{
 "metadata": {
  "name": "1906_identity"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Code by [Scott B Miles](http://resilscience.com/?page_id=2)."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from pandas import *\n",
      "from __future__ import division"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pandas.set_option('display.height', 500)\n",
      "pandas.set_option('display.max_rows', 500)\n",
      "pandas.set_option('display.max_columns', 500)\n",
      "pandas.set_option('display.width', 500)\n",
      "pandas.set_option('display.mpl_style', False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "xls1 = ExcelFile('davies_1906_data.xlsx')\n",
      "population = xls1.parse('nbrhd_population')\n",
      "\n",
      "xls2 = ExcelFile('davies_1906_data.xlsx')\n",
      "employment = xls2.parse('nbrhd_employment', parse_dates=[0])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "population"
     ],
     "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>Neighborhood</th>\n",
        "      <th>1900</th>\n",
        "      <th>1910</th>\n",
        "      <th>1920</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>                  South of Market</td>\n",
        "      <td>  61000</td>\n",
        "      <td>  45000</td>\n",
        "      <td>  75000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                 Mission District</td>\n",
        "      <td>  78000</td>\n",
        "      <td> 120000</td>\n",
        "      <td> 210000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>                     Potrero Hill</td>\n",
        "      <td>   2502</td>\n",
        "      <td>  11000</td>\n",
        "      <td>  25000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>                    Outer Mission</td>\n",
        "      <td>   2100</td>\n",
        "      <td>  19000</td>\n",
        "      <td>  96000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> Western Addition-Pacific Heights</td>\n",
        "      <td>  86000</td>\n",
        "      <td> 130000</td>\n",
        "      <td> 250000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>                      North Beach</td>\n",
        "      <td>  21000</td>\n",
        "      <td>  14000</td>\n",
        "      <td>  40000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>                        Chinatown</td>\n",
        "      <td>   8211</td>\n",
        "      <td>  14000</td>\n",
        "      <td>  12000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>                         Downtown</td>\n",
        "      <td>  36000</td>\n",
        "      <td>  18000</td>\n",
        "      <td>  88000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>                   Panhandle Area</td>\n",
        "      <td>   5017</td>\n",
        "      <td>  19000</td>\n",
        "      <td>  16000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>                           Sunset</td>\n",
        "      <td>   7211</td>\n",
        "      <td>  23000</td>\n",
        "      <td>  60000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>                         Richmond</td>\n",
        "      <td>  21000</td>\n",
        "      <td>  45000</td>\n",
        "      <td>  78000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>                         Military</td>\n",
        "      <td>   1404</td>\n",
        "      <td>   2102</td>\n",
        "      <td>  19000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>                All neighborhoods</td>\n",
        "      <td> 329445</td>\n",
        "      <td> 460102</td>\n",
        "      <td> 969000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "                        Neighborhood    1900    1910    1920\n",
        "0                    South of Market   61000   45000   75000\n",
        "1                   Mission District   78000  120000  210000\n",
        "2                       Potrero Hill    2502   11000   25000\n",
        "3                      Outer Mission    2100   19000   96000\n",
        "4   Western Addition-Pacific Heights   86000  130000  250000\n",
        "5                        North Beach   21000   14000   40000\n",
        "6                          Chinatown    8211   14000   12000\n",
        "7                           Downtown   36000   18000   88000\n",
        "8                     Panhandle Area    5017   19000   16000\n",
        "9                             Sunset    7211   23000   60000\n",
        "10                          Richmond   21000   45000   78000\n",
        "11                          Military    1404    2102   19000\n",
        "12                 All neighborhoods  329445  460102  969000"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figsize(12,10)\n",
      "fig, ax = subplots()\n",
      "\n",
      "x_loc = np.arange(13) \n",
      "\n",
      "num_items = 3.0\n",
      "margin = 0.1\n",
      "width = (1.-2.*margin)/num_items\n",
      "\n",
      "bar(x_loc, population['1900'], width, color='#A52A2A', label='1900')\n",
      "bar(x_loc+width, population['1910'], width, color='#C97F7F', label='1910')\n",
      "bar(x_loc+width*2.0, population['1920'], width, color='#E4BFBF', label='1920')\n",
      "\n",
      "ax.tick_params(axis='y', labelsize=15)\n",
      "ax.set_ylabel('San Francisco Population', fontsize=20)\n",
      "ax.set_xticks(x_loc+width)\n",
