




'''simple docstring'''

def 							UpperCamelCase__			(			a__			,      a__			,      a__=False      ):


						'''simple docstring'''






						if isinstance(snake_case__			,      snake_case__      ) and isinstance(snake_case__			,      snake_case__      ):
												_lowerCAmelCase										=len(set_a.intersection(snake_case__      )      )

												if alternative_union:
																		_lowerCAmelCase										=len(snake_case__      ) + len(snake_case__      )
												else:
																		_lowerCAmelCase										=len(set_a.union(snake_case__      )      )

												return intersection / union

						if isinstance(snake_case__			,      (list, tuple)      ) and isinstance(snake_case__			,      (list, tuple)      ):
												_lowerCAmelCase										=[element for element in set_a if element in set_b]

												if alternative_union:
																		_lowerCAmelCase										=len(snake_case__      ) + len(snake_case__      )
																		return len(snake_case__      ) / union
												else:
																		_lowerCAmelCase										=set_a + [element for element in set_b if element not in set_a]
																		return len(snake_case__      ) / len(snake_case__      )

												return len(snake_case__      ) / len(snake_case__      )
						return None


if __name__ == "__main__":
							lowercase_     		= {'''a''', '''b''', '''c''', '''d''', '''e'''}
							lowercase_     		= {'''c''', '''d''', '''e''', '''f''', '''h''', '''i'''}
							print(jaccard_similarity(set_a, set_b))






'''simple docstring'''

from PIL import Image



def 							UpperCamelCase__			(			a__			,      a__      ):


						'''simple docstring'''






						def brightness(a__      ) -> float:
												return 1_2_8 + level + (c - 1_2_8)

						if not -255.0 <= level <= 255.0:
												raise ValueError('level must be between -255.0 (black) and 255.0 (white)'      )
						return img.point(a__      )


if __name__ == "__main__":
							# Load image
							with Image.open('''image_data/lena.jpg''') as img:
														# Change brightness to 100
														lowercase_     		= change_brightness(img, 100)
														brigt_img.save('''image_data/lena_brightness.png''', format='''png''')





