inauguration exploration-datadotworld-doc2vec.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "Source code from: “A Data Science Exercise: how similar is Trump to other Presidents based on Inaugural Speeches?” https://medium.com/@brianray_7981/a-data-science-exercise-how-similar-is-trump-to-other-presidents-based-on-inaugural-speeches-8fa7f534a5fb\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### Getting the data\n",
    "\n",
    "The data is stored in data.world\n",
    "\n",
    "> #### Setup  \n",
    "\n",
    "> Before running data.world notebooks for the first time, you'll need to:  \n",
    "1. Install data.world's Python package, including optional `pandas` dependencies: \n",
    "```shell\n",
    "pip install git+git://github.com/datadotworld/data.world-py.git#egg=project[PANDAS]\n",
    "```\n",
    "1. Obtain an API access token at https://data.world/settings/advanced\n",
    "1. Store API access token using the `dw` command-line tool: \n",
    "```shell\n",
    "dw configure\n",
    "```\n",
    "\n",
    "> Once your environment is set up, these steps do not need to be repeated for other data.world notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import datadotworld as dw\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Load dataset (onto the local file system)\n",
    "force_update = True\n",
    "dataset_local = dw.load_dataset('brianray/c-span-inaugural-address',\n",
    "                                force_update=force_update)  # cached under ~/.dw/cache"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'description': 'C-Span all US inaugural Presidential addresses from 1789-2017\\n\\nScript used to create found here: https://github.com/brianray/data.world-scripts/blob/master/load%20inaugural%20addresses.ipynb\\n\\nOriginal data from http://www.nltk.org/\\n\\nAdded Fillmore 1850, Obama 2013 and Trump 2017',\n",
       " 'homepage': 'https://data.world/brianray/c-span-inaugural-address',\n",
       " 'keywords': ['politics',\n",
       "  'inaugural',\n",
       "  'presidential',\n",
       "  'text',\n",
       "  'nltk',\n",
       "  'corpus'],\n",
       " 'license': 'Public Domain',\n",
       " 'name': 'brianray_c-span-inaugural-address',\n",
       " 'resources': [{'format': 'csv',\n",
       "   'name': 'c_span_inagural_addresses',\n",
       "   'path': 'data/c_span_inagural_addresses.csv'},\n",
       "  {'format': 'csv',\n",
       "   'name': 'uspresident_wikipedia_urls_thmbs_hs_brray_presidents',\n",
       "   'path': 'data/uspresident_wikipedia_urls_thmbs_hs_brray_presidents.csv'},\n",
       "  {'bytes': 6861,\n",
       "   'format': 'csv',\n",
       "   'mediatype': 'text/csv',\n",
       "   'name': 'original/USPresident-Wikipedia-URLs-Thmbs-HS_brray - presidents.csv',\n",
       "   'path': 'original/USPresident-Wikipedia-URLs-Thmbs-HS_brray - presidents.csv'},\n",
       "  {'bytes': 845036,\n",
       "   'format': 'csv',\n",
       "   'mediatype': 'text/csv',\n",
       "   'name': 'original/c-span-inagural-addresses.csv',\n",
       "   'path': 'original/c-span-inagural-addresses.csv'},\n",
       "  {'bytes': 143379,\n",
       "   'description': 'Generated from http://bit.ly/2n1BliX',\n",
       "   'format': 'png',\n",
       "   'keywords': ['visualization'],\n",
       "   'mediatype': 'image/png',\n",
       "   'name': 'original/doc2vec_us_presidential_inaugurations.png',\n",
       "   'path': 'original/doc2vec_us_presidential_inaugurations.png'},\n",
       "  {'bytes': 274475,\n",
       "   'format': 'ipynb',\n",
       "   'mediatype': 'text/plain; charset=utf-8',\n",
       "   'name': 'original/inauguration%20exploration-datadotworld-doc2vec.ipynb',\n",
       "   'path': 'original/inauguration%20exploration-datadotworld-doc2vec.ipynb'}],\n",
       " 'title': 'C-Span Inaugural Address'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See what is in it\n",
    "dataset_local.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LazyLoadedDict({'c_span_inagural_addresses': LazyLoadedValue(<pandas.DataFrame>), 'original/USPresident-Wikipedia-URLs-Thmbs-HS_brray - presidents.csv': LazyLoadedValue(<pandas.DataFrame>), 'uspresident_wikipedia_urls_thmbs_hs_brray_presidents': LazyLoadedValue(<pandas.DataFrame>), 'original/c-span-inagural-addresses.csv': LazyLoadedValue(<pandas.DataFrame>)})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_local.dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_presidents = dataset_local.dataframes['uspresident_wikipedia_urls_thmbs_hs_brray_presidents']\n",
    "df_inagural = dataset_local.dataframes['c_span_inagural_addresses']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>president</th>\n",
       "      <th>speach_content</th>\n",
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       "      <th>0</th>\n",
       "      <td>1789</td>\n",
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       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
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       "      <td>1793</td>\n",
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       "      <th>2</th>\n",
       "      <td>1797</td>\n",
       "      <td>Adams</td>\n",
       "      <td>When it was first perceived, in early times, t...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1801</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Friends and Fellow Citizens:\\n\\nCalled upon to...</td>\n",
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       "      <th>4</th>\n",
       "      <td>1805</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1809</td>\n",
       "      <td>Madison</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1813</td>\n",
       "      <td>Madison</td>\n",
       "      <td>About to add the solemnity of an oath to the o...</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1817</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>I should be destitute of feeling if I was not ...</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1821</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>Fellow citizens, I shall not attempt to descri...</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1825</td>\n",
       "      <td>Adams</td>\n",
       "      <td>In compliance with an usage coeval with the ex...</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1829</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>Fellow citizens, about to undertake the arduou...</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1833</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>Fellow citizens, the will of the American peop...</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1837</td>\n",
       "      <td>VanBuren</td>\n",
       "      <td>Fellow citizens: The practice of all my predec...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1841</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Called from a retirement which I had supposed ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1845</td>\n",
       "      <td>Polk</td>\n",
       "      <td>Fellow citizens, without solicitation on my pa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1849</td>\n",
       "      <td>Taylor</td>\n",
       "      <td>Elected by the American people to the highest ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1850</td>\n",
       "      <td>Fillmore</td>\n",
       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1853</td>\n",
       "      <td>Pierce</td>\n",
       "      <td>My Countrymen, It a relief to feel that no hea...</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1857</td>\n",
       "      <td>Buchanan</td>\n",
       "      <td>Fellow citizens, I appear before you this day ...</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1861</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Citizens of the United States: In compl...</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1865</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Countrymen:\\n\\nAt this second appearing...</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1869</td>\n",
       "      <td>Grant</td>\n",
       "      <td>Citizens of the United States:\\n\\nYour suffrag...</td>\n",
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       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1873</td>\n",
       "      <td>Grant</td>\n",
       "      <td>Fellow-Citizens:\\n\\nUnder Providence I have be...</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1877</td>\n",
       "      <td>Hayes</td>\n",
       "      <td>Fellow citizens, we have assembled to repeat t...</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1881</td>\n",
       "      <td>Garfield</td>\n",
       "      <td>Fellow-Citizens:\\n\\nWe stand to-day upon an em...</td>\n",
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       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1885</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>Fellow citizens, in the presence of this vast ...</td>\n",
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       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1889</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Fellow-Citizens, there is no constitutional or...</td>\n",
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       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1893</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>My Fellow citizens, in obedience of the mandat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1897</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>Fellow citizens, In obedience to the will of t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1901</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>My fellow-citizens, when we assembled here on ...</td>\n",
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       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1905</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>My fellow citizens, no people on earth have mo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1909</td>\n",
       "      <td>Taft</td>\n",
       "      <td>My fellow citizens: Anyone who has taken the o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1913</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>There has been a change of government. It bega...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1917</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>My Fellow citizens: The four years which have ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1921</td>\n",
       "      <td>Harding</td>\n",
       "      <td>My Countrymen:\\n\\nWhen one surveys the world a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1923</td>\n",
       "      <td>Coolidge</td>\n",
       "      <td>My countrymen,\\n\\nno one can contemplate curre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1929</td>\n",
       "      <td>Hoover</td>\n",
       "      <td>My Countrymen: This occasion is not alone the ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1933</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>I am certain that my fellow Americans expect t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1937</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>When four years ago we met to inaugurate a Pre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1941</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>On each national day of inauguration since 178...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1945</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>Chief Justice, Mr. Vice President, my friends,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1949</td>\n",
       "      <td>Truman</td>\n",
       "      <td>Mr. Vice President, Mr. Chief Justice, and fel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1953</td>\n",
       "      <td>Eisenhower</td>\n",
       "      <td>My friends, before I begin the expression of t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1957</td>\n",
       "      <td>Eisenhower</td>\n",
       "      <td>The Price of Peace\\nMr. Chairman, Mr. Vice Pre...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1961</td>\n",
       "      <td>Kennedy</td>\n",
       "      <td>Vice President Johnson, Mr. Speaker, Mr. Chief...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1965</td>\n",
       "      <td>Johnson</td>\n",
       "      <td>My fellow countrymen, on this occasion, the oa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1969</td>\n",
       "      <td>Nixon</td>\n",
       "      <td>Senator Dirksen, Mr. Chief Justice, Mr. Vice P...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1973</td>\n",
       "      <td>Nixon</td>\n",
       "      <td>Mr. Vice President, Mr. Speaker, Mr. Chief Jus...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1977</td>\n",
       "      <td>Carter</td>\n",
       "      <td>For myself and for our Nation, I want to thank...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1981</td>\n",
       "      <td>Reagan</td>\n",
       "      <td>Senator Hatfield, Mr. Chief Justice, Mr. Presi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1985</td>\n",
       "      <td>Reagan</td>\n",
       "      <td>Senator Mathias, Chief Justice Burger, Vice Pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1989</td>\n",
       "      <td>Bush</td>\n",
       "      <td>Mr. Chief Justice, Mr. President, Vice Preside...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1993</td>\n",
       "      <td>Clinton</td>\n",
       "      <td>My fellow citizens, today we celebrate the mys...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1997</td>\n",
       "      <td>Clinton</td>\n",
       "      <td>My fellow citizens: At this last presidential ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2001</td>\n",
       "      <td>Bush</td>\n",
       "      <td>President Clinton, distinguished guests and my...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2005</td>\n",
       "      <td>Bush</td>\n",
       "      <td>Vice President Cheney, Mr. Chief Justice, Pres...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2009</td>\n",
       "      <td>Obama</td>\n",
       "      <td>My fellow citizens:\\n\\nI stand here today humb...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2013</td>\n",
       "      <td>Obama</td>\n",
       "      <td>Each time we gather to inaugurate a President ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2017</td>\n",
       "      <td>Trump</td>\n",
       "      <td>Chief Justice Roberts, President Carter, Presi...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year   president                                     speach_content\n",
       "0   1789  Washington  Fellow-Citizens of the Senate and of the House...\n",
       "1   1793  Washington  Fellow citizens, I am again called upon by the...\n",
       "2   1797       Adams  When it was first perceived, in early times, t...\n",
       "3   1801   Jefferson  Friends and Fellow Citizens:\\n\\nCalled upon to...\n",
       "4   1805   Jefferson  Proceeding, fellow citizens, to that qualifica...\n",
       "5   1809     Madison  Unwilling to depart from examples of the most ...\n",
       "6   1813     Madison  About to add the solemnity of an oath to the o...\n",
       "7   1817      Monroe  I should be destitute of feeling if I was not ...\n",
       "8   1821      Monroe  Fellow citizens, I shall not attempt to descri...\n",
       "9   1825       Adams  In compliance with an usage coeval with the ex...\n",
       "10  1829     Jackson  Fellow citizens, about to undertake the arduou...\n",
       "11  1833     Jackson  Fellow citizens, the will of the American peop...\n",
       "12  1837    VanBuren  Fellow citizens: The practice of all my predec...\n",
       "13  1841    Harrison  Called from a retirement which I had supposed ...\n",
       "14  1845        Polk  Fellow citizens, without solicitation on my pa...\n",
       "15  1849      Taylor  Elected by the American people to the highest ...\n",
       "16  1850    Fillmore  Fellow-Citizens of the Senate and of the House...\n",
       "17  1853      Pierce  My Countrymen, It a relief to feel that no hea...\n",
       "18  1857    Buchanan  Fellow citizens, I appear before you this day ...\n",
       "19  1861     Lincoln  Fellow-Citizens of the United States: In compl...\n",
       "20  1865     Lincoln  Fellow-Countrymen:\\n\\nAt this second appearing...\n",
       "21  1869       Grant  Citizens of the United States:\\n\\nYour suffrag...\n",
       "22  1873       Grant  Fellow-Citizens:\\n\\nUnder Providence I have be...\n",
       "23  1877       Hayes  Fellow citizens, we have assembled to repeat t...\n",
       "24  1881    Garfield  Fellow-Citizens:\\n\\nWe stand to-day upon an em...\n",
       "25  1885   Cleveland  Fellow citizens, in the presence of this vast ...\n",
       "26  1889    Harrison  Fellow-Citizens, there is no constitutional or...\n",
       "27  1893   Cleveland  My Fellow citizens, in obedience of the mandat...\n",
       "28  1897    McKinley  Fellow citizens, In obedience to the will of t...\n",
       "29  1901    McKinley  My fellow-citizens, when we assembled here on ...\n",
       "30  1905   Roosevelt  My fellow citizens, no people on earth have mo...\n",
       "31  1909        Taft  My fellow citizens: Anyone who has taken the o...\n",
       "32  1913      Wilson  There has been a change of government. It bega...\n",
       "33  1917      Wilson  My Fellow citizens: The four years which have ...\n",
       "34  1921     Harding  My Countrymen:\\n\\nWhen one surveys the world a...\n",
       "35  1923    Coolidge  My countrymen,\\n\\nno one can contemplate curre...\n",
       "36  1929      Hoover  My Countrymen: This occasion is not alone the ...\n",
       "37  1933   Roosevelt  I am certain that my fellow Americans expect t...\n",
       "38  1937   Roosevelt  When four years ago we met to inaugurate a Pre...\n",
       "39  1941   Roosevelt  On each national day of inauguration since 178...\n",
       "40  1945   Roosevelt  Chief Justice, Mr. Vice President, my friends,...\n",
       "41  1949      Truman  Mr. Vice President, Mr. Chief Justice, and fel...\n",
       "42  1953  Eisenhower  My friends, before I begin the expression of t...\n",
       "43  1957  Eisenhower  The Price of Peace\\nMr. Chairman, Mr. Vice Pre...\n",
       "44  1961     Kennedy  Vice President Johnson, Mr. Speaker, Mr. Chief...\n",
       "45  1965     Johnson  My fellow countrymen, on this occasion, the oa...\n",
       "46  1969       Nixon  Senator Dirksen, Mr. Chief Justice, Mr. Vice P...\n",
       "47  1973       Nixon  Mr. Vice President, Mr. Speaker, Mr. Chief Jus...\n",
       "48  1977      Carter  For myself and for our Nation, I want to thank...\n",
       "49  1981      Reagan  Senator Hatfield, Mr. Chief Justice, Mr. Presi...\n",
       "50  1985      Reagan  Senator Mathias, Chief Justice Burger, Vice Pr...\n",
       "51  1989        Bush  Mr. Chief Justice, Mr. President, Vice Preside...\n",
       "52  1993     Clinton  My fellow citizens, today we celebrate the mys...\n",
       "53  1997     Clinton  My fellow citizens: At this last presidential ...\n",
       "54  2001        Bush  President Clinton, distinguished guests and my...\n",
       "55  2005        Bush  Vice President Cheney, Mr. Chief Justice, Pres...\n",
       "56  2009       Obama  My fellow citizens:\\n\\nI stand here today humb...\n",
       "57  2013       Obama  Each time we gather to inaugurate a President ...\n",
       "58  2017       Trump  Chief Justice Roberts, President Carter, Presi..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_inagural"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>presidency</th>\n",
       "      <th>president</th>\n",
       "      <th>wikipedia_entry</th>\n",
       "      <th>took_office</th>\n",
       "      <th>left_office</th>\n",
       "      <th>party</th>\n",
       "      <th>portrait</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>home_state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>George Washington</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_Washington</td>\n",
       "      <td>1789-04-03</td>\n",
       "      <td>4/3/1797</td>\n",
       "      <td>Independent</td>\n",
       "      <td>GeorgeWashington.jpg</td>\n",
       "      <td>thmb_GeorgeWashington.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>John Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Adams</td>\n",
       "      <td>1797-04-03</td>\n",
       "      <td>4/3/1801</td>\n",
       "      <td>Federalist</td>\n",
       "      <td>JohnAdams.jpg</td>\n",
