Source

yelp-challenge / yelp.ipynb

{
 "metadata": {
  "name": "yelp"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "db = pd.HDFStore('yelp.h5')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "business = db['business']\n",
      "business"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 11537 entries, 0 to 11536\n",
        "Data columns:\n",
        "business_id      11537  non-null values\n",
        "categories       11537  non-null values\n",
        "city             11537  non-null values\n",
        "full_address     11537  non-null values\n",
        "latitude         11537  non-null values\n",
        "longitude        11537  non-null values\n",
        "name             11537  non-null values\n",
        "neighborhoods    11537  non-null values\n",
        "open             11537  non-null values\n",
        "review_count     11537  non-null values\n",
        "stars            11537  non-null values\n",
        "state            11537  non-null values\n",
        "type             11537  non-null values\n",
        "dtypes: bool(1), float64(3), int64(1), object(8)"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figsize(14, 7)\n",
      "grid()\n",
      "subplot(2, 1, 1)\n",
      "bins = sorted(business['stars'].unique())\n",
      "_ = hist(business['stars'], bins=bins, label='business')\n",
      "legend(frameon=False)\n",
      "subplot(2, 1, 2)\n",
      "bins = sorted(review['stars'].unique())\n",
      "_ = hist(review['stars'], bins=bins, label='review')\n",
      "legend(frameon=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "<matplotlib.legend.Legend at 0x41206710>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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0dXUld+zYkUwmk8m+vr5kXl5esrW1ddA5zoeRdSZj4HwYHW+99VYymUwmDx06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\n"
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(business['stars'].mean(), review['stars'].mean())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(3.6745254398890528, 3.7667230662833231)\n"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(business['stars'].median(), review['stars'].median())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(3.5, 4.0)\n"
       ]
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print(business['stars'].std(), review['stars'].std())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "(0.86240655219428397, 1.217010085636588)\n"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "user = db['user']\n",
      "user"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 35,
       "text": [
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 43873 entries, 0 to 43872\n",
        "Data columns:\n",
        "average_stars    43873  non-null values\n",
        "name             43873  non-null values\n",
        "review_count     43873  non-null values\n",
        "type             43873  non-null values\n",
        "user_id          43873  non-null values\n",
        "votes            43873  non-null values\n",
        "dtypes: float64(1), int64(1), object(4)"
       ]
      }
     ],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "scatter(user['review_count'], user['average_stars'])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 36,
       "text": [
        "<matplotlib.collections.PathCollection at 0x230bde90>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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WXgdOR7NKc9DanInAMcBVVK5cnpYtqxOJtHe/ewWdmhZEp6G9iXaH+xWdcpfp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\n"
      }
     ],
     "prompt_number": 36
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.linear_model import LinearRegression\n",
      "X = user['review_count'].values.reshape(len(user), 1)\n",
      "y = user['average_stars']\n",
      "clf = LinearRegression()\n",
      "clf.fit(X, y)\n",
