tapmapper_stats.ipynb

{
 "metadata": {
  "name": "tapmapper_stats"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import similaritymat\n",
      "import pymysql as mdb\n",
      "from authent import dbauth as authsql\n",
      "import pandas as pd\n",
      "\n",
      "# import data from database\n",
      "con=mdb.connect(**authsql)\n",
      "tfidfDF=similaritymat.readTFIDF(con)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print tfidfDF"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 8194 entries, 0 to 8193\n",
        "Data columns (total 3 columns):\n",
        "beerid      8194  non-null values\n",
        "locbinid    8194  non-null values\n",
        "TFIDF       8194  non-null values\n",
        "dtypes: float64(1), int64(2)\n"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "simmat=similaritymat.makeSimMat(tfidfDF)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(simmat[0])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "<matplotlib.image.AxesImage at 0x10e9d0790>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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8JfPLy0wvK30j49yzO62sdonzCRYuKn9tUS2XYLYq96ketdF1GrMzzJ3h4DwL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tTbrigRUvNKWhJ6ANVWvA3Cr4lmEtLDsuMwytcVFZm9tg4hx4Pgj1v0I7Ia3Jy1pINXm8rnbg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\nIfb7sPllaPrvYG0cnCZRcjnn4AuD8H0PXL2AlEgjVQirC60twDosFYxmPwv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6gXUIbofc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      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "distmat=1.-simmat[0]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy.cluster import hierarchy\n",
      "from scipy.spatial.distance import squareform\n",
      "distmat[np.eye(distmat.shape[0])==1]=0\n",
      "clust=hierarchy.linkage(squareform(distmat),metric=\"precomputed\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hierarchy.dendrogram(clust)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 37,
       "text": [
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cyNmzZ3n00UcxMTHB19eXgoICKioqsLKyYurUqURHRxMSEkLfvn2xtLTkkUce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\nhBAqJiEuhBAqJiEuhBAqJiEuhBAq9v84pTw49tn5NgAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 37
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reload(tweetsvstime)\n",
      "dayrun14=tweetsvstime.hourly(hrbin=6,ndays=14)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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8DIKaiUKiOnOvYm51wQSAsWPpfmtoEGuT97gA1AyAAuIrJ9qJpExnPm4ckJPj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\nSsjvf9/zd9/9Lt2HXlm+nJDf/Ib+X8Y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      }
     ],
     "prompt_number": 69
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "reload(tweetsvstime)\n",
      "snob=tweetsvstime.beersnob()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 79
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "snob.sort('snobscore')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>locbinid</th>\n",
        "      <th>cityid</th>\n",
        "      <th>beercount</th>\n",
        "      <th>fullname</th>\n",
        "      <th>lat</th>\n",
        "      <th>lng</th>\n",
        "      <th>snobscore</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> 37</td>\n",
        "      <td> 13704</td>\n",
        "      <td>  55</td>\n",
        "      <td>    Louisville, KY</td>\n",
        "      <td> 38.222539</td>\n",
        "      <td> -85.731388</td>\n",
        "      <td> 15.796215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td> 39</td>\n",
        "      <td> 12851</td>\n",
        "      <td>  54</td>\n",
        "      <td>     Las Vegas, NV</td>\n",
        "      <td> 36.148491</td>\n",
        "      <td>-115.173969</td>\n",
        "      <td> 16.144965</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td> 38</td>\n",
        "      <td> 17305</td>\n",
        "      <td>  55</td>\n",
        "      <td>         Omaha, NE</td>\n",
        "      <td> 41.257774</td>\n",
        "      <td> -96.033224</td>\n",