       "      <td>thmb_JohnAdams.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Thomas_Jefferson</td>\n",
       "      <td>1801-04-03</td>\n",
       "      <td>4/3/1809</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>Thomasjefferson.gif</td>\n",
       "      <td>thmb_Thomasjefferson.gif</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>James Madison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Madison</td>\n",
       "      <td>1809-04-03</td>\n",
       "      <td>4/3/1817</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMadison.gif</td>\n",
       "      <td>thmb_JamesMadison.gif</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>James Monroe</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Monroe</td>\n",
       "      <td>1817-04-03</td>\n",
       "      <td>4/3/1825</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMonroe.gif</td>\n",
       "      <td>thmb_JamesMonroe.gif</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>John Quincy Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Quincy_Adams</td>\n",
       "      <td>1825-04-03</td>\n",
       "      <td>4/3/1829</td>\n",
       "      <td>Democratic-Republican/National Republican</td>\n",
       "      <td>JohnQuincyAdams.gif</td>\n",
       "      <td>thmb_JohnQuincyAdams.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Jackson</td>\n",
       "      <td>1829-04-03</td>\n",
       "      <td>4/3/1837</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Andrew_jackson_head.gif</td>\n",
       "      <td>thmb_Andrew_jackson_head.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Martin Van Buren</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Martin_Van_Buren</td>\n",
       "      <td>1837-04-03</td>\n",
       "      <td>4/3/1841</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>MartinVanBuren.gif</td>\n",
       "      <td>thmb_MartinVanBuren.gif</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>William Henry Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Henry_Har...</td>\n",
       "      <td>1841-04-03</td>\n",
       "      <td>4/4/1841</td>\n",
       "      <td>Whig</td>\n",
       "      <td>WilliamHenryHarrison.gif</td>\n",
       "      <td>thmb_WilliamHenryHarrison.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>John Tyler</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Tyler</td>\n",
       "      <td>1841-04-04</td>\n",
       "      <td>4/3/1845</td>\n",
       "      <td>Whig</td>\n",
       "      <td>JohnTyler.jpg</td>\n",
       "      <td>thmb_JohnTyler.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>James K. Polk</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_K._Polk</td>\n",
       "      <td>1845-04-03</td>\n",
       "      <td>4/3/1849</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesKPolk.gif</td>\n",
       "      <td>thmb_JamesKPolk.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Zachary Taylor</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Zachary_Taylor</td>\n",
       "      <td>1849-04-03</td>\n",
       "      <td>9/7/1850</td>\n",
       "      <td>Whig</td>\n",
       "      <td>ZacharyTaylor.jpg</td>\n",
       "      <td>thmb_ZacharyTaylor.jpg</td>\n",
       "      <td>Louisiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Millard Fillmore</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Millard_Fillmore</td>\n",
       "      <td>1850-09-07</td>\n",
       "      <td>4/3/1853</td>\n",
       "      <td>Whig</td>\n",
       "      <td>MillardFillmore.png</td>\n",
       "      <td>thmb_MillardFillmore.png</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Franklin Pierce</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_Pierce</td>\n",
       "      <td>1853-04-03</td>\n",
       "      <td>4/3/1857</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinPierce.gif</td>\n",
       "      <td>thmb_FranklinPierce.gif</td>\n",
       "      <td>New Hampshire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>James Buchanan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Buchanan</td>\n",
       "      <td>1857-04-03</td>\n",
       "      <td>4/3/1861</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesBuchanan.gif</td>\n",
       "      <td>thmb_JamesBuchanan.gif</td>\n",
       "      <td>Pennsylvania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Abraham_Lincoln</td>\n",
       "      <td>1861-04-03</td>\n",
       "      <td>4/15/1865</td>\n",
       "      <td>Republican/National Union</td>\n",
       "      <td>AbrahamLincoln.jpg</td>\n",
       "      <td>thmb_AbrahamLincoln.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Andrew Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Johnson</td>\n",
       "      <td>1865-04-15</td>\n",
       "      <td>4/3/1869</td>\n",
       "      <td>Democratic/National Union</td>\n",
       "      <td>AndrewJohnson.gif</td>\n",
       "      <td>thmb_AndrewJohnson.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ulysses_S._Grant</td>\n",
       "      <td>1869-04-03</td>\n",
       "      <td>4/3/1877</td>\n",
       "      <td>Republican</td>\n",
       "      <td>UlyssesSGrant.gif</td>\n",
       "      <td>thmb_UlyssesSGrant.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Rutherford B. Hayes</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Rutherford_B._Hayes</td>\n",
       "      <td>1877-04-03</td>\n",
       "      <td>4/3/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RutherfordBHayes.png</td>\n",
       "      <td>thmb_RutherfordBHayes.png</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>James A. Garfield</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_A._Garfield</td>\n",
       "      <td>1881-04-03</td>\n",
       "      <td>9/19/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>James_Garfield.jpg</td>\n",
       "      <td>thmb_James_Garfield.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Chester A. Arthur</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Chester_A._Arthur</td>\n",
       "      <td>1881-09-19</td>\n",
       "      <td>4/3/1885</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ChesterAArthur.gif</td>\n",
       "      <td>thmb_ChesterAArthur.gif</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1885-04-03</td>\n",
       "      <td>4/3/1889</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland_2.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland_2.jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Benjamin Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Benjamin_Harrison</td>\n",
       "      <td>1889-04-03</td>\n",
       "      <td>4/3/1893</td>\n",
       "      <td>Republican</td>\n",
       "      <td>BenjaminHarrison.gif</td>\n",
       "      <td>thmb_BenjaminHarrison.gif</td>\n",
       "      <td>Indiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Grover Cleveland (2nd term)</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1893-04-03</td>\n",
       "      <td>4/3/1897</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland.jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>William McKinley</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_McKinley</td>\n",
       "      <td>1897-04-03</td>\n",
       "      <td>9/14/1901</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamMcKinley.gif</td>\n",
       "      <td>thmb_WilliamMcKinley.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Theodore Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Theodore_Roosevelt</td>\n",
       "      <td>1901-09-14</td>\n",
       "      <td>4/3/1909</td>\n",
       "      <td>Republican</td>\n",
       "      <td>TheodoreRoosevelt.jpg</td>\n",
       "      <td>thmb_TheodoreRoosevelt.jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>William Howard Taft</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Howard_Taft</td>\n",
       "      <td>1909-04-03</td>\n",
       "      <td>4/3/1913</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamHowardTaft.jpg</td>\n",
       "      <td>thmb_WilliamHowardTaft.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Woodrow_Wilson</td>\n",
       "      <td>1913-04-03</td>\n",
       "      <td>4/3/1921</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>WoodrowWilson.gif</td>\n",
       "      <td>thmb_WoodrowWilson.gif</td>\n",
       "      <td>New Jersey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Warren G. Harding</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Warren_G._Harding</td>\n",
       "      <td>1921-04-03</td>\n",
       "      <td>2/8/1923</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WarrenGHarding.gif</td>\n",
       "      <td>thmb_WarrenGHarding.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Calvin Coolidge</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Calvin_Coolidge</td>\n",
       "      <td>1923-02-08</td>\n",
       "      <td>4/3/1929</td>\n",
       "      <td>Republican</td>\n",
       "      <td>CoolidgeWHPortrait.gif</td>\n",
       "      <td>thmb_CoolidgeWHPortrait.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Herbert Hoover</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Herbert_Hoover</td>\n",
       "      <td>1929-04-03</td>\n",
       "      <td>4/3/1933</td>\n",
       "      <td>Republican</td>\n",
       "      <td>HerbertHover.gif</td>\n",
       "      <td>thmb_HerbertHover.gif</td>\n",
       "      <td>Iowa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_D._Roose...</td>\n",
       "      <td>1933-03-04</td>\n",
       "      <td>12/4/1945</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinDRoosevelt.gif</td>\n",
       "      <td>thmb_FranklinDRoosevelt.gif</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Harry S. Truman</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Harry_S._Truman</td>\n",
       "      <td>1945-12-04</td>\n",
       "      <td>1/20/1953</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>HarryTruman.jpg</td>\n",
       "      <td>thmb_HarryTruman.jpg</td>\n",
       "      <td>Missouri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Dwight D. Eisenhower</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Dwight_D._Eisenhower</td>\n",
       "      <td>1953-01-20</td>\n",
       "      <td>1/20/1961</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>thmb_Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>John F. Kennedy</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_F._Kennedy</td>\n",
       "      <td>1961-01-20</td>\n",
       "      <td>11/22/1963</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>John_F_Kennedy.jpg</td>\n",
       "      <td>thmb_John_F_Kennedy.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Lyndon B. Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Lyndon_B._Johnson</td>\n",
       "      <td>1963-11-22</td>\n",
       "      <td>1/20/1969</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Lyndon_B_Johnson.gif</td>\n",
       "      <td>thmb_Lyndon_B_Johnson.gif</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Richard_Nixon</td>\n",
       "      <td>1969-01-20</td>\n",
       "      <td>9/8/1974</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RichardNixon.gif</td>\n",
       "      <td>thmb_RichardNixon.gif</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Gerald Ford</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Gerald_Ford</td>\n",
       "      <td>1974-09-08</td>\n",
       "      <td>1/20/1977</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Gerald_R_Ford.jpg</td>\n",
       "      <td>thmb_Gerald_R_Ford.jpg</td>\n",
       "      <td>Michigan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jimmy_Carter</td>\n",
       "      <td>1977-01-20</td>\n",
       "      <td>1/20/1981</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>James_E_Carter.gif</td>\n",
       "      <td>thmb_James_E_Carter.gif</td>\n",
       "      <td>Georgia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ronald_Reagan</td>\n",
       "      <td>1981-01-20</td>\n",
       "      <td>1/20/1989</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ReaganWH.jpg</td>\n",
       "      <td>thmb_ReaganWH.jpg</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>George H. W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_H._W._Bush</td>\n",
       "      <td>1989-01-20</td>\n",
       "      <td>1/20/1993</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_H_W_Bush.gif</td>\n",
       "      <td>thmb_George_H_W_Bush.gif</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Bill Clinton</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Bill_Clinton</td>\n",
       "      <td>1993-01-20</td>\n",
       "      <td>1/20/2001</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Clinton.jpg</td>\n",
       "      <td>thmb_Clinton.jpg</td>\n",
       "      <td>Arkansas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_W._Bush</td>\n",
       "      <td>2001-01-20</td>\n",
       "      <td>1/20/2009</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_W_Bush.jpg</td>\n",
       "      <td>thmb_George_W_Bush.jpg</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Barack_Obama</td>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>1/20/2017</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Barack_Obama.jpg</td>\n",
       "      <td>thmb_Barack_Obama.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>Donald Trump</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Donald_Trump</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>Incumbent</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Donald_Trump_official_portrait.jpg</td>\n",
       "      <td>Donald_Trump_official_portrait_(cropped).jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    presidency                    president  \\\n",
       "0            1            George Washington   \n",
       "1            2                   John Adams   \n",
       "2            3             Thomas Jefferson   \n",
       "3            4                James Madison   \n",
       "4            5                 James Monroe   \n",
       "5            6            John Quincy Adams   \n",
       "6            7               Andrew Jackson   \n",
       "7            8             Martin Van Buren   \n",
       "8            9       William Henry Harrison   \n",
       "9           10                   John Tyler   \n",
       "10          11                James K. Polk   \n",
       "11          12               Zachary Taylor   \n",
       "12          13             Millard Fillmore   \n",
       "13          14              Franklin Pierce   \n",
       "14          15               James Buchanan   \n",
       "15          16              Abraham Lincoln   \n",
       "16          17               Andrew Johnson   \n",
       "17          18             Ulysses S. Grant   \n",
       "18          19          Rutherford B. Hayes   \n",
       "19          20            James A. Garfield   \n",
       "20          21            Chester A. Arthur   \n",
       "21          22             Grover Cleveland   \n",
       "22          23            Benjamin Harrison   \n",
       "23          24  Grover Cleveland (2nd term)   \n",
       "24          25             William McKinley   \n",
       "25          26           Theodore Roosevelt   \n",
       "26          27          William Howard Taft   \n",
       "27          28               Woodrow Wilson   \n",
       "28          29            Warren G. Harding   \n",
       "29          30              Calvin Coolidge   \n",
       "30          31               Herbert Hoover   \n",
       "31          32        Franklin D. Roosevelt   \n",
       "32          33              Harry S. Truman   \n",
       "33          34         Dwight D. Eisenhower   \n",
       "34          35              John F. Kennedy   \n",
       "35          36            Lyndon B. Johnson   \n",
       "36          37                Richard Nixon   \n",
       "37          38                  Gerald Ford   \n",
       "38          39                 Jimmy Carter   \n",
       "39          40                Ronald Reagan   \n",
       "40          41            George H. W. Bush   \n",
       "41          42                 Bill Clinton   \n",
       "42          43               George W. Bush   \n",
       "43          44                 Barack Obama   \n",
       "44          45                 Donald Trump   \n",
       "\n",
       "                                      wikipedia_entry took_office left_office  \\\n",
       "0      http://en.wikipedia.org/wiki/George_Washington  1789-04-03    4/3/1797   \n",
       "1             http://en.wikipedia.org/wiki/John_Adams  1797-04-03    4/3/1801   \n",
       "2       http://en.wikipedia.org/wiki/Thomas_Jefferson  1801-04-03    4/3/1809   \n",
       "3          http://en.wikipedia.org/wiki/James_Madison  1809-04-03    4/3/1817   \n",
       "4           http://en.wikipedia.org/wiki/James_Monroe  1817-04-03    4/3/1825   \n",
       "5      http://en.wikipedia.org/wiki/John_Quincy_Adams  1825-04-03    4/3/1829   \n",
       "6         http://en.wikipedia.org/wiki/Andrew_Jackson  1829-04-03    4/3/1837   \n",
       "7       http://en.wikipedia.org/wiki/Martin_Van_Buren  1837-04-03    4/3/1841   \n",
       "8   http://en.wikipedia.org/wiki/William_Henry_Har...  1841-04-03    4/4/1841   \n",
       "9             http://en.wikipedia.org/wiki/John_Tyler  1841-04-04    4/3/1845   \n",
       "10         http://en.wikipedia.org/wiki/James_K._Polk  1845-04-03    4/3/1849   \n",
       "11        http://en.wikipedia.org/wiki/Zachary_Taylor  1849-04-03    9/7/1850   \n",
       "12      http://en.wikipedia.org/wiki/Millard_Fillmore  1850-09-07    4/3/1853   \n",
       "13       http://en.wikipedia.org/wiki/Franklin_Pierce  1853-04-03    4/3/1857   \n",
       "14        http://en.wikipedia.org/wiki/James_Buchanan  1857-04-03    4/3/1861   \n",
       "15       http://en.wikipedia.org/wiki/Abraham_Lincoln  1861-04-03   4/15/1865   \n",
       "16        http://en.wikipedia.org/wiki/Andrew_Johnson  1865-04-15    4/3/1869   \n",
       "17      http://en.wikipedia.org/wiki/Ulysses_S._Grant  1869-04-03    4/3/1877   \n",
       "18   http://en.wikipedia.org/wiki/Rutherford_B._Hayes  1877-04-03    4/3/1881   \n",
       "19     http://en.wikipedia.org/wiki/James_A._Garfield  1881-04-03   9/19/1881   \n",
       "20     http://en.wikipedia.org/wiki/Chester_A._Arthur  1881-09-19    4/3/1885   \n",
       "21      http://en.wikipedia.org/wiki/Grover_Cleveland  1885-04-03    4/3/1889   \n",
       "22     http://en.wikipedia.org/wiki/Benjamin_Harrison  1889-04-03    4/3/1893   \n",
       "23      http://en.wikipedia.org/wiki/Grover_Cleveland  1893-04-03    4/3/1897   \n",
       "24      http://en.wikipedia.org/wiki/William_McKinley  1897-04-03   9/14/1901   \n",
       "25    http://en.wikipedia.org/wiki/Theodore_Roosevelt  1901-09-14    4/3/1909   \n",
       "26   http://en.wikipedia.org/wiki/William_Howard_Taft  1909-04-03    4/3/1913   \n",
       "27        http://en.wikipedia.org/wiki/Woodrow_Wilson  1913-04-03    4/3/1921   \n",
       "28     http://en.wikipedia.org/wiki/Warren_G._Harding  1921-04-03    2/8/1923   \n",
       "29       http://en.wikipedia.org/wiki/Calvin_Coolidge  1923-02-08    4/3/1929   \n",
       "30        http://en.wikipedia.org/wiki/Herbert_Hoover  1929-04-03    4/3/1933   \n",
       "31  http://en.wikipedia.org/wiki/Franklin_D._Roose...  1933-03-04   12/4/1945   \n",
       "32       http://en.wikipedia.org/wiki/Harry_S._Truman  1945-12-04   1/20/1953   \n",
       "33  http://en.wikipedia.org/wiki/Dwight_D._Eisenhower  1953-01-20   1/20/1961   \n",
       "34       http://en.wikipedia.org/wiki/John_F._Kennedy  1961-01-20  11/22/1963   \n",
       "35     http://en.wikipedia.org/wiki/Lyndon_B._Johnson  1963-11-22   1/20/1969   \n",
       "36         http://en.wikipedia.org/wiki/Richard_Nixon  1969-01-20    9/8/1974   \n",
       "37           http://en.wikipedia.org/wiki/Gerald_Ford  1974-09-08   1/20/1977   \n",
       "38          http://en.wikipedia.org/wiki/Jimmy_Carter  1977-01-20   1/20/1981   \n",
       "39         http://en.wikipedia.org/wiki/Ronald_Reagan  1981-01-20   1/20/1989   \n",
       "40     http://en.wikipedia.org/wiki/George_H._W._Bush  1989-01-20   1/20/1993   \n",
       "41          http://en.wikipedia.org/wiki/Bill_Clinton  1993-01-20   1/20/2001   \n",
       "42        http://en.wikipedia.org/wiki/George_W._Bush  2001-01-20   1/20/2009   \n",
       "43          http://en.wikipedia.org/wiki/Barack_Obama  2009-01-20   1/20/2017   \n",
       "44         https://en.wikipedia.org/wiki/Donald_Trump  2017-01-20   Incumbent   \n",
       "\n",
       "                                        party  \\\n",
