{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fdcf04c6",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Sorting Algorithms\n",
    "\n",
    "**CS 66: Introduction to Computer Science II**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07fd20c1",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Course Project\n",
    "\n",
    "Let's discuss the project.\n",
    "\n",
    "* 1-3 students per team\n",
    "* due last day of class\n",
    "* web scraping for data\n",
    "* custom class\n",
    "* Big O\n",
    "* discussion on data structure"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa72fac7",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## References for this lecture\n",
    "\n",
    "Problem Solving with Algorithms and Data Structures using Python\n",
    "\n",
    "Sections 6.6 - 6.12: [https://runestone.academy/ns/books/published/pythonds/SortSearch/toctree.html](https://runestone.academy/ns/books/published/pythonds/SortSearch/toctree.html)\n",
    "\n",
    "The book covers 6 sorting algorithms: Bubble Sort, Selection Sort, Insertion Sort, Shell Sort, Merge Sort, and Quick Sort.\n",
    "\n",
    "We will look closely at 3 of them.\n",
    "\n",
    "### In class: we will go through examples on the white board. \n",
    "\n",
    "Static images are copied from the book for those who are not in class - though I recommend reading those sections and walking through the algorithms on paper yourself."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27af7347",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Review: The Three Laws of Recursion\n",
    "\n",
    "1. A recursive algorithm must have a base case.\n",
    "2. A recursive algorithm must change its state and move toward the base case.\n",
    "3. A recursive algorithm must call itself, recursively.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88d7aa23",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Group Activity Problem 1\n",
    "\n",
    "The factorial of a number (often denoted in math as $n!$) is defined as \n",
    "\n",
    "$$ n! = 1 * 2 * 3 * \\cdots * (n-1) * n $$\n",
    "\n",
    "Here's some code which attempts to solve it recursively, but it is missing a base case. Discuss what the base case should be, and then add it to the code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebdcf376",
   "metadata": {},
   "outputs": [],
   "source": [
    "def factorial(n):\n",
    "    result = n * factorial(n-1)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d49de903",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## Group Activity Problem 2\n",
    "\n",
    "The following is an approach to finding the sum of a list of numbers. The idea that this programmer came up with is to notice that the sum of a list like `[1,3,5,7,9]` is the same as `1` plus the sum of `[3,5,7,9]`. The base case happens when there is only one item in the list. The programmer has written part of this but is stuck on the recursive call. Fill in the blank for them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4d38e7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def listsum(num_list):\n",
    "    if len(num_list) == 1:\n",
    "        return num_list[0]\n",
    "    else:\n",
    "        return num_list[0] + #fill in the blank"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f52029a",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Bubble Sort\n",
    "\n",
    "Algorithm:\n",
    "\n",
    "* Until the list is sorted\n",
    "    * scan through the list, swapping any pairs of consecutive items that you find out of order."
   ]
  },
  {
   "attachments": {
    "bubblepass.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "38a7dff0",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"attachment:bubblepass.png\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9f02b03e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17, 20, 26, 31, 44, 54, 55, 77, 93]\n"
     ]
    }
   ],
   "source": [
    "def bubbleSort(alist):\n",
    "    for passnum in range(len(alist)-1,0,-1):\n",
    "        for i in range(passnum):\n",
    "            if alist[i]>alist[i+1]:\n",
    "                temp = alist[i]\n",
    "                alist[i] = alist[i+1]\n",
    "                alist[i+1] = temp\n",
    "                \n",
    "alist = [54,26,93,17,77,31,44,55,20]\n",
    "bubbleSort(alist)\n",
    "print(alist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfa503f6",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## Computational Complexity of Bubble Sort\n",
