
'''simple docstring'''
import numpy as np






class    UpperCAmelCase_				:





 def __init__(    self ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None):
     self.set_matricies(red=lowercase_ ,       green=lowercase_ ,       blue=lowercase_ ,       red_edge=lowercase_ ,       nir=lowercase_)





 def        snake_case__		(    self ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None):
     if red is not None:
         snake_case_ :    Union[str, Any]     			=						red
     if green is not None:
         snake_case_ :    Any     			=						green
     if blue is not None:
         snake_case_ :    List[str]     			=						blue
     if red_edge is not None:
         snake_case_ :    List[Any]     			=						red_edge
     if nir is not None:
         snake_case_ :    Tuple     			=						nir
     return True





 def        snake_case__		(    self ,       lowercase_="" ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None ,       lowercase_=None):
     self.set_matricies(red=lowercase_ ,       green=lowercase_ ,       blue=lowercase_ ,       red_edge=lowercase_ ,       nir=lowercase_)
     snake_case_ :    List[str]     			=						{
         "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        snake_case__		(    self):
     return -0.18 + (1.17 * ((self.nir - self.red) / (self.nir + self.red)))





 def        snake_case__		(    self):
     return ((self.nir - self.redEdge) / (self.nir + self.redEdge)) / (
         (self.nir - self.red) / (self.nir + self.red)
     )





 def        snake_case__		(    self):
     return self.nir * (self.red / (self.green**2))





 def        snake_case__		(    self):
     return (2 * self.green - self.red - self.blue) / (
         2 * self.green + self.red + self.blue
     )





 def        snake_case__		(    self):
     return (self.nir - self.red) / (self.nir + self.red)





 def        snake_case__		(    self):
     return (self.nir - self.blue) / (self.nir + self.blue)





 def        snake_case__		(    self):
     return (self.redEdge - self.red) / (self.redEdge + self.red)





 def        snake_case__		(    self):
     return (self.nir - self.green) / (self.nir + self.green)





 def        snake_case__		(    self):
     return (self.nir - (self.green + self.blue)) / (
         self.nir + (self.green + self.blue)
     )





 def        snake_case__		(    self):
     return (self.nir - (self.green + self.red)) / (
         self.nir + (self.green + self.red)
     )





 def        snake_case__		(    self):
     return (self.nir - (self.blue + self.red)) / (self.nir + (self.blue + self.red))





 def        snake_case__		(    self):
     return (self.nir - (self.green + self.red + self.blue)) / (
         self.nir + (self.green + self.red + self.blue)
     )





 def        snake_case__		(    self ,       lowercase_=0.08 ,       lowercase_=1.22 ,       lowercase_=0.03):
     return a * (
         (self.nir - a * self.red - b)
         / (a * self.nir + self.red - a * b + x * (1 + a**2))
     )





 def        snake_case__		(    self):
     return (0.1 * self.nir - self.blue) / (0.1 * self.nir + self.blue)





 def        snake_case__		(    self):
     return (self.nir / self.green) - 1





 def        snake_case__		(    self):
     return (self.nir / self.redEdge) - 1





 def        snake_case__		(    self):
     return (self.red - self.blue) / self.red





 def        snake_case__		(    self):
     snake_case_ :    int     			=						self.ndvi()
     return ((ndvi + 0.5) / (abs(ndvi + 0.5))) * (abs(ndvi + 0.5) ** (1 / 2))





 def        snake_case__		(    self):
     return self.nir - self.green





 def        snake_case__		(    self):
     return 2.5 * (
         (self.nir - self.red) / (self.nir + 6 * self.red - 7.5 * self.blue + 1)
     )





 def        snake_case__		(    self):
     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        snake_case__		(    self ,       lowercase_=0.16):
     return (self.nir - self.green) / (self.nir + self.green + y)





 def        snake_case__		(    self ,       lowercase_=0.5):
     return ((self.nir - self.green) / (self.nir + self.green + n)) * (1 + n)





 def        snake_case__		(    self):
     return np.arctan(
         ((2 * self.red - self.green - self.blue) / 30.5) * (self.green - self.blue))





 def        snake_case__		(    self ,       lowercase_=None ,       lowercase_=None):
     return (self.nir - b) / (a * self.red)





 def        snake_case__		(    self):
     return (self.nir / ((self.nir + self.red) / 2)) * (self.ndvi() + 1)





 def        snake_case__		(    self):
     return (self.red + self.green + self.blue) / 30.5





 def        snake_case__		(    self):
     return self.nir / self.red





 def        snake_case__		(    self):
     return (self.rvi() - 1) / (self.rvi() + 1)





 def        snake_case__		(    self):
     return (
         (2 * self.nir + 1)
         - ((2 * self.nir + 1) ** 2 - 8 * (self.nir - self.red)) ** (1 / 2)
     ) / 2





 def        snake_case__		(    self):
     return self.green / (self.nir + self.red + self.green)





 def        snake_case__		(    self):
     return self.nir / (self.nir + self.red + self.green)





 def        snake_case__		(    self):
     return self.red / (self.nir + self.red + self.green)





 def        snake_case__		(    self):
     return (self.green - self.red) / (self.green + self.red)





 def        snake_case__		(    self):
     return (self.red - self.green) / (self.red + self.green)





 def        snake_case__		(    self):
     snake_case_ :    Dict     			=						np.max([np.max(self.red), np.max(self.green), np.max(self.blue)])
     snake_case_ :    List[Any]     			=						np.min([np.min(self.red), np.min(self.green), np.min(self.blue)])
     return (max_value - min_value) / max_value





 def        snake_case__		(    self):
     return (2 * self.red - self.green - self.blue) / (self.green - self.blue)





 def        snake_case__		(    self):
     return self.nir / self.red





 def        snake_case__		(    self):
     return (self.ndvi() + 0.5) ** (1 / 2)





 def        snake_case__		(    self):
     return (self.nir - self.redEdge) / (self.nir + self.redEdge)






'''simple docstring'''
import doctest
from collections import deque

import numpy as np






class    UpperCAmelCase_				:





 def __init__(    self):
     snake_case_ :    List[Any]     			=						[2, 1, 2, -1]
     snake_case_ :    int     			=						[1, 2, 3, 4]





 def        snake_case__		(    self):
     snake_case_ :    str     			=						len(self.first_signal)
     snake_case_ :    Any     			=						len(self.second_signal)

     snake_case_ :    List[Any]     			=						max(lowercase_ ,       lowercase_)

     # create a zero matrix of max_length x max_length
     snake_case_ :    Dict     			=						[[0] * max_length for i in range(lowercase_)]

     # fills the smaller signal with zeros to make both signals of same length
     if length_first_signal < length_second_signal:
         self.first_signal += [0] * (max_length - length_first_signal)
     elif length_first_signal > length_second_signal:
         self.second_signal += [0] * (max_length - length_second_signal)
     for i in range(lowercase_):
         snake_case_ :    List[str]     			=						deque(self.second_signal)
         rotated_signal.rotate(lowercase_)
         for j, item in enumerate(lowercase_):
             matrix[i][j] += item

        # multiply the matrix with the first signal
     snake_case_ :    Any     			=						np.matmul(np.transpose(lowercase_) ,       np.transpose(self.first_signal))

     # rounding-off to two decimal places
     return [round(lowercase_ ,       2) for i in final_signal]


if __name__ == "__main__":
  doctest.testmod()




