






'''simple docstring'''

from __future__ import annotations






def 	_UpperCAmelCase    (  a		:	str						,			a		:	str							)			->			bool:





						"""simple docstring"""
						lowercase_      :   Union[str, Any]        =			get_failure_array(a							)

						# 2) Step through text searching for pattern
						lowercase_  ,      lowercase_      :   Dict        =			0, 0  # index into text, pattern
						while i < len(a							):
												if pattern[j] == text[i]:
																		if j == (len(a							) - 1):
																								return True
																		j += 1

												# if this is a prefix in our pattern
												# just go back far enough to continue
												elif j > 0:
																		lowercase_      :   Optional[Any]        =			failure[j - 1]
																		continue
												i += 1
						return False






def 	_UpperCAmelCase    (  a		:	str							)			->			list[int]:





						"""simple docstring"""
						lowercase_      :   int        =			[0]
						lowercase_      :   List[Any]        =			0
						lowercase_      :   Union[str, Any]        =			1
						while j < len(a							):
												if pattern[i] == pattern[j]:
																		i += 1
												elif i > 0:
																		lowercase_      :   Dict        =			failure[i - 1]
																		continue
												j += 1
												failure.append(a							)
						return failure


if __name__ == "__main__":
						# Test 1)
						A:      Optional[int]  				=				"abc1abc12"
						A:      Optional[int]  				=				"alskfjaldsabc1abc1abc12k23adsfabcabc"
						A:      List[Any]  				=				"alskfjaldsk23adsfabcabc"
						assert kmp(pattern, texta) and not kmp(pattern, texta)

						# Test 2)
						A:      List[Any]  				=				"ABABX"
						A:      List[Any]  				=				"ABABZABABYABABX"
						assert kmp(pattern, text)

						# Test 3)
						A:      Union[str, Any]  				=				"AAAB"
						A:      Union[str, Any]  				=				"ABAAAAAB"
						assert kmp(pattern, text)

						# Test 4)
						A:      Optional[int]  				=				"abcdabcy"
						A:      Union[str, Any]  				=				"abcxabcdabxabcdabcdabcy"
						assert kmp(pattern, text)

						# Test 5)
						A:      Tuple  				=				"aabaabaaa"
						assert get_failure_array(pattern) == [0, 1, 0, 1, 2, 3, 4, 5, 2]








'''simple docstring'''

def 	_UpperCAmelCase    (  a		:	list[list[float]]							)			->			list[list[float]]:





						"""simple docstring"""
						lowercase_      :   list[list[float]]        =			[]
						for data in source_data:
												for i, el in enumerate(a							):
																		if len(a							) < i + 1:
																								data_lists.append([]							)
																		data_lists[i].append(float(a							)							)
						return data_lists






def 	_UpperCAmelCase    (  a		:	list[list[float]]						,			a		:	list[int]							)			->			list[list[float]]:





						"""simple docstring"""
						lowercase_      :   list[list[float]]        =			[]
						for dlist, weight in zip(a						,			a							):
												lowercase_      :   Tuple        =			min(a							)
												lowercase_      :   Any        =			max(a							)

												lowercase_      :   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:
																		lowercase_      :   str        =			f"Invalid weight of {weight:f} provided"
																		raise ValueError(a							)

												score_lists.append(a							)

						return score_lists






def 	_UpperCAmelCase    (  a		:	list[list[float]]							)			->			list[float]:





						"""simple docstring"""
						lowercase_      :   list[float]        =			[0 for i in range(len(score_lists[0]							)							)]

						for slist in score_lists:
												for j, ele in enumerate(a							):
																		lowercase_      :   List[Any]        =			final_scores[j] + ele

						return final_scores






def 	_UpperCAmelCase    (  a		:	list[list[float]]						,			a		:	list[int]							)			->			list[list[float]]:





						"""simple docstring"""
						lowercase_      :   int        =			get_data(a							)
						lowercase_      :   Optional[int]        =			calculate_each_score(a						,			a							)
						lowercase_      :   Dict        =			generate_final_scores(a							)

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

						return source_data