    "\n",
    "Bubble sort runs in $O(n^2)$ time.\n",
    "\n",
    "Let's discuss why:\n",
    "* The `if` and swap inside the inner loop is a constant number of steps\n",
    "* Inner loop iterates `passnum` times\n",
    "* `passnum` starts as $n$, then $n-1$, then $n-2$, ..., then $1$\n",
    "\n",
    "As we have seen, $n + (n-1) + (n-2) + \\cdots + 1 = \\frac{n(n+1)}{2}$ which is $O(n^2)$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35d10e18",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "It can be improved by ending early if you didn't make any swaps on the last pass, but it is still $O(n^2)$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b67bc65",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Insertion Sort\n",
    "\n",
    "Idea: Think of the list as having two parts\n",
    "* Front part: sorted part\n",
    "* Back part: unsorted part\n",
    "\n",
    "Algorithm\n",
    "\n",
    "* For `current_index` in the range of 1 to $n-1$\n",
    "    * Insert the item from `current_index` into where it goes within the sorted part of the list (which goes from index 0 to `current_index-1`)\n"
   ]
  },
  {
   "attachments": {
    "insertionsort.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "9cac9dd7",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "<div>\n",
    "<img src=\"attachment:insertionsort.png\" />\n",
    "</div>"
   ]
  },
  {
   "attachments": {
    "insertionpass.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "f04e915e",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:insertionpass.png\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "58489bba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17, 20, 26, 31, 44, 54, 55, 77, 93]\n"
     ]
    }
   ],
   "source": [
    "def insertionSort(alist):\n",
    "    for index in range(1,len(alist)):\n",
    "\n",
    "        currentvalue = alist[index]\n",
    "        position = index\n",
    "\n",
    "        while position>0 and alist[position-1]>currentvalue:\n",
    "            alist[position]=alist[position-1]\n",
    "            position = position-1\n",
    "\n",
    "        alist[position]=currentvalue\n",
    "\n",
    "alist = [54,26,93,17,77,31,44,55,20]\n",
    "insertionSort(alist)\n",
    "print(alist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "170cf147",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## An Experiment comparing Insertion and Bubble Sort\n",
    "\n",
    "\n",
    "The following code\n",
    "\n",
    "1. Creates a list of 10,000 integers, each integer is between 1 and 1,000,000\n",
    "2. Make two copies of the list to be sorted by two different algorithms\n",
    "3. Time how long it takes to execute Bubble Sort on a copy of the list\n",
    "4. Time how long it takes to execute Selection Sort on a copy of the list\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7bb3128b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bubble sort: 7.338683843612671 seconds\n",
      "Selection sort: 3.95986008644104 seconds\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "\n",
    "N = 10000\n",
    "random_list = [random.randint(1,1000000) for i in range(N)]\n",
    "random_list_copy1 = random_list[:]\n",
    "random_list_copy2 = random_list[:]\n",
    "\n",
    "start = time.time()\n",
    "bubbleSort(random_list_copy1)\n",
    "end = time.time()\n",
    "print(\"Bubble sort:\",(end-start),\"seconds\")\n",
    "\n",
    "\n",
    "start = time.time()\n",
    "insertionSort(random_list_copy2)\n",
    "end = time.time()\n",
    "print(\"Selection sort:\",(end-start),\"seconds\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e6ea33b",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## Group Activity Problem 3\n",
    "\n",
    "Have each person in your group repeat this experiment and compare your results.\n",
    "\n",
    "What happens on a list of size 50,000?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c05f213",
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "source": [
    "## Group Activity Problem 4\n",
    "\n",
    "What is the Big O of Insertion Sort?\n",
    "\n",
    "How does it compare experimentally?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da345449",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Merge Sort\n",
    "\n",
    "Idea: Split the list in half. Sort both halves (recursively!) and then merege the two sorted halves together.\n",