      "ax.set_xticklabels( ('South of Market', 'Mission District', 'Potrero Hill', 'Outer Mission', 'Pacific Heights', 'North Beach', 'Chinatown', 'Downtown', 'Panhandle Area', 'Sunset', 'Richmond', 'Military', 'All neighborhoods'), fontsize=20)\n",
      "for label in ax.get_xticklabels():\n",
      "    label.set_horizontalalignment('right')\n",
      "labels = ax.get_xticklabels() \n",
      "for label in labels: \n",
      "    label.set_rotation(30) \n",
      "    \n",
      "ax.legend(loc='upper left', fontsize=30)\n",
      "\n",
      "xlim(0,13)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 23,
       "text": [
        "(0, 13)"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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37t0Fttm7dy/R0dEEBARQv359Jk6cSE5Ojtf3JSIiIiLibZrElJMVK1bwyCOP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\nRK5CYII=\n"
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "population['1900-1910 Change'] = 100.0*((population['1910'] - population['1900'])/ population['1900'])\n",
      "population['1910-1920 Change'] = 100.0*((population['1920'] - population['1910'])/ population['1910'])\n",
      "population"
     ],
     "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>Neighborhood</th>\n",
        "      <th>1900</th>\n",
        "      <th>1910</th>\n",
        "      <th>1920</th>\n",
        "      <th>1900-1910 Change</th>\n",
        "      <th>1910-1920 Change</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0 </th>\n",
        "      <td>                  South of Market</td>\n",
        "      <td>  61000</td>\n",
        "      <td>  45000</td>\n",
        "      <td>  75000</td>\n",
        "      <td> -26.229508</td>\n",
        "      <td>  66.666667</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1 </th>\n",
        "      <td>                 Mission District</td>\n",
        "      <td>  78000</td>\n",
        "      <td> 120000</td>\n",
        "      <td> 210000</td>\n",
        "      <td>  53.846154</td>\n",
        "      <td>  75.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2 </th>\n",
        "      <td>                     Potrero Hill</td>\n",
        "      <td>   2502</td>\n",
        "      <td>  11000</td>\n",
        "      <td>  25000</td>\n",
        "      <td> 339.648281</td>\n",
        "      <td> 127.272727</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3 </th>\n",
        "      <td>                    Outer Mission</td>\n",
        "      <td>   2100</td>\n",
        "      <td>  19000</td>\n",
        "      <td>  96000</td>\n",
        "      <td> 804.761905</td>\n",
        "      <td> 405.263158</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4 </th>\n",
        "      <td> Western Addition-Pacific Heights</td>\n",
        "      <td>  86000</td>\n",
        "      <td> 130000</td>\n",
        "      <td> 250000</td>\n",
        "      <td>  51.162791</td>\n",
        "      <td>  92.307692</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5 </th>\n",
        "      <td>                      North Beach</td>\n",
        "      <td>  21000</td>\n",
        "      <td>  14000</td>\n",
        "      <td>  40000</td>\n",
        "      <td> -33.333333</td>\n",
        "      <td> 185.714286</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6 </th>\n",
        "      <td>                        Chinatown</td>\n",
        "      <td>   8211</td>\n",
        "      <td>  14000</td>\n",
        "      <td>  12000</td>\n",
        "      <td>  70.502984</td>\n",
        "      <td> -14.285714</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7 </th>\n",
        "      <td>                         Downtown</td>\n",
        "      <td>  36000</td>\n",
        "      <td>  18000</td>\n",
        "      <td>  88000</td>\n",
        "      <td> -50.000000</td>\n",
        "      <td> 388.888889</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8 </th>\n",
        "      <td>                   Panhandle Area</td>\n",
        "      <td>   5017</td>\n",
        "      <td>  19000</td>\n",
        "      <td>  16000</td>\n",
        "      <td> 278.712378</td>\n",
        "      <td> -15.789474</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9 </th>\n",
        "      <td>                           Sunset</td>\n",
        "      <td>   7211</td>\n",
        "      <td>  23000</td>\n",
        "      <td>  60000</td>\n",
        "      <td> 218.957149</td>\n",
        "      <td> 160.869565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>                         Richmond</td>\n",
        "      <td>  21000</td>\n",
        "      <td>  45000</td>\n",
        "      <td>  78000</td>\n",
        "      <td> 114.285714</td>\n",
        "      <td>  73.333333</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>                         Military</td>\n",
        "      <td>   1404</td>\n",
        "      <td>   2102</td>\n",
        "      <td>  19000</td>\n",
        "      <td>  49.715100</td>\n",
        "      <td> 803.901047</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>                All neighborhoods</td>\n",
        "      <td> 329445</td>\n",
        "      <td> 460102</td>\n",
        "      <td> 969000</td>\n",
        "      <td>  39.659731</td>\n",
        "      <td> 110.605474</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "                        Neighborhood    1900    1910    1920  1900-1910 Change  1910-1920 Change\n",
