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Simplify is_bst.py (#10627)
* Simplify is_bst.py * updating DIRECTORY.md * Update is_bst.py * Rename is_bst.py to is_sorted.py * updating DIRECTORY.md * Update data_structures/binary_tree/is_sorted.py Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com> --------- Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com> Co-authored-by: Tianyi Zheng <tianyizheng02@gmail.com>
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* [Flatten Binarytree To Linkedlist](data_structures/binary_tree/flatten_binarytree_to_linkedlist.py)
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* [Floor And Ceiling](data_structures/binary_tree/floor_and_ceiling.py)
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* [Inorder Tree Traversal 2022](data_structures/binary_tree/inorder_tree_traversal_2022.py)
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* [Is Bst](data_structures/binary_tree/is_bst.py)
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* [Is Sorted](data_structures/binary_tree/is_sorted.py)
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* [Is Sum Tree](data_structures/binary_tree/is_sum_tree.py)
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* [Lazy Segment Tree](data_structures/binary_tree/lazy_segment_tree.py)
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* [Lowest Common Ancestor](data_structures/binary_tree/lowest_common_ancestor.py)
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* [Maximum Fenwick Tree](data_structures/binary_tree/maximum_fenwick_tree.py)
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"""
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Author : Alexander Pantyukhin
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Date : November 2, 2022
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Task:
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Given the root of a binary tree, determine if it is a valid binary search
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tree (BST).
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A valid binary search tree is defined as follows:
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- The left subtree of a node contains only nodes with keys less than the node's key.
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- The right subtree of a node contains only nodes with keys greater than the node's key.
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- Both the left and right subtrees must also be binary search trees.
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Implementation notes:
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Depth-first search approach.
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leetcode: https://leetcode.com/problems/validate-binary-search-tree/
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Let n is the number of nodes in tree
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Runtime: O(n)
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Space: O(1)
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"""
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from __future__ import annotations
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from dataclasses import dataclass
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@dataclass
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class TreeNode:
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data: float
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left: TreeNode | None = None
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right: TreeNode | None = None
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def is_binary_search_tree(root: TreeNode | None) -> bool:
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"""
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>>> is_binary_search_tree(TreeNode(data=2,
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... left=TreeNode(data=1),
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... right=TreeNode(data=3))
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... )
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True
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>>> is_binary_search_tree(TreeNode(data=0,
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... left=TreeNode(data=-11),
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... right=TreeNode(data=3))
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... )
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True
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>>> is_binary_search_tree(TreeNode(data=5,
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... left=TreeNode(data=1),
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... right=TreeNode(data=4, left=TreeNode(data=3)))
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... )
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False
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>>> is_binary_search_tree(TreeNode(data='a',
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... left=TreeNode(data=1),
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... right=TreeNode(data=4, left=TreeNode(data=3)))
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... )
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Traceback (most recent call last):
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...
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ValueError: Each node should be type of TreeNode and data should be float.
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>>> is_binary_search_tree(TreeNode(data=2,
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... left=TreeNode([]),
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... right=TreeNode(data=4, left=TreeNode(data=3)))
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... )
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Traceback (most recent call last):
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...
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ValueError: Each node should be type of TreeNode and data should be float.
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"""
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# Validation
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def is_valid_tree(node: TreeNode | None) -> bool:
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"""
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>>> is_valid_tree(None)
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True
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>>> is_valid_tree('abc')
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False
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>>> is_valid_tree(TreeNode(data='not a float'))
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False
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>>> is_valid_tree(TreeNode(data=1, left=TreeNode('123')))
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False
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"""
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if node is None:
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return True
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if not isinstance(node, TreeNode):
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return False
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try:
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float(node.data)
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except (TypeError, ValueError):
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return False
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return is_valid_tree(node.left) and is_valid_tree(node.right)
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if not is_valid_tree(root):
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raise ValueError(
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"Each node should be type of TreeNode and data should be float."
