


"""simple docstring"""


class   _a      :
    def __init__( self							:					Dict							,					SCREAMING_SNAKE_CASE__							:					str = ""							,					SCREAMING_SNAKE_CASE__							:					bool = False				):
          # Mapping from the first character of the prefix of the node
          lowerCamelCase__           =		{}

          # A node will be a leaf if the tree contains its word
          lowerCamelCase__           =		is_leaf

          lowerCamelCase__           =		prefix
    def      _UpperCamelCase       ( self							:					Dict							,					SCREAMING_SNAKE_CASE__							:					str				):
          lowerCamelCase__           =		0
          for q, w in zip(self.prefix							,					SCREAMING_SNAKE_CASE__				):
                if q != w:
                      break

                x += 1

          return self.prefix[:x], self.prefix[x:], word[x:]
    def      _UpperCamelCase       ( self							:					Union[str, Any]							,					SCREAMING_SNAKE_CASE__							:					list[str]				):
          for word in words:
                self.insert(SCREAMING_SNAKE_CASE__				)
    def      _UpperCamelCase       ( self							:					Union[str, Any]							,					SCREAMING_SNAKE_CASE__							:					str				):
          # Case 1: If the word is the prefix of the node
          # Solution: We set the current node as leaf
          if self.prefix == word:
                lowerCamelCase__           =		True

          # Case 2: The node has no edges that have a prefix to the word
          # Solution: We create an edge from the current node to a new one
          # containing the word
          elif word[0] not in self.nodes:
                lowerCamelCase__           =		RadixNode(prefix=SCREAMING_SNAKE_CASE__							,					is_leaf=SCREAMING_SNAKE_CASE__				)

          else:
                lowerCamelCase__           =		self.nodes[word[0]]
                lowerCamelCase__    ,  lowerCamelCase__    ,  lowerCamelCase__           =		incoming_node.match(
                    SCREAMING_SNAKE_CASE__				)

                # Case 3: The node prefix is equal to the matching
                # Solution: We insert remaining word on the next node
                if remaining_prefix == "":
                      self.nodes[matching_string[0]].insert(SCREAMING_SNAKE_CASE__				)

                # Case 4: The word is greater equal to the matching
                # Solution: Create a node in between both nodes, change
                # prefixes and add the new node for the remaining word
                else:
                      lowerCamelCase__           =		remaining_prefix

                      lowerCamelCase__           =		self.nodes[matching_string[0]]
                      lowerCamelCase__           =		RadixNode(SCREAMING_SNAKE_CASE__							,					SCREAMING_SNAKE_CASE__				)
                      lowerCamelCase__           =		aux_node

                      if remaining_word == "":
                            lowerCamelCase__           =		True
                      else:
                            self.nodes[matching_string[0]].insert(SCREAMING_SNAKE_CASE__				)
    def      _UpperCamelCase       ( self							:					str							,					SCREAMING_SNAKE_CASE__							:					str				):
          lowerCamelCase__           =		self.nodes.get(word[0]							,					SCREAMING_SNAKE_CASE__				)
          if not incoming_node:
                return False
          else:
                lowerCamelCase__    ,  lowerCamelCase__    ,  lowerCamelCase__           =		incoming_node.match(
                    SCREAMING_SNAKE_CASE__				)
                # If there is remaining prefix, the word can't be on the tree
                if remaining_prefix != "":
                      return False
                # This applies when the word and the prefix are equal
                elif remaining_word == "":
                      return incoming_node.is_leaf
                # We have word remaining so we check the next node
                else:
                      return incoming_node.find(SCREAMING_SNAKE_CASE__				)
    def      _UpperCamelCase       ( self							:					str							,					SCREAMING_SNAKE_CASE__							:					str				):
          lowerCamelCase__           =		self.nodes.get(word[0]							,					SCREAMING_SNAKE_CASE__				)
          if not incoming_node:
                return False
          else:
                lowerCamelCase__    ,  lowerCamelCase__    ,  lowerCamelCase__           =		incoming_node.match(
                    SCREAMING_SNAKE_CASE__				)
                # If there is remaining prefix, the word can't be on the tree
                if remaining_prefix != "":
                      return False
                # We have word remaining so we check the next node
                elif remaining_word != "":
                      return incoming_node.delete(SCREAMING_SNAKE_CASE__				)
                else:
                      # If it is not a leaf, we don't have to delete
                      if not incoming_node.is_leaf:
                            return False
                      else:
                            # We delete the nodes if no edges go from it
                            if len(incoming_node.nodes				) == 0:
                                  del self.nodes[word[0]]
                                  # We merge the current node with its only child
                                  if len(self.nodes				) == 1 and not self.is_leaf:
                                        lowerCamelCase__           =		list(self.nodes.values()				)[0]
                                        lowerCamelCase__           =		merging_node.is_leaf
                                        self.prefix += merging_node.prefix
                                        lowerCamelCase__           =		merging_node.nodes
                    # If there is more than 1 edge, we just mark it as non-leaf
                            elif len(incoming_node.nodes				) > 1:
                                  lowerCamelCase__           =		False
                            # If there is 1 edge, we merge it with its child
                            else:
                                  lowerCamelCase__           =		list(incoming_node.nodes.values()				)[0]
                                  lowerCamelCase__           =		merging_node.is_leaf
                                  incoming_node.prefix += merging_node.prefix
                                  lowerCamelCase__           =		merging_node.nodes