        "      <td> 16.327183</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td> 40</td>\n",
        "      <td> 20598</td>\n",
        "      <td>  53</td>\n",
        "      <td>   San Antonio, TX</td>\n",
        "      <td> 29.465545</td>\n",
        "      <td> -98.529230</td>\n",
        "      <td> 16.755273</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td> 30</td>\n",
        "      <td> 14995</td>\n",
        "      <td>  82</td>\n",
        "      <td>         Miami, FL</td>\n",
        "      <td> 25.779705</td>\n",
        "      <td> -80.281183</td>\n",
        "      <td> 16.819616</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td> 35</td>\n",
        "      <td>  4510</td>\n",
        "      <td>  62</td>\n",
        "      <td>    Cincinnati, OH</td>\n",
        "      <td> 39.143976</td>\n",
        "      <td> -84.512044</td>\n",
        "      <td> 16.819669</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td> 31</td>\n",
        "      <td>  5066</td>\n",
        "      <td>  78</td>\n",
        "      <td>      Columbus, OH</td>\n",
        "      <td> 39.980620</td>\n",
        "      <td> -82.988567</td>\n",
        "      <td> 17.495683</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td> 22</td>\n",
        "      <td> 19840</td>\n",
        "      <td> 105</td>\n",
        "      <td>     Rochester, NY</td>\n",
        "      <td> 43.170996</td>\n",
        "      <td> -77.620173</td>\n",
        "      <td> 17.588262</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td> 19</td>\n",
        "      <td>  5806</td>\n",
        "      <td> 119</td>\n",
        "      <td>        Dallas, TX</td>\n",
        "      <td> 32.801113</td>\n",
        "      <td> -96.791232</td>\n",
        "      <td> 17.688958</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td> 21</td>\n",
        "      <td>  3004</td>\n",
        "      <td> 106</td>\n",
        "      <td>      Brooklyn, NY</td>\n",
        "      <td> 40.653290</td>\n",
        "      <td> -73.957097</td>\n",
        "      <td> 17.784129</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td> 33</td>\n",
        "      <td> 18247</td>\n",
        "      <td>  65</td>\n",
        "      <td>       Phoenix, AZ</td>\n",
        "      <td> 33.505065</td>\n",
        "      <td>-112.093196</td>\n",
        "      <td> 17.991620</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td> 32</td>\n",
        "      <td> 22744</td>\n",
        "      <td>  78</td>\n",
        "      <td>         Tampa, FL</td>\n",
        "      <td> 27.992651</td>\n",
        "      <td> -82.478067</td>\n",
        "      <td> 18.086046</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td> 24</td>\n",
        "      <td>  4712</td>\n",
        "      <td> 103</td>\n",
        "      <td>     Cleveland, OH</td>\n",
        "      <td> 41.489344</td>\n",
        "      <td> -81.651590</td>\n",
        "      <td> 19.115945</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td> 34</td>\n",
        "      <td> 11394</td>\n",
        "      <td>  64</td>\n",
        "      <td>  Indianapolis, IN</td>\n",
        "      <td> 39.788929</td>\n",
        "      <td> -86.140857</td>\n",
        "      <td> 19.166144</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td> 20</td>\n",
        "      <td> 19185</td>\n",
        "      <td> 118</td>\n",
        "      <td>       Raleigh, NC</td>\n",
        "      <td> 35.821088</td>\n",
        "      <td> -78.651623</td>\n",
        "      <td> 19.525962</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td> 14</td>\n",
        "      <td> 20979</td>\n",
        "      <td> 150</td>\n",
        "      <td>       Seattle, WA</td>\n",
        "      <td> 47.629682</td>\n",
        "      <td>-122.339684</td>\n",
        "      <td> 19.944089</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td> 29</td>\n",
        "      <td>  4237</td>\n",
        "      <td>  83</td>\n",
        "      <td>    Charleston, SC</td>\n",
        "      <td> 32.835279</td>\n",
        "      <td> -80.009945</td>\n",
        "      <td> 20.146765</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td> 12</td>\n",