      "clf.score(X, y)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 41,
       "text": [
        "4.5112893508725271e-05"
       ]
      }
     ],
     "prompt_number": 41
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "scatter(user['review_count'], user['average_stars'])\n",
      "xs = [user['review_count'].min(), user['review_count'].max()]\n",
      "ys = [clf.decision_function(xs[0])[0], clf.decision_function(xs[1])[0]]\n",
      "plot(xs, ys, color='red')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 51,
       "text": [
        "[<matplotlib.lines.Line2D at 0x230ab110>]"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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svQKcjGaVZqO1OROBI4HLqFy5PK1aVSca7eg+ewGdmhZCp6G9hnaH+xWdcpfl\nxvwz2iRhABBCJB+dAncnmrkaAvQEJrFq1TJatz6MXr0SSE09htq1b+btt1+lWbNmxGKb0WYNADsp\nLMz53QVHX375Zd5+eyG5ucvJzFzGsmXdufjiq5k4cSKvvDKV3NxlZGYuZeXK82jQoDXly1emRo1G\nLFiw4E+foOd5fPbZe7Rrt4jU1KNo1mwU06Z9TFpa2u9u/+CD93DFFWcTDP4IvAX0IxJ5lG7dTvjT\n8+ytSCSC37+x2DsbCQb3fgFWY4wxxpgDzdpExzFtEVwLWApcg05TuwENFECDnePQaWE+9Iv8s2jd\nzmPAp+h0tQvRaU9F058K0RqcDOBY4Hu3Xye0QcCraEA1C2jqztUEONy91xFtT10PnRI3Hp1+Nsx9\nfhnaZroNodASli9fwssvv8wddwyjsDACXIwu3DkbbXQwCTgMnRr3LfC8O2cBWjN0LNqyOs9d54nA\nu26bNUBDateux5Ah1xKJROjYsSPVq1enoKCAtm27sHBhKtnZJxKJvE7//sfQunUzhg37Jzt2bKNl\ny2NIS6vAxx9PoqDgLrRpA8B/SU/vyaBB/bn3XkGn8BWd73BgI/AalSvfyapVi5k1axZTpkxhzJi3\n2Lp1A0ceeRzjx79Ienr6Xz3m3ygsLOTyy6/npZdGA3DBBQMYPfpxAoHAPh/rf23bto0WLY5mw4aO\n5Oc3JRJ5gn/+80auvfaqEh/7f/3yyy/MnDmTSpUq0bVrV/x+f6mfwxhjjDGHBlsHx+wVDXBaoOvA\nxIDzgRXA5+gX/3+i3cgGolmQ7kB1tLamNVp3A7peTVe3nwccjXYvuxG4FW0MkI52QQNtTnCN26YP\nmk05xn1WCa11WYQGXoloxqg2mk0ahgZD9YAP8bwWVKiwhLvvvpVrrx2MNhvo4Y7Vk0jkK3JybiAW\nG4p2TLsKzTyloEHUJWiL6xFoZucUtLvcrcARwMNoputXoD7hcD38/i+ZPn0SRxxxBF999RXjxo0n\nK6uQVq2a8vDDT7N69XY0q/UF0BrPm4fINeh6Q5OAID7fv2jb9nMGDjyHK654mszMz9Gs0zNo1kmb\nBESjtTj11BN5//0ZZGdvRjNabQkEhtO8+Uzmz5/5V4/5DxUWFiIipRLYFLd582ZGjhzF+vVbOPXU\nLvTsWfprBk2ePJnTTz8Pn68L8BNHHVWNKVPetSDHGGOMiVMW4Ji9ogFOEpptOQV4Gp3+FULXt/kV\n/bJfCDT6vMsUAAAgAElEQVQAOqOF+9noYqBj0YDmceAltJXyIOAdoKbbvxY65e0edJoZwFw0IMpD\nA6Uf0EDiAWCHO34Ttx1o57VKbiwV0aBnDRoMTEa7pCWindky0ECiAXAbgcDjJCdXZMeOchQW7nTX\nluGu77/otLkf0cwS6HS6uWjQ5aFZnpoUrdejzRHeo0WLsfj9Pn75ZTuel0BaWoy8vGxWrtyBZoOK\nGjG0RJsx/ABcCfyHxMSKlCu3g5kzp1C3bl369j2fTz+dieelk5HxAzp17xhgKYHA4cRiicRitdHg\n8oNd9yQhIZlNm9aQklK8c1zZERGeeeY5xo//iEqVynHffYNp3LjxATlXeno9Nmx4Hm2AUUA02oEX\nXriWs88++4CczxhjjDFlyxb6NPvAh2YaBqCBzN1AJjqF7AngevQL+mI045Lp9vkW/XLZB20b3QTN\niMxBA5t5aMZmNfAQmn35Fs0QXY92P0sFWqFZjR3otKwCdFrZ98DraFBxH1pXcxwwBq2V8bnjTEAD\nm+Vun2vRtXb+DbxIQUF1tm7dSSSynmg0g2i0CZFILapU2cJHH00gISEBWFLsfixx478EDfgK3PGb\noJmeo4G7+eGHH/nxx7pkZCxg5855LF9+IqtXb0IzYkUBR300gMxB21y/TTDYjIED27NkyQLq16+P\nz+dj4sTXmDnzPT76aDgDB15ENNqfpKRzCYWOx/P8xGI3oAHoYveMAFYCsd+t9zmQRISxY8dy6aVX\nc999D5CRkbHrs3/840FuueVJpk8/n4kTm3H00Sfsaj/93nvvcdll13DXXcPYvHlzicexZcsadmf9\nAuTnt2HNmjUlPq4xxhhj4p9lcOKc54XRQGUiGrx0YXfNzEVuq+5ocf5p6JS1nWitzSdoVqWotqUh\nWqA/yu1X1JxgKXCGO25RQX4u+uU/A82UBNGMzmPA1eh0sv7usyPRhgUnAfcDaWgQcx3aDOEY4EW0\nxudndDHQdHSK3GB3XU9Ts+ZwHnroboLBIN26dSMajfLOO+9w1lkDKCi4CA1sfkEDq45olmqcO/+3\naNbpNTfOrmh26jV3PZ/hef0Q8dAMViO0nuktPM+H512C3/8VSUlrmTZtMkcccQTbt2/njTfeIDMz\nk+7du9OsWTMAvvzyS5YuXcqiRYt4/PGt5OU9jwZwndDAszuRyKcMG3YNt9xyw58+39J2++13MWrU\nu2RlDSAxcTb16v3MvHlfEgqFqFixJlu2TEGDQUhIuIL7769HIBBi6NCRZGVdTULCD6SlTef77+eS\nmpq63+M49tjOfPPNMRQW/gNYQiRyIlOnTuTYY48tnQs1xhhjzCGlVGOG0mjFVlBQIC1btpRTTz31\nN5+V0inMfgBc++eoQLKA37WCbihwc7FWv71du2gR+MZtP0QgQ+Bnt2+CQE2B6gIb3Laj3Ht+13b6\nPoE27vMMgS4C1wtsFThWtG11sjvGgwJnChwn8IRraVxHtE11QGBnsfFdKXC/QEzgNoFT3M93uvMm\nCZQXCEnNms1kzJgxcvzxJ0tKSrocfvjx0rdvX4EjBJ5yx10ukChQTSpUqCZ+f9C1mP6i2DlfFp+v\nvkCuQIEkJl4gNWo0kUCglrs/YYEzRNtuh8Xvj0pCQj8JBi+XaLSSTJs2TWrWbCzhcF8JBq+RSETf\nK05bLg8U+K9oq+tLBPpLMJgqL7/88l4/54KCArn++tukfPkakp5eX55++tn9+nvJy8uTQCBRYL27\nBzFJSmov7777roiIlC9f3Y1V71FCwpXy0EMPSUpKmsAPu96PRE6X0aNH79U5V61aJe3bd5eUlHRp\n3vxYmT9/voiIrF69Wo444njx+xMlMTFJnn32+f26JmOMMcb8/1CaMUOpHOmRRx6R/v37S8+ePX97\nAgtwyowGEx0FloquB1PeBQ/NXDDxvsAw9/56gSyBS12QUbXYF/nzBOq695NE162p717XCBwucKvb\n7qViQcIXAse7n99xQcxC92omup5NUHTdmqLjThNde2eC2y9TNCALFQtmwm58NQQOE1jkjtlC4Drx\nvGTx+e4RWCWe95yUK1dFQqHyAg8IvOfGW03gJAmFekqHDp0Ejha4Q4rWu4EzpE6dphIOp0kkUk2a\nNz9akpMrS2Jid4FKAjcUu85nBJoU+3201KlzmASDFxV7b6I0a3bMHs9n+fLlkpKS7s794K5tfb77\n5KyzLtrr5zx06L0SibQTWCwwVyKRuruCkn2RlZUlfn+i7F7bSCQp6XQZO3asiIjceee9Eom0EnhX\nPO9fkpycJsuWLZPExCSBjbv2SUwcJCNHjvzL8xUWFkrDhi3F779TYJXAGClXrqps2rRp1zaZmZlS\nWFi4z9dSUqtXr5Yvv/xSVq9efdDPbYwxxvwdlWbMUOIanFWrVvHxxx9z6aWX2lS0Q4g2GACts6mL\nroVzC1rbkule56NTswCmo1PU1qHTx25Ga3NOQ5sDZKP1KUUNCR5yrzHoujgvuOM8DvRF63PeRutu\n+qHTwo5Aa1haoPU2hei0N0GnsF2GTh17Be2G1hqog9by/ILW3ZzjruF8tDX09WhDgRZoB7ZPEYkQ\ni90JVEfkUmKxBqSmJqONDu5D20wvBxLIzc0lMTFAYmIaOvXsWKAFodAMFiyYzY8/zmHhwi8JBkPs\n3Pkgubkfo22emxe7203QqXZFGrNjRyZ5eY332GbLli17PKNatWoxe/Z0KlTYQtG0L4BYrAkbNuy5\n7Z8ZP/4DsrIedPfySLKybmH8+A/3at+MjAxWrlxJYWEh4XCYDh26kJg4AO1E9wSe9yXt2rUD4J57\nhvLPfw6gbdvR9Oo1j6+/nkadOnU4/fSzCIcvRtdKGksgMJHu3bv/5bnXrFnDqlVrKSy8B22wcCEi\nzZg7d+6ubebOncvpp19A797nMm3atL2+JyUxZsyrNGhwGKeeegsNGhzGq6++flDOa4wxxphSUtII\nqW/fvjJv3jyZPn36H05Ru/vuu3e9/neajjkwAJch+aBYFuFil8GpLTpFq5zAjW6bw9xn2cW27+y2\nOcplTgIu41LLZTGqu31jAle4jM8tAm+440UEHnNZnYoCp7nj/iRQQXSqmAh87bat4bIn4jItKe5c\nk4uN6Q2Xvanmzp8qmqm6ROCfAvVctmeL2z5HAoHqEgic7fZbXuxYdwuE5OKLL5FGjVpKNNpeQqFO\nEg6Xk5kzZ0osFtuVPUhPry+7p2c97sb1X5d5ONbdjx8FVkkk0lH69btAIpFaAt8KrJOEhFbStGkb\nGTHiMcnJydnjWT366EiJRI4SWCbwi0QireWxx0bt9bM+6qhOAq/uui6//xa59tqb/nK/4cNHSDCY\nJOFwFalRo5EsXrxYduzYIeedN1AqVKghnheWUKiKlC9fVWbNmvWHx8nOzpYrrrhBatZsLq1bd5Cv\nvvpqr8a9detWCQaLZ39yJSmp8a79p02bJpFImsuQPSvhcJp89tlne3dT/kTx5/q/1q1bJ+Fwedk9\n5e57CYfLy4YNG0p8XmOMMcbsNm3atD1ihFIIS3Yp0ZE++OADufLKK0VEB2k1OIcWdtXg3CpwjgtA\nDhf41AUFUdFpXUW1MQGBTVJUfwEnCnQSncL2kMD5LugICVwg8FyxYGGwaG1M0e9r3HYx9/tHLli6\nUqC7Cwqk2KuGO08n0TqbolqcKgIt3flnCLQVrfs5wl1TgWi9zzHuOma560oT6CbQXBITK4lOeasl\ncLkLola7AOkiCQYvlFq1msgrr7wiL730kvz6669y661DJRiMSiCQKOeee6mcdto5rl4mX2CsaEAW\ncddYX+B08byoRCIV5PLLr5P8/HwZPfp5KV++uvj9yeJ5TQWGS0JCV2nY8AgZPny4fP755yKiU7Vu\nuWWIJCVVknC4gkSjlQU8adDgCPnhhx/+8jn/+9//lkikkvj9N0tCwqVSoUJ1WbFixZ/uM3PmTIlE\nagqsEBDxvJHSpEkbERFZtmyZRCKVBOZLUbBZvnw1ycvLK/kfpWjN0Pjx4+WRRx6Rc845X6LRZgJ3\nSTR6gnTt2mdX8NGt25kCzxf7G3lJunQ5fb/PW1hYKNdcc7MkJEQkEAjJgAFXSX5+/h7bzJ49W1JS\nWu/xt5mS0lLmzJlToms2xhhjzJ87ZAKcO+64Q2rUqCF16tSRKlWqSCQSkfPPP3/PE1iAU6Y0yCl6\nVRVoL5pNiQqMLPZF7gzRrMphLnAZ4IKf6S7IGOKChI5u31SByu7Lfsy9f0ax420UzRIVBThT3PYd\nRet5KorWjIjA5+6zKqK1OQ0FLnT7N3TB0EDRICwkcKQLhr4qdr4XRAv1O7uxnSEakKWKzxcWz6vn\nAqKm7rgBKV5HE4n0lueee05ERJ599jmJRluJBmnbJBzuKqeddrYkJJQTDfCS3ThriN+fIsFgsqSl\n1ZZvvvnmN/d/+vTpolmvooxSgUAd8ftPlUikrtx77z93bbt+/XqJRisJDBcYJ3C/VKlSb68Ci0WL\nFsm99/5DHnroIVmzZs1fbj9q1CgJhS4vdv/yxPN8UlhYKB9++KGkpnbd40t+JFJdfv311334y/t9\nhYWF0q3b6ZKUdIxrvlBDLr10kAwdeqe8+OKLUlBQsGvbLl3OEHi52DhelxNP7L3f59ZM2TGi9Wab\nJRLpKMOG3b/HNhs3bpRIpILAPHfO/0gkUmGPuiBjjDHGlL5DJsAp7s+mqJmy8csvv7gsQ6po97Ta\notPEyrlA4ddiXx6vdV/6I6LTvO4QnTJVQzTrc7w7TqpAO9FpZp+7L/tJLjhJFZ0mNkk0o5IkOj3t\nHXecdPdeRdHuaSkugAkLdHVBQ3sXBOWLBmVHyu5pa9+4bd92gcxdsrspQH/RTFVUdCpe0XU95c7j\nE51G1svdh4gb/48CMUlMvFzuv/9+mT17tnTterrAmGLHmC67p8K9Idq0YZBotilF5s2bJ7FY7Hef\nwVFHdXT7FRY73nEC/QTWSDCYJFu3bhURkcmTJ0tCQh3RjFBvgUqSmFhZlixZUup/Gx988IFEo4eJ\nNnEQgY8lPb2uiIgsXLhQIpGqsrub2gIJhVJlxowZsnTp0hKd97PPPpOkpBayu5HBUgkGI78bxH30\n0UcSiVRz93ycRCLV5P3339/vc3fq1EdgfLHn8LEcdVTn32w3YcJECYfLS0pKcwmHy8vEiW/v9zmN\nMcYYs3dKM2YIlGY9z+7CdnMoqF+/PhBCF6T8CfgaLdpfABwFXIg2IVgCvAo0Bv6LLlr5AfAmujbN\nGLSI/h5gJLqGTiPgI/d+dbRoPwVdR6cquoDntWjhfi66zs1GoBtwDbr450JgPbrQ5hz32XR0bZvx\nQAJazF/UC6M5ujBnUUF7WzdO3HU+i65rU7vYXWiBNjAIAJPRxgU70YL889w29YjF5nPffUEeemgi\nmZk/43kZiFwIgOd9i0jE3bN+bp8n0HV+qpGfn/+Hf/srV650P10PXAFMRdfyaQpUJRAox/r163nk\nkcd5770PyM8vABa5+zWb3NwOeJ7H9u3bS7SuzP865ZRT6NXrHd5/vwWBQEMKC79l3LgJALRo0YIb\nbriCESNakpBwBLm5c/H7A5x66rXk56/mkksuYNSo4fv1v/dNmzbheY