                            return True


    def      _UpperCamelCase       ( self							:					Union[str, Any]							,					SCREAMING_SNAKE_CASE__							:					int = 0				):
          if self.prefix != "":
                print('-' * height							,					self.prefix							,					'  (leaf)' if self.is_leaf else ''				)

          for value in self.nodes.values():
                value.print_tree(height + 1				)





def   snake_case						(				)->		bool:
      '''simple docstring'''


      lowerCamelCase__           =		'banana bananas bandana band apple all beast'.split()
      lowerCamelCase__           =		RadixNode()
      root.insert_many(_a							)

      assert all(root.find(_a							) for word in words							)
      assert not root.find('bandanas'							)
      assert not root.find('apps'							)
      root.delete('all'							)
      assert not root.find('all'							)
      root.delete('banana'							)
      assert not root.find('banana'							)
      assert root.find('bananas'							)

      return True



def   snake_case						(				)->		None:
      '''simple docstring'''


      assert test_trie()



def   snake_case						(				)->		None:
      '''simple docstring'''


      lowerCamelCase__           =		RadixNode()
      lowerCamelCase__           =		'banana bananas bandanas bandana band apple all beast'.split()
      root.insert_many(_a							)

      print('Words:'		,   _a							)
      print('Tree:'							)
      root.print_tree()


if __name__ == "__main__":
   main()







"""simple docstring"""


def   snake_case						(				_a:     list[list[float]]							)->		list[list[float]]:
      '''simple docstring'''


      lowerCamelCase__           =		[]
      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   snake_case						(				_a:     list[list[float]]		,   _a:     list[int]							)->		list[list[float]]:
      '''simple docstring'''


      lowerCamelCase__           =		[]
      for dlist, weight in zip(_a		,   _a							):
            lowerCamelCase__           =		min(_a							)
            lowerCamelCase__           =		max(_a							)

            lowerCamelCase__           =		[]
            # 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:
                  lowerCamelCase__           =		F'Invalid weight of {weight:f} provided'
                  raise ValueError(_a							)

            score_lists.append(_a							)

      return score_lists



def   snake_case						(				_a:     list[list[float]]							)->		list[float]:
      '''simple docstring'''


      lowerCamelCase__           =		[0 for i in range(len(score_lists[0]							)							)]

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

      return final_scores






def   snake_case						(				_a:     list[list[float]]		,   _a:     list[int]							)->		list[list[float]]:
      '''simple docstring'''


      lowerCamelCase__           =		get_data(_a							)
      lowerCamelCase__           =		calculate_each_score(_a		,   _a							)
      lowerCamelCase__           =		generate_final_scores(_a							)

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

      return source_data