        "      <td>  1110</td>\n",
        "      <td> 159</td>\n",
        "      <td>       Atlanta, GA</td>\n",
        "      <td> 33.794711</td>\n",
        "      <td> -84.386752</td>\n",
        "      <td> 20.284211</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td> 23</td>\n",
        "      <td> 11936</td>\n",
        "      <td> 104</td>\n",
        "      <td>   Kansas City, MO</td>\n",
        "      <td> 39.101596</td>\n",
        "      <td> -94.549238</td>\n",
        "      <td> 20.306605</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td> 26</td>\n",
        "      <td> 17433</td>\n",
        "      <td>  93</td>\n",
        "      <td>       Orlando, FL</td>\n",
        "      <td> 28.491813</td>\n",
        "      <td> -81.344305</td>\n",
        "      <td> 20.319030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td> 13</td>\n",
        "      <td> 24288</td>\n",
        "      <td> 158</td>\n",
        "      <td>    Washington, DC</td>\n",
        "      <td> 38.908814</td>\n",
        "      <td> -77.022172</td>\n",
        "      <td> 20.325865</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td> 18</td>\n",
        "      <td>  1398</td>\n",
        "      <td> 124</td>\n",
        "      <td>     Baltimore, MD</td>\n",
        "      <td> 39.312006</td>\n",
        "      <td> -76.618593</td>\n",
        "      <td> 20.549037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td> 28</td>\n",
        "      <td> 16115</td>\n",
        "      <td>  85</td>\n",
        "      <td>     Nashville, TN</td>\n",
        "      <td> 36.151280</td>\n",
        "      <td> -86.775243</td>\n",
        "      <td> 20.550125</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td> 17</td>\n",
        "      <td> 20613</td>\n",
        "      <td> 128</td>\n",
        "      <td> San Francisco, CA</td>\n",
        "      <td> 37.769239</td>\n",
        "      <td>-122.429995</td>\n",
        "      <td> 20.653057</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td> 27</td>\n",
        "      <td> 13993</td>\n",
        "      <td>  92</td>\n",
        "      <td>       Madison, WI</td>\n",
        "      <td> 43.080446</td>\n",
        "      <td> -89.417656</td>\n",
        "      <td> 20.673070</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37</th>\n",
        "      <td>  4</td>\n",
        "      <td>  2573</td>\n",
        "      <td> 205</td>\n",
        "      <td>        Boston, MA</td>\n",
        "      <td> 42.353737</td>\n",
        "      <td> -71.069189</td>\n",
        "      <td> 20.752573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td> 41</td>\n",
        "      <td> 19599</td>\n",
        "      <td>  53</td>\n",
        "      <td>      Richmond, VA</td>\n",
        "      <td> 37.531207</td>\n",
        "      <td> -77.471499</td>\n",
        "      <td> 20.772691</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>33</th>\n",
        "      <td>  8</td>\n",
        "      <td> 18226</td>\n",
        "      <td> 172</td>\n",
        "      <td>  Philadelphia, PA</td>\n",
        "      <td> 39.997830</td>\n",
        "      <td> -75.148685</td>\n",
        "      <td> 21.199493</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>31</th>\n",
        "      <td> 10</td>\n",
        "      <td> 18805</td>\n",
        "      <td> 168</td>\n",
        "      <td>      Portland, OR</td>\n",
        "      <td> 45.527096</td>\n",
        "      <td>-122.650374</td>\n",
        "      <td> 21.302945</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>36</th>\n",
        "      <td>  5</td>\n",
        "      <td> 16467</td>\n",
        "      <td> 199</td>\n",
        "      <td>      New York, NY</td>\n",
        "      <td> 40.769222</td>\n",
        "      <td> -73.972050</td>\n",
        "      <td> 21.313397</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>30</th>\n",
        "      <td> 11</td>\n",
        "      <td>  4249</td>\n",
        "      <td> 160</td>\n",
        "      <td>     Charlotte, NC</td>\n",
        "      <td> 35.202282</td>\n",
