{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "94dcc6db",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Insertion Sorting Algorithm\n",
    "#### CS 65: Introduction to Computer Science I"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de945731",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Sorting\n",
    "\n",
    "Arranging a collection into some _sorted_ order (ascending/descending, numerical/alphabetical/lexicographical) is a very common problem in computer science\n",
    "* Can make output more human-readable\n",
    "* It can make searching (including find max/min) much faster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f3016e4f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[53.2, 62.1, 76.6, 79.7, 81.9, 83.3, 84.8, 88.3, 92.2]\n"
     ]
    }
   ],
   "source": [
    "student_grades = [88.3, 53.2, 76.6, 92.2, 81.9, 79.7, 62.1, 84.8, 83.3]\n",
    "student_grades.sort()\n",
    "print(student_grades)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2565120f",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Sorting Algorithms\n",
    "\n",
    "Well-studied algorithmic problem\n",
    "\n",
    "Many different algorithms (bubble sort, quicksort, merge sort, heap sort, selection sort, insertion sort, bucket sort, etc.)\n",
    "* performance depends on characteristics of the data\n",
    "* work with different data structures\n",
    "* usually, you want the one that is _fastest_ for your data/application/problem\n",
    "\n",
    "Later computer science courses cover how to analyze and compare these algorithms."
   ]
  },
  {
   "attachments": {
    "bridgehand.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "5763af0f",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Insertion Sort\n",
    "\n",
    "__Insertion Sort:__ is a simple, intuitive sorting algorithm\n",
    "* many people use this algorithm when sorting a pile of papers or a hand of playing cards\n",
    "* it's not the fastest algorithm - but it's not the worst, either\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:bridgehand.jpg\" width=\"400\"/>\n",
    "</div>\n",
    "</center>\n",
    "\n",
    "Works by splitting the list into two parts - a sorted part and an unsorted part\n",
    "* Move items one at a time into the sorted part, putting it in the right place"
   ]
  },
  {
   "attachments": {
    "InsertionSortAnimation.gif": {
     "image/gif": 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4ahuz2olnchuzLWkTzrlweURkOWgNrQAIZ5C5gMCq8AkIgJCeHqlheZQHnVhLvai5nAufkJBHaTBIPecIhgW1rWkOfToGtmuOf7MLmJu5nPsIpOshfeq6Lgm7YuCruscuqpAHvti6UqaGa4cXw0BjvFuFvOC7JyV6feAIwGkQorsF3osIqf/rWD7VvIBFCcL7csR7BpvbgtJHDNL7BnxrE2s1v47loMTXXxKxCVs6VJXlmlxpv6nqvLzkS813Ff+LMnSEVBZhwH6zR3vlkfQbwRJsSfrbmxN8wfibg4qFwRO8weL7KgesKckKFBwcwSHcTPlLhwzsVGzFv/dLpS9sUWK1wqmKwSz8wYeBwjdMwDVsTinMqyx7mjbswQbcUzP8TSVMw3PFVkZ0mhSRwWrIshLhCkBgAzsnwVG8VnyiHULVtnYhxRo6wlmsxF9DxgFHEppwwgCMVxIBxmJFTh2beV6MF4rlTXFkYPJbF2YMLnrcF72Exxc5wNQZwC3hxHy8x3DsvEn/Q0N/7MYNLMfEl8huM8iGPMg1hMNlLMb9q8hbDEee/MmgHMqiPMqkXMqmfMqonMqqvMqs3Mqu/MqwHMuyPMu0XMu2fMu4nMu6vMu83Mu+/MvAHMzCPMzEXMzGfMzInMzKvMzM3MzO/MzQHM3SPM3UXM3WfM3YnM3avM3c3M3e/M3gHM7iPM7