





def    A				(							UpperCAmelCase				):
					_snake_case       :					list[list[float]]				       =   []
					for data in source_data:
										for i, el in enumerate(UpperCAmelCase				):
															if len(UpperCAmelCase				) < i + 1:
																				data_lists.append([]				)
															data_lists[i].append(float(UpperCAmelCase				)				)
					return data_lists







def    A				(							UpperCAmelCase  ,  UpperCAmelCase				):
					_snake_case       :					list[list[float]]				       =   []
					for dlist, weight in zip(UpperCAmelCase  ,  UpperCAmelCase				):
										_snake_case       :					Tuple				       =   min(UpperCAmelCase				)
										_snake_case       :					Any				       =   max(UpperCAmelCase				)

										_snake_case       :					list[float]				       =   []
										# for weight 0 score is 1 - actual score
										if weight == 0:
															for item in dlist:
																				try:
																									score.append(1 - ((item - mind) / (maxd - mind))				)
																				except ZeroDivisionError:
																									score.append(1				)

										elif weight == 1:
															for item in dlist:
																				try:
																									score.append((item - mind) / (maxd - mind)				)
																				except ZeroDivisionError:
																									score.append(0				)

        # weight not 0 or 1
										else:
															_snake_case       :					int				       =   F"""Invalid weight of {weight:f} provided"""
															raise ValueError(UpperCAmelCase				)

										score_lists.append(UpperCAmelCase				)

					return score_lists







def    A				(							UpperCAmelCase				):
					_snake_case       :					list[float]				       =   [0 for i in range(len(score_lists[0]				)				)]

					for slist in score_lists:
										for j, ele in enumerate(UpperCAmelCase				):
															_snake_case       :					Union[str, Any]				       =   final_scores[j] + ele

					return final_scores







def    A				(							UpperCAmelCase  ,  UpperCAmelCase				):
					_snake_case       :					Tuple				       =   get_data(UpperCAmelCase				)
					_snake_case       :					Optional[int]				       =   calculate_each_score(UpperCAmelCase  ,  UpperCAmelCase				)
					_snake_case       :					Union[str, Any]				       =   generate_final_scores(UpperCAmelCase				)

					# append scores to source data
					for i, ele in enumerate(UpperCAmelCase				):
										source_data[i].append(UpperCAmelCase				)

					return source_data






import numpy as np

__lowerCAmelCase :Dict     =    [
    ['a', 'b', 'c', 'd', 'e'],
    ['f', 'g', 'h', 'i', 'k'],
    ['l', 'm', 'n', 'o', 'p'],
    ['q', 'r', 's', 't', 'u'],
    ['v', 'w', 'x', 'y', 'z'],
]






class        _a:







		def __init__(    self				)      ->      None:


							'''simple docstring'''

							_snake_case       :					Optional[Any]				       =   np.array(__snake_case				)







		def        lowercase       (    self ,						__snake_case				)      ->      np.ndarray:


							'''simple docstring'''

							_snake_case       , _snake_case       :					List[Any]				       =   np.where(letter == self.SQUARE				)
							_snake_case       :					Any				       =   np.concatenate([indexa + 1, indexa + 1]				)
							return indexes







		def        lowercase       (    self ,						__snake_case ,						__snake_case				)      ->      str:


							'''simple docstring'''

							_snake_case       :					int				       =   self.SQUARE[indexa - 1, indexa - 1]
							return letter







		def        lowercase       (    self ,						__snake_case				)      ->      str:


							'''simple docstring'''

							_snake_case       :					Optional[Any]				       =   message.lower()
							_snake_case       :					List[Any]				       =   message.replace(" " ,						""				)
							_snake_case       :					Any				       =   message.replace("j" ,						"i"				)

							_snake_case       :					Tuple				       =   np.empty((2, len(__snake_case				))				)
							for letter_index in range(len(__snake_case				)				):
												_snake_case       :					Dict				       =   self.letter_to_numbers(message[letter_index]				)

												_snake_case       :					Tuple				       =   numbers[0]
												_snake_case       :					List[Any]				       =   numbers[1]

							_snake_case       :					Any				       =   first_step.reshape(2 * len(__snake_case				)				)
							_snake_case       :					Optional[Any]				       =   ""
							for numbers_index in range(len(__snake_case				)				):
												_snake_case       :					Optional[int]				       =   int(second_step[numbers_index * 2]				)
												_snake_case       :					List[str]				       =   int(second_step[(numbers_index * 2) + 1]				)
												_snake_case       :					Any				       =   self.numbers_to_letter(__snake_case ,						__snake_case				)
												_snake_case       :					Any				       =   encoded_message + letter

							return encoded_message







		def        lowercase       (    self ,						__snake_case				)      ->      str:


							'''simple docstring'''

							_snake_case       :					Union[str, Any]				       =   message.lower()
							message.replace(" " ,						""				)
							_snake_case       :					Tuple				       =   np.empty(2 * len(__snake_case				)				)
							for letter_index in range(len(__snake_case				)				):
												_snake_case       :					Union[str, Any]				       =   self.letter_to_numbers(message[letter_index]				)
												_snake_case       :					Tuple				       =   numbers[0]
												_snake_case       :					Any				       =   numbers[1]

							_snake_case       :					Optional[Any]				       =   first_step.reshape((2, len(__snake_case				))				)
							_snake_case       :					Union[str, Any]				       =   ""
							for numbers_index in range(len(__snake_case				)				):
												_snake_case       :					Dict				       =   int(second_step[0, numbers_index]				)
												_snake_case       :					Optional[Any]				       =   int(second_step[1, numbers_index]				)
												_snake_case       :					Union[str, Any]				       =   self.numbers_to_letter(__snake_case ,						__snake_case				)
												_snake_case       :					str				       =   decoded_message + letter

							return decoded_message