       "0                                 Independent   \n",
       "1                                  Federalist   \n",
       "2                       Democratic-Republican   \n",
       "3                       Democratic-Republican   \n",
       "4                       Democratic-Republican   \n",
       "5   Democratic-Republican/National Republican   \n",
       "6                                  Democratic   \n",
       "7                                  Democratic   \n",
       "8                                        Whig   \n",
       "9                                        Whig   \n",
       "10                                 Democratic   \n",
       "11                                       Whig   \n",
       "12                                       Whig   \n",
       "13                                 Democratic   \n",
       "14                                 Democratic   \n",
       "15                  Republican/National Union   \n",
       "16                  Democratic/National Union   \n",
       "17                                 Republican   \n",
       "18                                 Republican   \n",
       "19                                 Republican   \n",
       "20                                 Republican   \n",
       "21                                 Democratic   \n",
       "22                                 Republican   \n",
       "23                                 Democratic   \n",
       "24                                 Republican   \n",
       "25                                 Republican   \n",
       "26                                 Republican   \n",
       "27                                 Democratic   \n",
       "28                                 Republican   \n",
       "29                                 Republican   \n",
       "30                                 Republican   \n",
       "31                                 Democratic   \n",
       "32                                 Democratic   \n",
       "33                                 Republican   \n",
       "34                                 Democratic   \n",
       "35                                 Democratic   \n",
       "36                                 Republican   \n",
       "37                                 Republican   \n",
       "38                                 Democratic   \n",
       "39                                 Republican   \n",
       "40                                 Republican   \n",
       "41                                 Democratic   \n",
       "42                                 Republican   \n",
       "43                                 Democratic   \n",
       "44                                 Republican   \n",
       "\n",
       "                              portrait  \\\n",
       "0                 GeorgeWashington.jpg   \n",
       "1                        JohnAdams.jpg   \n",
       "2                  Thomasjefferson.gif   \n",
       "3                     JamesMadison.gif   \n",
       "4                      JamesMonroe.gif   \n",
       "5                  JohnQuincyAdams.gif   \n",
       "6              Andrew_jackson_head.gif   \n",
       "7                   MartinVanBuren.gif   \n",
       "8             WilliamHenryHarrison.gif   \n",
       "9                        JohnTyler.jpg   \n",
       "10                      JamesKPolk.gif   \n",
       "11                   ZacharyTaylor.jpg   \n",
       "12                 MillardFillmore.png   \n",
       "13                  FranklinPierce.gif   \n",
       "14                   JamesBuchanan.gif   \n",
       "15                  AbrahamLincoln.jpg   \n",
       "16                   AndrewJohnson.gif   \n",
       "17                   UlyssesSGrant.gif   \n",
       "18                RutherfordBHayes.png   \n",
       "19                  James_Garfield.jpg   \n",
       "20                  ChesterAArthur.gif   \n",
       "21              Grover_Cleveland_2.jpg   \n",
       "22                BenjaminHarrison.gif   \n",
       "23                Grover_Cleveland.jpg   \n",
       "24                 WilliamMcKinley.gif   \n",
       "25               TheodoreRoosevelt.jpg   \n",
       "26               WilliamHowardTaft.jpg   \n",
       "27                   WoodrowWilson.gif   \n",
       "28                  WarrenGHarding.gif   \n",
       "29              CoolidgeWHPortrait.gif   \n",
       "30                    HerbertHover.gif   \n",
       "31              FranklinDRoosevelt.gif   \n",
       "32                     HarryTruman.jpg   \n",
       "33             Dwight_D_Eisenhower.jpg   \n",
       "34                  John_F_Kennedy.jpg   \n",
       "35                Lyndon_B_Johnson.gif   \n",
       "36                    RichardNixon.gif   \n",
       "37                   Gerald_R_Ford.jpg   \n",
       "38                  James_E_Carter.gif   \n",
       "39                        ReaganWH.jpg   \n",
       "40                 George_H_W_Bush.gif   \n",
       "41                         Clinton.jpg   \n",
       "42                   George_W_Bush.jpg   \n",
       "43                    Barack_Obama.jpg   \n",
       "44  Donald_Trump_official_portrait.jpg   \n",
       "\n",
       "                                       thumbnail     home_state  \n",
       "0                      thmb_GeorgeWashington.jpg       Virginia  \n",
       "1                             thmb_JohnAdams.jpg  Massachusetts  \n",
       "2                       thmb_Thomasjefferson.gif       Virginia  \n",
       "3                          thmb_JamesMadison.gif       Virginia  \n",
       "4                           thmb_JamesMonroe.gif       Virginia  \n",
       "5                       thmb_JohnQuincyAdams.gif  Massachusetts  \n",
       "6                   thmb_Andrew_jackson_head.gif      Tennessee  \n",
       "7                        thmb_MartinVanBuren.gif       New York  \n",
       "8                  thmb_WilliamHenryHarrison.gif           Ohio  \n",
       "9                             thmb_JohnTyler.jpg       Virginia  \n",
       "10                           thmb_JamesKPolk.gif      Tennessee  \n",
       "11                        thmb_ZacharyTaylor.jpg      Louisiana  \n",
       "12                      thmb_MillardFillmore.png       New York  \n",
       "13                       thmb_FranklinPierce.gif  New Hampshire  \n",
       "14                        thmb_JamesBuchanan.gif   Pennsylvania  \n",
       "15                       thmb_AbrahamLincoln.jpg       Illinois  \n",
       "16                        thmb_AndrewJohnson.gif      Tennessee  \n",
       "17                        thmb_UlyssesSGrant.gif           Ohio  \n",
       "18                     thmb_RutherfordBHayes.png           Ohio  \n",
       "19                       thmb_James_Garfield.jpg           Ohio  \n",
       "20                       thmb_ChesterAArthur.gif       New York  \n",
       "21                   thmb_Grover_Cleveland_2.jpg       New York  \n",
       "22                     thmb_BenjaminHarrison.gif        Indiana  \n",
       "23                     thmb_Grover_Cleveland.jpg       New York  \n",
       "24                      thmb_WilliamMcKinley.gif           Ohio  \n",
       "25                    thmb_TheodoreRoosevelt.jpg       New York  \n",
       "26                    thmb_WilliamHowardTaft.jpg           Ohio  \n",
       "27                        thmb_WoodrowWilson.gif     New Jersey  \n",
       "28                       thmb_WarrenGHarding.gif           Ohio  \n",
       "29                   thmb_CoolidgeWHPortrait.gif  Massachusetts  \n",
       "30                         thmb_HerbertHover.gif           Iowa  \n",
       "31                   thmb_FranklinDRoosevelt.gif       New York  \n",
       "32                          thmb_HarryTruman.jpg       Missouri  \n",
       "33                  thmb_Dwight_D_Eisenhower.jpg          Texas  \n",
       "34                       thmb_John_F_Kennedy.jpg  Massachusetts  \n",
       "35                     thmb_Lyndon_B_Johnson.gif          Texas  \n",
       "36                         thmb_RichardNixon.gif     California  \n",
       "37                        thmb_Gerald_R_Ford.jpg       Michigan  \n",
       "38                       thmb_James_E_Carter.gif        Georgia  \n",
       "39                             thmb_ReaganWH.jpg     California  \n",
       "40                      thmb_George_H_W_Bush.gif          Texas  \n",
       "41                              thmb_Clinton.jpg       Arkansas  \n",
       "42                        thmb_George_W_Bush.jpg          Texas  \n",
       "43                         thmb_Barack_Obama.jpg       Illinois  \n",
       "44  Donald_Trump_official_portrait_(cropped).jpg       New York  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_presidents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>presidency</th>\n",
       "      <th>president</th>\n",
       "      <th>wikipedia_entry</th>\n",
       "      <th>took_office</th>\n",
       "      <th>left_office</th>\n",
       "      <th>party</th>\n",
       "      <th>portrait</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>home_state</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>George Washington</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_Washington</td>\n",
       "      <td>1789-04-03</td>\n",
       "      <td>4/3/1797</td>\n",
       "      <td>Independent</td>\n",
       "      <td>GeorgeWashington.jpg</td>\n",
       "      <td>thmb_GeorgeWashington.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>John Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Adams</td>\n",
       "      <td>1797-04-03</td>\n",
       "      <td>4/3/1801</td>\n",
       "      <td>Federalist</td>\n",
       "      <td>JohnAdams.jpg</td>\n",
       "      <td>thmb_JohnAdams.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>1797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Thomas_Jefferson</td>\n",
       "      <td>1801-04-03</td>\n",
       "      <td>4/3/1809</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>Thomasjefferson.gif</td>\n",
       "      <td>thmb_Thomasjefferson.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>James Madison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Madison</td>\n",
       "      <td>1809-04-03</td>\n",
       "      <td>4/3/1817</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMadison.gif</td>\n",
       "      <td>thmb_JamesMadison.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>James Monroe</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Monroe</td>\n",
       "      <td>1817-04-03</td>\n",
       "      <td>4/3/1825</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMonroe.gif</td>\n",
       "      <td>thmb_JamesMonroe.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>John Quincy Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Quincy_Adams</td>\n",
       "      <td>1825-04-03</td>\n",
       "      <td>4/3/1829</td>\n",
       "      <td>Democratic-Republican/National Republican</td>\n",
       "      <td>JohnQuincyAdams.gif</td>\n",
       "      <td>thmb_JohnQuincyAdams.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>1825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Jackson</td>\n",
       "      <td>1829-04-03</td>\n",
       "      <td>4/3/1837</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Andrew_jackson_head.gif</td>\n",
       "      <td>thmb_Andrew_jackson_head.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>1829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>Martin Van Buren</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Martin_Van_Buren</td>\n",
       "      <td>1837-04-03</td>\n",
       "      <td>4/3/1841</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>MartinVanBuren.gif</td>\n",
       "      <td>thmb_MartinVanBuren.gif</td>\n",
       "      <td>New York</td>\n",
       "      <td>1837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>William Henry Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Henry_Har...</td>\n",
       "      <td>1841-04-03</td>\n",
       "      <td>4/4/1841</td>\n",
       "      <td>Whig</td>\n",
       "      <td>WilliamHenryHarrison.gif</td>\n",
       "      <td>thmb_WilliamHenryHarrison.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>John Tyler</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Tyler</td>\n",
       "      <td>1841-04-04</td>\n",
       "      <td>4/3/1845</td>\n",
       "      <td>Whig</td>\n",
       "      <td>JohnTyler.jpg</td>\n",
       "      <td>thmb_JohnTyler.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>James K. Polk</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_K._Polk</td>\n",
       "      <td>1845-04-03</td>\n",
       "      <td>4/3/1849</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesKPolk.gif</td>\n",
       "      <td>thmb_JamesKPolk.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>1845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Zachary Taylor</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Zachary_Taylor</td>\n",
       "      <td>1849-04-03</td>\n",
       "      <td>9/7/1850</td>\n",
       "      <td>Whig</td>\n",
       "      <td>ZacharyTaylor.jpg</td>\n",
       "      <td>thmb_ZacharyTaylor.jpg</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>1849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>Millard Fillmore</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Millard_Fillmore</td>\n",
       "      <td>1850-09-07</td>\n",
       "      <td>4/3/1853</td>\n",
       "      <td>Whig</td>\n",
       "      <td>MillardFillmore.png</td>\n",
       "      <td>thmb_MillardFillmore.png</td>\n",
       "      <td>New York</td>\n",
       "      <td>1850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>Franklin Pierce</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_Pierce</td>\n",
       "      <td>1853-04-03</td>\n",
       "      <td>4/3/1857</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinPierce.gif</td>\n",
       "      <td>thmb_FranklinPierce.gif</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>1853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>James Buchanan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Buchanan</td>\n",
       "      <td>1857-04-03</td>\n",
       "      <td>4/3/1861</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesBuchanan.gif</td>\n",
       "      <td>thmb_JamesBuchanan.gif</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>1857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Abraham_Lincoln</td>\n",
       "      <td>1861-04-03</td>\n",
       "      <td>4/15/1865</td>\n",
       "      <td>Republican/National Union</td>\n",
       "      <td>AbrahamLincoln.jpg</td>\n",
       "      <td>thmb_AbrahamLincoln.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>1861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>Andrew Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Johnson</td>\n",
       "      <td>1865-04-15</td>\n",
       "      <td>4/3/1869</td>\n",
       "      <td>Democratic/National Union</td>\n",
       "      <td>AndrewJohnson.gif</td>\n",
       "      <td>thmb_AndrewJohnson.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>1865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ulysses_S._Grant</td>\n",
       "      <td>1869-04-03</td>\n",
       "      <td>4/3/1877</td>\n",
       "      <td>Republican</td>\n",
       "      <td>UlyssesSGrant.gif</td>\n",
       "      <td>thmb_UlyssesSGrant.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>Rutherford B. Hayes</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Rutherford_B._Hayes</td>\n",
       "      <td>1877-04-03</td>\n",
       "      <td>4/3/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RutherfordBHayes.png</td>\n",
       "      <td>thmb_RutherfordBHayes.png</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>James A. Garfield</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_A._Garfield</td>\n",
       "      <td>1881-04-03</td>\n",
       "      <td>9/19/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>James_Garfield.jpg</td>\n",
       "      <td>thmb_James_Garfield.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>Chester A. Arthur</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Chester_A._Arthur</td>\n",
       "      <td>1881-09-19</td>\n",
       "      <td>4/3/1885</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ChesterAArthur.gif</td>\n",
       "      <td>thmb_ChesterAArthur.gif</td>\n",
       "      <td>New York</td>\n",
       "      <td>1881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1885-04-03</td>\n",
       "      <td>4/3/1889</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland_2.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland_2.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>1885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>Benjamin Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Benjamin_Harrison</td>\n",
       "      <td>1889-04-03</td>\n",
       "      <td>4/3/1893</td>\n",
       "      <td>Republican</td>\n",
       "      <td>BenjaminHarrison.gif</td>\n",
       "      <td>thmb_BenjaminHarrison.gif</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>1889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>Grover Cleveland (2nd term)</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1893-04-03</td>\n",
       "      <td>4/3/1897</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>1893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>William McKinley</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_McKinley</td>\n",
       "      <td>1897-04-03</td>\n",
       "      <td>9/14/1901</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamMcKinley.gif</td>\n",
       "      <td>thmb_WilliamMcKinley.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>Theodore Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Theodore_Roosevelt</td>\n",
       "      <td>1901-09-14</td>\n",
       "      <td>4/3/1909</td>\n",
       "      <td>Republican</td>\n",
       "      <td>TheodoreRoosevelt.jpg</td>\n",
       "      <td>thmb_TheodoreRoosevelt.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>1901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>William Howard Taft</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Howard_Taft</td>\n",
       "      <td>1909-04-03</td>\n",
       "      <td>4/3/1913</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamHowardTaft.jpg</td>\n",
       "      <td>thmb_WilliamHowardTaft.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Woodrow_Wilson</td>\n",
       "      <td>1913-04-03</td>\n",
       "      <td>4/3/1921</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>WoodrowWilson.gif</td>\n",
       "      <td>thmb_WoodrowWilson.gif</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>1913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>Warren G. Harding</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Warren_G._Harding</td>\n",
       "      <td>1921-04-03</td>\n",
       "      <td>2/8/1923</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WarrenGHarding.gif</td>\n",
       "      <td>thmb_WarrenGHarding.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Calvin Coolidge</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Calvin_Coolidge</td>\n",
       "      <td>1923-02-08</td>\n",
       "      <td>4/3/1929</td>\n",
       "      <td>Republican</td>\n",
       "      <td>CoolidgeWHPortrait.gif</td>\n",
       "      <td>thmb_CoolidgeWHPortrait.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>1923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>Herbert Hoover</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Herbert_Hoover</td>\n",
       "      <td>1929-04-03</td>\n",
       "      <td>4/3/1933</td>\n",
       "      <td>Republican</td>\n",
       "      <td>HerbertHover.gif</td>\n",
       "      <td>thmb_HerbertHover.gif</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>1929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_D._Roose...</td>\n",
       "      <td>1933-03-04</td>\n",
       "      <td>12/4/1945</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinDRoosevelt.gif</td>\n",
       "      <td>thmb_FranklinDRoosevelt.gif</td>\n",
       "      <td>New York</td>\n",
       "      <td>1933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>Harry S. Truman</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Harry_S._Truman</td>\n",
       "      <td>1945-12-04</td>\n",
       "      <td>1/20/1953</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>HarryTruman.jpg</td>\n",