    "\n"
   ]
  },
  {
   "attachments": {
    "mergesortA.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "3721251d",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:mergesortA.png\" />\n",
    "</div>"
   ]
  },
  {
   "attachments": {
    "mergesortB.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "8fa6aa67",
   "metadata": {},
   "source": [
    "\n",
    "<div>\n",
    "<img src=\"attachment:mergesortB.png\" />\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15fc821a",
   "metadata": {},
   "source": [
    "## Merge Sort Computational Complexity\n",
    "\n",
    "__Merge Step:__ Merging together two sorted lists take $O(n)$ time - you keep track of an index into each smaller list and one into the new list you're copying them into. At each step, you just copy the next item from one of the smaller lists.\n",
    "\n",
    "__How many times do you have to do that?__\n",
    "\n",
    "* At the \"bottom\" level of recursion, you have $n/2$ lists each with $\\leq 2$ items, so on the order of 2 steps done $n/2$ times which is $O(n)$\n",
    "* At the next level, you have $n/4$ lists, each with $\\leq 4$ items, so on the order of 4 steps done $(n/4)$ times, again $O(n)$.\n",
    "* ... and so on\n",
    "\n",
    "There are $\\log_2(n)$ levels in the recursion since we split it in half each time (like binary search), so the entire algorithm takes $O(n \\log(n))$\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d994031f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Splitting  [54, 26, 93, 17, 77, 31, 44, 55, 20]\n",
      "Splitting  [54, 26, 93, 17]\n",
      "Splitting  [54, 26]\n",
      "Splitting  [54]\n",
      "Merging  [54]\n",
      "Splitting  [26]\n",
      "Merging  [26]\n",
      "Merging  [26, 54]\n",
      "Splitting  [93, 17]\n",
      "Splitting  [93]\n",
      "Merging  [93]\n",
      "Splitting  [17]\n",
      "Merging  [17]\n",
      "Merging  [17, 93]\n",
      "Merging  [17, 26, 54, 93]\n",
      "Splitting  [77, 31, 44, 55, 20]\n",
      "Splitting  [77, 31]\n",
      "Splitting  [77]\n",
      "Merging  [77]\n",
      "Splitting  [31]\n",
      "Merging  [31]\n",
      "Merging  [31, 77]\n",
      "Splitting  [44, 55, 20]\n",
      "Splitting  [44]\n",
      "Merging  [44]\n",
      "Splitting  [55, 20]\n",
      "Splitting  [55]\n",
      "Merging  [55]\n",
      "Splitting  [20]\n",
      "Merging  [20]\n",
      "Merging  [20, 55]\n",
      "Merging  [20, 44, 55]\n",
      "Merging  [20, 31, 44, 55, 77]\n",
      "Merging  [17, 20, 26, 31, 44, 54, 55, 77, 93]\n",
      "[17, 20, 26, 31, 44, 54, 55, 77, 93]\n"
     ]
    }
   ],
   "source": [
    "def mergeSort(alist):\n",
    "    print(\"Splitting \",alist)\n",
    "    if len(alist)>1:\n",
    "        mid = len(alist)//2\n",
    "        lefthalf = alist[:mid]\n",
    "        righthalf = alist[mid:]\n",
    "\n",
    "        mergeSort(lefthalf)\n",
    "        mergeSort(righthalf)\n",
    "\n",
    "        i=0\n",
    "        j=0\n",
    "        k=0\n",
    "        while i < len(lefthalf) and j < len(righthalf):\n",
    "            if lefthalf[i] <= righthalf[j]:\n",
    "                alist[k]=lefthalf[i]\n",
    "                i=i+1\n",
    "            else:\n",
    "                alist[k]=righthalf[j]\n",
    "                j=j+1\n",
    "            k=k+1\n",
    "\n",
    "        while i < len(lefthalf):\n",
    "            alist[k]=lefthalf[i]\n",
    "            i=i+1\n",
    "            k=k+1\n",
    "\n",
    "        while j < len(righthalf):\n",
    "            alist[k]=righthalf[j]\n",
    "            j=j+1\n",
    "            k=k+1\n",
    "    print(\"Merging \",alist)\n",
    "    \n",
    "alist = [54,26,93,17,77,31,44,55,20]\n",
    "mergeSort(alist)\n",
    "print(alist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76e94d31",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## What about Python's `sort` method?\n",
    "\n",
    "Python's sort method is a hybrid of Merge Sort and Insertion Sort called Timsort. You can read more here: https://en.wikipedia.org/wiki/Timsort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1fbdcbd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[17, 20, 26, 31, 44, 54, 55, 77, 93]\n"
     ]
    }
   ],
   "source": [
    "alist = [54,26,93,17,77,31,44,55,20]\n",
    "alist.sort() #built-in sort uses Timsort algorithm\n",
    "print(alist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8860db1",
