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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Chapter 8 - Linear Programming and Game Theory"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Ex:8.2.2 Pg: 238"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "New corner: [ 0.          0.          0.          0.33333333  3.        ]\n",
+      "Minimum cost: -9.33333333333\n"
+     ]
+    }
+   ],
+   "source": [
+    "from scipy.optimize import linprog\n",
+    "from numpy import array, transpose\n",
+    "A=array([[1, 0 ,1 ,6, 2],[0, 1, 1, 0, 3]])\n",
+    "b=transpose(array([8, 9]))\n",
+    "c=transpose(array([0, 0, 7 ,-1, -3]))\n",
+    "lb=transpose(array([0, 0 ,0 ,0 ,0]))\n",
+    "ub=[]\n",
+    "ans=linprog(c,A,b)\n",
+    "x=ans.x\n",
+    "f=ans.fun\n",
+    "print 'New corner:',x\n",
+    "print 'Minimum cost:',f"
+   ]
+  }
+ ],
+ "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": "2.7.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}