       "      <td>thmb_HarryTruman.jpg</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>1945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>Dwight D. Eisenhower</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Dwight_D._Eisenhower</td>\n",
       "      <td>1953-01-20</td>\n",
       "      <td>1/20/1961</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>thmb_Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>John F. Kennedy</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_F._Kennedy</td>\n",
       "      <td>1961-01-20</td>\n",
       "      <td>11/22/1963</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>John_F_Kennedy.jpg</td>\n",
       "      <td>thmb_John_F_Kennedy.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>1961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>Lyndon B. Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Lyndon_B._Johnson</td>\n",
       "      <td>1963-11-22</td>\n",
       "      <td>1/20/1969</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Lyndon_B_Johnson.gif</td>\n",
       "      <td>thmb_Lyndon_B_Johnson.gif</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Richard_Nixon</td>\n",
       "      <td>1969-01-20</td>\n",
       "      <td>9/8/1974</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RichardNixon.gif</td>\n",
       "      <td>thmb_RichardNixon.gif</td>\n",
       "      <td>California</td>\n",
       "      <td>1969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>Gerald Ford</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Gerald_Ford</td>\n",
       "      <td>1974-09-08</td>\n",
       "      <td>1/20/1977</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Gerald_R_Ford.jpg</td>\n",
       "      <td>thmb_Gerald_R_Ford.jpg</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>1974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jimmy_Carter</td>\n",
       "      <td>1977-01-20</td>\n",
       "      <td>1/20/1981</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>James_E_Carter.gif</td>\n",
       "      <td>thmb_James_E_Carter.gif</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>1977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ronald_Reagan</td>\n",
       "      <td>1981-01-20</td>\n",
       "      <td>1/20/1989</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ReaganWH.jpg</td>\n",
       "      <td>thmb_ReaganWH.jpg</td>\n",
       "      <td>California</td>\n",
       "      <td>1981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>George H. W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_H._W._Bush</td>\n",
       "      <td>1989-01-20</td>\n",
       "      <td>1/20/1993</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_H_W_Bush.gif</td>\n",
       "      <td>thmb_George_H_W_Bush.gif</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>Bill Clinton</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Bill_Clinton</td>\n",
       "      <td>1993-01-20</td>\n",
       "      <td>1/20/2001</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Clinton.jpg</td>\n",
       "      <td>thmb_Clinton.jpg</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>1993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_W._Bush</td>\n",
       "      <td>2001-01-20</td>\n",
       "      <td>1/20/2009</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_W_Bush.jpg</td>\n",
       "      <td>thmb_George_W_Bush.jpg</td>\n",
       "      <td>Texas</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Barack_Obama</td>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>1/20/2017</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Barack_Obama.jpg</td>\n",
       "      <td>thmb_Barack_Obama.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>Donald Trump</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Donald_Trump</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>Incumbent</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Donald_Trump_official_portrait.jpg</td>\n",
       "      <td>Donald_Trump_official_portrait_(cropped).jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    presidency                    president  \\\n",
       "0            1            George Washington   \n",
       "1            2                   John Adams   \n",
       "2            3             Thomas Jefferson   \n",
       "3            4                James Madison   \n",
       "4            5                 James Monroe   \n",
       "5            6            John Quincy Adams   \n",
       "6            7               Andrew Jackson   \n",
       "7            8             Martin Van Buren   \n",
       "8            9       William Henry Harrison   \n",
       "9           10                   John Tyler   \n",
       "10          11                James K. Polk   \n",
       "11          12               Zachary Taylor   \n",
       "12          13             Millard Fillmore   \n",
       "13          14              Franklin Pierce   \n",
       "14          15               James Buchanan   \n",
       "15          16              Abraham Lincoln   \n",
       "16          17               Andrew Johnson   \n",
       "17          18             Ulysses S. Grant   \n",
       "18          19          Rutherford B. Hayes   \n",
       "19          20            James A. Garfield   \n",
       "20          21            Chester A. Arthur   \n",
       "21          22             Grover Cleveland   \n",
       "22          23            Benjamin Harrison   \n",
       "23          24  Grover Cleveland (2nd term)   \n",
       "24          25             William McKinley   \n",
       "25          26           Theodore Roosevelt   \n",
       "26          27          William Howard Taft   \n",
       "27          28               Woodrow Wilson   \n",
       "28          29            Warren G. Harding   \n",
       "29          30              Calvin Coolidge   \n",
       "30          31               Herbert Hoover   \n",
       "31          32        Franklin D. Roosevelt   \n",
       "32          33              Harry S. Truman   \n",
       "33          34         Dwight D. Eisenhower   \n",
       "34          35              John F. Kennedy   \n",
       "35          36            Lyndon B. Johnson   \n",
       "36          37                Richard Nixon   \n",
       "37          38                  Gerald Ford   \n",
       "38          39                 Jimmy Carter   \n",
       "39          40                Ronald Reagan   \n",
       "40          41            George H. W. Bush   \n",
       "41          42                 Bill Clinton   \n",
       "42          43               George W. Bush   \n",
       "43          44                 Barack Obama   \n",
       "44          45                 Donald Trump   \n",
       "\n",
       "                                      wikipedia_entry took_office left_office  \\\n",
       "0      http://en.wikipedia.org/wiki/George_Washington  1789-04-03    4/3/1797   \n",
       "1             http://en.wikipedia.org/wiki/John_Adams  1797-04-03    4/3/1801   \n",
       "2       http://en.wikipedia.org/wiki/Thomas_Jefferson  1801-04-03    4/3/1809   \n",
       "3          http://en.wikipedia.org/wiki/James_Madison  1809-04-03    4/3/1817   \n",
       "4           http://en.wikipedia.org/wiki/James_Monroe  1817-04-03    4/3/1825   \n",
       "5      http://en.wikipedia.org/wiki/John_Quincy_Adams  1825-04-03    4/3/1829   \n",
       "6         http://en.wikipedia.org/wiki/Andrew_Jackson  1829-04-03    4/3/1837   \n",
       "7       http://en.wikipedia.org/wiki/Martin_Van_Buren  1837-04-03    4/3/1841   \n",
       "8   http://en.wikipedia.org/wiki/William_Henry_Har...  1841-04-03    4/4/1841   \n",
       "9             http://en.wikipedia.org/wiki/John_Tyler  1841-04-04    4/3/1845   \n",
       "10         http://en.wikipedia.org/wiki/James_K._Polk  1845-04-03    4/3/1849   \n",
       "11        http://en.wikipedia.org/wiki/Zachary_Taylor  1849-04-03    9/7/1850   \n",
       "12      http://en.wikipedia.org/wiki/Millard_Fillmore  1850-09-07    4/3/1853   \n",
       "13       http://en.wikipedia.org/wiki/Franklin_Pierce  1853-04-03    4/3/1857   \n",
       "14        http://en.wikipedia.org/wiki/James_Buchanan  1857-04-03    4/3/1861   \n",
       "15       http://en.wikipedia.org/wiki/Abraham_Lincoln  1861-04-03   4/15/1865   \n",
       "16        http://en.wikipedia.org/wiki/Andrew_Johnson  1865-04-15    4/3/1869   \n",
       "17      http://en.wikipedia.org/wiki/Ulysses_S._Grant  1869-04-03    4/3/1877   \n",
       "18   http://en.wikipedia.org/wiki/Rutherford_B._Hayes  1877-04-03    4/3/1881   \n",
       "19     http://en.wikipedia.org/wiki/James_A._Garfield  1881-04-03   9/19/1881   \n",
       "20     http://en.wikipedia.org/wiki/Chester_A._Arthur  1881-09-19    4/3/1885   \n",
       "21      http://en.wikipedia.org/wiki/Grover_Cleveland  1885-04-03    4/3/1889   \n",
       "22     http://en.wikipedia.org/wiki/Benjamin_Harrison  1889-04-03    4/3/1893   \n",
       "23      http://en.wikipedia.org/wiki/Grover_Cleveland  1893-04-03    4/3/1897   \n",
       "24      http://en.wikipedia.org/wiki/William_McKinley  1897-04-03   9/14/1901   \n",
       "25    http://en.wikipedia.org/wiki/Theodore_Roosevelt  1901-09-14    4/3/1909   \n",
       "26   http://en.wikipedia.org/wiki/William_Howard_Taft  1909-04-03    4/3/1913   \n",
       "27        http://en.wikipedia.org/wiki/Woodrow_Wilson  1913-04-03    4/3/1921   \n",
       "28     http://en.wikipedia.org/wiki/Warren_G._Harding  1921-04-03    2/8/1923   \n",
       "29       http://en.wikipedia.org/wiki/Calvin_Coolidge  1923-02-08    4/3/1929   \n",
       "30        http://en.wikipedia.org/wiki/Herbert_Hoover  1929-04-03    4/3/1933   \n",
       "31  http://en.wikipedia.org/wiki/Franklin_D._Roose...  1933-03-04   12/4/1945   \n",
       "32       http://en.wikipedia.org/wiki/Harry_S._Truman  1945-12-04   1/20/1953   \n",
       "33  http://en.wikipedia.org/wiki/Dwight_D._Eisenhower  1953-01-20   1/20/1961   \n",
       "34       http://en.wikipedia.org/wiki/John_F._Kennedy  1961-01-20  11/22/1963   \n",
       "35     http://en.wikipedia.org/wiki/Lyndon_B._Johnson  1963-11-22   1/20/1969   \n",
       "36         http://en.wikipedia.org/wiki/Richard_Nixon  1969-01-20    9/8/1974   \n",
       "37           http://en.wikipedia.org/wiki/Gerald_Ford  1974-09-08   1/20/1977   \n",
       "38          http://en.wikipedia.org/wiki/Jimmy_Carter  1977-01-20   1/20/1981   \n",
       "39         http://en.wikipedia.org/wiki/Ronald_Reagan  1981-01-20   1/20/1989   \n",
       "40     http://en.wikipedia.org/wiki/George_H._W._Bush  1989-01-20   1/20/1993   \n",
       "41          http://en.wikipedia.org/wiki/Bill_Clinton  1993-01-20   1/20/2001   \n",
       "42        http://en.wikipedia.org/wiki/George_W._Bush  2001-01-20   1/20/2009   \n",
       "43          http://en.wikipedia.org/wiki/Barack_Obama  2009-01-20   1/20/2017   \n",
       "44         https://en.wikipedia.org/wiki/Donald_Trump  2017-01-20   Incumbent   \n",
       "\n",
       "                                        party  \\\n",
       "0                                 Independent   \n",
       "1                                  Federalist   \n",
       "2                       Democratic-Republican   \n",
       "3                       Democratic-Republican   \n",
       "4                       Democratic-Republican   \n",
       "5   Democratic-Republican/National Republican   \n",
       "6                                  Democratic   \n",
       "7                                  Democratic   \n",
       "8                                        Whig   \n",
       "9                                        Whig   \n",
       "10                                 Democratic   \n",
       "11                                       Whig   \n",
       "12                                       Whig   \n",
       "13                                 Democratic   \n",
       "14                                 Democratic   \n",
       "15                  Republican/National Union   \n",
       "16                  Democratic/National Union   \n",
       "17                                 Republican   \n",
       "18                                 Republican   \n",
       "19                                 Republican   \n",
       "20                                 Republican   \n",
       "21                                 Democratic   \n",
       "22                                 Republican   \n",
       "23                                 Democratic   \n",
       "24                                 Republican   \n",
       "25                                 Republican   \n",
       "26                                 Republican   \n",
       "27                                 Democratic   \n",
       "28                                 Republican   \n",
       "29                                 Republican   \n",
       "30                                 Republican   \n",
       "31                                 Democratic   \n",
       "32                                 Democratic   \n",
       "33                                 Republican   \n",
       "34                                 Democratic   \n",
       "35                                 Democratic   \n",
       "36                                 Republican   \n",
       "37                                 Republican   \n",
       "38                                 Democratic   \n",
       "39                                 Republican   \n",
       "40                                 Republican   \n",
       "41                                 Democratic   \n",
       "42                                 Republican   \n",
       "43                                 Democratic   \n",
       "44                                 Republican   \n",
       "\n",
       "                              portrait  \\\n",
       "0                 GeorgeWashington.jpg   \n",
       "1                        JohnAdams.jpg   \n",
       "2                  Thomasjefferson.gif   \n",
       "3                     JamesMadison.gif   \n",
       "4                      JamesMonroe.gif   \n",
       "5                  JohnQuincyAdams.gif   \n",
       "6              Andrew_jackson_head.gif   \n",
       "7                   MartinVanBuren.gif   \n",
       "8             WilliamHenryHarrison.gif   \n",
       "9                        JohnTyler.jpg   \n",
       "10                      JamesKPolk.gif   \n",
       "11                   ZacharyTaylor.jpg   \n",
       "12                 MillardFillmore.png   \n",
       "13                  FranklinPierce.gif   \n",
       "14                   JamesBuchanan.gif   \n",
       "15                  AbrahamLincoln.jpg   \n",
       "16                   AndrewJohnson.gif   \n",
       "17                   UlyssesSGrant.gif   \n",
       "18                RutherfordBHayes.png   \n",
       "19                  James_Garfield.jpg   \n",
       "20                  ChesterAArthur.gif   \n",
       "21              Grover_Cleveland_2.jpg   \n",
       "22                BenjaminHarrison.gif   \n",
       "23                Grover_Cleveland.jpg   \n",
       "24                 WilliamMcKinley.gif   \n",
       "25               TheodoreRoosevelt.jpg   \n",
       "26               WilliamHowardTaft.jpg   \n",
       "27                   WoodrowWilson.gif   \n",
       "28                  WarrenGHarding.gif   \n",
       "29              CoolidgeWHPortrait.gif   \n",
       "30                    HerbertHover.gif   \n",
       "31              FranklinDRoosevelt.gif   \n",
       "32                     HarryTruman.jpg   \n",
       "33             Dwight_D_Eisenhower.jpg   \n",
       "34                  John_F_Kennedy.jpg   \n",
       "35                Lyndon_B_Johnson.gif   \n",
       "36                    RichardNixon.gif   \n",
       "37                   Gerald_R_Ford.jpg   \n",
       "38                  James_E_Carter.gif   \n",
       "39                        ReaganWH.jpg   \n",
       "40                 George_H_W_Bush.gif   \n",
       "41                         Clinton.jpg   \n",
       "42                   George_W_Bush.jpg   \n",
       "43                    Barack_Obama.jpg   \n",
       "44  Donald_Trump_official_portrait.jpg   \n",
       "\n",
       "                                       thumbnail     home_state  year  \n",
       "0                      thmb_GeorgeWashington.jpg       Virginia  1789  \n",
       "1                             thmb_JohnAdams.jpg  Massachusetts  1797  \n",
       "2                       thmb_Thomasjefferson.gif       Virginia  1801  \n",
       "3                          thmb_JamesMadison.gif       Virginia  1809  \n",
       "4                           thmb_JamesMonroe.gif       Virginia  1817  \n",
       "5                       thmb_JohnQuincyAdams.gif  Massachusetts  1825  \n",
       "6                   thmb_Andrew_jackson_head.gif      Tennessee  1829  \n",
       "7                        thmb_MartinVanBuren.gif       New York  1837  \n",
       "8                  thmb_WilliamHenryHarrison.gif           Ohio  1841  \n",
       "9                             thmb_JohnTyler.jpg       Virginia  1841  \n",
       "10                           thmb_JamesKPolk.gif      Tennessee  1845  \n",
       "11                        thmb_ZacharyTaylor.jpg      Louisiana  1849  \n",
       "12                      thmb_MillardFillmore.png       New York  1850  \n",
       "13                       thmb_FranklinPierce.gif  New Hampshire  1853  \n",
       "14                        thmb_JamesBuchanan.gif   Pennsylvania  1857  \n",
       "15                       thmb_AbrahamLincoln.jpg       Illinois  1861  \n",
       "16                        thmb_AndrewJohnson.gif      Tennessee  1865  \n",
       "17                        thmb_UlyssesSGrant.gif           Ohio  1869  \n",
       "18                     thmb_RutherfordBHayes.png           Ohio  1877  \n",
       "19                       thmb_James_Garfield.jpg           Ohio  1881  \n",
       "20                       thmb_ChesterAArthur.gif       New York  1881  \n",
       "21                   thmb_Grover_Cleveland_2.jpg       New York  1885  \n",
       "22                     thmb_BenjaminHarrison.gif        Indiana  1889  \n",
       "23                     thmb_Grover_Cleveland.jpg       New York  1893  \n",
       "24                      thmb_WilliamMcKinley.gif           Ohio  1897  \n",
       "25                    thmb_TheodoreRoosevelt.jpg       New York  1901  \n",
       "26                    thmb_WilliamHowardTaft.jpg           Ohio  1909  \n",
       "27                        thmb_WoodrowWilson.gif     New Jersey  1913  \n",
       "28                       thmb_WarrenGHarding.gif           Ohio  1921  \n",
       "29                   thmb_CoolidgeWHPortrait.gif  Massachusetts  1923  \n",
       "30                         thmb_HerbertHover.gif           Iowa  1929  \n",
       "31                   thmb_FranklinDRoosevelt.gif       New York  1933  \n",
       "32                          thmb_HarryTruman.jpg       Missouri  1945  \n",
       "33                  thmb_Dwight_D_Eisenhower.jpg          Texas  1953  \n",
       "34                       thmb_John_F_Kennedy.jpg  Massachusetts  1961  \n",
       "35                     thmb_Lyndon_B_Johnson.gif          Texas  1963  \n",
       "36                         thmb_RichardNixon.gif     California  1969  \n",
       "37                        thmb_Gerald_R_Ford.jpg       Michigan  1974  \n",
       "38                       thmb_James_E_Carter.gif        Georgia  1977  \n",
       "39                             thmb_ReaganWH.jpg     California  1981  \n",
       "40                      thmb_George_H_W_Bush.gif          Texas  1989  \n",
       "41                              thmb_Clinton.jpg       Arkansas  1993  \n",
       "42                        thmb_George_W_Bush.jpg          Texas  2001  \n",
       "43                         thmb_Barack_Obama.jpg       Illinois  2009  \n",
       "44  Donald_Trump_official_portrait_(cropped).jpg       New York  2017  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def parse_year(row):\n",
    "    return np.int64(row['took_office'].year)\n",
    "\n",
    "df_presidents['year'] = df_presidents.apply(parse_year, axis=1)\n",
    "df_presidents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>president_x</th>\n",
       "      <th>speach_content</th>\n",
       "      <th>presidency</th>\n",
       "      <th>president_y</th>\n",
       "      <th>wikipedia_entry</th>\n",
       "      <th>took_office</th>\n",
       "      <th>left_office</th>\n",
       "      <th>party</th>\n",