        "0                    South of Market   61000   45000   75000        -26.229508         66.666667\n",
        "1                   Mission District   78000  120000  210000         53.846154         75.000000\n",
        "2                       Potrero Hill    2502   11000   25000        339.648281        127.272727\n",
        "3                      Outer Mission    2100   19000   96000        804.761905        405.263158\n",
        "4   Western Addition-Pacific Heights   86000  130000  250000         51.162791         92.307692\n",
        "5                        North Beach   21000   14000   40000        -33.333333        185.714286\n",
        "6                          Chinatown    8211   14000   12000         70.502984        -14.285714\n",
        "7                           Downtown   36000   18000   88000        -50.000000        388.888889\n",
        "8                     Panhandle Area    5017   19000   16000        278.712378        -15.789474\n",
        "9                             Sunset    7211   23000   60000        218.957149        160.869565\n",
        "10                          Richmond   21000   45000   78000        114.285714         73.333333\n",
        "11                          Military    1404    2102   19000         49.715100        803.901047\n",
        "12                 All neighborhoods  329445  460102  969000         39.659731        110.605474"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figsize(12,10)\n",
      "fig, ax = subplots()\n",
      "\n",
      "x_loc = np.arange(13) \n",
      "\n",
      "num_items = 3.0\n",
      "margin = 0.1\n",
      "width = (1.-2.*margin)/num_items\n",
      "\n",
      "bar(x_loc, population['1900-1910 Change'], width, color='#333399', label='1900 to 1910')\n",
      "bar(x_loc+width, population['1910-1920 Change'], width, color='#9999CC', label='1910 to 1920')\n",
      "\n",
      "\n",
      "ax.set_ylabel('San Francisco Population Change (%)')\n",
      "ax.set_xticks(x_loc+width)\n",
      "ax.set_xticklabels( ('South of Market', 'Mission District', 'Potrero Hill', 'Outer Mission', 'Western Addition-Pacific Heights', 'North Beach', 'Chinatown', 'Downtown', 'Panhandle Area', 'Sunset', 'Richmond', 'Military', 'All neighborhoods'))\n",
      "for label in ax.get_xticklabels():\n",
      "    label.set_horizontalalignment('right')\n",
      "labels = ax.get_xticklabels() \n",
      "for label in labels: \n",
      "    label.set_rotation(30) \n",
      "\n",
      "ax.legend()\n",
      "\n",
      "xlim(0,13)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "(0, 13)"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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XXniBL774osxviv/ss8/o168fv//97zn33HPD99etW5ekpCRyc3PL5DhYe4mWFuciIiIi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l1ZsWJFenh46PKueDJ1e7fq1atrX8Kmf/fDhw/T1dVV28Hg3LlzWgY9ZXn2YM90FsL0+TJtxblz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\n"
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "employment_by_year = employment.set_index(['Year','Neighborhood'])\n",
      "employment_by_year"
     ],
     "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></th>\n",
        "      <th>Not working</th>\n",
        "      <th>Working class</th>\n",
        "      <th>Professional</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Year</th>\n",
        "      <th>Neighborhood</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th rowspan=\"13\" valign=\"top\">1900-01-01</th>\n",
        "      <th>South of Market</th>\n",
        "      <td> 49</td>\n",
        "      <td> 41</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mission District</th>\n",
        "      <td> 54</td>\n",
        "      <td> 33</td>\n",
        "      <td> 13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Potrero Hill</th>\n",
        "      <td> 76</td>\n",
        "      <td> 24</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Outer Mission</th>\n",
        "      <td> 29</td>\n",
        "      <td> 71</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Western Addition-Pacific Heights</th>\n",
        "      <td> 53</td>\n",
        "      <td> 27</td>\n",
        "      <td> 20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>North Beach</th>\n",
        "      <td> 59</td>\n",
        "      <td> 33</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chinatown</th>\n",
        "      <td> 21</td>\n",
        "      <td> 49</td>\n",
        "      <td> 30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Downtown</th>\n",
        "      <td> 35</td>\n",
        "      <td> 42</td>\n",
        "      <td> 22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Panhandle Area</th>\n",
        "      <td> 68</td>\n",
        "      <td> 20</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sunset</th>\n",
        "      <td> 61</td>\n",
        "      <td> 33</td>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Richmond</th>\n",
        "      <td> 56</td>\n",
        "      <td> 20</td>\n",
        "      <td> 24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Military</th>\n",
        "      <td> 29</td>\n",
        "      <td> 71</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>All neighborhoods</th>\n",
        "      <td> 51</td>\n",
        "      <td> 34</td>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"13\" valign=\"top\">1910-01-01</th>\n",
