mirror of
https://github.com/donnemartin/interactive-coding-challenges.git
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149 lines
3.4 KiB
Plaintext
149 lines
3.4 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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"## Problem: Implement merge sort.\n",
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"\n",
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"* [Clarifying Questions](#Clarifying-Questions)\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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"* [Pythonic-Code](#Pythonic-Code)"
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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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"## Clarifying Questions\n",
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"\n",
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"* Is a naiive merge sort ok?\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": null,
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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": "code",
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"execution_count": null,
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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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"print('Empty input')\n",
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"data = []\n",
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"merge_sort(data)\n",
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"print(data)\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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"print(data)\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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"print(merge_sort(data))"
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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": "2.7.9"
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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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