       "      <th>portrait</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>home_state</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1789</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
       "      <td>1</td>\n",
       "      <td>George Washington</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_Washington</td>\n",
       "      <td>1789-04-03</td>\n",
       "      <td>4/3/1797</td>\n",
       "      <td>Independent</td>\n",
       "      <td>GeorgeWashington.jpg</td>\n",
       "      <td>thmb_GeorgeWashington.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1797</td>\n",
       "      <td>Adams</td>\n",
       "      <td>When it was first perceived, in early times, t...</td>\n",
       "      <td>2</td>\n",
       "      <td>John Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Adams</td>\n",
       "      <td>1797-04-03</td>\n",
       "      <td>4/3/1801</td>\n",
       "      <td>Federalist</td>\n",
       "      <td>JohnAdams.jpg</td>\n",
       "      <td>thmb_JohnAdams.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1801</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Friends and Fellow Citizens:\\n\\nCalled upon to...</td>\n",
       "      <td>3</td>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Thomas_Jefferson</td>\n",
       "      <td>1801-04-03</td>\n",
       "      <td>4/3/1809</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>Thomasjefferson.gif</td>\n",
       "      <td>thmb_Thomasjefferson.gif</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1809</td>\n",
       "      <td>Madison</td>\n",
       "      <td>Unwilling to depart from examples of the most ...</td>\n",
       "      <td>4</td>\n",
       "      <td>James Madison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Madison</td>\n",
       "      <td>1809-04-03</td>\n",
       "      <td>4/3/1817</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMadison.gif</td>\n",
       "      <td>thmb_JamesMadison.gif</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1817</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>I should be destitute of feeling if I was not ...</td>\n",
       "      <td>5</td>\n",
       "      <td>James Monroe</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Monroe</td>\n",
       "      <td>1817-04-03</td>\n",
       "      <td>4/3/1825</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMonroe.gif</td>\n",
       "      <td>thmb_JamesMonroe.gif</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1825</td>\n",
       "      <td>Adams</td>\n",
       "      <td>In compliance with an usage coeval with the ex...</td>\n",
       "      <td>6</td>\n",
       "      <td>John Quincy Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Quincy_Adams</td>\n",
       "      <td>1825-04-03</td>\n",
       "      <td>4/3/1829</td>\n",
       "      <td>Democratic-Republican/National Republican</td>\n",
       "      <td>JohnQuincyAdams.gif</td>\n",
       "      <td>thmb_JohnQuincyAdams.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1829</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>Fellow citizens, about to undertake the arduou...</td>\n",
       "      <td>7</td>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Jackson</td>\n",
       "      <td>1829-04-03</td>\n",
       "      <td>4/3/1837</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Andrew_jackson_head.gif</td>\n",
       "      <td>thmb_Andrew_jackson_head.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1837</td>\n",
       "      <td>VanBuren</td>\n",
       "      <td>Fellow citizens: The practice of all my predec...</td>\n",
       "      <td>8</td>\n",
       "      <td>Martin Van Buren</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Martin_Van_Buren</td>\n",
       "      <td>1837-04-03</td>\n",
       "      <td>4/3/1841</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>MartinVanBuren.gif</td>\n",
       "      <td>thmb_MartinVanBuren.gif</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1841</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Called from a retirement which I had supposed ...</td>\n",
       "      <td>9</td>\n",
       "      <td>William Henry Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Henry_Har...</td>\n",
       "      <td>1841-04-03</td>\n",
       "      <td>4/4/1841</td>\n",
       "      <td>Whig</td>\n",
       "      <td>WilliamHenryHarrison.gif</td>\n",
       "      <td>thmb_WilliamHenryHarrison.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1841</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Called from a retirement which I had supposed ...</td>\n",
       "      <td>10</td>\n",
       "      <td>John Tyler</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Tyler</td>\n",
       "      <td>1841-04-04</td>\n",
       "      <td>4/3/1845</td>\n",
       "      <td>Whig</td>\n",
       "      <td>JohnTyler.jpg</td>\n",
       "      <td>thmb_JohnTyler.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1845</td>\n",
       "      <td>Polk</td>\n",
       "      <td>Fellow citizens, without solicitation on my pa...</td>\n",
       "      <td>11</td>\n",
       "      <td>James K. Polk</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_K._Polk</td>\n",
       "      <td>1845-04-03</td>\n",
       "      <td>4/3/1849</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesKPolk.gif</td>\n",
       "      <td>thmb_JamesKPolk.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1849</td>\n",
       "      <td>Taylor</td>\n",
       "      <td>Elected by the American people to the highest ...</td>\n",
       "      <td>12</td>\n",
       "      <td>Zachary Taylor</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Zachary_Taylor</td>\n",
       "      <td>1849-04-03</td>\n",
       "      <td>9/7/1850</td>\n",
       "      <td>Whig</td>\n",
       "      <td>ZacharyTaylor.jpg</td>\n",
       "      <td>thmb_ZacharyTaylor.jpg</td>\n",
       "      <td>Louisiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1850</td>\n",
       "      <td>Fillmore</td>\n",
       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
       "      <td>13</td>\n",
       "      <td>Millard Fillmore</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Millard_Fillmore</td>\n",
       "      <td>1850-09-07</td>\n",
       "      <td>4/3/1853</td>\n",
       "      <td>Whig</td>\n",
       "      <td>MillardFillmore.png</td>\n",
       "      <td>thmb_MillardFillmore.png</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1853</td>\n",
       "      <td>Pierce</td>\n",
       "      <td>My Countrymen, It a relief to feel that no hea...</td>\n",
       "      <td>14</td>\n",
       "      <td>Franklin Pierce</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_Pierce</td>\n",
       "      <td>1853-04-03</td>\n",
       "      <td>4/3/1857</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinPierce.gif</td>\n",
       "      <td>thmb_FranklinPierce.gif</td>\n",
       "      <td>New Hampshire</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1857</td>\n",
       "      <td>Buchanan</td>\n",
       "      <td>Fellow citizens, I appear before you this day ...</td>\n",
       "      <td>15</td>\n",
       "      <td>James Buchanan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Buchanan</td>\n",
       "      <td>1857-04-03</td>\n",
       "      <td>4/3/1861</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesBuchanan.gif</td>\n",
       "      <td>thmb_JamesBuchanan.gif</td>\n",
       "      <td>Pennsylvania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1861</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Citizens of the United States: In compl...</td>\n",
       "      <td>16</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Abraham_Lincoln</td>\n",
       "      <td>1861-04-03</td>\n",
       "      <td>4/15/1865</td>\n",
       "      <td>Republican/National Union</td>\n",
       "      <td>AbrahamLincoln.jpg</td>\n",
       "      <td>thmb_AbrahamLincoln.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1865</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Countrymen:\\n\\nAt this second appearing...</td>\n",
       "      <td>17</td>\n",
       "      <td>Andrew Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Johnson</td>\n",
       "      <td>1865-04-15</td>\n",
       "      <td>4/3/1869</td>\n",
       "      <td>Democratic/National Union</td>\n",
       "      <td>AndrewJohnson.gif</td>\n",
       "      <td>thmb_AndrewJohnson.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1869</td>\n",
       "      <td>Grant</td>\n",
       "      <td>Citizens of the United States:\\n\\nYour suffrag...</td>\n",
       "      <td>18</td>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ulysses_S._Grant</td>\n",
       "      <td>1869-04-03</td>\n",
       "      <td>4/3/1877</td>\n",
       "      <td>Republican</td>\n",
       "      <td>UlyssesSGrant.gif</td>\n",
       "      <td>thmb_UlyssesSGrant.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1877</td>\n",
       "      <td>Hayes</td>\n",
       "      <td>Fellow citizens, we have assembled to repeat t...</td>\n",
       "      <td>19</td>\n",
       "      <td>Rutherford B. Hayes</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Rutherford_B._Hayes</td>\n",
       "      <td>1877-04-03</td>\n",
       "      <td>4/3/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RutherfordBHayes.png</td>\n",
       "      <td>thmb_RutherfordBHayes.png</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1881</td>\n",
       "      <td>Garfield</td>\n",
       "      <td>Fellow-Citizens:\\n\\nWe stand to-day upon an em...</td>\n",
       "      <td>20</td>\n",
       "      <td>James A. Garfield</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_A._Garfield</td>\n",
       "      <td>1881-04-03</td>\n",
       "      <td>9/19/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>James_Garfield.jpg</td>\n",
       "      <td>thmb_James_Garfield.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1881</td>\n",
       "      <td>Garfield</td>\n",
       "      <td>Fellow-Citizens:\\n\\nWe stand to-day upon an em...</td>\n",
       "      <td>21</td>\n",
       "      <td>Chester A. Arthur</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Chester_A._Arthur</td>\n",
       "      <td>1881-09-19</td>\n",
       "      <td>4/3/1885</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ChesterAArthur.gif</td>\n",
       "      <td>thmb_ChesterAArthur.gif</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1885</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>Fellow citizens, in the presence of this vast ...</td>\n",
       "      <td>22</td>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1885-04-03</td>\n",
       "      <td>4/3/1889</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland_2.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland_2.jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1889</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Fellow-Citizens, there is no constitutional or...</td>\n",
       "      <td>23</td>\n",
       "      <td>Benjamin Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Benjamin_Harrison</td>\n",
       "      <td>1889-04-03</td>\n",
       "      <td>4/3/1893</td>\n",
       "      <td>Republican</td>\n",
       "      <td>BenjaminHarrison.gif</td>\n",
       "      <td>thmb_BenjaminHarrison.gif</td>\n",
       "      <td>Indiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1893</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>My Fellow citizens, in obedience of the mandat...</td>\n",
       "      <td>24</td>\n",
       "      <td>Grover Cleveland (2nd term)</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1893-04-03</td>\n",
       "      <td>4/3/1897</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland.jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1897</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>Fellow citizens, In obedience to the will of t...</td>\n",
       "      <td>25</td>\n",
       "      <td>William McKinley</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_McKinley</td>\n",
       "      <td>1897-04-03</td>\n",
       "      <td>9/14/1901</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamMcKinley.gif</td>\n",
       "      <td>thmb_WilliamMcKinley.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1901</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>My fellow-citizens, when we assembled here on ...</td>\n",
       "      <td>26</td>\n",
       "      <td>Theodore Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Theodore_Roosevelt</td>\n",
       "      <td>1901-09-14</td>\n",
       "      <td>4/3/1909</td>\n",
       "      <td>Republican</td>\n",
       "      <td>TheodoreRoosevelt.jpg</td>\n",
       "      <td>thmb_TheodoreRoosevelt.jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1909</td>\n",
       "      <td>Taft</td>\n",
       "      <td>My fellow citizens: Anyone who has taken the o...</td>\n",
       "      <td>27</td>\n",
       "      <td>William Howard Taft</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Howard_Taft</td>\n",
       "      <td>1909-04-03</td>\n",
       "      <td>4/3/1913</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamHowardTaft.jpg</td>\n",
       "      <td>thmb_WilliamHowardTaft.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1913</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>There has been a change of government. It bega...</td>\n",
       "      <td>28</td>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Woodrow_Wilson</td>\n",
       "      <td>1913-04-03</td>\n",
       "      <td>4/3/1921</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>WoodrowWilson.gif</td>\n",
       "      <td>thmb_WoodrowWilson.gif</td>\n",
       "      <td>New Jersey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1921</td>\n",
       "      <td>Harding</td>\n",
       "      <td>My Countrymen:\\n\\nWhen one surveys the world a...</td>\n",
       "      <td>29</td>\n",
       "      <td>Warren G. Harding</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Warren_G._Harding</td>\n",
       "      <td>1921-04-03</td>\n",
       "      <td>2/8/1923</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WarrenGHarding.gif</td>\n",
       "      <td>thmb_WarrenGHarding.gif</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1923</td>\n",
       "      <td>Coolidge</td>\n",
       "      <td>My countrymen,\\n\\nno one can contemplate curre...</td>\n",
       "      <td>30</td>\n",
       "      <td>Calvin Coolidge</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Calvin_Coolidge</td>\n",
       "      <td>1923-02-08</td>\n",
       "      <td>4/3/1929</td>\n",
       "      <td>Republican</td>\n",
       "      <td>CoolidgeWHPortrait.gif</td>\n",
       "      <td>thmb_CoolidgeWHPortrait.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1929</td>\n",
       "      <td>Hoover</td>\n",
       "      <td>My Countrymen: This occasion is not alone the ...</td>\n",
       "      <td>31</td>\n",
       "      <td>Herbert Hoover</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Herbert_Hoover</td>\n",
       "      <td>1929-04-03</td>\n",
       "      <td>4/3/1933</td>\n",
       "      <td>Republican</td>\n",
       "      <td>HerbertHover.gif</td>\n",
       "      <td>thmb_HerbertHover.gif</td>\n",
       "      <td>Iowa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1933</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>I am certain that my fellow Americans expect t...</td>\n",
       "      <td>32</td>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_D._Roose...</td>\n",
       "      <td>1933-03-04</td>\n",
       "      <td>12/4/1945</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinDRoosevelt.gif</td>\n",
       "      <td>thmb_FranklinDRoosevelt.gif</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1945</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>Chief Justice, Mr. Vice President, my friends,...</td>\n",
       "      <td>33</td>\n",
       "      <td>Harry S. Truman</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Harry_S._Truman</td>\n",
       "      <td>1945-12-04</td>\n",
       "      <td>1/20/1953</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>HarryTruman.jpg</td>\n",
       "      <td>thmb_HarryTruman.jpg</td>\n",
       "      <td>Missouri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1953</td>\n",
       "      <td>Eisenhower</td>\n",
       "      <td>My friends, before I begin the expression of t...</td>\n",
       "      <td>34</td>\n",
       "      <td>Dwight D. Eisenhower</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Dwight_D._Eisenhower</td>\n",
       "      <td>1953-01-20</td>\n",
       "      <td>1/20/1961</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>thmb_Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1961</td>\n",
       "      <td>Kennedy</td>\n",
       "      <td>Vice President Johnson, Mr. Speaker, Mr. Chief...</td>\n",
       "      <td>35</td>\n",
       "      <td>John F. Kennedy</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_F._Kennedy</td>\n",
       "      <td>1961-01-20</td>\n",
       "      <td>11/22/1963</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>John_F_Kennedy.jpg</td>\n",
       "      <td>thmb_John_F_Kennedy.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1969</td>\n",
       "      <td>Nixon</td>\n",
       "      <td>Senator Dirksen, Mr. Chief Justice, Mr. Vice P...</td>\n",
       "      <td>37</td>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Richard_Nixon</td>\n",
       "      <td>1969-01-20</td>\n",
       "      <td>9/8/1974</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RichardNixon.gif</td>\n",
       "      <td>thmb_RichardNixon.gif</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1977</td>\n",
       "      <td>Carter</td>\n",
       "      <td>For myself and for our Nation, I want to thank...</td>\n",
       "      <td>39</td>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jimmy_Carter</td>\n",
       "      <td>1977-01-20</td>\n",
       "      <td>1/20/1981</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>James_E_Carter.gif</td>\n",
       "      <td>thmb_James_E_Carter.gif</td>\n",
       "      <td>Georgia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1981</td>\n",
       "      <td>Reagan</td>\n",
       "      <td>Senator Hatfield, Mr. Chief Justice, Mr. Presi...</td>\n",
       "      <td>40</td>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ronald_Reagan</td>\n",
       "      <td>1981-01-20</td>\n",
       "      <td>1/20/1989</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ReaganWH.jpg</td>\n",
       "      <td>thmb_ReaganWH.jpg</td>\n",
       "      <td>California</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1989</td>\n",
       "      <td>Bush</td>\n",
       "      <td>Mr. Chief Justice, Mr. President, Vice Preside...</td>\n",
       "      <td>41</td>\n",
       "      <td>George H. W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_H._W._Bush</td>\n",
       "      <td>1989-01-20</td>\n",
       "      <td>1/20/1993</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_H_W_Bush.gif</td>\n",
       "      <td>thmb_George_H_W_Bush.gif</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1993</td>\n",
       "      <td>Clinton</td>\n",
       "      <td>My fellow citizens, today we celebrate the mys...</td>\n",
       "      <td>42</td>\n",
       "      <td>Bill Clinton</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Bill_Clinton</td>\n",
       "      <td>1993-01-20</td>\n",
       "      <td>1/20/2001</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Clinton.jpg</td>\n",
       "      <td>thmb_Clinton.jpg</td>\n",
       "      <td>Arkansas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2001</td>\n",
       "      <td>Bush</td>\n",
       "      <td>President Clinton, distinguished guests and my...</td>\n",
       "      <td>43</td>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_W._Bush</td>\n",
       "      <td>2001-01-20</td>\n",
       "      <td>1/20/2009</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_W_Bush.jpg</td>\n",
       "      <td>thmb_George_W_Bush.jpg</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2009</td>\n",
       "      <td>Obama</td>\n",
       "      <td>My fellow citizens:\\n\\nI stand here today humb...</td>\n",
       "      <td>44</td>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Barack_Obama</td>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>1/20/2017</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Barack_Obama.jpg</td>\n",
