| 
 | 1 | +{  | 
 | 2 | + "cells": [  | 
 | 3 | +  {  | 
 | 4 | +   "cell_type": "markdown",  | 
 | 5 | +   "metadata": {},  | 
 | 6 | +   "source": [  | 
 | 7 | +    "# Selection Sort"  | 
 | 8 | +   ]  | 
 | 9 | +  },  | 
 | 10 | +  {  | 
 | 11 | +   "cell_type": "code",  | 
 | 12 | +   "execution_count": 77,  | 
 | 13 | +   "metadata": {  | 
 | 14 | +    "collapsed": true  | 
 | 15 | +   },  | 
 | 16 | +   "outputs": [],  | 
 | 17 | +   "source": [  | 
 | 18 | +    "def selection_sort(array):\n",  | 
 | 19 | +    "    global iterations\n",  | 
 | 20 | +    "    iterations = 0\n",  | 
 | 21 | +    "    for i in range(len(array)):\n",  | 
 | 22 | +    "        minimum_index = i\n",  | 
 | 23 | +    "        for j in range(i + 1, len(array)):\n",  | 
 | 24 | +    "            iterations += 1\n",  | 
 | 25 | +    "            if array[minimum_index] > array[j]:\n",  | 
 | 26 | +    "                minimum_index = j\n",  | 
 | 27 | +    "        \n",  | 
 | 28 | +    "        # Swap the found minimum element with \n",  | 
 | 29 | +    "        # the first element\n",  | 
 | 30 | +    "        if minimum_index != i:\n",  | 
 | 31 | +    "            array[i], array[minimum_index] = array[minimum_index], array[i]"  | 
 | 32 | +   ]  | 
 | 33 | +  },  | 
 | 34 | +  {  | 
 | 35 | +   "cell_type": "markdown",  | 
 | 36 | +   "metadata": {},  | 
 | 37 | +   "source": [  | 
 | 38 | +    "### Time Complexity:\n",  | 
 | 39 | +    "\n",  | 
 | 40 | +    "- Best Case: O(n * n)\n",  | 
 | 41 | +    "- Average Case: O(n * n)\n",  | 
 | 42 | +    "- Worst Case:  O(n * n)"  | 
 | 43 | +   ]  | 
 | 44 | +  },  | 
 | 45 | +  {  | 
 | 46 | +   "cell_type": "markdown",  | 
 | 47 | +   "metadata": {},  | 
 | 48 | +   "source": [  | 
 | 49 | +    "## Code for executing and seeing the difference in time complexities"  | 
 | 50 | +   ]  | 
 | 51 | +  },  | 
 | 52 | +  {  | 
 | 53 | +   "cell_type": "markdown",  | 
 | 54 | +   "metadata": {},  | 
 | 55 | +   "source": [  | 
 | 56 | +    "### Best Case Performance:"  | 
 | 57 | +   ]  | 
 | 58 | +  },  | 
 | 59 | +  {  | 
 | 60 | +   "cell_type": "code",  | 
 | 61 | +   "execution_count": 54,  | 
 | 62 | +   "metadata": {},  | 
 | 63 | +   "outputs": [  | 
 | 64 | +    {  | 
 | 65 | +     "name": "stdout",  | 
 | 66 | +     "output_type": "stream",  | 
 | 67 | +     "text": [  | 
 | 68 | +      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]\n",  | 
 | 69 | +      "190\n"  | 
 | 70 | +     ]  | 
 | 71 | +    }  | 
 | 72 | +   ],  | 
 | 73 | +   "source": [  | 
 | 74 | +    "# When array is already sorted\n",  | 
 | 75 | +    "array = [i for i in range(20)]\n",  | 
 | 76 | +    "selection_sort(array)\n",  | 
 | 77 | +    "\n",  | 
 | 78 | +    "print(array)\n",  | 
 | 79 | +    "print(iterations)"  | 
 | 80 | +   ]  | 
 | 81 | +  },  | 
 | 82 | +  {  | 
 | 83 | +   "cell_type": "markdown",  | 
 | 84 | +   "metadata": {},  | 
 | 85 | +   "source": [  | 
 | 86 | +    "### Average Case Performance:"  | 
 | 87 | +   ]  | 
 | 88 | +  },  | 
 | 89 | +  {  | 
 | 90 | +   "cell_type": "code",  | 
 | 91 | +   "execution_count": 55,  | 
 | 92 | +   "metadata": {},  | 