        "      <th>South of Market</th>\n",
        "      <td> 27</td>\n",
        "      <td> 61</td>\n",
        "      <td> 13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mission District</th>\n",
        "      <td> 54</td>\n",
        "      <td> 32</td>\n",
        "      <td> 14</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Potrero Hill</th>\n",
        "      <td> 57</td>\n",
        "      <td> 34</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Outer Mission</th>\n",
        "      <td> 59</td>\n",
        "      <td> 36</td>\n",
        "      <td>  5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Western Addition-Pacific Heights</th>\n",
        "      <td> 42</td>\n",
        "      <td> 33</td>\n",
        "      <td> 25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>North Beach</th>\n",
        "      <td> 57</td>\n",
        "      <td> 36</td>\n",
        "      <td>  7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chinatown</th>\n",
        "      <td> 28</td>\n",
        "      <td> 34</td>\n",
        "      <td> 39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Downtown</th>\n",
        "      <td> 22</td>\n",
        "      <td> 50</td>\n",
        "      <td> 28</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Panhandle Area</th>\n",
        "      <td> 51</td>\n",
        "      <td> 20</td>\n",
        "      <td> 29</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sunset</th>\n",
        "      <td> 55</td>\n",
        "      <td> 30</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Richmond</th>\n",
        "      <td> 48</td>\n",
        "      <td> 30</td>\n",
        "      <td> 22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Military</th>\n",
        "      <td> 38</td>\n",
        "      <td> 52</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>All neighborhoods</th>\n",
        "      <td> 46</td>\n",
        "      <td> 35</td>\n",
        "      <td> 19</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th rowspan=\"13\" valign=\"top\">1920-01-01</th>\n",
        "      <th>South of Market</th>\n",
        "      <td> 39</td>\n",
        "      <td> 50</td>\n",
        "      <td> 11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mission District</th>\n",
        "      <td> 53</td>\n",
        "      <td> 27</td>\n",
        "      <td> 20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Potrero Hill</th>\n",
        "      <td> 39</td>\n",
        "      <td> 47</td>\n",
        "      <td> 15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Outer Mission</th>\n",
        "      <td> 60</td>\n",
        "      <td> 30</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Western Addition-Pacific Heights</th>\n",
        "      <td> 46</td>\n",
        "      <td> 28</td>\n",
        "      <td> 26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>North Beach</th>\n",
        "      <td> 52</td>\n",
        "      <td> 39</td>\n",
        "      <td>  9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chinatown</th>\n",
        "      <td> 44</td>\n",
        "      <td> 46</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Downtown</th>\n",
        "      <td> 32</td>\n",
        "      <td> 29</td>\n",
        "      <td> 39</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Panhandle Area</th>\n",
        "      <td> 67</td>\n",
        "      <td> 13</td>\n",
        "      <td> 20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sunset</th>\n",
        "      <td> 61</td>\n",
        "      <td> 14</td>\n",
        "      <td> 25</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Richmond</th>\n",
        "      <td> 56</td>\n",
        "      <td> 18</td>\n",
        "      <td> 26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Military</th>\n",
        "      <td>  5</td>\n",
        "      <td> 93</td>\n",
        "      <td>  2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>All neighborhoods</th>\n",
        "      <td> 48</td>\n",
        "      <td> 31</td>\n",
        "      <td> 21</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "                                             Not working  Working class  Professional\n",
        "Year       Neighborhood                                                              \n",
        "1900-01-01 South of Market                            49             41            10\n",
        "           Mission District                           54             33            13\n",
        "           Potrero Hill                               76             24             0\n",
        "           Outer Mission                              29             71             0\n",
        "           Western Addition-Pacific Heights           53             27            20\n",
        "           North Beach                                59             33             8\n",
        "           Chinatown                                  21             49            30\n",
        "           Downtown                                   35             42            22\n",
        "           Panhandle Area                             68             20            12\n",
        "           Sunset                                     61             33             6\n",
        "           Richmond                                   56             20            24\n",