       "      <td>thmb_Barack_Obama.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2017</td>\n",
       "      <td>Trump</td>\n",
       "      <td>Chief Justice Roberts, President Carter, Presi...</td>\n",
       "      <td>45</td>\n",
       "      <td>Donald Trump</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Donald_Trump</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>Incumbent</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Donald_Trump_official_portrait.jpg</td>\n",
       "      <td>Donald_Trump_official_portrait_(cropped).jpg</td>\n",
       "      <td>New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1963</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "      <td>Lyndon B. Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Lyndon_B._Johnson</td>\n",
       "      <td>1963-11-22</td>\n",
       "      <td>1/20/1969</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Lyndon_B_Johnson.gif</td>\n",
       "      <td>thmb_Lyndon_B_Johnson.gif</td>\n",
       "      <td>Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1974</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "      <td>Gerald Ford</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Gerald_Ford</td>\n",
       "      <td>1974-09-08</td>\n",
       "      <td>1/20/1977</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Gerald_R_Ford.jpg</td>\n",
       "      <td>thmb_Gerald_R_Ford.jpg</td>\n",
       "      <td>Michigan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year president_x                                     speach_content  \\\n",
       "0   1789  Washington  Fellow-Citizens of the Senate and of the House...   \n",
       "1   1797       Adams  When it was first perceived, in early times, t...   \n",
       "2   1801   Jefferson  Friends and Fellow Citizens:\\n\\nCalled upon to...   \n",
       "3   1809     Madison  Unwilling to depart from examples of the most ...   \n",
       "4   1817      Monroe  I should be destitute of feeling if I was not ...   \n",
       "5   1825       Adams  In compliance with an usage coeval with the ex...   \n",
       "6   1829     Jackson  Fellow citizens, about to undertake the arduou...   \n",
       "7   1837    VanBuren  Fellow citizens: The practice of all my predec...   \n",
       "8   1841    Harrison  Called from a retirement which I had supposed ...   \n",
       "9   1841    Harrison  Called from a retirement which I had supposed ...   \n",
       "10  1845        Polk  Fellow citizens, without solicitation on my pa...   \n",
       "11  1849      Taylor  Elected by the American people to the highest ...   \n",
       "12  1850    Fillmore  Fellow-Citizens of the Senate and of the House...   \n",
       "13  1853      Pierce  My Countrymen, It a relief to feel that no hea...   \n",
       "14  1857    Buchanan  Fellow citizens, I appear before you this day ...   \n",
       "15  1861     Lincoln  Fellow-Citizens of the United States: In compl...   \n",
       "16  1865     Lincoln  Fellow-Countrymen:\\n\\nAt this second appearing...   \n",
       "17  1869       Grant  Citizens of the United States:\\n\\nYour suffrag...   \n",
       "18  1877       Hayes  Fellow citizens, we have assembled to repeat t...   \n",
       "19  1881    Garfield  Fellow-Citizens:\\n\\nWe stand to-day upon an em...   \n",
       "20  1881    Garfield  Fellow-Citizens:\\n\\nWe stand to-day upon an em...   \n",
       "21  1885   Cleveland  Fellow citizens, in the presence of this vast ...   \n",
       "22  1889    Harrison  Fellow-Citizens, there is no constitutional or...   \n",
       "23  1893   Cleveland  My Fellow citizens, in obedience of the mandat...   \n",
       "24  1897    McKinley  Fellow citizens, In obedience to the will of t...   \n",
       "25  1901    McKinley  My fellow-citizens, when we assembled here on ...   \n",
       "26  1909        Taft  My fellow citizens: Anyone who has taken the o...   \n",
       "27  1913      Wilson  There has been a change of government. It bega...   \n",
       "28  1921     Harding  My Countrymen:\\n\\nWhen one surveys the world a...   \n",
       "29  1923    Coolidge  My countrymen,\\n\\nno one can contemplate curre...   \n",
       "30  1929      Hoover  My Countrymen: This occasion is not alone the ...   \n",
       "31  1933   Roosevelt  I am certain that my fellow Americans expect t...   \n",
       "32  1945   Roosevelt  Chief Justice, Mr. Vice President, my friends,...   \n",
       "33  1953  Eisenhower  My friends, before I begin the expression of t...   \n",
       "34  1961     Kennedy  Vice President Johnson, Mr. Speaker, Mr. Chief...   \n",
       "35  1969       Nixon  Senator Dirksen, Mr. Chief Justice, Mr. Vice P...   \n",
       "36  1977      Carter  For myself and for our Nation, I want to thank...   \n",
       "37  1981      Reagan  Senator Hatfield, Mr. Chief Justice, Mr. Presi...   \n",
       "38  1989        Bush  Mr. Chief Justice, Mr. President, Vice Preside...   \n",
       "39  1993     Clinton  My fellow citizens, today we celebrate the mys...   \n",
       "40  2001        Bush  President Clinton, distinguished guests and my...   \n",
       "41  2009       Obama  My fellow citizens:\\n\\nI stand here today humb...   \n",
       "42  2017       Trump  Chief Justice Roberts, President Carter, Presi...   \n",
       "43  1963         NaN                                                NaN   \n",
       "44  1974         NaN                                                NaN   \n",
       "\n",
       "    presidency                  president_y  \\\n",
       "0            1            George Washington   \n",
       "1            2                   John Adams   \n",
       "2            3             Thomas Jefferson   \n",
       "3            4                James Madison   \n",
       "4            5                 James Monroe   \n",
       "5            6            John Quincy Adams   \n",
       "6            7               Andrew Jackson   \n",
       "7            8             Martin Van Buren   \n",
       "8            9       William Henry Harrison   \n",
       "9           10                   John Tyler   \n",
       "10          11                James K. Polk   \n",
       "11          12               Zachary Taylor   \n",
       "12          13             Millard Fillmore   \n",
       "13          14              Franklin Pierce   \n",
       "14          15               James Buchanan   \n",
       "15          16              Abraham Lincoln   \n",
       "16          17               Andrew Johnson   \n",
       "17          18             Ulysses S. Grant   \n",
       "18          19          Rutherford B. Hayes   \n",
       "19          20            James A. Garfield   \n",
       "20          21            Chester A. Arthur   \n",
       "21          22             Grover Cleveland   \n",
       "22          23            Benjamin Harrison   \n",
       "23          24  Grover Cleveland (2nd term)   \n",
       "24          25             William McKinley   \n",
       "25          26           Theodore Roosevelt   \n",
       "26          27          William Howard Taft   \n",
       "27          28               Woodrow Wilson   \n",
       "28          29            Warren G. Harding   \n",
       "29          30              Calvin Coolidge   \n",
       "30          31               Herbert Hoover   \n",
       "31          32        Franklin D. Roosevelt   \n",
       "32          33              Harry S. Truman   \n",
       "33          34         Dwight D. Eisenhower   \n",
       "34          35              John F. Kennedy   \n",
       "35          37                Richard Nixon   \n",
       "36          39                 Jimmy Carter   \n",
       "37          40                Ronald Reagan   \n",
       "38          41            George H. W. Bush   \n",
       "39          42                 Bill Clinton   \n",
       "40          43               George W. Bush   \n",
       "41          44                 Barack Obama   \n",
       "42          45                 Donald Trump   \n",
       "43          36            Lyndon B. Johnson   \n",
       "44          38                  Gerald Ford   \n",
       "\n",
       "                                      wikipedia_entry took_office left_office  \\\n",
       "0      http://en.wikipedia.org/wiki/George_Washington  1789-04-03    4/3/1797   \n",
       "1             http://en.wikipedia.org/wiki/John_Adams  1797-04-03    4/3/1801   \n",
       "2       http://en.wikipedia.org/wiki/Thomas_Jefferson  1801-04-03    4/3/1809   \n",
       "3          http://en.wikipedia.org/wiki/James_Madison  1809-04-03    4/3/1817   \n",
       "4           http://en.wikipedia.org/wiki/James_Monroe  1817-04-03    4/3/1825   \n",
       "5      http://en.wikipedia.org/wiki/John_Quincy_Adams  1825-04-03    4/3/1829   \n",
       "6         http://en.wikipedia.org/wiki/Andrew_Jackson  1829-04-03    4/3/1837   \n",
       "7       http://en.wikipedia.org/wiki/Martin_Van_Buren  1837-04-03    4/3/1841   \n",
       "8   http://en.wikipedia.org/wiki/William_Henry_Har...  1841-04-03    4/4/1841   \n",
       "9             http://en.wikipedia.org/wiki/John_Tyler  1841-04-04    4/3/1845   \n",
       "10         http://en.wikipedia.org/wiki/James_K._Polk  1845-04-03    4/3/1849   \n",
       "11        http://en.wikipedia.org/wiki/Zachary_Taylor  1849-04-03    9/7/1850   \n",
       "12      http://en.wikipedia.org/wiki/Millard_Fillmore  1850-09-07    4/3/1853   \n",
       "13       http://en.wikipedia.org/wiki/Franklin_Pierce  1853-04-03    4/3/1857   \n",
       "14        http://en.wikipedia.org/wiki/James_Buchanan  1857-04-03    4/3/1861   \n",
       "15       http://en.wikipedia.org/wiki/Abraham_Lincoln  1861-04-03   4/15/1865   \n",
       "16        http://en.wikipedia.org/wiki/Andrew_Johnson  1865-04-15    4/3/1869   \n",
       "17      http://en.wikipedia.org/wiki/Ulysses_S._Grant  1869-04-03    4/3/1877   \n",
       "18   http://en.wikipedia.org/wiki/Rutherford_B._Hayes  1877-04-03    4/3/1881   \n",
       "19     http://en.wikipedia.org/wiki/James_A._Garfield  1881-04-03   9/19/1881   \n",
       "20     http://en.wikipedia.org/wiki/Chester_A._Arthur  1881-09-19    4/3/1885   \n",
       "21      http://en.wikipedia.org/wiki/Grover_Cleveland  1885-04-03    4/3/1889   \n",
       "22     http://en.wikipedia.org/wiki/Benjamin_Harrison  1889-04-03    4/3/1893   \n",
       "23      http://en.wikipedia.org/wiki/Grover_Cleveland  1893-04-03    4/3/1897   \n",
       "24      http://en.wikipedia.org/wiki/William_McKinley  1897-04-03   9/14/1901   \n",
       "25    http://en.wikipedia.org/wiki/Theodore_Roosevelt  1901-09-14    4/3/1909   \n",
       "26   http://en.wikipedia.org/wiki/William_Howard_Taft  1909-04-03    4/3/1913   \n",
       "27        http://en.wikipedia.org/wiki/Woodrow_Wilson  1913-04-03    4/3/1921   \n",
       "28     http://en.wikipedia.org/wiki/Warren_G._Harding  1921-04-03    2/8/1923   \n",
       "29       http://en.wikipedia.org/wiki/Calvin_Coolidge  1923-02-08    4/3/1929   \n",
       "30        http://en.wikipedia.org/wiki/Herbert_Hoover  1929-04-03    4/3/1933   \n",
       "31  http://en.wikipedia.org/wiki/Franklin_D._Roose...  1933-03-04   12/4/1945   \n",
       "32       http://en.wikipedia.org/wiki/Harry_S._Truman  1945-12-04   1/20/1953   \n",
       "33  http://en.wikipedia.org/wiki/Dwight_D._Eisenhower  1953-01-20   1/20/1961   \n",
       "34       http://en.wikipedia.org/wiki/John_F._Kennedy  1961-01-20  11/22/1963   \n",
       "35         http://en.wikipedia.org/wiki/Richard_Nixon  1969-01-20    9/8/1974   \n",
       "36          http://en.wikipedia.org/wiki/Jimmy_Carter  1977-01-20   1/20/1981   \n",
       "37         http://en.wikipedia.org/wiki/Ronald_Reagan  1981-01-20   1/20/1989   \n",
       "38     http://en.wikipedia.org/wiki/George_H._W._Bush  1989-01-20   1/20/1993   \n",
       "39          http://en.wikipedia.org/wiki/Bill_Clinton  1993-01-20   1/20/2001   \n",
       "40        http://en.wikipedia.org/wiki/George_W._Bush  2001-01-20   1/20/2009   \n",
       "41          http://en.wikipedia.org/wiki/Barack_Obama  2009-01-20   1/20/2017   \n",
       "42         https://en.wikipedia.org/wiki/Donald_Trump  2017-01-20   Incumbent   \n",
       "43     http://en.wikipedia.org/wiki/Lyndon_B._Johnson  1963-11-22   1/20/1969   \n",
       "44           http://en.wikipedia.org/wiki/Gerald_Ford  1974-09-08   1/20/1977   \n",
       "\n",
       "                                        party  \\\n",
       "0                                 Independent   \n",
       "1                                  Federalist   \n",
       "2                       Democratic-Republican   \n",
       "3                       Democratic-Republican   \n",
       "4                       Democratic-Republican   \n",
       "5   Democratic-Republican/National Republican   \n",
       "6                                  Democratic   \n",
       "7                                  Democratic   \n",
       "8                                        Whig   \n",
       "9                                        Whig   \n",
       "10                                 Democratic   \n",
       "11                                       Whig   \n",
       "12                                       Whig   \n",
       "13                                 Democratic   \n",
       "14                                 Democratic   \n",
       "15                  Republican/National Union   \n",
       "16                  Democratic/National Union   \n",
       "17                                 Republican   \n",
       "18                                 Republican   \n",
       "19                                 Republican   \n",
       "20                                 Republican   \n",
       "21                                 Democratic   \n",
       "22                                 Republican   \n",
       "23                                 Democratic   \n",
       "24                                 Republican   \n",
       "25                                 Republican   \n",
       "26                                 Republican   \n",
       "27                                 Democratic   \n",
       "28                                 Republican   \n",
       "29                                 Republican   \n",
       "30                                 Republican   \n",
       "31                                 Democratic   \n",
       "32                                 Democratic   \n",
       "33                                 Republican   \n",
       "34                                 Democratic   \n",
       "35                                 Republican   \n",
       "36                                 Democratic   \n",
       "37                                 Republican   \n",
       "38                                 Republican   \n",
       "39                                 Democratic   \n",
       "40                                 Republican   \n",
       "41                                 Democratic   \n",
       "42                                 Republican   \n",
       "43                                 Democratic   \n",
       "44                                 Republican   \n",
       "\n",
       "                              portrait  \\\n",
       "0                 GeorgeWashington.jpg   \n",
       "1                        JohnAdams.jpg   \n",
       "2                  Thomasjefferson.gif   \n",
       "3                     JamesMadison.gif   \n",
       "4                      JamesMonroe.gif   \n",
       "5                  JohnQuincyAdams.gif   \n",
       "6              Andrew_jackson_head.gif   \n",
       "7                   MartinVanBuren.gif   \n",
       "8             WilliamHenryHarrison.gif   \n",
       "9                        JohnTyler.jpg   \n",
       "10                      JamesKPolk.gif   \n",
       "11                   ZacharyTaylor.jpg   \n",
       "12                 MillardFillmore.png   \n",
       "13                  FranklinPierce.gif   \n",
       "14                   JamesBuchanan.gif   \n",
       "15                  AbrahamLincoln.jpg   \n",
       "16                   AndrewJohnson.gif   \n",
       "17                   UlyssesSGrant.gif   \n",
       "18                RutherfordBHayes.png   \n",
       "19                  James_Garfield.jpg   \n",
       "20                  ChesterAArthur.gif   \n",
       "21              Grover_Cleveland_2.jpg   \n",
       "22                BenjaminHarrison.gif   \n",
       "23                Grover_Cleveland.jpg   \n",
       "24                 WilliamMcKinley.gif   \n",
       "25               TheodoreRoosevelt.jpg   \n",
       "26               WilliamHowardTaft.jpg   \n",
       "27                   WoodrowWilson.gif   \n",
       "28                  WarrenGHarding.gif   \n",
       "29              CoolidgeWHPortrait.gif   \n",
       "30                    HerbertHover.gif   \n",
       "31              FranklinDRoosevelt.gif   \n",
       "32                     HarryTruman.jpg   \n",
       "33             Dwight_D_Eisenhower.jpg   \n",
       "34                  John_F_Kennedy.jpg   \n",
       "35                    RichardNixon.gif   \n",
       "36                  James_E_Carter.gif   \n",
       "37                        ReaganWH.jpg   \n",
       "38                 George_H_W_Bush.gif   \n",
       "39                         Clinton.jpg   \n",
       "40                   George_W_Bush.jpg   \n",
       "41                    Barack_Obama.jpg   \n",
       "42  Donald_Trump_official_portrait.jpg   \n",
       "43                Lyndon_B_Johnson.gif   \n",
       "44                   Gerald_R_Ford.jpg   \n",
       "\n",
       "                                       thumbnail     home_state  \n",
       "0                      thmb_GeorgeWashington.jpg       Virginia  \n",
       "1                             thmb_JohnAdams.jpg  Massachusetts  \n",
       "2                       thmb_Thomasjefferson.gif       Virginia  \n",
       "3                          thmb_JamesMadison.gif       Virginia  \n",
       "4                           thmb_JamesMonroe.gif       Virginia  \n",
       "5                       thmb_JohnQuincyAdams.gif  Massachusetts  \n",
       "6                   thmb_Andrew_jackson_head.gif      Tennessee  \n",
       "7                        thmb_MartinVanBuren.gif       New York  \n",
       "8                  thmb_WilliamHenryHarrison.gif           Ohio  \n",
       "9                             thmb_JohnTyler.jpg       Virginia  \n",
       "10                           thmb_JamesKPolk.gif      Tennessee  \n",
       "11                        thmb_ZacharyTaylor.jpg      Louisiana  \n",
       "12                      thmb_MillardFillmore.png       New York  \n",
       "13                       thmb_FranklinPierce.gif  New Hampshire  \n",
       "14                        thmb_JamesBuchanan.gif   Pennsylvania  \n",
       "15                       thmb_AbrahamLincoln.jpg       Illinois  \n",
       "16                        thmb_AndrewJohnson.gif      Tennessee  \n",
       "17                        thmb_UlyssesSGrant.gif           Ohio  \n",
       "18                     thmb_RutherfordBHayes.png           Ohio  \n",
       "19                       thmb_James_Garfield.jpg           Ohio  \n",
       "20                       thmb_ChesterAArthur.gif       New York  \n",
       "21                   thmb_Grover_Cleveland_2.jpg       New York  \n",
       "22                     thmb_BenjaminHarrison.gif        Indiana  \n",
       "23                     thmb_Grover_Cleveland.jpg       New York  \n",
       "24                      thmb_WilliamMcKinley.gif           Ohio  \n",
       "25                    thmb_TheodoreRoosevelt.jpg       New York  \n",
       "26                    thmb_WilliamHowardTaft.jpg           Ohio  \n",
       "27                        thmb_WoodrowWilson.gif     New Jersey  \n",
       "28                       thmb_WarrenGHarding.gif           Ohio  \n",
       "29                   thmb_CoolidgeWHPortrait.gif  Massachusetts  \n",
       "30                         thmb_HerbertHover.gif           Iowa  \n",
       "31                   thmb_FranklinDRoosevelt.gif       New York  \n",
       "32                          thmb_HarryTruman.jpg       Missouri  \n",
       "33                  thmb_Dwight_D_Eisenhower.jpg          Texas  \n",
       "34                       thmb_John_F_Kennedy.jpg  Massachusetts  \n",
       "35                         thmb_RichardNixon.gif     California  \n",
       "36                       thmb_James_E_Carter.gif        Georgia  \n",
       "37                             thmb_ReaganWH.jpg     California  \n",
