

'''simple docstring'''

import cva
import numpy as np





def 				lowercase (					__magic_name__			,   __magic_name__			,   __magic_name__			,   __magic_name__							):



					'''simple docstring'''







					try:
										return int(image[x_coordinate][y_coordinate] >= center							)
					except (IndexError, TypeError):
										return 0





def 				lowercase (					__magic_name__			,   __magic_name__			,   __magic_name__							):



					'''simple docstring'''







					UpperCAmelCase		:							List[Any]        =       image[x_coordinate][y_coordinate]
					UpperCAmelCase		:							Any        =       [1, 2, 4, 8, 16, 32, 64, 128]

					# skip get_neighbors_pixel if center is null
					if center is None:
										return 0

					# Starting from the top right, assigning value to pixels clockwise
					UpperCAmelCase		:							str        =       [
					    get_neighbors_pixel(__magic_name__			,   x_coordinate - 1			,   y_coordinate + 1			,   __magic_name__							),
					    get_neighbors_pixel(__magic_name__			,   __magic_name__			,   y_coordinate + 1			,   __magic_name__							),
					    get_neighbors_pixel(__magic_name__			,   x_coordinate - 1			,   __magic_name__			,   __magic_name__							),
					    get_neighbors_pixel(__magic_name__			,   x_coordinate + 1			,   y_coordinate + 1			,   __magic_name__							),
					    get_neighbors_pixel(__magic_name__			,   x_coordinate + 1			,   __magic_name__			,   __magic_name__							),
					    get_neighbors_pixel(__magic_name__			,   x_coordinate + 1			,   y_coordinate - 1			,   __magic_name__							),
					    get_neighbors_pixel(__magic_name__			,   __magic_name__			,   y_coordinate - 1			,   __magic_name__							),
					    get_neighbors_pixel(__magic_name__			,   x_coordinate - 1			,   y_coordinate - 1			,   __magic_name__							),
					]

					# Converting the binary value to decimal.
					return sum(
					    binary_value * power for binary_value, power in zip(__magic_name__			,   __magic_name__							)							)


if __name__ == "__main__":
				# Reading the image and converting it to grayscale.
				a       :      List[Any]  	=			cva.imread(
				    "digital_image_processing/image_data/lena.jpg", cva.IMREAD_GRAYSCALE
				)

				# Create a numpy array as the same height and width of read image
				a       :      Tuple  	=			np.zeros((image.shape[0], image.shape[1]))

				# Iterating through the image and calculating the
				# local binary pattern value for each pixel.
				for i in range(0, image.shape[0]):
								for j in range(0, image.shape[1]):
												a       :      Optional[int]  	=			local_binary_value(image, i, j)

				cva.imshow("local binary pattern", lbp_image)
				cva.waitKey(0)
				cva.destroyAllWindows()



'''simple docstring'''

a       :      str  	=			[[0, 1, 1], [0, 0, 1], [1, 0, 0]]







class   UpperCamelCase__   :


		"""simple docstring"""

		def __init__(			self   ,      snake_case      ):


							'''simple docstring'''

							UpperCAmelCase		:							Optional[int]        =       name
							UpperCAmelCase		:							Optional[Any]        =       []
							UpperCAmelCase		:							Tuple        =       []







		def 				A_	(			self   ,      snake_case      ):


							'''simple docstring'''

							self.inbound.append(snake_case      )







		def 				A_	(			self   ,      snake_case      ):


							'''simple docstring'''

							self.outbound.append(snake_case      )







		def __repr__(			self      ):


							'''simple docstring'''

							return f"<node={self.name} inbound={self.inbound} outbound={self.outbound}>"





def 				lowercase (					__magic_name__			,   __magic_name__=3			,   __magic_name__=0.8_5							):



					'''simple docstring'''







					UpperCAmelCase		:							str        =       {}
					for node in nodes:
										UpperCAmelCase		:							Tuple        =       1

					UpperCAmelCase		:							Optional[Any]        =       {}
					for node in nodes:
										UpperCAmelCase		:							List[str]        =       len(node.outbound							)

					for i in range(__magic_name__							):
										print(F"======= Iteration {i + 1} ======="							)
										for _, node in enumerate(__magic_name__							):
															UpperCAmelCase		:							Any        =       (1 - d) + d * sum(
															    ranks[ib] / outbounds[ib] for ib in node.inbound							)
										print(__magic_name__							)





def 				lowercase (					):



					'''simple docstring'''







					UpperCAmelCase		:							Dict        =       list(input("Enter Names of the Nodes: "							).split()							)

					UpperCAmelCase		:							Any        =       [Node(__magic_name__							) for name in names]

					for ri, row in enumerate(__magic_name__							):
										for ci, col in enumerate(__magic_name__							):
															if col == 1:
																				nodes[ci].add_inbound(names[ri]							)
																				nodes[ri].add_outbound(names[ci]							)

					print("======= Nodes ======="							)
					for node in nodes:
										print(__magic_name__							)

					page_rank(__magic_name__							)


if __name__ == "__main__":
				main()
