + self.green)


				def 		__magic_name__(       self			:Optional[Any]	)		->			Tuple:
										return (self.nir - (self.green + self.blue)) / (
										    self.nir + (self.green + self.blue)
										)


				def 		__magic_name__(       self			:Any	)		->			Optional[int]:
										return (self.nir - (self.green + self.red)) / (
										    self.nir + (self.green + self.red)
										)


				def 		__magic_name__(       self			:str	)		->			Optional[int]:
										return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))


				def 		__magic_name__(       self			:int	)		->			Optional[int]:
										return (self.nir - (self.green + self.red + self.blue)) / (
										    self.nir + (self.green + self.red + self.blue)
										)


				def 		__magic_name__(       self			:List[Any]			,			lowerCAmelCase__			:List[Any]=0.08			,			lowerCAmelCase__			:Optional[int]=1.22			,			lowerCAmelCase__			:Any=0.03	)		->			Optional[Any]:
										return a * (
										    (self.nir - a * self.red - b)
										    / (a * self.nir + self.red - a * b + x * (1 + a**2))
										)


				def 		__magic_name__(       self			:Tuple	)		->			Optional[int]:
										return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)


				def 		__magic_name__(       self			:str	)		->			Tuple:
										return (self.nir / self.green) - 1


				def 		__magic_name__(       self			:Tuple	)		->			Tuple:
										return (self.nir / self.redEdge) - 1


				def 		__magic_name__(       self			:Optional[Any]	)		->			Optional[int]:
										return (self.red - self.blue) / self.red


				def 		__magic_name__(       self			:Dict	)		->			str:
										__SCREAMING_SNAKE_CASE						:     Optional[int]					=		self.ndvi()
										return ((ndvi + 0.5) / (abs(ndvi + 0.5	))) * (abs(ndvi + 0.5	) ** (1 / 2))


				def 		__magic_name__(       self			:Dict	)		->			Optional[Any]:
										return self.nir - self.green


				def 		__magic_name__(       self			:Any	)		->			int:
										return 2.5 * (
										    (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
										)


				def 		__magic_name__(       self			:Tuple	)		->			Dict:
										__SCREAMING_SNAKE_CASE						:     Dict					=		(2 * (self.nir**2 - self.red**2) + 1.5 * self.nir + 0.5 * self.red) / (
										    self.nir + self.red + 0.5
										)
										return n * (1 - 0.25 * n) - (self.red - 0.125) / (1 - self.red)


				def 		__magic_name__(       self			:Any			,			lowerCAmelCase__			:List[Any]=0.16	)		->			Tuple:
										return (self.nir - self.green) / (self.nir + self.green + y)


				def 		__magic_name__(       self			:Any			,			lowerCAmelCase__			:Optional[Any]=0.5	)		->			List[Any]:
										return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)


				def 		__magic_name__(       self			:Optional[int]	)		->			Optional[Any]:
										return np.arctan(
										    ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue)	)


				def 		__magic_name__(       self			:int			,			lowerCAmelCase__			:Optional[Any]=None			,			lowerCAmelCase__			:Optional[int]=None	)		->			Optional[Any]:
										return (self.nir - b) / (a * self.red)


				def 		__magic_name__(       self			:Any	)		->			List[Any]:
										return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)


				def 		__magic_name__(       self			:List[Any]	)		->			List[str]:
										return (self.red + self.green + self.blue) / 30.5


				def 		__magic_name__(       self			:List[Any]	)		->			int:
										return self.nir / self.red


				def 		__magic_name__(       self			:Any	)		->			str:
										return (self.rvi() - 1) / (self.rvi() + 1)


				def 		__magic_name__(       self			:List[Any]	)		->			Union[str, Any]:
										return (
										    (2 * self.nir + 1)
										    - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
										) / 2


				def 		__magic_name__(       self			:List[Any]	)		->			Any:
										return self.green / (self.nir + self.red + self.green)


				def 		__magic_name__(       self			:int	)		->			Union[str, Any]:
										return self.nir / (self.nir + self.red + self.green)


				def 		__magic_name__(       self			:Any	)		->			List[Any]:
										return self.red / (self.nir + self.red + self.green)


				def 		__magic_name__(       self			:Any	)		->			List[Any]:
										return (self.green - self.red) / (self.green + self.red)


				def 		__magic_name__(       self			:str	)		->			str:
										return (self.red - self.green) / (self.red + self.green)


				def 		__magic_name__(       self			:Any	)		->			Any:
										__SCREAMING_SNAKE_CASE						:     Dict					=		np.max([np.max(self.red	), np.max(self.green	), np.max(self.blue	)]	)
										__SCREAMING_SNAKE_CASE						:     Any					=		np.min([np.min(self.red	), np.min(self.green	), np.min(self.blue	)]	)
										return (max_value - min_value) / max_value


				def 		__magic_name__(       self			:Union[str, Any]	)		->			List[str]:
										return (2 * self.red - self.green - self.blue) / (self.green - self.blue)


				def 		__magic_name__(       self			:int	)		->			Dict:
										return self.nir / self.red


				def 		__magic_name__(       self			:List[str]	)		->			int:
										return (self.ndvi() + 0.5) ** (1 / 2)



				def 		__magic_name__(       self			:List[str]	)		->			Optional[int]:
										return (self.nir - self.redEdge) / (self.nir + self.redEdge)

import random
from typing import Any






def  snake_case  (       snake_case__			:list)						->   list[Any]:
       for _ in range(len(snake_case__)):
              _A        =  random.randint(0   ,	len(snake_case__) - 1)
              _A        =  random.randint(0   ,	len(snake_case__) - 1)
              _A   ,  _A        =  data[b], data[a]
       return data


if __name__ == "__main__":
    _SCREAMING_SNAKE_CASE										=						[0, 1, 2, 3, 4, 5, 6, 7]
    _SCREAMING_SNAKE_CASE										=						['python', 'says', 'hello', '!']
    print('Fisher-Yates Shuffle:')
    print('List', integers, strings)
    print('FY Shuffle', fisher_yates_shuffle(integers), fisher_yates_shuffle(strings))