       "38                      thmb_George_H_W_Bush.gif          Texas  \n",
       "39                              thmb_Clinton.jpg       Arkansas  \n",
       "40                        thmb_George_W_Bush.jpg          Texas  \n",
       "41                         thmb_Barack_Obama.jpg       Illinois  \n",
       "42  Donald_Trump_official_portrait_(cropped).jpg       New York  \n",
       "43                     thmb_Lyndon_B_Johnson.gif          Texas  \n",
       "44                        thmb_Gerald_R_Ford.jpg       Michigan  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.merge(df_inagural, df_presidents, how='right', on=['year'])\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45\n",
      "41\n"
     ]
    }
   ],
   "source": [
    "# Three presidents didn't have inauguration addresses:\n",
    "#   Because William Henry Harrison death\n",
    "#   Because Garfield assination,\n",
    "#   Because of Kennedy assisnation,\n",
    "#     and Nixon impeachment, the following presidents did not have formal speachs:\n",
    "print(df.shape[0])\n",
    "df = df[~df['presidency'].isin([10, #  John Tyler\n",
    "                                21, #  Chester A. Arthur\n",
    "                                36, #  Lyndon B. Johnson\n",
    "                                38  #  Gerald Ford\n",
    "                               ])]\n",
    "print(df.shape[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/brray/anaconda2/anaconda/envs/py3k/lib/python3.5/site-packages/ipykernel/__main__.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "def get_code(row):\n",
    "    party = row['party']\n",
    "    if party.startswith(\"Republican\"):\n",
    "        return 'R'\n",
    "    elif party.startswith(\"Democratic\"):\n",
    "        return 'D'\n",
    "    elif party.startswith(\"Independent\"):\n",
    "        return 'I'\n",
    "    elif party.startswith(\"Whig\"):\n",
    "        return 'W'\n",
    "    else: \n",
    "        return 'O'\n",
    "\n",
    "df['party_short'] = df.apply(get_code, axis=1) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clustring\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.02 s, sys: 29.4 ms, total: 3.04 s\n",
      "Wall time: 3.06 s\n",
      "(41, 914)\n"
     ]
    }
   ],
   "source": [
    "from nltk.stem.snowball import SnowballStemmer\n",
    "import nltk\n",
    "import re\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.feature_extraction import text \n",
    "\n",
    "stemmer = SnowballStemmer(\"english\")\n",
    "\n",
    "#  http://brandonrose.org/clustering\n",
    "def tokenize_and_stem(text):\n",
    "    # first tokenize by sentence, then by word to ensure that punctuation is caught as it's own token\n",
    "    tokens = [word for sent in nltk.sent_tokenize(text) for word in nltk.word_tokenize(sent)]\n",
    "    filtered_tokens = []\n",
    "    # filter out any tokens not containing letters (e.g., numeric tokens, raw punctuation)\n",
    "    for token in tokens:\n",
    "        if re.search('[a-zA-Z]', token):\n",
    "            filtered_tokens.append(token)\n",
    "    stems = [stemmer.stem(t) for t in filtered_tokens]\n",
    "    return stems\n",
    "\n",
    "def tokenize_only(text):\n",
    "    # first tokenize by sentence, then by word to ensure that punctuation is caught as it's own token\n",
    "    tokens = [word.lower() for sent in nltk.sent_tokenize(text) for word in nltk.word_tokenize(sent)]\n",
    "    filtered_tokens = []\n",
    "    # filter out any tokens not containing letters (e.g., numeric tokens, raw punctuation)\n",
    "    for token in tokens:\n",
    "        if re.search('[a-zA-Z]', token):\n",
    "            filtered_tokens.append(token)\n",
    "    return filtered_tokens\n",
    "\n",
    "stop_words = text.ENGLISH_STOP_WORDS.union([\"'s\", \"mr.\", \"let\", \"come\"])\n",
    "tfidf_vectorizer = TfidfVectorizer(max_df=0.8, \n",
    "                                   max_features=100000,\n",
    "                                   min_df=0.2,\n",
    "                                   stop_words=stop_words,\n",
    "                                   use_idf=True,\n",
    "                                   tokenizer=tokenize_and_stem,\n",
    "                                   ngram_range=(1,3))\n",
    "synopses = list(df['speach_content'])\n",
    "%time tfidf_matrix = tfidf_vectorizer.fit_transform(synopses) #fit the vectorizer to synopses\n",
    "\n",
    "print(tfidf_matrix.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "totalvocab_stemmed = []\n",
    "totalvocab_tokenized = []\n",
    "for i in synopses:\n",
    "    allwords_stemmed = tokenize_and_stem(i) \n",
    "    totalvocab_stemmed.extend(allwords_stemmed)\n",
    "    \n",
    "    allwords_tokenized = tokenize_only(i)\n",
    "    totalvocab_tokenized.extend(allwords_tokenized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there are 111436 items in vocab_frame\n"
     ]
    }
   ],
   "source": [
    "vocab_frame = pd.DataFrame({'words': totalvocab_tokenized}, index = totalvocab_stemmed)\n",
    "print('there are ' + str(vocab_frame.shape[0]) + ' items in vocab_frame')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "terms = tfidf_vectorizer.get_feature_names()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 971 ms, sys: 13.7 ms, total: 985 ms\n",
      "Wall time: 306 ms\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/brray/anaconda2/anaconda/envs/py3k/lib/python3.5/site-packages/ipykernel/__main__.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>president_x</th>\n",
       "      <th>speach_content</th>\n",
       "      <th>presidency</th>\n",
       "      <th>president_y</th>\n",
       "      <th>wikipedia_entry</th>\n",
       "      <th>took_office</th>\n",
       "      <th>left_office</th>\n",
       "      <th>party</th>\n",
       "      <th>portrait</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>home_state</th>\n",
       "      <th>party_short</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1789</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
       "      <td>1</td>\n",
       "      <td>George Washington</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_Washington</td>\n",
       "      <td>1789-04-03</td>\n",
       "      <td>4/3/1797</td>\n",
       "      <td>Independent</td>\n",
       "      <td>GeorgeWashington.jpg</td>\n",
       "      <td>thmb_GeorgeWashington.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>I</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1797</td>\n",
       "      <td>Adams</td>\n",
       "      <td>When it was first perceived, in early times, t...</td>\n",
       "      <td>2</td>\n",
       "      <td>John Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Adams</td>\n",
       "      <td>1797-04-03</td>\n",
       "      <td>4/3/1801</td>\n",
       "      <td>Federalist</td>\n",
       "      <td>JohnAdams.jpg</td>\n",
       "      <td>thmb_JohnAdams.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1801</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Friends and Fellow Citizens:\\n\\nCalled upon to...</td>\n",
       "      <td>3</td>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Thomas_Jefferson</td>\n",
       "      <td>1801-04-03</td>\n",
       "      <td>4/3/1809</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>Thomasjefferson.gif</td>\n",
       "      <td>thmb_Thomasjefferson.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1809</td>\n",
       "      <td>Madison</td>\n",
       "      <td>Unwilling to depart from examples of the most ...</td>\n",
       "      <td>4</td>\n",
       "      <td>James Madison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Madison</td>\n",
       "      <td>1809-04-03</td>\n",
       "      <td>4/3/1817</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMadison.gif</td>\n",
       "      <td>thmb_JamesMadison.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1817</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>I should be destitute of feeling if I was not ...</td>\n",
       "      <td>5</td>\n",
       "      <td>James Monroe</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Monroe</td>\n",
       "      <td>1817-04-03</td>\n",
       "      <td>4/3/1825</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMonroe.gif</td>\n",
       "      <td>thmb_JamesMonroe.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1825</td>\n",
       "      <td>Adams</td>\n",
       "      <td>In compliance with an usage coeval with the ex...</td>\n",
       "      <td>6</td>\n",
       "      <td>John Quincy Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Quincy_Adams</td>\n",
       "      <td>1825-04-03</td>\n",
       "      <td>4/3/1829</td>\n",
       "      <td>Democratic-Republican/National Republican</td>\n",
       "      <td>JohnQuincyAdams.gif</td>\n",
       "      <td>thmb_JohnQuincyAdams.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1829</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>Fellow citizens, about to undertake the arduou...</td>\n",
       "      <td>7</td>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Jackson</td>\n",
       "      <td>1829-04-03</td>\n",
       "      <td>4/3/1837</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Andrew_jackson_head.gif</td>\n",
       "      <td>thmb_Andrew_jackson_head.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1837</td>\n",
       "      <td>VanBuren</td>\n",
       "      <td>Fellow citizens: The practice of all my predec...</td>\n",
       "      <td>8</td>\n",
       "      <td>Martin Van Buren</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Martin_Van_Buren</td>\n",
       "      <td>1837-04-03</td>\n",
       "      <td>4/3/1841</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>MartinVanBuren.gif</td>\n",
       "      <td>thmb_MartinVanBuren.gif</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1841</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Called from a retirement which I had supposed ...</td>\n",
       "      <td>9</td>\n",
       "      <td>William Henry Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Henry_Har...</td>\n",
       "      <td>1841-04-03</td>\n",
       "      <td>4/4/1841</td>\n",
       "      <td>Whig</td>\n",
       "      <td>WilliamHenryHarrison.gif</td>\n",
       "      <td>thmb_WilliamHenryHarrison.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>W</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1845</td>\n",
       "      <td>Polk</td>\n",
       "      <td>Fellow citizens, without solicitation on my pa...</td>\n",
       "      <td>11</td>\n",
       "      <td>James K. Polk</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_K._Polk</td>\n",
       "      <td>1845-04-03</td>\n",
       "      <td>4/3/1849</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesKPolk.gif</td>\n",
       "      <td>thmb_JamesKPolk.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1849</td>\n",
       "      <td>Taylor</td>\n",
       "      <td>Elected by the American people to the highest ...</td>\n",
       "      <td>12</td>\n",
       "      <td>Zachary Taylor</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Zachary_Taylor</td>\n",
       "      <td>1849-04-03</td>\n",
       "      <td>9/7/1850</td>\n",
       "      <td>Whig</td>\n",
       "      <td>ZacharyTaylor.jpg</td>\n",
       "      <td>thmb_ZacharyTaylor.jpg</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>W</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1850</td>\n",
       "      <td>Fillmore</td>\n",
       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
       "      <td>13</td>\n",
       "      <td>Millard Fillmore</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Millard_Fillmore</td>\n",
       "      <td>1850-09-07</td>\n",
       "      <td>4/3/1853</td>\n",
       "      <td>Whig</td>\n",
       "      <td>MillardFillmore.png</td>\n",
       "      <td>thmb_MillardFillmore.png</td>\n",
       "      <td>New York</td>\n",
       "      <td>W</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1853</td>\n",
       "      <td>Pierce</td>\n",
       "      <td>My Countrymen, It a relief to feel that no hea...</td>\n",
       "      <td>14</td>\n",
       "      <td>Franklin Pierce</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_Pierce</td>\n",
       "      <td>1853-04-03</td>\n",
       "      <td>4/3/1857</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinPierce.gif</td>\n",
       "      <td>thmb_FranklinPierce.gif</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1857</td>\n",
       "      <td>Buchanan</td>\n",
       "      <td>Fellow citizens, I appear before you this day ...</td>\n",
       "      <td>15</td>\n",
       "      <td>James Buchanan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Buchanan</td>\n",
       "      <td>1857-04-03</td>\n",
       "      <td>4/3/1861</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesBuchanan.gif</td>\n",
       "      <td>thmb_JamesBuchanan.gif</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1861</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Citizens of the United States: In compl...</td>\n",
       "      <td>16</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Abraham_Lincoln</td>\n",
       "      <td>1861-04-03</td>\n",
       "      <td>4/15/1865</td>\n",
       "      <td>Republican/National Union</td>\n",
       "      <td>AbrahamLincoln.jpg</td>\n",
       "      <td>thmb_AbrahamLincoln.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1865</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Countrymen:\\n\\nAt this second appearing...</td>\n",
       "      <td>17</td>\n",
       "      <td>Andrew Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Johnson</td>\n",
       "      <td>1865-04-15</td>\n",
       "      <td>4/3/1869</td>\n",
       "      <td>Democratic/National Union</td>\n",
       "      <td>AndrewJohnson.gif</td>\n",
       "      <td>thmb_AndrewJohnson.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1869</td>\n",
       "      <td>Grant</td>\n",
       "      <td>Citizens of the United States:\\n\\nYour suffrag...</td>\n",
       "      <td>18</td>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ulysses_S._Grant</td>\n",
       "      <td>1869-04-03</td>\n",
       "      <td>4/3/1877</td>\n",
       "      <td>Republican</td>\n",
       "      <td>UlyssesSGrant.gif</td>\n",
       "      <td>thmb_UlyssesSGrant.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1877</td>\n",
       "      <td>Hayes</td>\n",
       "      <td>Fellow citizens, we have assembled to repeat t...</td>\n",
       "      <td>19</td>\n",
       "      <td>Rutherford B. Hayes</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Rutherford_B._Hayes</td>\n",
       "      <td>1877-04-03</td>\n",
       "      <td>4/3/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RutherfordBHayes.png</td>\n",
       "      <td>thmb_RutherfordBHayes.png</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1881</td>\n",
       "      <td>Garfield</td>\n",
       "      <td>Fellow-Citizens:\\n\\nWe stand to-day upon an em...</td>\n",
       "      <td>20</td>\n",
       "      <td>James A. Garfield</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_A._Garfield</td>\n",
       "      <td>1881-04-03</td>\n",
       "      <td>9/19/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>James_Garfield.jpg</td>\n",
       "      <td>thmb_James_Garfield.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1885</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>Fellow citizens, in the presence of this vast ...</td>\n",
       "      <td>22</td>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1885-04-03</td>\n",
       "      <td>4/3/1889</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland_2.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland_2.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1889</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Fellow-Citizens, there is no constitutional or...</td>\n",
       "      <td>23</td>\n",
       "      <td>Benjamin Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Benjamin_Harrison</td>\n",
       "      <td>1889-04-03</td>\n",
       "      <td>4/3/1893</td>\n",
       "      <td>Republican</td>\n",
       "      <td>BenjaminHarrison.gif</td>\n",
       "      <td>thmb_BenjaminHarrison.gif</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1893</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>My Fellow citizens, in obedience of the mandat...</td>\n",
       "      <td>24</td>\n",
       "      <td>Grover Cleveland (2nd term)</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1893-04-03</td>\n",
       "      <td>4/3/1897</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1897</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>Fellow citizens, In obedience to the will of t...</td>\n",
       "      <td>25</td>\n",
       "      <td>William McKinley</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_McKinley</td>\n",
       "      <td>1897-04-03</td>\n",
       "      <td>9/14/1901</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamMcKinley.gif</td>\n",
       "      <td>thmb_WilliamMcKinley.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1901</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>My fellow-citizens, when we assembled here on ...</td>\n",
       "      <td>26</td>\n",
       "      <td>Theodore Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Theodore_Roosevelt</td>\n",
       "      <td>1901-09-14</td>\n",
       "      <td>4/3/1909</td>\n",
       "      <td>Republican</td>\n",
       "      <td>TheodoreRoosevelt.jpg</td>\n",
       "      <td>thmb_TheodoreRoosevelt.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1909</td>\n",
       "      <td>Taft</td>\n",
       "      <td>My fellow citizens: Anyone who has taken the o...</td>\n",
       "      <td>27</td>\n",
       "      <td>William Howard Taft</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Howard_Taft</td>\n",
       "      <td>1909-04-03</td>\n",
       "      <td>4/3/1913</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamHowardTaft.jpg</td>\n",
       "      <td>thmb_WilliamHowardTaft.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1913</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>There has been a change of government. It bega...</td>\n",
       "      <td>28</td>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Woodrow_Wilson</td>\n",
       "      <td>1913-04-03</td>\n",
       "      <td>4/3/1921</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>WoodrowWilson.gif</td>\n",
       "      <td>thmb_WoodrowWilson.gif</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1921</td>\n",
       "      <td>Harding</td>\n",
       "      <td>My Countrymen:\\n\\nWhen one surveys the world a...</td>\n",
       "      <td>29</td>\n",
       "      <td>Warren G. Harding</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Warren_G._Harding</td>\n",
       "      <td>1921-04-03</td>\n",
       "      <td>2/8/1923</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WarrenGHarding.gif</td>\n",
       "      <td>thmb_WarrenGHarding.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1923</td>\n",
       "      <td>Coolidge</td>\n",
       "      <td>My countrymen,\\n\\nno one can contemplate curre...</td>\n",
       "      <td>30</td>\n",
       "      <td>Calvin Coolidge</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Calvin_Coolidge</td>\n",
       "      <td>1923-02-08</td>\n",
       "      <td>4/3/1929</td>\n",
       "      <td>Republican</td>\n",
       "      <td>CoolidgeWHPortrait.gif</td>\n",
       "      <td>thmb_CoolidgeWHPortrait.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>R</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1929</td>\n",
       "      <td>Hoover</td>\n",
       "      <td>My Countrymen: This occasion is not alone the ...</td>\n",
       "      <td>31</td>\n",
       "      <td>Herbert Hoover</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Herbert_Hoover</td>\n",
       "      <td>1929-04-03</td>\n",
       "      <td>4/3/1933</td>\n",
       "      <td>Republican</td>\n",
       "      <td>HerbertHover.gif</td>\n",
       "      <td>thmb_HerbertHover.gif</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>R</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1933</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>I am certain that my fellow Americans expect t...</td>\n",
       "      <td>32</td>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_D._Roose...</td>\n",
       "      <td>1933-03-04</td>\n",