        "      <td> -80.831645</td>\n",
        "      <td> 21.823952</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>35</th>\n",
        "      <td>  6</td>\n",
        "      <td>  1219</td>\n",
        "      <td> 198</td>\n",
        "      <td>        Austin, TX</td>\n",
        "      <td> 30.307606</td>\n",
        "      <td> -97.763000</td>\n",
        "      <td> 22.133563</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>34</th>\n",
        "      <td>  7</td>\n",
        "      <td> 11106</td>\n",
        "      <td> 180</td>\n",
        "      <td>       Houston, TX</td>\n",
        "      <td> 29.775506</td>\n",
        "      <td> -95.416087</td>\n",
        "      <td> 22.160493</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td> 15</td>\n",
        "      <td> 15323</td>\n",
        "      <td> 141</td>\n",
        "      <td>   Minneapolis, MN</td>\n",
        "      <td> 44.960985</td>\n",
        "      <td> -93.263526</td>\n",
        "      <td> 22.416567</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td> 25</td>\n",
        "      <td> 20322</td>\n",
        "      <td> 101</td>\n",
        "      <td>    Sacramento, CA</td>\n",
        "      <td> 38.575010</td>\n",
        "      <td>-121.437836</td>\n",
        "      <td> 22.619894</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>38</th>\n",
        "      <td>  3</td>\n",
        "      <td> 13663</td>\n",
        "      <td> 216</td>\n",
        "      <td>   Los Angeles, CA</td>\n",
        "      <td> 34.041828</td>\n",
        "      <td>-118.305368</td>\n",
        "      <td> 22.926115</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>39</th>\n",
        "      <td>  2</td>\n",
        "      <td> 20609</td>\n",
        "      <td> 236</td>\n",
        "      <td>     San Diego, CA</td>\n",
        "      <td> 32.792917</td>\n",
        "      <td>-117.136388</td>\n",
        "      <td> 23.406638</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td> 36</td>\n",
        "      <td> 13212</td>\n",
        "      <td>  61</td>\n",
        "      <td>     Lexington, KY</td>\n",
        "      <td> 38.027804</td>\n",
        "      <td> -84.499392</td>\n",
        "      <td> 24.128933</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td> 16</td>\n",
        "      <td> 15279</td>\n",
        "      <td> 133</td>\n",
        "      <td>     Milwaukee, WI</td>\n",
        "      <td> 43.069375</td>\n",
        "      <td> -87.963696</td>\n",
        "      <td> 24.297556</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>41</th>\n",
        "      <td>  0</td>\n",
        "      <td>  4404</td>\n",
        "      <td> 346</td>\n",
        "      <td>       Chicago, IL</td>\n",
        "      <td> 41.871747</td>\n",
        "      <td> -87.668912</td>\n",
        "      <td> 25.572821</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>32</th>\n",
        "      <td>  9</td>\n",
        "      <td>  3192</td>\n",
        "      <td> 170</td>\n",
        "      <td>       Buffalo, NY</td>\n",
        "      <td> 42.908863</td>\n",
        "      <td> -78.851109</td>\n",
        "      <td> 25.658501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>40</th>\n",
        "      <td>  1</td>\n",
        "      <td>  6211</td>\n",
        "      <td> 312</td>\n",
        "      <td>        Denver, CO</td>\n",
        "      <td> 39.718414</td>\n",
        "      <td>-104.961771</td>\n",
        "      <td> 26.284749</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "output_type": "pyout",
       "prompt_number": 81,
       "text": [
        "    locbinid  cityid  beercount           fullname        lat         lng  snobscore\n",
        "4         37   13704         55     Louisville, KY  38.222539  -85.731388  15.796215\n",
        "2         39   12851         54      Las Vegas, NV  36.148491 -115.173969  16.144965\n",
        "3         38   17305         55          Omaha, NE  41.257774  -96.033224  16.327183\n",
        "0         40   20598         53    San Antonio, TX  29.465545  -98.529230  16.755273\n",