   "metadata": {},
   "source": [
    "## Group Activity Problem 5\n",
    "\n",
    "\n",
    "Comment out the print statements and add `mergeSort` to your timing experiment. How does it compare? Then, add in the built-in Timsort - which is the best?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c51eaf31",
   "metadata": {},
   "source": [
    "## Group Activity Problem 6\n",
    "\n",
    "When sorting, we usually don't just have a big list of numbers - often we have objects that need to be sorted by a variety of criteria. Re-write the `mergeSort` function so that we could sort our movie data by the World Sales field, and sort it from largest to smallest. \n",
    "\n",
    "Here's an example of what the results should look like if you did it right (printing only the first 10 items in the sorted list). This code shows you how you can use the the built-in `sort` method with data like this (you give it a function that returns the value of the thing you want to sort by), but you will actually change some of the code inside the `mergeSort` function to make that one work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "caa824ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'Distributor': 'Twentieth Century Fox',\n",
      "  'Domestic Sales': 760507625,\n",
      "  'Genre': \"['Action', 'Adventure', 'Fantasy', 'Sci-Fi']\",\n",
      "  'International Sales': 2086738578,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'December 16, 2009',\n",
      "  'Runtime': '2 hr 42 min',\n",
      "  'Summary': 'A paraplegic Marine dispatched to the moon Pandora on a unique '\n",
      "             'mission becomes torn between following his orders and protecting '\n",
      "             'the world he feels is his home.',\n",
      "  'Title': 'Avatar (2009)',\n",
      "  'World Sales': 2847246203},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 858373000,\n",
      "  'Genre': \"['Action', 'Adventure', 'Drama', 'Sci-Fi']\",\n",
      "  'International Sales': 1939128328,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'April 24, 2019',\n",
      "  'Runtime': '3 hr 1 min',\n",
      "  'Summary': 'After the devastating events of Avengers: Infinity War, the '\n",
      "             'universe is in ruins. With the help of remaining allies, the '\n",
      "             \"Avengers assemble once more in order to reverse Thanos' actions \"\n",
      "             'and restore balance to the universe.',\n",
      "  'Title': 'Avengers: Endgame (2019)',\n",
      "  'World Sales': 2797501328},\n",
      " {'Distributor': 'Paramount Pictures',\n",
      "  'Domestic Sales': 659363944,\n",
      "  'Genre': \"['Drama', 'Romance']\",\n",
      "  'International Sales': 1542283320,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'December 19, 1997',\n",
      "  'Runtime': '3 hr 14 min',\n",
      "  'Summary': 'A seventeen-year-old aristocrat falls in love with a kind but '\n",
      "             'poor artist aboard the luxurious, ill-fated R.M.S. Titanic.',\n",
      "  'Title': 'Titanic (1997)',\n",
      "  'World Sales': 2201647264},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 936662225,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 1132859475,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'December 16, 2015',\n",
      "  'Runtime': '2 hr 18 min',\n",
      "  'Summary': 'As a new threat to the galaxy rises, Rey, a desert scavenger, '\n",
      "             'and Finn, an ex-stormtrooper, must join Han Solo and Chewbacca '\n",
      "             'to search for the one hope of restoring peace.',\n",
      "  'Title': 'Star Wars: Episode VII - The Force Awakens (2015)',\n",
      "  'World Sales': 2069521700},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 678815482,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 1369544272,\n",
      "  'MPAA Rating': None,\n",
      "  'Release Date': None,\n",
      "  'Runtime': '2 hr 29 min',\n",
      "  'Summary': 'The Avengers and their allies must be willing to sacrifice all '\n",
      "             'in an attempt to defeat the powerful Thanos before his blitz of '\n",
      "             'devastation and ruin puts an end to the universe.',\n",
      "  'Title': 'Avengers: Infinity War (2018)',\n",
      "  'World Sales': 2048359754},\n",
      " {'Distributor': 'Universal Pictures',\n",
      "  'Domestic Sales': 652385625,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 1018130819,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'June 10, 2015',\n",