3QZwtQBxEfmZmZlCtXbo9t\ne/TowZtvPsPw4c8iItx881P07Nlzv6+5Ro00/P75FBaeCYDPN5/q1dN/s93pp59GixbNyMjIoEGD\nBr8Z16Hs559/5oEHHmXbtgz69+/NmWf2LeshGWOMMQdfqYVKf+AgnML8AUB02lnQZTaSBHqINhKI\nulfQZXSaCXRw2YY+LsOTIsWL17WFc2WBTwQWiE55W+k++0y07mWjQAN33lXF9u0vupbOgwLb3Xst\nBT4WncZ2kzt3WDTLlCyaDaos2uJ6p8DVonU1ETeWcqLTze4QXWvnOfdZY4ElouvxdBJd8ydSbCwi\nmjE63d2Lo1175DmyuwlCVDRTdZpAWHy+CgKtZPeUu5UCiRIIpMrOnTtFRH6Txdm8ebO7nt6i0/Lq\nuWNWdO+dIunpdaROnUbi9zd2Y+pTbIwxgYAkJCRJQkJUzjnnkj2mcJVULBaTOXPmyEcffbTHtLaF\nCxfK4MFDpVev06Rr1+6SnJwuOuXvDoEpEo02kUmTJu3XOX/99Vc3DW+yQIb4/fdIkyZt/jADVppW\nrlwplSvXkmj0DIlGz5by5av9Jjs2f/58SUurI6FQZQmFUmTs2DcO+LhKy7JlyyQlJc21SH9RIpH6\n8tRT+7cmUiwWOyjPxBhjjClSmjGDBThxTAOcyqKdzJ4SnYZW031pT3JfWGuJ1to0dgFBWHSKWKbA\nw6JrtOwUXfCyrwtiKrgvvHvWaWhAtFa0ficqushnzB2nsuhCoGeLTnnb6c47ze07143lKjeGkAuI\nmok2A0hw2z/qPo/K7iL/qqKLjRZfL8dXLEgZ4cZcVLC+0I2nrsC77phR2T0lS0SbGJwn8Kwbb3t3\n/C4C/xDt4haQ6tUby/jx46Vu3Rbi8wWkfv3D5bvvvhMRkWeeeUY0UMspdk+CotPdhonWCEXdWBu5\nY1YUnTZXNL2usrv3GRKJnCgPP/zIAf2bmTVrlmswcLvoGkepokHkZaJd59LE7+8m/fv3l6effnq/\nps9NnTpVqlSpL4FAorRp0+EvGyKUpk2bNsmLL74oL7zwgqxbt26PzwoLCyUtrY7Aa1I0NS8SqSw/\n//zzQRtfSdx99z3i919X7G/4a6levck+HSMWi8mdd94r4XCqBIMRufjiK0qtuYQxxhjzZyzAMXuF\nXY0FeojWpVRyAUBl0RqQU0TrbCKihfzN3WdFdQoFLrgIui+5UdEi/ZkCF4lmUFa4bT91xxkuWm9T\nlDEqClYWye6sxMmiracru0CnKIPT320zRDSTke0CgdaidTNhN46KogHZStGgrIMLPE5ynw9z+77v\nxnSB7F64tLwLOsa6L+zVXABzrGjg94F7hQTectfV0t2LbNHFQgOiwWK2wFPieVH3pThbYIxUrFhD\nMjMz5eWXX3b3YIq7ruWyezHToi+hF7hgor9oABUUCIrPlyyBQHnZs8j+VenR4+wD+jfTsWNP2bNz\n2T3u/hT9PkEgWUKhLhIOXyLhcEV58MEH5ccffzyg4zoY1q1bJ6FQRSketKek9Ja33nqrrIe2V4YM\nuVM87/Zi4/9O0tMb7NMxXnppjEQih4nW522ScLiz3H77XQdoxMYYY8xupRkzlHihT3Mo84AT0FqZ\nF9H6mQjQC3gOrQepCuQD6WiNSwd0QdDa6MKcPmAiWsMzB10I9BtgGVCP3YtengYMAO4HdqA1Fvlo\nfU0BULPYmKqgdSYFaE1QTWACWnuDO3cKWldzF1qr0whdePQod9wG6GKlFYE7gP+g9UOt0UVG5wM9\n0QVO+wHfu3NfC2wGzgRmAL2BX4Gt7vqGAmcBLd3PdwNp7twh4Da0pqey+701ItWBc93vF5KfX47F\nixfTvXt3kpND6MKnh6E1TjGgRrFnJMDT6GKpO9FaoXrUrl2XU07pTiCwdNd2weAXNGpUm70lIjz9\n9GiOProLJ53Um5kzZ/7lPjt2ZLD7WQHUAhKL/f5v4GRyciaTnf0C2dlPMnjw47Ru3YGRI5/c67GV\nppycHBYsWMDy5ctLdJwKFSrgeQXo3w7ANgoL51O79t7f87LUr99ZhMPPo4vuTiESuZgrrrh4n47x\n3nufkZV1A/q/wYpkZw/lww+nHoDRGmOMMQdQqYVKf+AgnML8Ac0G/KvYv+gudFmXtaItlquJtk4+\nymU1znafPy+6bk1Tl/U4TOA70cxNRbeN32Us1ohOLztbtD4mSXRaWEP3L//VXQakt8DPoh3QIi4r\nky7QRjQzU1d0OtQQ0Y5sE9yYf5bdneB+ce+tcuOqKDpN7mzR6Wu57vO33O9Z7rhFtTWNRDMzbd3n\n3US7eV0lOq0tx92LoilKee73oLsnSwSuE52+dpzs7uyWLFoDJAKbJRSqICtWrJDVq1fLeeddLGlp\nDaVixeri84VFpwh2FV0kdLK7Xx+7fbPcGC+Rdu26y4oVK6RKlXqSnHyiJCcfJ40atdzVcW1vPPLI\nYxKJNBP4ULQmo5LMmzfvT/d59NGRrkX2fNE1hWqJZp2mCvwgfn8d0Tqqor+pH9yz/lVCofKydu3a\nkv7Z7pMlS5ZItWoNJDm5qYRCleSSS678w9qR/Px82bRp05/Wlrz55ngJhytJSkoviURqyTXX3HKg\nhn5AzJo1Szp0OFVateoow4eP2Oc6mquuukECgRt3PV/Pe0I6ddr/1tzGGHMgxGIx2bRpU6nWpZqy\nV5oxgwU4cUyDgNrui/lOgVNdUDBIdhf0F61pM9gFJEOLfXmdI1DHfQlPdYHHEbK7CcEy2T3t7HgX\nCNQRnQpXwb13pMDTLgip5r7gF00T6+GO86XsLu5Pcq8WokFRUbODalJ86pAGSDVF2z4nSPE1bXTN\nmbBos4OOLvB50x2nKJB6VnTamYhO1TvB/VxZNGgrOtYQd88auC/7fQWeFJ8vXRITr5JotKG0bHm8\nRKNNdv1+4413yMaNGyUtrbb7svicBIMNxedrLjq17lo3jqJaoZxi5xsgwWCSfPvttyIisn37dvnw\nww/lk08+kezs7H16/nXqHC57rhV0j1x33U1/uk8sFpN7731AqlRp6O5Tefc3VFcgRdq27SiRSD3R\nNYx2uud6meh0riN+dy2gA+nIIzuKz1cUxG+XaLSljBs37jfbvfnmOAmFUiQYTJXq1RvK999//4fH\nXLJkiUycOFHmzp17IId+SFqzZo2kp9eRSKSvhMMXSXJymixYsKCsh2WMMbt89913UqVKPQkGUyUS\nKWet/OOIBThmr2gQUdEFHn73e3kBRLMqFV2AUEl0bZfBArcU+0L8pWjnrxSBs0TXphnjgocz3Zfe\nB10gUk00m9HQHbum+wL/puzOzNzkzj9eNLA6wgUUxQOXY9zxB4gGSXeI1gtFBSa6bWa6MSNwoxtH\nHReYxETrRpLddSe57UIuSLnTBTeVRetpznXHriKaGeruzhkTbTpQV6CuBALJ4vPdKHCnRCKVZPjw\n4TJixAj59NNPJRaLyaRJk3b9LiLy5JNPSjh8TrHr+kl2B3UnCzwk0EQ0G1b0BX25JCRULbWaj/r1\nW0nxeh/PGyw33niriGg3s9atT5BgMCK1ajWVf//733vsm5ubK57nl91d40QikYtk9OjR8uijIyUc\nLidai9RZIENgmiQlVd6nDFNpSEr634B0qNx11541Iz/99JNEIpVFs5Ai8JxUr97QuoT9gc2bN8vo\n0aPlqaeeOqgNIIwx5q8UFBRIenodgVekaBZFJFJJli1bVtZDM6XAAhyzV/QLfn3Rf4HvJ7s7dVUR\nXYyzqeg0rfIu2Gkhmg05X+A2F0SEiwUKEfclvZ/sXqAzIjrV7AP3fzYPukCmo+i/7g8QLdRPFM2S\n/Eu0M9oJsrt5wWwpWvRRz5Pszv1ZsS+u57qxVXFjHez+21y0QD/VfV4UxD0l8Ix7v5MbS0S0AUKm\nG29jN4arRZsjFDUhSBENrvR8tWo1lLlz58qQIXfKrbfesSu78mcee+wxSUy8rNj417hrvVXgIvH5\n0iU9vYb4fMnuGaUJJErTpi1l+vTpkpOTU+Ln/+KLL0kkUkdgjHjeQxKNVpIff/xRCgsLpV69w8Tn\nu1+0Zfc7kpRU+TfTy7Sj2Htu/JskGq0rM2bMEBHN9EyePFmSkipJOFxFkpMryZQpU0o85n3VsmU7\n8bwn3BgzJRo9SsaOHbvHNm+88YYkJ/eV4oF0MJgimzdvPujjNcYYs/9Wr14t4XDaHv9/npJyqrzz\nzjtlPTRTCkozZvDcAQ8Yz/M4wKcwf8DzKgIncDPfkEIyOXQmh03k8BY5hMkhlxz8ZHMsOfQjh9fJ\nYTY5pJHDBnJoQg5LyaE8uWQRIwuYhRbM56GLaF6PNioYCLyENjLogS4mGgBWoMX1L6MNARLRBS99\nwBAgB21IUMtte7p7XQJ8ye6mBCOBd9HmBtXRxgB10AYECcC3wHFoA4CwuwNBdKHSl93vT6OLlQIk\nowuQHgt0AgahTQs+ddeShd8fpFevU5gw4RX8fv8+3ftvv/2W448/iZycjuhipquBRnjeEqpXT+Ku\nu65n3rwFPPNMLeAGdx2n43khkpISqVHDz6xZn5V4cc+JE99mzJi3SE6OMHjw9bRo0YK1a9dSr94R\n5OSsR+8vpKT04NVXL6dXr1679v3666/p2vU0PK8WeXm/cvXVg3j44X/scfy8vDw2bNhAWloawWCw\nRGPdHz/99BPt23clN7ciBQXr6N27G6+99hw+3+7+KTNnzqRr1wvJzJyPLs76HaHQCWRkbNnn52qM\nMabs5Obmkppamdzcr4FmwHYikcOZMeNt2rRpU9bDMyVUmjGDBThxzPPKAccykCmkM4QwBYTIIcS7\nhFhBiDRCrCNEVUJsIUQuIRoTYjEhqhBCCJFNiO2EgAKEHKLkECGHEDlsI4dUckgnhx/IIZ8cPLdN\nFjkEyMEjm0RyKEcO7clhFTnMI4cct32K+zlGDg3IYbU75jpy8LtjbyAXP0IaGgQJ2tWsD/C6u9r1\nQF20A9wxwH1o57SHgMvdNnOAc4DH0S5qv6Ad5m5Hu8d1QrvL/QiUx/O2c999d3Hbbbfs0xfhZ599\nnuuvv5mCgkQKCqq5sSxEg7R3CAZ7kJu7hSuvvJpnnvkSkbbAGrQr3aOAkJg4kEGDyjNy5PB9fex/\nKTMzkwoV0snL+wkNFnOJRg9n8uQXadu27R7bbtu2jR9//JH09HTq1au3z+fKysoiGAwSCARKZ/C/\nIzMzk0WLFpGamkrjxo3xPG+Pz0WEgQOv4c03P8Hna0lh4QxefPEJzj77rAM2JmOMMQfGK6+8xhVX\n3ITf355YbB4XXtiHJ598pKyHZUqBBThmr+gXvcT/Y++8o6Oquj78zGRmMpmEBEKH0IuCAtIJXUCR\nIgEi2gcAACAASURBVIgovYMKAnZFAUHpvkgRG6DYkPYKIkoRkCIgXUCkSBMiHUKAQKZnzvfHPqF8\n6kuASPM8a80KmXvvOefeGV3nl733byOCYDdi/aqA6ogYKIJsqO8CigHrkA1/PHDmkpGaAB2w8xZO\niuBkDE424KQjTj7HyTdEsAsnfXHix8kInGzBiRMn9XDyLU764CRVC6ypOEnEiQ0nQZw4tLiy4KQQ\nTuxaZMXgRBGBGyd+fEi8x4sdL6laPBXBSxa87NXHqmlx5MHLr1ostdM/Z+Ilq45iJegxwvDSAC8F\n8fIFXlLwMg4vZfHQDS87SbXZeWvMKKrXqMp3380lU6Yo2rdvT2xs7J+e+a5duyhbtiYez09ABWAH\nkEcf7YTYS09gy5aVVK1aD7e7F3ASsfHuhgiyCOC/1Ks3g8WLZ2XMl0Fz5MgRpk2bxqJFy1i5chvB\nYDMcjp+oU6cwc+ZM+5M4uBIej4fPP/+cEydOUqfO/VSvXh2ApKQkGjduyfr1K7FYLAwc+Ab9+/fJ\n0Hu5GpRSrFmzhoMHD1KuXDmKFSt209ZiMBgMhutj165dbNkiNv5VqlS52csxZBBG4BjSxUWBkwfp\nOfMcImLmI/1sIoFXgI/18bTNbRCYjKSK/YZERCYDbfRxD9LzJQzpUzMJ6X/zqD4+H+gNpAInkHS2\nDUBZfbwssAf4HhFbk5G0NRsirE4AJZB+NfpeqIODVJwU1REoixZUg3GSrEVRCS2azuvzVmhR5cEJ\nOAnDSUD/rIOTE0SQpK/z4uQUTnbqa//AiVWPl4KdVC2wwvBiJxAWJE/hQtgiI8HpvPA6cvo0q38+\nyLngg3iZipf2eMmuI14z8LIHL6ncWzGeVRsK4CGbPq++FmluvHwK4a/wRO/KvPz6azK23Q5XKT7+\nPwkJCZQtW5WUlIaEQpHYbJ/y1FOdqVatGs2bN78srevvOH/+PAsWLMDv91OjRg0aNWrBvn3Z8flK\n4XR+wbvvDqFLl048/HArFi6MJRB4FziGy3U/M2aMpnHjxtd1DwaDwWAwGO5MjMAxpAuLJQswAqkv\n+Rr4D7AJqU3ZhKR7tUeaVL6KNHFsqV8LEMHjRWpVLEgDyKOIsKmBNOtMRRpv1gKm65m7AbORWp0z\nSKToB6An0szyY6SJ6LpLVhurx1oElEcaj85BBNBxPdYipAHne8AopOlnC+C/wDI9dj4kxcyGiLj8\neu6q+pph+pxtSOrYWSAtDWyfXtcPSLraUeAXoCUWZhFOLpw8i5NoMtkCdGoVTt3q1SgWF0esywVe\nLwm7djGwz5tY/ANwsogIfsVJDZwk4GQjTrLhsthwcgyHyqlTBB04icJJXpzswomHzE4nkVYrIY8H\nJwobYLlESOF04rNa8VksODNnxpEp02XHiIi4/Henk5lzv2fFhig86jEtuFZR9N7NDB899E/n/ull\ns5F0+jTly9cgMTEvkIlQaClKlcPj+UF/P7YSHf0AZ88eJ2vW/CQl/YhECgEG06ePhxEjhv39F9Zw\nS6KU4r33PuTddz8lLCyMAQOeo27dOmzbto3cuXNTokSJm71Eg8FgMNwBGIFjSBcWSyzwFbJZB/gM\nKWjPimz+70IiNGORwnoQ44AkpAg/BimODyEi5ndETLyMRGXGImJkALARyIyIodOIWMmHCAQ78BPw\nIFAaidCcRepghiGRmvuQNK3uQBwS4bEi4ugA0AiYptf4PTAQiSQdQlK6suh1F0HMCUDS8WKAvfp4\nZ2CJvu4nfU4tpDamMPCsnteHiLgvECFo5aI5wX4khe85wsKGExVVlmBwO7NmfUmRIkXo23cIGzb8\nzOHDh7Hbi+F2/4qkqp1DRNb7epzhSDras8AjiBHCGuz2Arz0UlEiIqIZMWIWbvc44CRREU+w8Nsp\nVC1XDrxe3nlrNF9M+JQoe0Fsgb0Mef0V4u+7j/07dzJ72mxSU9zUqFiKKveVAa8XvF6+mf41B/fm\nwklhHbE6SPZMv1K7crkL51z28ngu/gR81jDOB6066uTEy0mdLni3/t2Oj4U82rYNs+Yt4tiZsngp\nhZdwUm0zqdu4JNXr1r2ymPoLccZ1mAF4vV4OHjxIzpw5iY6OvvDegAFDWLNmCyVLFmHEiDfIkiXL\nNc9xJzN+/Ee8+OIY3O7xgJfw8M5YLOcJD78Pv3833bt3ZvRoI1wNBoPBcH0YgWNIFxZLJBLBqI5s\n2hch4sOBCJK7kM1/RUSk/IYU7VcGFiJRkCFI5CMtErQVqI9s8r/WM7kRAfECIqLe1vP0RYREmuta\nBOJiVR14EonQzEOiRKnAeESwDNPrDUfEUSmkTmWGfq8ZUpTvQ4TJOKA2Eon6BhFKtRHhMhGJTPXT\nY7wE/IiYCdREokjZ9HoLIuLrBBCt38umn0daLcwiJMIVRERJE+BlwsIm4XDY8fleIBQqgdP5BjVr\nxrFq1Q7c7l2IK1x9oIMeZzlieHBU/66AHIAfh8OC3e4iJeVrxOUN4C169DjKBx+MZevWrcTHN8Dt\n3oREutbhcjVg7dofiY+vQ0pKfyAPLtfrDB/em2ee6QnAtGnT6dZtIG73V0AkTmcrKlSI5q67SvD4\n4w9Tv359LsXr9RIeHi6pjsEgbR5tx6LvKuPkcS2QZhLBIMIZgpO8RNk+pmyJMwx4+RkO/PYb7709\nDqelEOHqNHljrXRs2QxbMHi5eErPy+MRgXMlYfQXr8NJSUydNQe3cuBOddOkVQuq3l+LYaPf59c9\nDpIDD5Jq20KWPLv4YsbnOKKj/zxOePh1CazbnQoV6vLzzy8BDfQ7HwMzkT80JBEZWYFFi76katWq\nN22NBoPBYLj9yUjN8M9ZGxluAdxAAhIpcSJpY6nIRvoufU5RpPD9PSS6kxtoysWvRhNEsDyMCIr/\nkGbNeJEkff5CRITU1O+fBMYgG6JhSCTjN0SE2PXY9wB9gEqIaPIim/ZfkSjSS4gI6obYT/uQCEwQ\nifbkRYTNu4jw+AERYhZ9L0HgfiRKdAapO2qK2EovRMReMhdtqY8jUa9Geg0VCAubT2pqdS7WIvXG\nYvkYpZoBrYBEUlPr4/GEI0IKvN5y/PRTBerVe4AlS2rhdmdGqVFAY/1Z/AcRNUH97DxIlGwbfn8W\nAoGaSMRKBI7VegqXywnAvn37sNnS0vgAKqOUnQkTPsbt7oZEhcDtzsfbb3ejceMGzJ49G7vdziuv\ntOfddx8mEPARCARZs6Ydq1YVYNq0J/jggyF07NiBzZs307hxC44dO0BsbG4++mgcgwaNZsuWNSi+\n0evthtO5ngceaMgvv0zi1KkThIU5+XbbMd56qjfjx7/L8/t2snLlSqKionjooYew2e38HYFAgGnT\npnHkyBHi4+OpVavWxYNKQZowSq8g8npJdbuZOOlzlK8pTgqQk6Nsnz6dIkmJFP1tByVCDSRtMOgl\n8tAh/B064LDZ/npMm+3aIk8Z8QoPh3TUR/1TREQ4ubQeTv67zqf/HYvFEs/evXuNwDEYDAbDLYMR\nOHc0UcDriJEAiNnAM8gGZS2yed6ARE1+RdK77EjUoyvgQiIdCiiOiItGSJpVFaCd/jkKETU7uWhU\ngP73VCQqVBZJEXuFy3EiUZgSQDku1v3MQ6JC3fQaDiMCLK0Py5OIAxxIWl0/pN6jHLBar/1h4CCw\n9JL1pOHR1x1DIjajsVhiUMqh7zGICKV8pKZWQFLbIpAIzkHgA6TuZyWSujcRSce79N5h9uwpzJgx\ng02bNrFkyVl++SUXoZBCUvKK6DU2RqJBtUjbOCrVkbCwN0hNLYDVeoKoqC/o2XMN+/fvZ+DA/5Cc\nvA1JpysGzMXpDCMiIuJPz9/vd1OmTBX8/sewWNxERS1h8+bVTJkyhQEDfic1dSwAbndl+vXrQosW\nj1Ov3sMkJb0NtCQx8XuaN2+D1dodpZYhbnzxWK0v8OCDjzF9+idERERQseL9bN5cDaUG4fHspEeP\neqxYMZfWrVtzJVJTU6lbtwmbNnnw+SricHRgxIg+9O79tL4Ni5gs2O2QKdMVx0vj+JEjjOw7HM8F\nK3GIjkzE0qwJzyzbiNf7X+T7rsgUWZ55k96hRo0afx5IKQgErj7ydOkrORlOnEiXMPvTy+cTkfNP\niKd0iLNBb75I44db4XYfxmLxACNRaqB+OAmEQssoVeqldH8uBoPBYDD805gUtTsYMRkYg9gTg4iG\n9oiAsCKF/ecR4ZKM1J2EEDvps8jmLycSSfgPsBgRDieRjXQ4UuSfF4l8fILU4YzV57yu534Pqas5\noddRFxFQ3yBCaxOSDlYWETrrkGjNPiTidECv6y5EiLVDIk+v6fE26TGLINGkrxBx1BaxaQ5DhFgq\nYnTwA1JfczdSo7MKm81C586d+OyzLwgEliLOcDOQuqG1iAiZCHyIy/UmLVvW58svpxEIZEYEzxEk\nQtULuAeXaxhPP/0ArVs3Z9OmTTz3XF+s1pqEQvspVszJH38kkJR0DsiLxXKc6GgHycnPotSrQJCI\niKZ06lQQv99CpkwunnmmB3nz5qVo0dIcPtyFUMiun28UMTEW5s+fRZYsWahYsSYpKa/rcV8kWzYb\nJ0++RFovoLCw1+jaNYWcObMwZEgApdJqJ3aTNesD/PjjfOLjm3Pu3G+XfJPsXIx+QXh4b4YMKcBL\nL8mmVimFzeYgFDqvvxPgdPZg5Mh76NWrF1di/vz5tGw5gPPn1+nPaj8Ox7243cnX1YjT7/eTJUsu\n3O7vkQjhCVyusqxePZ/nn+/HmjUReL0dcDgWULDgWrZuXUN4ePg1z/ePEQqB339twio9AupKr0CA\nkMOBR0HQZsMWFcnhU0l4lBWPSiVvkcLkK1rkn4tsZYCDoMFgMBhufUyKmiGdnEEMAeKQSEnaRncM\nkg5VEJiL1LQ8iVg7L0FEQnXEjGAysumcgAiiFxHXsczIpj4HEoX4TM9RB9nkK0Qcpf2V/CwSQTqF\nRDo+QETWQUR8HEI2x5sQYdEYiaJUAaohURkP8pXNgtTX3APkQqI8efX9voQYH4BEeBoiKVt9kTqi\nscAa4AGkBsgCfEL+/OMYPXoEFSqU4dlnH8Dr9SIRqYJ6zfcAIcqW/YR+/cbSvPmjDBo0kMqV63Di\nRF+CwVZYrY8SHv4u5cqV4+GHWzBz5lw+/PArUlJO6PttA6Sya1ddAoHTSD1TEZQ6jc93D1myvEcw\n+C2hUBJlyxZi7NgxOByOC5/mzp07OX06lVAoLQrWhcjIGkyf/p8L6UFDhvTjxRcHEwrdhVKPk5j4\nORfTESE1tTjHjy+hR48ujBr1IG53eaAALtdLtGvXiuzZs+P3H9OfbR79XXAiIq8IEIvdvpm4uIsN\nQS0WC5kz5yQpaaP+rILYbJvJlasuf8X27dsZNOhtzp49T/v2zfR3pQjyPQMoQCgUwuv1EhkZ+Zdj\npAeHw8HUqZ/Rpk0j7PZ78ft38tJLvSlTpgzz5n3F668PZs2aDylZsghvvfXDrSluQNLT0jb7N4NQ\nCKvPR+QloqdgcjJH9++nkMtFtN1+ZfGUmHjtwiwYvPFpgZeO/Q82qTUYDAbDP4OJ4NzBSB8cOyJC\nciJ1Jt2RuhMnIgoy6Z8r9Xk5kCiJGxEXP5JmASy/5wU+RdLUliPF+GeQOp4/ECHSEOm58wISLSqI\nCI+X9O/Vkb+of4OYD5zXczwGfIs4laU10eyFRFtWIGld+5FIzyAkypLARQODKshmPi11bQqSElcP\nSQEDKYxujriwpQmFXVgslXE4QoSFRQMpeL0uQqHDlzzNylgsO9i2bR0lS5Zk+fLlPPJIK7zeID6f\nB6fTSaVKFZk6dRJ58+bltdcGMHLk16SmHuVirU1aNK03dvs3BAJHLoweE1OPTz/tSZYsWYiIiKBC\nhQp/il4cOXKEwoXvxefbj0SePEB+IiICfP31dPbv38/w4e9y8GAl/WzCgLZYrXsIhWYCblyuRxk/\nvi/t27dj6dKlPP/8QM6dO8fjjz/M0KEDsdlsDBs2kqFDx2Gx1AFWUalSEZYtS0v7S6Z48bvZvn0j\ntks2ft