

# Imports
import numpy as np






class 						__magic_name__					:






     def __init__(				self		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None	)->     Dict:
         self.set_matricies(red=_lowercase		,						green=_lowercase		,						blue=_lowercase		,						red_edge=_lowercase		,						nir=_lowercase	)






     def 	UpperCAmelCase_				(				self		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None	)->     Dict:
         if red is not None:
             UpperCamelCase_			  =						red
         if green is not None:
             UpperCamelCase_			  =						green
         if blue is not None:
             UpperCamelCase_			  =						blue
         if red_edge is not None:
             UpperCamelCase_			  =						red_edge
         if nir is not None:
             UpperCamelCase_			  =						nir
         return True






     def 	UpperCAmelCase_				(				self		,						_lowercase=""		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None		,						_lowercase=None	)->     List[str]:
         self.set_matricies(red=_lowercase		,						green=_lowercase		,						blue=_lowercase		,						red_edge=_lowercase		,						nir=_lowercase	)
         UpperCamelCase_			  =						{
             "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 	UpperCAmelCase_				(				self	)->     List[Any]:
         return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))






     def 	UpperCAmelCase_				(				self	)->     List[str]:
         return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
             (self.nir - self.red) / (self.nir + self.red)
         )






     def 	UpperCAmelCase_				(				self	)->     Optional[int]:
         return self.nir * (self.red / (self.green**2))






     def 	UpperCAmelCase_				(				self	)->     Any:
         return (2 * self.green - self.red - self.blue) / (
             2 * self.green + self.red + self.blue
         )






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






     def 	UpperCAmelCase_				(				self	)->     List[Any]:
         return (self.nir - self.blue) / (self.nir + self.blue)






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






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






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






     def 	UpperCAmelCase_				(				self	)->     Dict:
         return (self.nir - (self.green + self.red)) / (
             self.nir + (self.green + self.red)
         )






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






     def 	UpperCAmelCase_				(				self	)->     List[str]:
         return (self.nir - (self.green + self.red + self.blue)) / (
             self.nir + (self.green + self.red + self.blue)
         )






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






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






     def 	UpperCAmelCase_				(				self	)->     Optional[Any]:
         return (self.nir / self.green) - 1






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






     def 	UpperCAmelCase_				(				self	)->     Dict:
         return (self.red - self.blue) / self.red






     def 	UpperCAmelCase_				(				self	)->     Tuple:
         UpperCamelCase_			  =						self.ndvi()
         return ((ndvi + 0.5) / (abs(ndvi + 0.5	))) * (abs(ndvi + 0.5	) ** (1 / 2))






     def 	UpperCAmelCase_				(				self	)->     List[Any]:
         return self.nir - self.green






     def 	UpperCAmelCase_				(				self	)->     Union[str, Any]:
         return 2.5 * (
             (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
         )






     def 	UpperCAmelCase_				(				self	)->     List[Any]:
         UpperCamelCase_			  =						(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 	UpperCAmelCase_				(				self		,						_lowercase=0.16	)->     Optional[int]:
         return (self.nir - self.green) / (self.nir + self.green + y)






     def 	UpperCAmelCase_				(				self		,						_lowercase=0.5	)->     List[str]:
         return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)






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






     def 	UpperCAmelCase_				(				self		,						_lowercase=None		,						_lowercase=None	)->     Union[str, Any]:
         return (self.nir - b) / (a * self.red)






     def 	UpperCAmelCase_				(				self	)->     Dict:
         return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)






     def 	UpperCAmelCase_				(				self	)->     Union[str, Any]:
         return (self.red + self.green + self.blue) / 30.5






     def 	UpperCAmelCase_				(				self	)->     Optional[int]:
         return self.nir / self.red






     def 	UpperCAmelCase_				(				self	)->     int:
         return (self.rvi() - 1) / (self.rvi() + 1)






     def 	UpperCAmelCase_				(				self	)->     Optional[int]:
         return (
             (2 * self.nir + 1)
             - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
         ) / 2






     def 	UpperCAmelCase_				(				self	)->     Tuple:
         return self.green / (self.nir + self.red + self.green)






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






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






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






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






     def 	UpperCAmelCase_				(				self	)->     int:
         UpperCamelCase_			  =						np.max([np.max(self.red	), np.max(self.green	), np.max(self.blue	)]	)
         UpperCamelCase_			  =						np.min([np.min(self.red	), np.min(self.green	), np.min(self.blue	)]	)
         return (max_value - min_value) / max_value






     def 	UpperCAmelCase_				(				self	)->     Any:
         return (2 * self.red - self.green - self.blue) / (self.green - self.blue)






     def 	UpperCAmelCase_				(				self	)->     Any:
         return self.nir / self.red






     def 	UpperCAmelCase_				(				self	)->     str:
         return (self.ndvi() + 0.5) ** (1 / 2)






     def 	UpperCAmelCase_				(				self	)->     Union[str, Any]:
         return (self.nir - self.redEdge) / (self.nir + self.redEdge)



def 			lowerCAmelCase(      SCREAMING_SNAKE_CASE_			)->						list:



    """simple docstring"""






    if bit_count < 0:
        raise ValueError("The given input must be positive"			)

    # get the generated string sequence
    UpperCamelCase_			  =						gray_code_sequence_string(SCREAMING_SNAKE_CASE_			)
    #
    # convert them to integers
    for i in range(len(SCREAMING_SNAKE_CASE_			)			):
        UpperCamelCase_			  =						int(sequence[i]			,						2			)

    return sequence




def 			lowerCAmelCase(      SCREAMING_SNAKE_CASE_			)->						list:



    """simple docstring"""






    if bit_count == 0:
        return ["0"]

    if bit_count == 1:
        return ["0", "1"]

    UpperCamelCase_			  =						1 << bit_count  # defines the length of the sequence
    # 1<< n is equivalent to 2^n

    # recursive answer will generate answer for n-1 bits
    UpperCamelCase_			  =						gray_code_sequence_string(bit_count - 1			)

    UpperCamelCase_			  =						[]

    # append 0 to first half of the smaller sequence generated
    for i in range(seq_len // 2			):
        UpperCamelCase_			  =						"0" + smaller_sequence[i]
        sequence.append(SCREAMING_SNAKE_CASE_			)

    # append 1 to second half ... start from the end of the list
    for i in reversed(range(seq_len // 2			)			):
        UpperCamelCase_			  =						"1" + smaller_sequence[i]
        sequence.append(SCREAMING_SNAKE_CASE_			)

    return sequence


if __name__ == "__main__":
 import doctest

 doctest.testmod()
