interactive-coding-challenges/graphs_trees/bst/bst_solution.ipynb
2015-08-01 17:44:14 -04:00

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"<small><i>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).</i></small>"
]
},
{
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"metadata": {},
"source": [
"# Solution Notebook"
]
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"metadata": {},
"source": [
"## Problem: Implement a binary search tree with an insert method.\n",
"\n",
"* [Constraints](#Constraints)\n",
"* [Test Cases](#Test-Cases)\n",
"* [Algorithm](#Algorithm)\n",
"* [Code](#Code)\n",
"* [Unit Test](#Unit-Test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Constraints\n",
"\n",
"* Can we assume we are working with valid integers?\n",
" * Yes\n",
"* Can we assume all left descendents <= n < all right descendents?\n",
" * Yes\n",
"* For simplicity, can we use just a Node class without a wrapper Tree class?\n",
" * Yes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test Cases\n",
"\n",
"### Insert\n",
"\n",
"Insert will be tested through the following traversal:\n",
"\n",
"### In-Order Traversal (Provided)\n",
"\n",
"* 5, 2, 8, 1, 3 -> 1, 2, 3, 5, 8\n",
"* 1, 2, 3, 4, 5 -> 1, 2, 3, 4, 5"
]
},
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"source": [
"## Algorithm\n",
"\n",
"### Insert\n",
"\n",
"* If the data is <= the current node's data\n",
" * If the current node's left child is None, set it to Node(data)\n",
" * Else, recursively call insert on the left child\n",
"* Else\n",
" * If the current node's right child is None, set it to Node(data)\n",
" * Else, recursively call insert on the right child\n",
"\n",
"Complexity:\n",
"\n",
"* Time: O(log n)\n",
"* Space: O(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Code"
]
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"source": [
"class Node(object):\n",
"\n",
" def __init__(self, data):\n",
" self.data = data\n",
" self.left = None\n",
" self.right = None\n",
"\n",
"def insert(root, data):\n",
" if data <= root.data:\n",
" if root.left is None:\n",
" root.left = Node(data)\n",
" else:\n",
" insert(root.left, data)\n",
" else:\n",
" if root.right is None:\n",
" root.right = Node(data)\n",
" else:\n",
" insert(root.right, data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unit Test"
]
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{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
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"outputs": [],
"source": [
"%run ../utils/captured_output.py"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%run dfs.py"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting test_bst.py\n"
]
}
],
"source": [
"%%writefile test_bst.py\n",
"from __future__ import print_function\n",
"from nose.tools import assert_equal\n",
"\n",
"\n",
"class TestTree(object):\n",
"\n",
" def test_tree(self):\n",
" node = Node(5)\n",
" insert(node, 2)\n",
" insert(node, 8)\n",
" insert(node, 1)\n",
" insert(node, 3)\n",
"\n",
" with captured_output() as (out, err):\n",
" in_order_traversal(node, sys.stdout.write)\n",
" assert_equal(out.getvalue().strip(), '12358')\n",
"\n",
" node = Node(1)\n",
" insert(node, 2)\n",
" insert(node, 3)\n",
" insert(node, 4)\n",
" insert(node, 5)\n",
"\n",
" with captured_output() as (out, err):\n",
" in_order_traversal(node, sys.stdout.write)\n",
" assert_equal(out.getvalue().strip(), '12345')\n",
"\n",
" print('Success: test_tree')\n",
"\n",
"\n",
"def main():\n",
" test = TestTree()\n",
" test.test_tree()\n",
"\n",
"\n",
"if __name__ == '__main__':\n",
" main()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
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"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Success: test_tree\n"
]
}
],
"source": [
"%run -i test_bst.py"
]
}
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