999x2tWnXBYmmAxbKdypXzsnDh7D/dw969e3UvnpdQKg6X6w1eeaU9I0eOIyXlc6AyNttb\nlCq1hk2bVpIRHDlyhB07dpAvXz7uuuuuK19guLUIBiVN73ojWNcS1fJ4JHp0g9MCL3v9iw0uDAbD\nvwvjomZIFyJwIhCRsxZJyRqJCIYzSMTkMJLe9SHiuPY9UqdzCNlEl0d6w0xAoh4pwHYu9sN5Ts82\nDokKRSEb761c7IGSQ88fQIwAtiICazIiNj5BGn3mARKR2peRiHgpr8dMuOTOyiNmBZn17zZE1FTR\nr7r62GeIMcBapK4mL+LU5tX3+hPiktYDiTRtRNLi2upxJyCi60egIfXr12PcuJE0btyKPXu26Dms\n+nklExX1BT//vIrixYsTF1eCw4eP6OfaBqldqQB4sFpjiIqykZw8BnFS+4nIyEfYvfsX8uTJ86fP\n8VK6d3+OyZOX4nY3QUwSSgBdCAt7BIfjPjyeJoi7XVqEbQsWSxROpw2HI5w+fV7g1Vdf0t+Nv2fd\nunVs27aNokWL0rJlJ44fH6bXupuIiBps3LiMkiVLXnbNrl27WL16NdmzZ6dBgwZ/mV72+usDGTYs\nhVDobf3OeuLiOjF58ge0b9+DxMQjVKxYja+++pScOXP+6XqD4YZzNQYXGZUWeOn11+IgmJGRrZto\ncGEwGP5dmBQ1QzqJRupVKiBW0AEkelMUSbmKQhzRliD1JTmBoUhqWi/9XhDp1zIbqUepi6SFhSMp\nbT30XFmRyM4J5Gv1OfAG0v/FgkRzftTX9UDqepojNtSfIWlmSxAhskyfZwEeQmpmViGRn+2IuLHq\nsR1ItMmGCJgNiJnBHD2GFxFEh5GI0bOI4xpIZMmCRH0qIwX7XZDoRxwibjpgtVp4+eXeDBkyhMKF\n7+XQoR56nmp6PCmkT0mJ4u2332XIkNc5evSgXmMbPVdxJJLUmLCwr3jggczMndsLn68zFksYgwcP\nuaK4AfjwwzEUKDCCN954F79/pJ57F6mpNjyehfqen9Kf0XCgB0otw2ptzfbtG8mbN+8V5wCoXLky\nlStXJikpidOnky7cIxTHZqvJ1q1b/yRw7rrrritGSJRSKHWpm5qNUChE7dq1OXhwZ7rWZjDcUGw2\niIqS143mSg6C6RFQ589fW4pg2th2+41LC/z/44eHm/org8FwTRiBc0fjRuyZY5Bmkt0QoRKN1L6k\nIg5gfRFHrs8Rw4EAUmvTEbFudiBpZ19y0UnsYS7aFINYMhdB6lZaISLiAySaUwkRKHORiMlTiHBa\nipgX7NFjuRHBNRupwwkggsaP9JDJi0QlUhFntWr6+nlIo9IAku62CnFc6wos0PfnReyuJyEibaU+\npzIisn5FolpuvZYKSDrcCEKhUXzwwRTi4uI4eTIJpZ7V92y77BkolYvk5IOcP38epdLqOdYiUaXT\nSISoDYFAc+bN60so9BjQE6V2MmBAb5o3b07+/Pn/6oO8gMVioWPHjgwaNFLf/3FEjFoQsfUWFw0j\n0gr862GzVWDTpk3pFjhpxMTEYLfb8Psv3kdq6gYKFbo216y2bVszdmxNUlLyA3G4XH3p3bvbNY1l\nMNzxXKODYIah1PUbXPyVg2B6I1sZ7SB4teLM4TACy2C4TTEpancwFksUIioikZ4zMUgk416kUV8D\nxO3sALJ5rY1EVb7U132GCKOySMQnBklRe08fG4FEbVIRUROOpK6FI2ln4VzcfPdEojggG/1WiFjJ\nhGzS07gfESSjgS2IuDqKiJJDer2lEEc3EHe1tEjUAUR0BLno9AZQWh+LQ4RdFGJicBSJBp1AojeH\nEQODtAjUKaRm5hOgP3b7fpRyEwxuR9LvRiI9fr5EhFULOnduRsOGD9KiRXeUqoEIqXsRAVUYqVPK\njoinVfrZQlRUa95/vwEdOqQ1Av3fjBv3AX36DMTnUyjVCfmcPkYEZh39/HYhUSo3kZH3snTpdCpV\nqpSu8dNQSvHll1/SvfsL2O3lCAS28+ST7RgzZsSfzk1OTsbr9ZI9e/b/mQK3ceNG+vcfccFkoEeP\nJ6+YMpce/H4/iYmJ5MiR47L6IIPBcJtyLQ6C15sWeOkrEEi/wPonIlvGQdDwL8OkqBnSSQqykY9A\noimPI65Y9yFRlUbIRr4cIhRGI6KgGhL5aIxEBV5F6kymIwXz7RDntU+ARxEBdQ4RPJuRDX9NJG1t\nDNAB2dinkYC4qsXo38cgEZgFiPjpg4iZnIgICtfHAOYjznAhJAXsGBK56QnsRSI7Xj1+ZiT6c0iv\n+xRSKG9FIlLNgBAWSy7Cw714vR4gN1arj1CoDtKTZiwSPfqeQOBuChf+lWPHaqDUQyi1Gp/vIEq1\nRUTTAGbMGEaOHLHY7U3w+1MQAXcaiaqcRmpxjut7aIAYNRQH/iA6OvrvP8r/xzPPPE3WrDE88cTb\neDxp9SxVkQhZZsRCuzzh4U2x29fTtGldKlasmO7xAQ4fPkzduk1ISEggGEzhkUdy0qfPSEqXLn3Z\neUopevZ8kY8/noDVGk6pUqVZuPBrYmNj/3LcChUq8P33M69qLVdi3rx5tGzZgVDIRni4lblzZ1Kt\nWrUrX3iLo5TKEPFnMNyW3AIOgpcZXFyLeLqa9MD/P35q6o1JDfy7sc0figy3Mebbe8eTol+zkQhG\nPLJh/wkpRl+ICJXFSCQmLQISQortfwCeRgTEd8hGvhEiaAoipgEf6zFaIOLndz1fNz13dj2XG9mA\nj0ME1n5ks/8ZErXJg4iVXxGhdQapu1mLmAC00O8fROpZaum5eyN1NyBC6gd9n22QSJVX3181fb8t\nkOhQMyCIUgFGj+6F1+vF6/WSK1cu3nnnY7ZurYdSlZE0vy+A9hQuXJjp0z9i06ZNREXdT7duz+P1\n7r7wtG22xWTOnBmbbQp+/wqgIFbrcHLkmMDJkw1JTf0DiUZ1Rmp/qhAeXppixaw0bNgQgIMHDzJv\n3jwcDgePPvoomTNn5q8oXLgwYWF+Loo9v/7sSuFyLad06VJ07FiJggVbUL9+/aveKLds2ZW9exuR\nmvomcJw5c2rSvv2RPwmcyZMn8/nnKwgEDgHRbN3amyeeeI5Zs764qvmulWPHjtGiRUfc7nlAFTye\n+TRs2JyjR3/H5XLdkDVkNPv27aNp07bs3PkzOXLkZ/r0T6hVq9bNXpbB8O/CapXNf0TEzZk/IxwE\nk5OvTZxllIPg9Qgz4yBouA6MwLnjiUQ2+zZEFIxFivmzIhGE2ki61TdIxKY10ijzPqTmZTXi1BXU\nr/eRtLEeSJTkACKM6lwypw1xY/MiwsWFpLV9i/SgAYn0nEM2+b8g6VQ7ETF1ChFHK5DUsR2IIOiK\nRGIciDiyIVGRr/XaRuq5ciCRkiWI85tCxA2IuIvW1xQGpmOzWciTJw9ZsmShevXqWK1WHnjgASpW\nrMmxYyP1c6kCTKJhw0EcPnyYOnXqUKhQIZ5++gW83iWIaEkgGFxP06ZvERkZw4sv3ovFYid//oL0\n6/cmvXr9R/fEeZWL6Xr5KFp0CqtXL8fhcLB161aqV3+AYLABFss5+vcfxpYtq8mRIwdHjx6lQ4en\n2bJlC3FxcVit4PEcxWp9jFCoKS7XVEqUKEPdunaKF29Px44drytVa/PmDaSmfoGIyly43Y+xYcMG\nHnroIUD62XTs2Itt237F5+uPpPeB39+DdetaXvO8V8vOnTux20sinxFAQ5SKJiEhgRIlStywdWQU\noVCIunUf5uDBboRCP3Ls2FIaNXosXS57BoPhDsJmk9d19AO7LtLrIPh34snjgdOnr02