mirror of
https://github.com/donnemartin/interactive-coding-challenges.git
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191 lines
4.8 KiB
Plaintext
191 lines
4.8 KiB
Plaintext
{
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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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"<small><i>This notebook was prepared by [Donne Martin](http://donnemartin.com). Source and license info is on [GitHub](https://bit.ly/code-notes).</i></small>"
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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: Implement merge sort.\n",
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"\n",
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"* [Constraints and Assumptions](#Constraints-and-Assumptions)\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 and Assumptions\n",
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"\n",
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"*Problem statements are often intentionally ambiguous. Identifying constraints and stating assumptions can help to ensure you code the intended solution.*\n",
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"\n",
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"* Are you looking for a naiive solution?\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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"* Empty input\n",
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"* One element\n",
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"* Two or more elements\n",
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"* Left and right subarrays of different lengths"
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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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"Wikipedia's animation:\n",
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"![alt text](http://upload.wikimedia.org/wikipedia/commons/c/cc/Merge-sort-example-300px.gif)\n",
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"\n",
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"* Recursively split array into left and right halves\n",
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"* Merge split arrays\n",
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" * Using two pointers, one for each half starting at index 0\n",
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" * Add the smaller element to the result array\n",
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" * Inrement pointer where smaller element exists\n",
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" * Copy remaining elements to the result array\n",
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" * Return result array\n",
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"\n",
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"Complexity:\n",
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"* Time: O(n log(n))\n",
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"* Space: O(n), stable"
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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": false
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},
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"outputs": [],
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"source": [
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"def merge(left, right):\n",
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" l = 0\n",
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" r = 0\n",
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" result = []\n",
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" while l < len(left) and r < len(right):\n",
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" if left[l] < right[r]:\n",
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" result.append(left[l])\n",
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" l += 1\n",
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" else:\n",
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" result.append(right[r])\n",
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" r += 1\n",
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" while l < len(left):\n",
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" result.append(left[l])\n",
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" l += 1\n",
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" while r < len(right):\n",
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" result.append(right[r])\n",
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" r += 1\n",
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" return result\n",
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"\n",
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"def merge_sort(data):\n",
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" if len(data) < 2:\n",
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" return data\n",
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" mid = len(data) / 2\n",
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" left = data[0:mid]\n",
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" right = data[mid:len(data)]\n",
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" left = merge_sort(left)\n",
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" right = merge_sort(right)\n",
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" return merge(left, right)"
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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\n",
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"\n",
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"*It is important to identify and run through general and edge cases from the [Test Cases](#Test-Cases) section by hand. You generally will not be asked to write a unit test like what is shown below.*"
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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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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Empty input\n",
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"One element\n",
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"Two or more elements\n",
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"Success: test_merge_sort\n"
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]
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}
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],
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"source": [
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"from nose.tools import assert_equal\n",
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"\n",
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"class Test(object):\n",
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" def test_merge_sort(self):\n",
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" print('Empty input')\n",
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" data = []\n",
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" merge_sort(data)\n",
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" assert_equal(data, [])\n",
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"\n",
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" print('One element')\n",
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" data = [5]\n",
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" merge_sort(data)\n",
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" assert_equal(data, [5])\n",
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"\n",
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" print('Two or more elements')\n",
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" data = [5, 1, 7, 2, 6, -3, 5, 7, -1]\n",
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" data = merge_sort(data)\n",
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" assert_equal(data, sorted(data))\n",
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" \n",
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" print('Success: test_merge_sort')\n",
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"\n",
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"if __name__ == '__main__':\n",
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" test = Test()\n",
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" test.test_merge_sort()"
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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 2",
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"language": "python",
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"name": "python2"
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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": 2
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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": "ipython2",
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"version": "2.7.10"
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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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