kXM7mfM7onM7qvM7s3M7u/M7wHM/yPM/0XM/2fM/4nM/6vM/83M/+/M8AHdACPdAEXdAGfdAIndAKvdAM3dAO/dAQHdESPdEUXdEWfdEYndEavdEc3dEe/dEgHdIiPdIkXdImfdIondIqvdIs3dIu/dIwHdMyPdM0/13TNn3TOJ3TOr3TPN3TPv3TQB3UQj3URF3URn3USJ3USr3UTN3UTv3UUB3VUj3VVF3VVn3VWJ3VWr3VXN3VXv3VYB3WYj3WZF3WZn3WaJ3War3WbN3W+7zC9EtWSQ3IsSHVmhzWXOzWHwk2fF3CfT3UtcQ49XEAhF3Yhn3YiJ3Yg73YjNNAPk1q6LM6tDLZtPI+Ow3ZumMSstI2P43Zs1I/LiIroj3apF3aAMDZj71Ox3MQ9cMepv3aqN3TpOYiAvLatn3box3bPD3buN3bvn3agL1Ovz3ctq3bly3cxJ3cuR3cKTTcCXAHsgAv8IIFOWLaxq3TvN3b/lNHuuAAv/993Tmd3be93QoiL6RWAL4N3jgt3rANNpZwALKiBuKgE2qQ3szNIp9t2j9goegt2p2gE41g30LN3qYNBjqRCqR9BwAu4EFN4KV9HM092paw4L2t3jft4KTtAO4t2j/QIeJQAwwO1BhO2v994PhxNxRe4fed3iVe3hv+3Sv+2wouR/Xt3DHu2/KtgiAO4wOO3LiNALJwki2ODneQ38V948VdCxa64zWQIPQd4p2t2lMT3/wt2gWQClX+4/fNHy1yANWgEz+Q4S5H3Vre4ynE5acNNvhB2kqODmCg4maOOJjT5VaRAKXt5GR+2xZu05jN2l3ucoNA2hCODhcA5w0u5X7/3iKvsU6twUAT7uN6juSw3eZ2lAx2bugiDunFTQfJ0Nfc8t48fuhn/h2wnRYjdOk2HufKvepdLumsHuqZHuGvTtx7XtOmyyZDwjeinj2anes7RNfXXEtGPuu4resy1FTqLOzEnuq7Th8E8OzQHu3SPu3S7tpzLu16E+W11CeU0u3e/u3g7hOSMimUci1uHesRA8PnHhGykC7EARpqEO/yvgb03tRuTOgCQBADsO/83u/7XtSLce8YwAC8xXkGAWRHnRdgHEMRJ3EN72r2bjgM7/AUD1MR/8ZoRvEaf/HFePAaX/FM7cgHn/EOz/E7gmYkL3FfvQANAfFtXfLrHvMyoD/zNF/zNn/zOJ/zOr/zOe3w2KWpqObyYQ3xX2cOQB9qQu/VDZ8OS3b0r9YBQ9/wCOX0Kg/W4CoCDAH1X+1rn9byX90FiZr1YM2dWa/1XU0E4IsJZW/2W01rHJsQVc/VHx/325j0WT33dL+SY433eS/3dRb0SO8BUR/4d/jwbO/Wgh/y+A4SBtD4BuDU9zgHDjEHlF/5kv9eNmX5lP/RAQEAIfkEBQoAfgAsHgAuAFUBNAGGAQEBCBIZDAwMDS1rExMTGxsbHyc9ISg+IyMjIypAKysrNDQ0NkhgN0lfOzs7PGrCPXLCPmq6P0lQP2m3P3HNP3K9QWexQnG9QnPLQ0NDQ228Q2/DQ3HERGqyRWOjR3C2SG64S3G2TExMTW+lT3i+U1NTVHKvVHSyW1tbW4rXXofWX47bYY3bYmJiYn62Yoa+bGxscJTMcYWccYamdXV1dXZ5d3l5eZfXe4unfHx8fIaNfYSafZ3Gf4GBgI+ygJKugJ7eg4ODg5K0g6PMhpq1hqLah7D2ipS2i4uLjZixjp29jqK9kp24k5OTmam/nJycnKa7nKfCn6zFn7vzoam/oqe4oqzOosT6pKSkqLfWqbTNrKysrLa9tbW1tcDbu7u7vszevuL/v87twMnVw8PDxcXTy8/Xy9bxzMzMzdXr0Njk0dbh1NTU1fn/2Nbi29vb3PD/4/b/5OTk5e395v//6vT97Ozs7f7/7/D18/Pz9P//+ff1/fv2/v79AAAAAAAAB/+AfoKDhIWGh4iJiouMjYZ9jpGSk5SVlpeYmZqbnJ2en6ChoqOkpaadfXyqo5Cnrq+CrbCztLWIaLi5uXl+qkglNLbCw4pYxMd+IjR2yKICz9AAAEiCZIPGzdm1fNrd3p7Bfl/f5K7c5eigsrUZb+nv8ITr8fSXrav1+eWp+qXzr+f6Cfz2b6DBWKqe+KF20FC4gQxJFTwWsZacICIyxDolS4EfAQ1D8XNUkR4ASSIOtfhEIJHHQmw8KcT0klLHjyEn8Slh6OTGRhNZPkMpoiUjoygV+EThCWkip0dBCoKG6KRPSwSsXfIoNSemcYIeJtpCi9mmlR+XjYzU6ionqIT/FgyCEcndILAuBdk1N4irV0Ns4PISGBCT1CCZ6LIEKknOIMeOCjvqOimmIL9/GXVJNJjyo4BwOeU4FLRQ6cuDtXl+XGimg8bpMGem9EaOnNfiGm32U5OY20Vis63+yW+3g9OEIHcLKHu2xG481U11NXxQKsncShtVzhn5qOY4PWmcdR0RWudht5At5kjuq+EZ7nHb3WsRZALcSWcf5vk36UJOtUIfeeUhZp0filXzxYIMHoieP2ScJ0lo1nkH03SZzCQOg1102El1E2pznYVfXfbgLBRiYlaKkdAnmSSngVjJSMEBVGBY9WHzVikJnjgIi5asuJdNfgQWnjOWYRJf/zMjPsKZTj5qQiIhQM64yZSaJJkJLxf5ZyM+8jQSHSR4IVISKNv1o6UjQ175ElNBvmgHlo0IsGYlV1XpT3l5DZJSXN7I2I0AC2QkqCs1EtlLdB9l8Cc9uH25TnBvRMoeb//BQqdJIhXZ24wjSfgJo3OVoCFKgqxnS5PWkFpfXxdqYyk855n6opPPVYLCqbF88ZADcEYJ6qbCFuvglaY0KQ+WxBrrrLN8ivjstNQCFW212GarLbLbduvtt+CGK+645JZr7rnopqvuuuy26+678MYr77z01mvvvfjmq+++/Pbr77+eKHsDEJys1cuI15KrrDkIv/qvsh54UPA6CCc87v/CHDXcLDkYi0iFBhpI2fDByypsMcOQ6KHyyiUTdjIyfUABssjKGmxwtQV1bGMvWkihxrU3w9zkPBS/XJYsVTzwQMB8przxXxNV/LROkJhhgQU80AEmxwdjnHKF/EwtJSFJL41KtCPd+mzU5QUtUdUdgDCE1mrTI7XYAcfiRAQRiKJH13+X6/QdLH8phh8dFHEHPEoIQYQia/iRhONMeHGsMDj8AEUaeuzdtzpgQEHED46DUQe4svThhhVH+OD4GZqOkYUScbswRc9l/ATw7rz37vvvwAcv/PDEF2/88ci3nPzyRzPv/PPQRy/99NRXb/31iuCN/fbcd5+99+CHL/7/+MNXTL73d58Pvvnqcy91+93rDL/18s9v//3456///vz37///AAygAAdIwAIa8IAITKACF8jABjrwgRCMoAQnSMEKWvCCGMygBjfIwQ568IMgDKEIR0jCEprwhChMoQpXyMIWuvCFMIyhDGdIwxra8IY4zKEOd8jDHvrwh0AMohCHSMQiGvGISEyiEpfIxCY68YlQjKIUp0jFKlrxiljMoha3yMUuevGLYAyjGMdIxjKa8YxoTKMa18jGNrrxjXCMoxznSMc62vGOeMyjHvfIxz768Y+ADKQgB0nIQhrykIisovYAuchEOvKRkIykJCdJyUpa8pKYzKQmN8nJTnry/5OgDKUoR0nKUprylKhMpSpXycpWuvKVsKTa4BopR4rpbpJNq1si5RM2TlZsTnkIZmpUpIrsCHNrZQzbiJqggGYi4JnQjKY0p0nNaTqTAE0gWTJn2YfRXEIa4AynOMVJF7d9UZnXCYJ/xsnOdroznMGgZRLRmYocjLMp44wnGrlpoEO885//1OcZ+QnQghpUGgLd5zIPytB3JnSgC22oRMnpMIimc6LRkOhDzYgwdR40A03g0BOKwtCNbvOiBUWAhhD2BAIc1KRk7KhBsXCdNywImN18aUU5GtF/ouA6MHApABTwhOsswKAwHaNMAVrUmIlTAW9IRQmQutOT1rOgW/+4akbJIFWq6hKMS/0nTfvQhKeyoasFTaoYw+rQ60wVnEhQRWC8qka2uhMBZ9VqDoTZAp1+9Zw9/acDoqogt5a0qjENrGDHWtMMNFStYbTrOwuQTZYe1a91Vaw721G1J3yhpm9NK2KVqll2lgCYXVCKANSSCseK9q9elOw4C8DVmAlVGpy17Wszi9J3xkd1CBhnC4y62zTKlpyp+EJGpQHV1hZXob11515Vd1tw5vayAR3tWkuLXLSGc6xvqK50tRtZ7oaTtul0gHpL0IXoOpS8YDVvOEUwJ4QcU7fPtahWAbqAJ8ihYmgIKma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    }
   },
   "cell_type": "markdown",
   "id": "116a50ec",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![InsertionSortAnimation.gif](attachment:InsertionSortAnimation.gif)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f11fe085",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e85e3ed0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "popping from index 1 , length of list: 9\n",
      "item popped 53.2\n",
      "popping from index 2 , length of list: 9\n",
      "item popped 76.6\n",
      "popping from index 3 , length of list: 9\n",
      "item popped 92.2\n",
      "popping from index 4 , length of list: 9\n",
      "item popped 81.9\n",
      "popping from index 5 , length of list: 9\n",
      "item popped 79.7\n",
      "popping from index 6 , length of list: 9\n",
      "item popped 62.1\n",
      "popping from index 7 , length of list: 9\n",
      "item popped 84.8\n",
      "popping from index 8 , length of list: 9\n",
      "item popped 83.3\n",
      "[53.2, 62.1, 76.6, 79.7, 81.9, 83.3, 84.8, 88.3, 92.2]\n"
     ]
    }
   ],
   "source": [
    "student_grades = [88.3, 53.2, 76.6, 92.2, 81.9, 79.7, 62.1, 84.8, 83.3]\n",
    "\n",
    "\n",
    "#loop through all indices in the list, starting with index 1 (first element is already \"sorted\")\n",
    "for current_grade_index in range(1,len(student_grades)):\n",
    "\n",
    "    print(\"popping from index\",current_grade_index,\", length of list:\",len(student_grades))\n",
    "    \n",
    "    #pop item at current index\n",
    "    curr_grade = student_grades.pop(current_grade_index)\n",
    "    print(\"item popped\",curr_grade)\n",
    "    \n",
    "    \n",
    "    #loop from the beginning of the list up until the index we popped from\n",
    "    position_to_check = 0\n",
    "    \n",
    "    while position_to_check < current_grade_index:\n",
    "        \n",
    "        #compare popped item with each\n",
    "        #keep going until we run into one that our item isn't greater than\n",