      "  'Runtime': '2 hr 4 min',\n",
      "  'Summary': 'A new theme park, built on the original site of Jurassic Park, '\n",
      "             'creates a genetically modified hybrid dinosaur, the Indominus '\n",
      "             'Rex, which escapes containment and goes on a killing spree.',\n",
      "  'Title': 'Jurassic World (2015)',\n",
      "  'World Sales': 1670516444},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 543638043,\n",
      "  'Genre': \"['Adventure', 'Animation', 'Drama', 'Family', 'Musical']\",\n",
      "  'International Sales': 1119261396,\n",
      "  'MPAA Rating': 'PG',\n",
      "  'Release Date': 'July 11, 2019',\n",
      "  'Runtime': '1 hr 58 min',\n",
      "  'Summary': 'After the murder of his father, a young lion prince flees his '\n",
      "             'kingdom only to learn the true meaning of responsibility and '\n",
      "             'bravery.',\n",
      "  'Title': 'The Lion King (2019)',\n",
      "  'World Sales': 1662899439},\n",
      " {'Distributor': 'Sony Pictures Entertainment (SPE)',\n",
      "  'Domestic Sales': 675813257,\n",
      "  'Genre': \"['Action', 'Adventure', 'Fantasy', 'Sci-Fi']\",\n",
      "  'International Sales': 868642706,\n",
      "  'MPAA Rating': None,\n",
      "  'Release Date': None,\n",
      "  'Runtime': '2 hr 28 min',\n",
      "  'Summary': \"With Spider-Man's identity now revealed, Peter asks Doctor \"\n",
      "             'Strange for help. When a spell goes wrong, dangerous foes from '\n",
      "             'other worlds start to appear, forcing Peter to discover what it '\n",
      "             'truly means to be Spider-Man.',\n",
      "  'Title': 'Spider-Man: No Way Home (2021)',\n",
      "  'World Sales': 1544455963},\n",
      " {'Distributor': 'Walt Disney Studios Motion Pictures',\n",
      "  'Domestic Sales': 623357910,\n",
      "  'Genre': \"['Action', 'Adventure', 'Sci-Fi']\",\n",
      "  'International Sales': 895457605,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'April 25, 2012',\n",
      "  'Runtime': '2 hr 23 min',\n",
      "  'Summary': \"Earth's mightiest heroes must come together and learn to fight \"\n",
      "             'as a team if they are going to stop the mischievous Loki and his '\n",
      "             'alien army from enslaving humanity.',\n",
      "  'Title': 'The Avengers (2012)',\n",
      "  'World Sales': 1518815515},\n",
      " {'Distributor': 'Universal Pictures',\n",
      "  'Domestic Sales': 353007020,\n",
      "  'Genre': \"['Action', 'Thriller']\",\n",
      "  'International Sales': 1162334379,\n",
      "  'MPAA Rating': 'PG-13',\n",
      "  'Release Date': 'April 1, 2015',\n",
      "  'Runtime': '2 hr 17 min',\n",
      "  'Summary': 'Deckard Shaw seeks revenge against Dominic Toretto and his '\n",
      "             'family for his comatose brother.',\n",
      "  'Title': 'Furious 7 (2015)',\n",
      "  'World Sales': 1515341399}]\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "from pprint import pprint #for displaying the data in an easier-to-read way\n",
    "\n",
    "def get_world_sales(x):\n",
    "    return x[\"World Sales\"]\n",
    "\n",
    "with open(\"HighestGrossingMovies.json\") as moviefile:\n",
    "    movies = json.load(moviefile)\n",
    "    \n",
    "    \n",
    "movies.sort(key=get_world_sales,reverse=True)\n",
    "pprint(movies[:10])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "433f5654",
   "metadata": {},
   "source": [
    "## Group Activity Problem 7\n",
    "\n",
    "Add the code for Selection Sort, Shell Sort, and Quick Sort to your experiment.\n",
    "\n",
    "[https://runestone.academy/ns/books/published/pythonds/SortSearch/TheSelectionSort.html](https://runestone.academy/ns/books/published/pythonds/SortSearch/TheSelectionSort.html)\n",
    "\n",
    "[https://runestone.academy/ns/books/published/pythonds/SortSearch/TheShellSort.html](https://runestone.academy/ns/books/published/pythonds/SortSearch/TheShellSort.html)\n",
    "\n",
    "[https://runestone.academy/ns/books/published/pythonds/SortSearch/TheQuickSort.html](https://runestone.academy/ns/books/published/pythonds/SortSearch/TheQuickSort.html)\n",
    "\n",
    "Look up the Big-O for each of them in those sections. Do their theoretical computational complexity match their performance when you ran them?"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