        "           Military                                   29             71             0\n",
        "           All neighborhoods                          51             34            16\n",
        "1910-01-01 South of Market                            27             61            13\n",
        "           Mission District                           54             32            14\n",
        "           Potrero Hill                               57             34            10\n",
        "           Outer Mission                              59             36             5\n",
        "           Western Addition-Pacific Heights           42             33            25\n",
        "           North Beach                                57             36             7\n",
        "           Chinatown                                  28             34            39\n",
        "           Downtown                                   22             50            28\n",
        "           Panhandle Area                             51             20            29\n",
        "           Sunset                                     55             30            15\n",
        "           Richmond                                   48             30            22\n",
        "           Military                                   38             52            10\n",
        "           All neighborhoods                          46             35            19\n",
        "1920-01-01 South of Market                            39             50            11\n",
        "           Mission District                           53             27            20\n",
        "           Potrero Hill                               39             47            15\n",
        "           Outer Mission                              60             30            10\n",
        "           Western Addition-Pacific Heights           46             28            26\n",
        "           North Beach                                52             39             9\n",
        "           Chinatown                                  44             46            10\n",
        "           Downtown                                   32             29            39\n",
        "           Panhandle Area                             67             13            20\n",
        "           Sunset                                     61             14            25\n",
        "           Richmond                                   56             18            26\n",
        "           Military                                    5             93             2\n",
        "           All neighborhoods                          48             31            21"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "employment_by_year.ix['1900-01-01']"
     ],
     "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>Not working</th>\n",
        "      <th>Working class</th>\n",
        "      <th>Professional</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Neighborhood</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>South of Market</th>\n",
        "      <td> 49</td>\n",
        "      <td> 41</td>\n",
        "      <td> 10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Mission District</th>\n",
        "      <td> 54</td>\n",
        "      <td> 33</td>\n",
        "      <td> 13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Potrero Hill</th>\n",
        "      <td> 76</td>\n",
        "      <td> 24</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Outer Mission</th>\n",
        "      <td> 29</td>\n",
        "      <td> 71</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Western Addition-Pacific Heights</th>\n",
        "      <td> 53</td>\n",
        "      <td> 27</td>\n",
        "      <td> 20</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>North Beach</th>\n",
        "      <td> 59</td>\n",
        "      <td> 33</td>\n",
        "      <td>  8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Chinatown</th>\n",
        "      <td> 21</td>\n",
        "      <td> 49</td>\n",
        "      <td> 30</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Downtown</th>\n",
        "      <td> 35</td>\n",
        "      <td> 42</td>\n",
        "      <td> 22</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Panhandle Area</th>\n",
        "      <td> 68</td>\n",
        "      <td> 20</td>\n",
        "      <td> 12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Sunset</th>\n",
        "      <td> 61</td>\n",
        "      <td> 33</td>\n",
        "      <td>  6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Richmond</th>\n",
        "      <td> 56</td>\n",
        "      <td> 20</td>\n",
        "      <td> 24</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Military</th>\n",
        "      <td> 29</td>\n",
        "      <td> 71</td>\n",
        "      <td>  0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>All neighborhoods</th>\n",
        "      <td> 51</td>\n",
        "      <td> 34</td>\n",
        "      <td> 16</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "                                  Not working  Working class  Professional\n",
        "Neighborhood                                                              \n",
        "South of Market                            49             41            10\n",
