
'''simple docstring'''


import math



def  __snake_case     (    _UpperCAmelCase					:       Tuple,      _UpperCAmelCase					:       List[Any] = 0,      _UpperCAmelCase					:       Optional[int] = 0):
   UpperCamelCase       =  end or len(lowerCAmelCase_)
   for i in range(lowerCAmelCase_,      lowerCAmelCase_):
      UpperCamelCase       =  i
      UpperCamelCase       =  array[i]
      while temp_index != start and temp_index_value < array[temp_index - 1]:
         UpperCamelCase       =  array[temp_index - 1]
         temp_index -= 1
      UpperCamelCase       =  temp_index_value
   return array



def  __snake_case     (    _UpperCAmelCase					:       Any,      _UpperCAmelCase					:       Union[str, Any],      _UpperCAmelCase					:       Dict):  # Max Heap
   UpperCamelCase       =  index
   UpperCamelCase       =  2 * index + 1  # Left Node
   UpperCamelCase       =  2 * index + 2  # Right Node

   if left_index < heap_size and array[largest] < array[left_index]:
      UpperCamelCase       =  left_index

   if right_index < heap_size and array[largest] < array[right_index]:
      UpperCamelCase       =  right_index

   if largest != index:
      UpperCamelCase       =  array[largest], array[index]
      heapify(lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_)



def  __snake_case     (    _UpperCAmelCase					:       List[str]):
   UpperCamelCase       =  len(lowerCAmelCase_)

   for i in range(n // 2,      -1,      -1):
      heapify(lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_)

   for i in range(n - 1,      0,      -1):
      UpperCamelCase       =  array[0], array[i]
      heapify(lowerCAmelCase_,      0,      lowerCAmelCase_)

   return array



def  __snake_case     (    _UpperCAmelCase					:       Optional[Any],      _UpperCAmelCase					:       List[Any],      _UpperCAmelCase					:       Tuple,      _UpperCAmelCase					:       Optional[int]):



   if (array[first_index] > array[middle_index]) != (
       array[first_index] > array[last_index]
   ):
      return array[first_index]
   elif (array[middle_index] > array[first_index]) != (
       array[middle_index] > array[last_index]
   ):
      return array[middle_index]
   else:
      return array[last_index]



def  __snake_case     (    _UpperCAmelCase					:       Optional[Any],      _UpperCAmelCase					:       int,      _UpperCAmelCase					:       List[str],      _UpperCAmelCase					:       List[str]):
   UpperCamelCase       =  low
   UpperCamelCase       =  high
   while True:
      while array[i] < pivot:
         i += 1
      j -= 1
      while pivot < array[j]:
         j -= 1
      if i >= j:
         return i
      UpperCamelCase       =  array[j], array[i]
      i += 1



def  __snake_case     (    _UpperCAmelCase					:       Dict):



   if len(lowerCAmelCase_) == 0:
      return array
   UpperCamelCase       =  2 * math.ceil(math.loga(len(lowerCAmelCase_)))
   UpperCamelCase       =  16
   return intro_sort(lowerCAmelCase_,      0,      len(lowerCAmelCase_),      lowerCAmelCase_,      lowerCAmelCase_)



def  __snake_case     (    _UpperCAmelCase					:       Union[str, Any],      _UpperCAmelCase					:       str,      _UpperCAmelCase					:       str,      _UpperCAmelCase					:       List[Any],      _UpperCAmelCase					:       int):



   while end - start > size_threshold:
      if max_depth == 0:
         return heap_sort(lowerCAmelCase_)
      max_depth -= 1
      UpperCamelCase       =  median_of_a(lowerCAmelCase_,      lowerCAmelCase_,      start + ((end - start) // 2) + 1,      end - 1)
      UpperCamelCase       =  partition(lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_)
      intro_sort(lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_)
      UpperCamelCase       =  p
   return insertion_sort(lowerCAmelCase_,      lowerCAmelCase_,      lowerCAmelCase_)


if __name__ == "__main__":
      import doctest

      doctest.testmod()

      snake_case_ :  Optional[Any]     =					input('Enter numbers separated by a comma : ').strip()
      snake_case_ :  List[Any]     =					[float(item) for item in user_input.split(',')]
      print(sort(unsorted))







'''simple docstring'''


def  __snake_case     (    _UpperCAmelCase					:       list[list[float]]):
   UpperCamelCase       =  []
   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  __snake_case     (    _UpperCAmelCase					:       list[list[float]],      _UpperCAmelCase					:       list[int]):
   UpperCamelCase       =  []
   for dlist, weight in zip(_UpperCAmelCase,      _UpperCAmelCase):
      UpperCamelCase       =  min(_UpperCAmelCase)
      UpperCamelCase       =  max(_UpperCAmelCase)

      UpperCamelCase       =  []
      # 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:
         UpperCamelCase       =  f'Invalid weight of {weight:f} provided'
         raise ValueError(_UpperCAmelCase)

      score_lists.append(_UpperCAmelCase)

   return score_lists



def  __snake_case     (    _UpperCAmelCase					:       list[list[float]]):
   UpperCamelCase       =  [0 for i in range(len(score_lists[0]))]

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

   return final_scores



def  __snake_case     (    _UpperCAmelCase					:       list[list[float]],      _UpperCAmelCase					:       list[int]):
   UpperCamelCase       =  get_data(_UpperCAmelCase)
   UpperCamelCase       =  calculate_each_score(_UpperCAmelCase,      _UpperCAmelCase)
   UpperCamelCase       =  generate_final_scores(_UpperCAmelCase)

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

   return source_data