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)
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def is_binary_search_tree_recursive_check(
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node: TreeNode | None, left_bound: float, right_bound: float
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) -> bool:
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"""
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>>> is_binary_search_tree_recursive_check(None)
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True
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>>> is_binary_search_tree_recursive_check(TreeNode(data=1), 10, 20)
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False
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"""
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if node is None:
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return True
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return (
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left_bound < node.data < right_bound
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and is_binary_search_tree_recursive_check(node.left, left_bound, node.data)
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and is_binary_search_tree_recursive_check(
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node.right, node.data, right_bound
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)
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)
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return is_binary_search_tree_recursive_check(root, -float("inf"), float("inf"))
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if __name__ == "__main__":
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import doctest
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doctest.testmod()
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97
data_structures/binary_tree/is_sorted.py
Normal file
97
data_structures/binary_tree/is_sorted.py
Normal file
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"""
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Given the root of a binary tree, determine if it is a valid binary search tree (BST).
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A valid binary search tree is defined as follows:
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- The left subtree of a node contains only nodes with keys less than the node's key.
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- The right subtree of a node contains only nodes with keys greater than the node's key.
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- Both the left and right subtrees must also be binary search trees.
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In effect, a binary tree is a valid BST if its nodes are sorted in ascending order.
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leetcode: https://leetcode.com/problems/validate-binary-search-tree/
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If n is the number of nodes in the tree then:
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Runtime: O(n)
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Space: O(1)
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"""
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from __future__ import annotations
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from collections.abc import Iterator
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from dataclasses import dataclass
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@dataclass
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class Node:
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data: float
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left: Node | None = None
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right: Node | None = None
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def __iter__(self) -> Iterator[float]:
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"""
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>>> root = Node(data=2.1)
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>>> list(root)
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[2.1]
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>>> root.left=Node(data=2.0)
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>>> list(root)
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[2.0, 2.1]
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>>> root.right=Node(data=2.2)
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>>> list(root)
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[2.0, 2.1, 2.2]
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"""
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if self.left:
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yield from self.left
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yield self.data
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if self.right:
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yield from self.right
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@property
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def is_sorted(self) -> bool:
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"""
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>>> Node(data='abc').is_sorted
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True
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>>> Node(data=2,
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... left=Node(data=1.999),
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... right=Node(data=3)).is_sorted
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True
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>>> Node(data=0,
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... left=Node(data=0),
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... right=Node(data=0)).is_sorted
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True
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>>> Node(data=0,
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... left=Node(data=-11),
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... right=Node(data=3)).is_sorted
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True
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>>> Node(data=5,
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... left=Node(data=1),
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... right=Node(data=4, left=Node(data=3))).is_sorted
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False
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>>> Node(data='a',
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... left=Node(data=1),
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... right=Node(data=4, left=Node(data=3))).is_sorted
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Traceback (most recent call last):
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...
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TypeError: '<' not supported between instances of 'str' and 'int'
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>>> Node(data=2,
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... left=Node([]),
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... right=Node(data=4, left=Node(data=3))).is_sorted
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Traceback (most recent call last):
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...
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TypeError: '<' not supported between instances of 'int' and 'list'
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"""
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if self.left and (self.data < self.left.data or not self.left.is_sorted):
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return False
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if self.right and (self.data > self.right.data or not self.right.is_sorted):
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return False
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return True
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if __name__ == "__main__":
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import doctest
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doctest.testmod()
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tree = Node(data=2.1, left=Node(data=2.0), right=Node(data=2.2))
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print(f"Tree {list(tree)} is sorted: {tree.is_sorted = }.")
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assert tree.right
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tree.right.data = 2.0
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print(f"Tree {list(tree)} is sorted: {tree.is_sorted = }.")
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tree.right.data = 2.1
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print(f"Tree {list(tree)} is sorted: {tree.is_sorted = }.")
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