mirror of
https://github.com/donnemartin/interactive-coding-challenges.git
synced 2024-03-22 13:11:13 +08:00
247 lines
5.6 KiB
Python
247 lines
5.6 KiB
Python
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"This notebook was prepared by [Donne Martin](https://github.com/donnemartin). Source and license info is on [GitHub](https://github.com/donnemartin/interactive-coding-challenges)."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Solution Notebook"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Problem: Determine if a tree is a valid binary search tree.\n",
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"\n",
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"* [Constraints](#Constraints)\n",
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"* [Test Cases](#Test-Cases)\n",
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"* [Algorithm](#Algorithm)\n",
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"* [Code](#Code)\n",
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"* [Unit Test](#Unit-Test)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Constraints\n",
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"\n",
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"* Can the tree have duplicates?\n",
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" * Yes\n",
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"* If this is called on a None input, should we raise an exception?\n",
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" * Yes\n",
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"* Can we assume we already have a Node class?\n",
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" * Yes\n",
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"* Can we assume this fits in memory?\n",
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" * Yes"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Test Cases\n",
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"\n",
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"None -> exception\n",
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"\n",
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"<pre>\n",
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"Valid:\n",
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" 5\n",
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" / \\\n",
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" 5 8\n",
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" / /\n",
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" 4 6\n",
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" \\\n",
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" 7\n",
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" \n",
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"Invalid:\n",
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" 5\n",
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" / \\\n",
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" 5 8\n",
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" \\ \n",
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" 20\n",
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"</pre>"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Algorithm\n",
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"\n",
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"We'll use a recursive solution that validates left <= current < right, passing down the min and max values as we do a depth-first traversal.\n",
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"\n",
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"* If the node is None, return True\n",
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"* If min is set and the node's value <= min, return False\n",
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"* if max is set and the node's value > max, return False\n",
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"* Recursively call the validate function on node.left, updating max\n",
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"* Recursively call the validate function on node.right, updating min\n",
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" \n",
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"Complexity:\n",
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"* Time: O(n)\n",
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"* Space: O(h), where h is the height of the tree"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Code"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"%run ../bst/bst.py"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"import sys\n",
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"\n",
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"\n",
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"class BstValidate(Bst):\n",
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"\n",
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" def validate(self):\n",
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" if self.root is None:\n",
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" raise TypeError('No root node')\n",
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" return self._validate(self.root)\n",
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"\n",
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" def _validate(self, node, minimum=-sys.maxsize, maximum=sys.maxsize):\n",
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" if node is None:\n",
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" return True\n",
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" if node.data <= minimum or node.data > maximum:\n",
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" return False\n",
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" if not self._validate(node.left, minimum, node.data):\n",
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" return False\n",
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" if not self._validate(node.right, node.data, maximum):\n",
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" return False\n",
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" return True"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Unit Test"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Overwriting test_bst_validate.py\n"
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]
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}
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],
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"source": [
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"%%writefile test_bst_validate.py\n",
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"from nose.tools import assert_equal\n",
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"from nose.tools import raises\n",
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"\n",
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"\n",
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"class TestBstValidate(object):\n",
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"\n",
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" @raises(Exception)\n",
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" def test_bst_validate_empty(self):\n",
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" validate_bst(None)\n",
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"\n",
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" def test_bst_validate(self):\n",
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" bst = BstValidate(Node(5))\n",
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" bst.insert(8)\n",
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" bst.insert(5)\n",
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" bst.insert(6)\n",
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" bst.insert(4)\n",
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" bst.insert(7)\n",
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" assert_equal(bst.validate(), True)\n",
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"\n",
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" bst = BstValidate(Node(5))\n",
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" left = Node(5)\n",
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" right = Node(8)\n",
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" invalid = Node(20)\n",
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" bst.root.left = left\n",
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" bst.root.right = right\n",
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" bst.root.left.right = invalid\n",
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" assert_equal(bst.validate(), False)\n",
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"\n",
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" print('Success: test_bst_validate')\n",
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"\n",
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"\n",
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"def main():\n",
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" test = TestBstValidate()\n",
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" test.test_bst_validate_empty()\n",
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" test.test_bst_validate()\n",
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"\n",
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"\n",
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"if __name__ == '__main__':\n",
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" main()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Success: test_bst_validate\n"
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]
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}
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],
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"source": [
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"%run -i test_bst_validate.py"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.5.0"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 0
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}
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