        "11        30   14995         82          Miami, FL  25.779705  -80.281183  16.819616\n",
        "6         35    4510         62     Cincinnati, OH  39.143976  -84.512044  16.819669\n",
        "10        31    5066         78       Columbus, OH  39.980620  -82.988567  17.495683\n",
        "19        22   19840        105      Rochester, NY  43.170996  -77.620173  17.588262\n",
        "22        19    5806        119         Dallas, TX  32.801113  -96.791232  17.688958\n",
        "20        21    3004        106       Brooklyn, NY  40.653290  -73.957097  17.784129\n",
        "8         33   18247         65        Phoenix, AZ  33.505065 -112.093196  17.991620\n",
        "9         32   22744         78          Tampa, FL  27.992651  -82.478067  18.086046\n",
        "17        24    4712        103      Cleveland, OH  41.489344  -81.651590  19.115945\n",
        "7         34   11394         64   Indianapolis, IN  39.788929  -86.140857  19.166144\n",
        "21        20   19185        118        Raleigh, NC  35.821088  -78.651623  19.525962\n",
        "27        14   20979        150        Seattle, WA  47.629682 -122.339684  19.944089\n",
        "12        29    4237         83     Charleston, SC  32.835279  -80.009945  20.146765\n",
        "29        12    1110        159        Atlanta, GA  33.794711  -84.386752  20.284211\n",
        "18        23   11936        104    Kansas City, MO  39.101596  -94.549238  20.306605\n",
        "15        26   17433         93        Orlando, FL  28.491813  -81.344305  20.319030\n",
        "28        13   24288        158     Washington, DC  38.908814  -77.022172  20.325865\n",
        "23        18    1398        124      Baltimore, MD  39.312006  -76.618593  20.549037\n",
        "13        28   16115         85      Nashville, TN  36.151280  -86.775243  20.550125\n",
        "24        17   20613        128  San Francisco, CA  37.769239 -122.429995  20.653057\n",
        "14        27   13993         92        Madison, WI  43.080446  -89.417656  20.673070\n",
        "37         4    2573        205         Boston, MA  42.353737  -71.069189  20.752573\n",
        "1         41   19599         53       Richmond, VA  37.531207  -77.471499  20.772691\n",
        "33         8   18226        172   Philadelphia, PA  39.997830  -75.148685  21.199493\n",
        "31        10   18805        168       Portland, OR  45.527096 -122.650374  21.302945\n",
        "36         5   16467        199       New York, NY  40.769222  -73.972050  21.313397\n",
        "30        11    4249        160      Charlotte, NC  35.202282  -80.831645  21.823952\n",
        "35         6    1219        198         Austin, TX  30.307606  -97.763000  22.133563\n",
        "34         7   11106        180        Houston, TX  29.775506  -95.416087  22.160493\n",
        "26        15   15323        141    Minneapolis, MN  44.960985  -93.263526  22.416567\n",
        "16        25   20322        101     Sacramento, CA  38.575010 -121.437836  22.619894\n",
        "38         3   13663        216    Los Angeles, CA  34.041828 -118.305368  22.926115\n",
        "39         2   20609        236      San Diego, CA  32.792917 -117.136388  23.406638\n",
        "5         36   13212         61      Lexington, KY  38.027804  -84.499392  24.128933\n",
        "25        16   15279        133      Milwaukee, WI  43.069375  -87.963696  24.297556\n",
        "41         0    4404        346        Chicago, IL  41.871747  -87.668912  25.572821\n",
        "32         9    3192        170        Buffalo, NY  42.908863  -78.851109  25.658501\n",
        "40         1    6211        312         Denver, CO  39.718414 -104.961771  26.284749"
       ]
      }
     ],
     "prompt_number": 81
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "snob.hist('snobscore')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 83,
       "text": [
        "array([[<matplotlib.axes.AxesSubplot object at 0x111a77690>]], dtype=object)"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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      }
     ],
     "prompt_number": 83
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}