    "        #insert the item at that spot\n",
    "        \n",
    "        if student_grades[position_to_check] > curr_grade:\n",
    "            student_grades.insert(position_to_check, curr_grade)\n",
    "            break\n",
    "            \n",
    "        position_to_check += 1\n",
    "        \n",
    "    # if we got back to the current spot without finding a place\n",
    "    # to put this item, then put it back in its original spot\n",
    "    if position_to_check == current_grade_index:\n",
    "        student_grades.insert(position_to_check, curr_grade)\n",
    "    \n",
    "        \n",
    "\n",
    "print(student_grades)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1067128a",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Another approach\n",
    "\n",
    "Because both `pop` and `insert` require Python to scan through the list, we end up doing more iterating through the list than we need to, which takes extra time.\n",
    "\n",
    "Here's another approach that eliminates the need to use `pop` and `insert` by scanning from right-to-left starting with the item being inserted into the correct place. As we scan, we move the items over one spot at a time until we find the place where this one goes.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "09f6f95f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[53.2, 62.1, 76.6, 79.7, 81.9, 83.3, 84.8, 88.3, 92.2]\n"
     ]
    }
   ],
   "source": [
    "student_grades = [88.3, 53.2, 76.6, 92.2, 81.9, 79.7, 62.1, 84.8, 83.3]\n",
    "\n",
    "for current_grade_index in range(1,len(student_grades)):\n",
    "\n",
    "    current_grade = student_grades[current_grade_index]\n",
    "    position = current_grade_index\n",
    "\n",
    "    #shift grades down the list until we find where this one goes\n",
    "    while position>0 and student_grades[position-1]>current_grade:\n",
    "        student_grades[position]=student_grades[position-1]\n",
    "        position = position-1\n",
    "\n",
    "    student_grades[position]=current_grade\n",
    "    \n",
    "print(student_grades)"
   ]
  },
  {
   "attachments": {
    "insertionsortoutput.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "cfd5a6b2",
   "metadata": {
    "hideCode": false,
    "hidePrompt": false
   },
   "source": [
    "## Group Exercise\n",
    "\n",
    "Let's improve this code. Do the following:\n",
    "1. rename the variables so that it could work with any list and make sense (e.g., what if I wanted to sort zip codes instead of grades?)\n",
    "2. write the code as a function that lets you pass the list as an argument and returns the sorted list (it's ok if the argument list is changed, but it should also be returned)\n",
    "\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:insertionsortoutput.png\" width=\"400\"/>\n",
    "</div>\n",
    "</center>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc8a6cc0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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    "version": 3
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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