






def     a     (		lowerCamelCase_						,  lowerCamelCase_							):






				'''simple docstring'''
				assert x is not None
				assert y is not None

				lowercase__  					=     len(lowerCamelCase_							)
				lowercase__  					=     len(lowerCamelCase_							)

				# declaring the array for storing the dp values
				lowercase__  					=     [[0] * (n + 1) for _ in range(m + 1							)]  # noqa: E741

				for i in range(1						,  m + 1							):
								for j in range(1						,  n + 1							):
												lowercase__  					=     1 if x[i - 1] == y[j - 1] else 0

												lowercase__  					=     max(l[i - 1][j]						,  l[i][j - 1]						,  l[i - 1][j - 1] + match							)

				lowercase__  					=     ''''''
				lowercase__					,		lowercase__  					=     m, n
				while i > 0 and j > 0:
								lowercase__  					=     1 if x[i - 1] == y[j - 1] else 0

								if l[i][j] == l[i - 1][j - 1] + match:
												if match == 1:
																lowercase__  					=     x[i - 1] + seq
												i -= 1
												j -= 1
								elif l[i][j] == l[i - 1][j]:
												i -= 1
								else:
												j -= 1

				return l[m][n], seq


if __name__ == "__main__":
							A__      :     Optional[int]       =					'AGGTAB'
							A__      :     Union[str, Any]       =					'GXTXAYB'
							A__      :     List[str]       =					4
							A__      :     List[Any]       =					'GTAB'

							A__  ,  A__      :     Tuple       =					longest_common_subsequence(a, b)
							print('len =', ln, ', sub-sequence =', subseq)
							import doctest

							doctest.testmod()












def     a     (		lowerCamelCase_							):






				'''simple docstring'''
				lowercase__  					=     []
				for data in source_data:
								for i, el in enumerate(lowerCamelCase_							):
												if len(lowerCamelCase_							) < i + 1:
																data_lists.append([]							)
												data_lists[i].append(float(lowerCamelCase_							)							)
				return data_lists






def     a     (		lowerCamelCase_						,  lowerCamelCase_							):






				'''simple docstring'''
				lowercase__  					=     []
				for dlist, weight in zip(lowerCamelCase_						,  lowerCamelCase_							):
								lowercase__  					=     min(lowerCamelCase_							)
								lowercase__  					=     max(lowerCamelCase_							)

								lowercase__  					=     []
								# 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:
												lowercase__  					=     F"""Invalid weight of {weight:f} provided"""
												raise ValueError(lowerCamelCase_							)

								score_lists.append(lowerCamelCase_							)

				return score_lists






def     a     (		lowerCamelCase_							):






				'''simple docstring'''
				lowercase__  					=     [0 for i in range(len(score_lists[0]							)							)]

				for slist in score_lists:
								for j, ele in enumerate(lowerCamelCase_							):
												lowercase__  					=     final_scores[j] + ele

				return final_scores






def     a     (		lowerCamelCase_						,  lowerCamelCase_							):






				'''simple docstring'''
				lowercase__  					=     get_data(lowerCamelCase_							)
				lowercase__  					=     calculate_each_score(lowerCamelCase_						,  lowerCamelCase_							)
				lowercase__  					=     generate_final_scores(lowerCamelCase_							)

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

				return source_data