        "Mission District                           54             33            13\n",
        "Potrero Hill                               76             24             0\n",
        "Outer Mission                              29             71             0\n",
        "Western Addition-Pacific Heights           53             27            20\n",
        "North Beach                                59             33             8\n",
        "Chinatown                                  21             49            30\n",
        "Downtown                                   35             42            22\n",
        "Panhandle Area                             68             20            12\n",
        "Sunset                                     61             33             6\n",
        "Richmond                                   56             20            24\n",
        "Military                                   29             71             0\n",
        "All neighborhoods                          51             34            16"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figsize(12,10)\n",
      "fig, ax = subplots()\n",
      "\n",
      "x_loc = np.arange(13) \n",
      "width = 0.35\n",
      "\n",
      "num_items = 3.0\n",
      "margin = 0.1\n",
      "width = (1.-2.*margin)/num_items\n",
      "\n",
      "#1900\n",
      "\n",
      "not_working1900=employment_by_year.ix['1900-01-01']['Not working']\n",
      "working_class1900=employment_by_year.ix['1900-01-01']['Working class']\n",
      "professional1900=employment_by_year.ix['1900-01-01']['Professional']\n",
      "\n",
      "bar(x_loc, not_working1900, width, color='#252513')\n",
      "bar(x_loc, working_class1900, width, color='#949470', bottom=not_working1900)\n",
      "bar(x_loc, professional1900, width, color='#C2C2AD', bottom=not_working1900+working_class1900)\n",
      "\n",
      "# 1910\n",
      "\n",
      "not_working1910=employment_by_year.ix['1910-01-01']['Not working']\n",
      "working_class1910=employment_by_year.ix['1910-01-01']['Working class']\n",
      "professional1910=employment_by_year.ix['1910-01-01']['Professional']\n",
      "\n",
      "bar(x_loc+width, not_working1910, width, color='#252513')\n",
      "bar(x_loc+width, working_class1910, width, color='#949470', bottom=not_working1910)\n",
      "bar(x_loc+width, professional1910, width, color='#C2C2AD', bottom=not_working1910+working_class1910)\n",
      "\n",
      "# 1920\n",
      "\n",
      "not_working1920=employment_by_year.ix['1920-01-01']['Not working']\n",
      "working_class1920=employment_by_year.ix['1920-01-01']['Working class']\n",
      "professional1920=employment_by_year.ix['1920-01-01']['Professional']\n",
      "\n",
      "bar1 = bar(x_loc+2*width, not_working1920, width, color='#252513')\n",
      "bar2 = bar(x_loc+2*width, working_class1920, width, color='#949470', bottom=not_working1920)\n",
      "bar3 = bar(x_loc+2*width, professional1920, width, color='#C2C2AD', bottom=not_working1920+working_class1920)\n",
      "\n",
      "ylim(0,100)\n",
      "xlim(0,13)\n",
      "\n",
      "ax.tick_params(axis='y', labelsize=15)\n",
      "ax.set_ylabel('San Francisco Employment (%)', fontsize=20)\n",
      "ax.set_xticks(x_loc+width)\n",
      "ax.set_xticklabels( ('South of Market', 'Mission District', 'Potrero Hill', 'Outer Mission', 'Pacific Heights', 'North Beach', 'Chinatown', 'Downtown', 'Panhandle Area', 'Sunset', 'Richmond', 'Military', 'All neighborhoods'), fontsize=20)\n",
      "for label in ax.get_xticklabels():\n",
      "    label.set_horizontalalignment('right')\n",
      "labels = ax.get_xticklabels() \n",
      "for label in labels: \n",
      "    label.set_rotation(30) \n",
      "    \n",
      "ax.legend( (bar3[0], bar2[0], bar1[0]), ('Professional', 'Working class', 'Not working'), loc='lower left', fontsize=25)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "<matplotlib.legend.Legend at 0x9859ef0>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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JjzzyCAMGDKBdu3buFRxjaWnN3C4haixlgQN7YqywNjaW8ljKAgf2xFjRqlUL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\ngg==\n"
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figsize(12,10)\n",
      "fig, ax = subplots()\n",
      "\n",
      "working_class_1900_1910 = 100.0*((working_class1910 - working_class1900) / working_class1900)\n",
      "scatter1 = scatter(population['1900-1910 Change'], working_class_1900_1910, color='k', marker='o', s=40, label='1900 to 1910')\n",
      "\n",
      "working_class_1910_1920 = 100.0*((working_class1920 - working_class1910) / working_class1910)\n",
      "scatter2 = scatter(population['1910-1920 Change'], working_class_1910_1920, s=40, label='1910 to 1920')\n",
      "\n",
      "ax.set_ylabel('Working Class Population Change (%)')\n",
      "ax.set_xlabel('Total Population Change (%)')\n",
      "\n",
      "ax.legend(loc='upper right')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "<matplotlib.legend.Legend at 0x70c1070>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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NMxv5mYvszEZ+5iI7ONCEAwAAAF7GTDjgZQUFBVq+fLlWrlypypUra9y4cWrc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\nAMANzIQDAAAABqMJh62YjTMb+ZmL7MxGfuYiOzjRhAMAAAB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      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 16
    }
   ],
   "metadata": {}
  }
 ]
}