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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Chapter 1: Sets\n",
+    "========"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 1, Page 03:\n",
+    "----------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": false,
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Therefore, the solution set of the given equation can be written in roaster form as {-2,1}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "#Variable declaration\n",
+    "coeff = [1,1,-2]\n",
+    "\n",
+    "#Calculations\n",
+    "roots_array = np.roots(coeff)\n",
+    "\n",
+    "#Result\n",
+    "print \"Therefore, the solution set of the given equation can be written in roaster form as {%d,%d}\"%(roots_array[0],roots_array[1])\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 2, Page 03:\n",
+    "---------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The required numbers are 1,2,3,4,5,6\n",
+      "So, the given set in the roster form is {1,2,3,4,5,6}\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Variable declaration\n",
+    "pos_integer = []\n",
+    "\n",
+    "#Calculations\n",
+    "for i in range(1,1000): #1000 is taken as the upper limit of a positive integer\n",
+    "    if i**2<40:\n",
+    "        pos_integer.append(i)\n",
+    "        \n",
+    "#Result\n",
+    "print \"The required numbers are %d,%d,%d,%d,%d,%d\"%(pos_integer[0],pos_integer[1],pos_integer[2],pos_integer[3],pos_integer[4],pos_integer[5])\n",
+    "print \"So, the given set in the roster form is {%d,%d,%d,%d,%d,%d}\"%(pos_integer[0],pos_integer[1],pos_integer[2],pos_integer[3],pos_integer[4],pos_integer[5])\n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 12, Page 14:\n",
+    "-----------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The union of the two given arrays is \n",
+      "[ 2  4  6  8 10 12]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "#Variable declaration\n",
+    "a = [2,4,6,8]\n",
+    "b = [6,8,10,12]\n",
+    "\n",
+    "#Calculations\n",
+    "union_array = np.union1d(a,b)\n",
+    "\n",
+    "#Result\n",
+    "print \"The union of the two given arrays is \"\n",
+    "print union_array"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 13, Page 14:\n",
+    "-----------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A U B = ['a' 'e' 'i' 'o' 'u']\n",
+      "A = ['a', 'e', 'i', 'o', 'u']\n",
+      "Thus, A U B = A\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "#Variable declaration\n",
+    "a = ['a','e','i','o','u']\n",
+    "b = ['a','i','u']\n",
+    "\n",
+    "#Calculations\n",
+    "union_array = np.union1d(a,b)\n",
+    "\n",
+    "#Result\n",
+    "print \"A U B = %s\"%(union_array)\n",
+    "print \"A = %s\"%(a)\n",
+    "print \"Thus, A U B = A\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 15, Page 15:\n",
+    "----------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A intersection B = [6 8]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "#Variable declaration\n",
+    "a = [2,4,6,8]\n",
+    "b = [6,8,10,12]\n",
+    "\n",
+    "#Calculations\n",
+    "intersect_array = np.intersect1d(a,b)\n",
+    "\n",
+    "#Result\n",
+    "print \"A intersection B = %s\"%(intersect_array)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 18, Page 17:\n",
+    "-----------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A - B = [1 3 5]\n",
+      "B - A = [8]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "#Variable declaration\n",
+    "a = [1,2,3,4,5,6]\n",
+    "b = [2,4,6,8]\n",
+    "\n",
+    "#Calculations\n",
+    "diff_a = np.setdiff1d(a,b)\n",
+    "diff_b = np.setdiff1d(b,a)\n",
+    "\n",
+    "#Result\n",
+    "print \"A - B = %s\"%(diff_a)\n",
+    "print \"B - A = %s\"%(diff_b)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 20, Page 19:\n",
+    "-----------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A' = [ 2  4  6  8 10]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "#Variable declaration\n",
+    "u = [1,2,3,4,5,6,7,8,9,10]\n",
+    "a = [1,3,5,7,9]\n",
+    "\n",
+    "#Calculations\n",
+    "complement_a = np.setdiff1d(u,a)\n",
+    "\n",
+    "#Result\n",
+    "print \"A' = %s\"%(complement_a)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Example 22, Page 19:\n",
+    "-----------------------"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "A' = [1 4 5 6]\n",
+      "B' = [1 2 6]\n",
+      "A' intersection B' = [1 6]\n",
+      "A U B = [2 3 4 5]\n",
+      "(A U B)' = [1 6]\n",
+      "Therefore, (A U B)' = A' intersection B' \n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "#Variable declaration\n",
+    "u = [1,2,3,4,5,6]\n",
+    "a = [2,3]\n",
+    "b = [3,4,5]\n",
+    "\n",
+    "#Calculations\n",
+    "complement_a = np.setdiff1d(u,a)\n",
+    "complement_b = np.setdiff1d(u,b)\n",
+    "intersect_ab = np.intersect1d(complement_a,complement_b)\n",
+    "union_ab = np.union1d(a,b)\n",
+    "complement_union_ab = np.setdiff1d(u,union_ab)\n",
+    "\n",
+    "#Result\n",
+    "print \"A' = %s\"%(complement_a)\n",
+    "print \"B' = %s\"%(complement_b)\n",
+    "print \"A' intersection B' = %s\"%(intersect_ab)\n",
+    "print \"A U B = %s\"%(union_ab)\n",
+    "print \"(A U B)' = %s\"%(complement_union_ab)\n",
+    "print \"Therefore, (A U B)\\' = A\\' intersection B\\' \"\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 2",
+   "language": "python",
+   "name": "python2"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}