 | 93 | +   "outputs": [  | 
 | 94 | +    {  | 
 | 95 | +     "name": "stdout",  | 
 | 96 | +     "output_type": "stream",  | 
 | 97 | +     "text": [  | 
 | 98 | +      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]\n",  | 
 | 99 | +      "190\n"  | 
 | 100 | +     ]  | 
 | 101 | +    }  | 
 | 102 | +   ],  | 
 | 103 | +   "source": [  | 
 | 104 | +    "# when array is shuffled\n",  | 
 | 105 | +    "import random\n",  | 
 | 106 | +    "array = [i for i in range(20)]\n",  | 
 | 107 | +    "random.shuffle(array)\n",  | 
 | 108 | +    "\n",  | 
 | 109 | +    "selection_sort(array)\n",  | 
 | 110 | +    "\n",  | 
 | 111 | +    "print(array)\n",  | 
 | 112 | +    "print(iterations)"  | 
 | 113 | +   ]  | 
 | 114 | +  },  | 
 | 115 | +  {  | 
 | 116 | +   "cell_type": "markdown",  | 
 | 117 | +   "metadata": {},  | 
 | 118 | +   "source": [  | 
 | 119 | +    "### Worst Case Performance:"  | 
 | 120 | +   ]  | 
 | 121 | +  },  | 
 | 122 | +  {  | 
 | 123 | +   "cell_type": "code",  | 
 | 124 | +   "execution_count": 78,  | 
 | 125 | +   "metadata": {},  | 
 | 126 | +   "outputs": [  | 
 | 127 | +    {  | 
 | 128 | +     "name": "stdout",  | 
 | 129 | +     "output_type": "stream",  | 
 | 130 | +     "text": [  | 
 | 131 | +      "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19]\n",  | 
 | 132 | +      "190\n"  | 
 | 133 | +     ]  | 
 | 134 | +    }  | 
 | 135 | +   ],  | 
 | 136 | +   "source": [  | 
 | 137 | +    "# when array is reverse sorted\n",  | 
 | 138 | +    "array = [i for i in range(20)]\n",  | 
 | 139 | +    "array = array[::-1]\n",  | 
 | 140 | +    "\n",  | 
 | 141 | +    "selection_sort(array)\n",  | 
 | 142 | +    "print(array)\n",  | 
 | 143 | +    "print(iterations)"  | 
 | 144 | +   ]  | 
 | 145 | +  },  | 
 | 146 | +  {  | 
 | 147 | +   "cell_type": "markdown",  | 
 | 148 | +   "metadata": {},  | 
 | 149 | +   "source": [  | 
 | 150 | +    "## Applications:"  | 
 | 151 | +   ]  | 
 | 152 | +  },  | 
 | 153 | +  {  | 
 | 154 | +   "cell_type": "markdown",  | 
 | 155 | +   "metadata": {},  | 
 | 156 | +   "source": [  | 
 | 157 | +    "No real life applications as such because of O(n * n) behaviour. However, bubble sort, selection sort and insertion sort are the basic sorting algorithm taught for every beginner"  | 
 | 158 | +   ]  | 
 | 159 | +  }  | 
 | 160 | + ],  | 
 | 161 | + "metadata": {  | 
 | 162 | +  "kernelspec": {  | 
 | 163 | +   "display_name": "Python 3",  | 
 | 164 | +   "language": "python",  | 
 | 165 | +   "name": "python3"  | 
 | 166 | +  },  | 
 | 167 | +  "language_info": {  | 
 | 168 | +   "codemirror_mode": {  | 
 | 169 | +    "name": "ipython",  | 
 | 170 | +    "version": 3  | 
 | 171 | +   },  | 
 | 172 | +   "file_extension": ".py",  | 
 | 173 | +   "mimetype": "text/x-python",  | 
 | 174 | +   "name": "python",  | 
 | 175 | +   "nbconvert_exporter": "python",  | 
 | 176 | +   "pygments_lexer": "ipython3",  | 
 | 177 | +   "version": "3.5.2"  | 
 | 178 | +  }  | 
 | 179 | + },  | 
 | 180 | + "nbformat": 4,  | 
 | 181 | + "nbformat_minor": 2  | 
 | 182 | +}  | 
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