YpddBcNo0\nyJbt5jwfw62N+oe5AVMY/gZwKGijpFJUKZiiIEZBnIJMCo7o9z9TkFVBlIICCqIVtFbgUpBdQVl9\nrLqCOgqyKViv4DUFnRT0VHC/gh8UvK2vv1dBpH4/u4IcCmrqMbsqqKvHcSl4Sx9vqCCzXstpBU/o\ncyIVfK6gkYKWCnYpGKHXNFfBTgUNFNRS4FIORyZ9LKTgdz3eYX2vexU49fkP6LVFqEyZ6quoqJKq\nXr0mKhAIKKWUqlmzkYIPLnl+PVRYWCYVGVlTOZ3Z1CeffK6WLl2qoqKyq+jo0srpzKLGjn3vwvP3\n+XwqMTFRhUIhFQqFVO/eLymLJVbB9EvG/FpVr97owjW1ajW+bE6brbd67rmXVTAYVMWLl1U226sK\n9igYo5/NamWx1FVOZ041ePAw5ff7r/p7cubMGdW589OqTJmaqk2brurkyZNKKaWKFSt7yVr9KjKy\nhvr888+VUkolJiaqzJlzK4tlvII++rNJVaCUxTJOVatW/3q+ulfF3r17VUREdgVH9Vp3q/DwaJWU\nlHTD1pCRHD58WEVE5LjkO6JUTEwD9e23397spRkMBsONIRRSyu9XKjlZqePHlUpIUGrXLqV++UWp\ndeuU+vFHpRYuVMrrvdkrNWQgGakZTATnjiYcqa9JozQXa1HS0tUKAOuRFKffkLqTA4ipQEnENnov\n0qRzC+KWdh6JnvRBIhd+JJ2sJRKRKYUU7PdEUrtcSNpZJiR1rS1iYdxHjztQHy+KFP7fq8ctj7ip\n/Rdp7JmA1LI4kVqdokg6WlmkZ83ddOnSHqfTxQcfvIekyhXR6yqJRKU26Xu3I9EfPzCJc+daAwHW\nrKnHl19+SadOnTh+/KR+ZiBRqq2kptpJSTkOxNK9e08SE49w6NAe9u3bR548eciVK9eFp+1wOMia\nNeuF38eNG0mBAnno3/91vN5CgBWXqz/t279w4RyZs9SF34PB0hw+/BMJCQkcOnSSYHAYElF5jrT0\nO6V+wG4vycMPN8Ruv9SC+cqEQiHq1HmY7duL4/MNZMeOOaxbV4fHH29Knjx5SEh4kvDwT1DqIPHx\nxWnbVnoErV27llDoXpR6CnHKawDcRaZMBXE4fuPjjxf/r2kzlCJFitC374sMH14Om608weB6Czs6\nOwAAIABJREFUxowZTZYsWf6R+Xw+H2+9NYrNm3dy331306fPizgzsEYgJiaG1NQUJN0yP+AhGNxD\n9uzZM2wOg8FguKW52Q6ChtseI3DuaM4hxgFNkL4obyCb/RXAAMRgYD+S8pUXabL5EWJKYEV61RRF\n+t9sQxpzvoA4lNXW44zVx4voc6IRERKr58yGiIS0/0ElIP1l0qyWxwDt9TwgAioOMRfYoNdxvz7u\nQEwF/ouktb2KpLXFAxOIjc2G3R7OxIkfYrGEoVR5xM56DmIFnR9JzWuGiKw3EbFwv57bTkpKdQ4c\nSODcuXPkypWJvXs7kpo6mot21YcQgfUGweAHHD9+nKJFi1Ku3KVC8u954YXnsNnsvP12J5RSPP/8\nUzzxRJcLxxs2rENCwlA8nqnAOVyud2jc+BWioqIIBs8hn2k0Uqt0AqmJchMMJhF1DX069u7dy65d\nCfh8ywErgUAN9u/PzejRu/H7HyMiwkeJEn7efnsC1apVw6qb/kVGRhIKHUOEXwQwnbCwgnzyyXDq\n1KnztwYD6cXr9TJp0iQOHTpC9epVadSo0f88v3//PjRt2pB9+/ZRsuQoihcvfl3z/x2hUIgGDZqz\ndm0YHk8zFi78hqVLm7Fs2bwLz+Z6iYyMZNiwoQwYUJ1QqDE22xoaNKhG5cqVM2R8g8FgMBjueDIs\nFvQ33IApDH8DoCBcv5wK2ipIUdBfp6611OlbDv3KqqCvgm46LezXS9JkOur3037vp6+JVGDTKWdb\nFJTRc0Xp48X0uIMUfKXnfPyScbYqiFCwQP++WqetxehUtOp6vGgFYcpqzauP7blkjBbKbo9RnTt3\nVS5XJZ3e5lcORxtVoUINZbWGX5bu43A8phwOlwKLgnglqXYhBceUw1FIffXVV6po0dLK6XxcwQAF\nsXqNoy4ZZ7uyWGKUN4PD4z6fT7Vr94Sy2yOU0xmtBgwYrEKhkFJKqW7deqnIyPIKhquwsOrKas2j\nYJiKjKyqWrToeOG8q0HSu3Ir8Ov7WqGg0IV0M/Co8PBYdfjw4cuuCwaDqmrVB1RExEMKhqvIyNLq\nuedeyZBn4Pf7VfnyNVVEREMFbyqXq6gaOvStDBn7etmxY4dyufJd8rwCKjKygNq+fXuGz7Vq1So1\nbtw4NWfOnGv6bA0Gg8FguJ3ISM1g+uDcwVgsMUjjznAkWvEc4mpWFWm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8QNu2T+N2TwAy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\nSUVORK5CYII=\n"
      }
     ],
     "prompt_number": 51
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from operator import itemgetter\n",
      "user['funny'] = user['votes'].map(itemgetter('funny'))\n",
      "user['cool'] = user['votes'].map(itemgetter('cool'))\n",
      "user['useful'] = user['votes'].map(itemgetter('useful'))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 63
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def pct_scatter(name, color):\n",
      "    pct = user[name] / user['review_count']\n",
      "    scatter(pct, user['average_stars'], color=color, alpha=.4, label=name)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 79
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "subplot(1, 1, 1)\n",
      "pct_scatter('useful', 'green')\n",
      "pct_scatter('cool', 'blue')\n",
      "pct_scatter('funny', 'red')\n",
      "legend()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 81,
       "text": [
        "<matplotlib.legend.Legend at 0xa78e410>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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GG2Hs2HN7UkII0Uvs2QPLllldYydNgtGjIRQNsaRoCQcbD5LiSeHqfld3Tjos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\n/wKoVX8lV6EFFAAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 81
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}