       "      <td>12/4/1945</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinDRoosevelt.gif</td>\n",
       "      <td>thmb_FranklinDRoosevelt.gif</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1945</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>Chief Justice, Mr. Vice President, my friends,...</td>\n",
       "      <td>33</td>\n",
       "      <td>Harry S. Truman</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Harry_S._Truman</td>\n",
       "      <td>1945-12-04</td>\n",
       "      <td>1/20/1953</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>HarryTruman.jpg</td>\n",
       "      <td>thmb_HarryTruman.jpg</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1953</td>\n",
       "      <td>Eisenhower</td>\n",
       "      <td>My friends, before I begin the expression of t...</td>\n",
       "      <td>34</td>\n",
       "      <td>Dwight D. Eisenhower</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Dwight_D._Eisenhower</td>\n",
       "      <td>1953-01-20</td>\n",
       "      <td>1/20/1961</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>thmb_Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>Texas</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1961</td>\n",
       "      <td>Kennedy</td>\n",
       "      <td>Vice President Johnson, Mr. Speaker, Mr. Chief...</td>\n",
       "      <td>35</td>\n",
       "      <td>John F. Kennedy</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_F._Kennedy</td>\n",
       "      <td>1961-01-20</td>\n",
       "      <td>11/22/1963</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>John_F_Kennedy.jpg</td>\n",
       "      <td>thmb_John_F_Kennedy.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1969</td>\n",
       "      <td>Nixon</td>\n",
       "      <td>Senator Dirksen, Mr. Chief Justice, Mr. Vice P...</td>\n",
       "      <td>37</td>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Richard_Nixon</td>\n",
       "      <td>1969-01-20</td>\n",
       "      <td>9/8/1974</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RichardNixon.gif</td>\n",
       "      <td>thmb_RichardNixon.gif</td>\n",
       "      <td>California</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1977</td>\n",
       "      <td>Carter</td>\n",
       "      <td>For myself and for our Nation, I want to thank...</td>\n",
       "      <td>39</td>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jimmy_Carter</td>\n",
       "      <td>1977-01-20</td>\n",
       "      <td>1/20/1981</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>James_E_Carter.gif</td>\n",
       "      <td>thmb_James_E_Carter.gif</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1981</td>\n",
       "      <td>Reagan</td>\n",
       "      <td>Senator Hatfield, Mr. Chief Justice, Mr. Presi...</td>\n",
       "      <td>40</td>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ronald_Reagan</td>\n",
       "      <td>1981-01-20</td>\n",
       "      <td>1/20/1989</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ReaganWH.jpg</td>\n",
       "      <td>thmb_ReaganWH.jpg</td>\n",
       "      <td>California</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1989</td>\n",
       "      <td>Bush</td>\n",
       "      <td>Mr. Chief Justice, Mr. President, Vice Preside...</td>\n",
       "      <td>41</td>\n",
       "      <td>George H. W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_H._W._Bush</td>\n",
       "      <td>1989-01-20</td>\n",
       "      <td>1/20/1993</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_H_W_Bush.gif</td>\n",
       "      <td>thmb_George_H_W_Bush.gif</td>\n",
       "      <td>Texas</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1993</td>\n",
       "      <td>Clinton</td>\n",
       "      <td>My fellow citizens, today we celebrate the mys...</td>\n",
       "      <td>42</td>\n",
       "      <td>Bill Clinton</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Bill_Clinton</td>\n",
       "      <td>1993-01-20</td>\n",
       "      <td>1/20/2001</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Clinton.jpg</td>\n",
       "      <td>thmb_Clinton.jpg</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2001</td>\n",
       "      <td>Bush</td>\n",
       "      <td>President Clinton, distinguished guests and my...</td>\n",
       "      <td>43</td>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_W._Bush</td>\n",
       "      <td>2001-01-20</td>\n",
       "      <td>1/20/2009</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_W_Bush.jpg</td>\n",
       "      <td>thmb_George_W_Bush.jpg</td>\n",
       "      <td>Texas</td>\n",
       "      <td>R</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2009</td>\n",
       "      <td>Obama</td>\n",
       "      <td>My fellow citizens:\\n\\nI stand here today humb...</td>\n",
       "      <td>44</td>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Barack_Obama</td>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>1/20/2017</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Barack_Obama.jpg</td>\n",
       "      <td>thmb_Barack_Obama.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2017</td>\n",
       "      <td>Trump</td>\n",
       "      <td>Chief Justice Roberts, President Carter, Presi...</td>\n",
       "      <td>45</td>\n",
       "      <td>Donald Trump</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Donald_Trump</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>Incumbent</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Donald_Trump_official_portrait.jpg</td>\n",
       "      <td>Donald_Trump_official_portrait_(cropped).jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>R</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year president_x                                     speach_content  \\\n",
       "0   1789  Washington  Fellow-Citizens of the Senate and of the House...   \n",
       "1   1797       Adams  When it was first perceived, in early times, t...   \n",
       "2   1801   Jefferson  Friends and Fellow Citizens:\\n\\nCalled upon to...   \n",
       "3   1809     Madison  Unwilling to depart from examples of the most ...   \n",
       "4   1817      Monroe  I should be destitute of feeling if I was not ...   \n",
       "5   1825       Adams  In compliance with an usage coeval with the ex...   \n",
       "6   1829     Jackson  Fellow citizens, about to undertake the arduou...   \n",
       "7   1837    VanBuren  Fellow citizens: The practice of all my predec...   \n",
       "8   1841    Harrison  Called from a retirement which I had supposed ...   \n",
       "10  1845        Polk  Fellow citizens, without solicitation on my pa...   \n",
       "11  1849      Taylor  Elected by the American people to the highest ...   \n",
       "12  1850    Fillmore  Fellow-Citizens of the Senate and of the House...   \n",
       "13  1853      Pierce  My Countrymen, It a relief to feel that no hea...   \n",
       "14  1857    Buchanan  Fellow citizens, I appear before you this day ...   \n",
       "15  1861     Lincoln  Fellow-Citizens of the United States: In compl...   \n",
       "16  1865     Lincoln  Fellow-Countrymen:\\n\\nAt this second appearing...   \n",
       "17  1869       Grant  Citizens of the United States:\\n\\nYour suffrag...   \n",
       "18  1877       Hayes  Fellow citizens, we have assembled to repeat t...   \n",
       "19  1881    Garfield  Fellow-Citizens:\\n\\nWe stand to-day upon an em...   \n",
       "21  1885   Cleveland  Fellow citizens, in the presence of this vast ...   \n",
       "22  1889    Harrison  Fellow-Citizens, there is no constitutional or...   \n",
       "23  1893   Cleveland  My Fellow citizens, in obedience of the mandat...   \n",
       "24  1897    McKinley  Fellow citizens, In obedience to the will of t...   \n",
       "25  1901    McKinley  My fellow-citizens, when we assembled here on ...   \n",
       "26  1909        Taft  My fellow citizens: Anyone who has taken the o...   \n",
       "27  1913      Wilson  There has been a change of government. It bega...   \n",
       "28  1921     Harding  My Countrymen:\\n\\nWhen one surveys the world a...   \n",
       "29  1923    Coolidge  My countrymen,\\n\\nno one can contemplate curre...   \n",
       "30  1929      Hoover  My Countrymen: This occasion is not alone the ...   \n",
       "31  1933   Roosevelt  I am certain that my fellow Americans expect t...   \n",
       "32  1945   Roosevelt  Chief Justice, Mr. Vice President, my friends,...   \n",
       "33  1953  Eisenhower  My friends, before I begin the expression of t...   \n",
       "34  1961     Kennedy  Vice President Johnson, Mr. Speaker, Mr. Chief...   \n",
       "35  1969       Nixon  Senator Dirksen, Mr. Chief Justice, Mr. Vice P...   \n",
       "36  1977      Carter  For myself and for our Nation, I want to thank...   \n",
       "37  1981      Reagan  Senator Hatfield, Mr. Chief Justice, Mr. Presi...   \n",
       "38  1989        Bush  Mr. Chief Justice, Mr. President, Vice Preside...   \n",
       "39  1993     Clinton  My fellow citizens, today we celebrate the mys...   \n",
       "40  2001        Bush  President Clinton, distinguished guests and my...   \n",
       "41  2009       Obama  My fellow citizens:\\n\\nI stand here today humb...   \n",
       "42  2017       Trump  Chief Justice Roberts, President Carter, Presi...   \n",
       "\n",
       "    presidency                  president_y  \\\n",
       "0            1            George Washington   \n",
       "1            2                   John Adams   \n",
       "2            3             Thomas Jefferson   \n",
       "3            4                James Madison   \n",
       "4            5                 James Monroe   \n",
       "5            6            John Quincy Adams   \n",
       "6            7               Andrew Jackson   \n",
       "7            8             Martin Van Buren   \n",
       "8            9       William Henry Harrison   \n",
       "10          11                James K. Polk   \n",
       "11          12               Zachary Taylor   \n",
       "12          13             Millard Fillmore   \n",
       "13          14              Franklin Pierce   \n",
       "14          15               James Buchanan   \n",
       "15          16              Abraham Lincoln   \n",
       "16          17               Andrew Johnson   \n",
       "17          18             Ulysses S. Grant   \n",
       "18          19          Rutherford B. Hayes   \n",
       "19          20            James A. Garfield   \n",
       "21          22             Grover Cleveland   \n",
       "22          23            Benjamin Harrison   \n",
       "23          24  Grover Cleveland (2nd term)   \n",
       "24          25             William McKinley   \n",
       "25          26           Theodore Roosevelt   \n",
       "26          27          William Howard Taft   \n",
       "27          28               Woodrow Wilson   \n",
       "28          29            Warren G. Harding   \n",
       "29          30              Calvin Coolidge   \n",
       "30          31               Herbert Hoover   \n",
       "31          32        Franklin D. Roosevelt   \n",
       "32          33              Harry S. Truman   \n",
       "33          34         Dwight D. Eisenhower   \n",
       "34          35              John F. Kennedy   \n",
       "35          37                Richard Nixon   \n",
       "36          39                 Jimmy Carter   \n",
       "37          40                Ronald Reagan   \n",
       "38          41            George H. W. Bush   \n",
       "39          42                 Bill Clinton   \n",
       "40          43               George W. Bush   \n",
       "41          44                 Barack Obama   \n",
       "42          45                 Donald Trump   \n",
       "\n",
       "                                      wikipedia_entry took_office left_office  \\\n",
       "0      http://en.wikipedia.org/wiki/George_Washington  1789-04-03    4/3/1797   \n",
       "1             http://en.wikipedia.org/wiki/John_Adams  1797-04-03    4/3/1801   \n",
       "2       http://en.wikipedia.org/wiki/Thomas_Jefferson  1801-04-03    4/3/1809   \n",
       "3          http://en.wikipedia.org/wiki/James_Madison  1809-04-03    4/3/1817   \n",
       "4           http://en.wikipedia.org/wiki/James_Monroe  1817-04-03    4/3/1825   \n",
       "5      http://en.wikipedia.org/wiki/John_Quincy_Adams  1825-04-03    4/3/1829   \n",
       "6         http://en.wikipedia.org/wiki/Andrew_Jackson  1829-04-03    4/3/1837   \n",
       "7       http://en.wikipedia.org/wiki/Martin_Van_Buren  1837-04-03    4/3/1841   \n",
       "8   http://en.wikipedia.org/wiki/William_Henry_Har...  1841-04-03    4/4/1841   \n",
       "10         http://en.wikipedia.org/wiki/James_K._Polk  1845-04-03    4/3/1849   \n",
       "11        http://en.wikipedia.org/wiki/Zachary_Taylor  1849-04-03    9/7/1850   \n",
       "12      http://en.wikipedia.org/wiki/Millard_Fillmore  1850-09-07    4/3/1853   \n",
       "13       http://en.wikipedia.org/wiki/Franklin_Pierce  1853-04-03    4/3/1857   \n",
       "14        http://en.wikipedia.org/wiki/James_Buchanan  1857-04-03    4/3/1861   \n",
       "15       http://en.wikipedia.org/wiki/Abraham_Lincoln  1861-04-03   4/15/1865   \n",
       "16        http://en.wikipedia.org/wiki/Andrew_Johnson  1865-04-15    4/3/1869   \n",
       "17      http://en.wikipedia.org/wiki/Ulysses_S._Grant  1869-04-03    4/3/1877   \n",
       "18   http://en.wikipedia.org/wiki/Rutherford_B._Hayes  1877-04-03    4/3/1881   \n",
       "19     http://en.wikipedia.org/wiki/James_A._Garfield  1881-04-03   9/19/1881   \n",
       "21      http://en.wikipedia.org/wiki/Grover_Cleveland  1885-04-03    4/3/1889   \n",
       "22     http://en.wikipedia.org/wiki/Benjamin_Harrison  1889-04-03    4/3/1893   \n",
       "23      http://en.wikipedia.org/wiki/Grover_Cleveland  1893-04-03    4/3/1897   \n",
       "24      http://en.wikipedia.org/wiki/William_McKinley  1897-04-03   9/14/1901   \n",
       "25    http://en.wikipedia.org/wiki/Theodore_Roosevelt  1901-09-14    4/3/1909   \n",
       "26   http://en.wikipedia.org/wiki/William_Howard_Taft  1909-04-03    4/3/1913   \n",
       "27        http://en.wikipedia.org/wiki/Woodrow_Wilson  1913-04-03    4/3/1921   \n",
       "28     http://en.wikipedia.org/wiki/Warren_G._Harding  1921-04-03    2/8/1923   \n",
       "29       http://en.wikipedia.org/wiki/Calvin_Coolidge  1923-02-08    4/3/1929   \n",
       "30        http://en.wikipedia.org/wiki/Herbert_Hoover  1929-04-03    4/3/1933   \n",
       "31  http://en.wikipedia.org/wiki/Franklin_D._Roose...  1933-03-04   12/4/1945   \n",
       "32       http://en.wikipedia.org/wiki/Harry_S._Truman  1945-12-04   1/20/1953   \n",
       "33  http://en.wikipedia.org/wiki/Dwight_D._Eisenhower  1953-01-20   1/20/1961   \n",
       "34       http://en.wikipedia.org/wiki/John_F._Kennedy  1961-01-20  11/22/1963   \n",
       "35         http://en.wikipedia.org/wiki/Richard_Nixon  1969-01-20    9/8/1974   \n",
       "36          http://en.wikipedia.org/wiki/Jimmy_Carter  1977-01-20   1/20/1981   \n",
       "37         http://en.wikipedia.org/wiki/Ronald_Reagan  1981-01-20   1/20/1989   \n",
       "38     http://en.wikipedia.org/wiki/George_H._W._Bush  1989-01-20   1/20/1993   \n",
       "39          http://en.wikipedia.org/wiki/Bill_Clinton  1993-01-20   1/20/2001   \n",
       "40        http://en.wikipedia.org/wiki/George_W._Bush  2001-01-20   1/20/2009   \n",
       "41          http://en.wikipedia.org/wiki/Barack_Obama  2009-01-20   1/20/2017   \n",
       "42         https://en.wikipedia.org/wiki/Donald_Trump  2017-01-20   Incumbent   \n",
       "\n",
       "                                        party  \\\n",
       "0                                 Independent   \n",
       "1                                  Federalist   \n",
       "2                       Democratic-Republican   \n",
       "3                       Democratic-Republican   \n",
       "4                       Democratic-Republican   \n",
       "5   Democratic-Republican/National Republican   \n",
       "6                                  Democratic   \n",
       "7                                  Democratic   \n",
       "8                                        Whig   \n",
       "10                                 Democratic   \n",
       "11                                       Whig   \n",
       "12                                       Whig   \n",
       "13                                 Democratic   \n",
       "14                                 Democratic   \n",
       "15                  Republican/National Union   \n",
       "16                  Democratic/National Union   \n",
       "17                                 Republican   \n",
       "18                                 Republican   \n",
       "19                                 Republican   \n",
       "21                                 Democratic   \n",
       "22                                 Republican   \n",
       "23                                 Democratic   \n",
       "24                                 Republican   \n",
       "25                                 Republican   \n",
       "26                                 Republican   \n",
       "27                                 Democratic   \n",
       "28                                 Republican   \n",
       "29                                 Republican   \n",
       "30                                 Republican   \n",
       "31                                 Democratic   \n",
       "32                                 Democratic   \n",
       "33                                 Republican   \n",
       "34                                 Democratic   \n",
       "35                                 Republican   \n",
       "36                                 Democratic   \n",
       "37                                 Republican   \n",
       "38                                 Republican   \n",
       "39                                 Democratic   \n",
       "40                                 Republican   \n",
       "41                                 Democratic   \n",
       "42                                 Republican   \n",
       "\n",
       "                              portrait  \\\n",
       "0                 GeorgeWashington.jpg   \n",
       "1                        JohnAdams.jpg   \n",
       "2                  Thomasjefferson.gif   \n",
       "3                     JamesMadison.gif   \n",
       "4                      JamesMonroe.gif   \n",
       "5                  JohnQuincyAdams.gif   \n",
       "6              Andrew_jackson_head.gif   \n",
       "7                   MartinVanBuren.gif   \n",
       "8             WilliamHenryHarrison.gif   \n",
       "10                      JamesKPolk.gif   \n",
       "11                   ZacharyTaylor.jpg   \n",
       "12                 MillardFillmore.png   \n",
       "13                  FranklinPierce.gif   \n",
       "14                   JamesBuchanan.gif   \n",
       "15                  AbrahamLincoln.jpg   \n",
       "16                   AndrewJohnson.gif   \n",
       "17                   UlyssesSGrant.gif   \n",
       "18                RutherfordBHayes.png   \n",
       "19                  James_Garfield.jpg   \n",
       "21              Grover_Cleveland_2.jpg   \n",
       "22                BenjaminHarrison.gif   \n",
       "23                Grover_Cleveland.jpg   \n",
       "24                 WilliamMcKinley.gif   \n",
       "25               TheodoreRoosevelt.jpg   \n",
       "26               WilliamHowardTaft.jpg   \n",
       "27                   WoodrowWilson.gif   \n",
       "28                  WarrenGHarding.gif   \n",
       "29              CoolidgeWHPortrait.gif   \n",
       "30                    HerbertHover.gif   \n",
       "31              FranklinDRoosevelt.gif   \n",
       "32                     HarryTruman.jpg   \n",
       "33             Dwight_D_Eisenhower.jpg   \n",
       "34                  John_F_Kennedy.jpg   \n",
       "35                    RichardNixon.gif   \n",
       "36                  James_E_Carter.gif   \n",
       "37                        ReaganWH.jpg   \n",
       "38                 George_H_W_Bush.gif   \n",
       "39                         Clinton.jpg   \n",
       "40                   George_W_Bush.jpg   \n",
       "41                    Barack_Obama.jpg   \n",
       "42  Donald_Trump_official_portrait.jpg   \n",
       "\n",
       "                                       thumbnail     home_state party_short  \\\n",
       "0                      thmb_GeorgeWashington.jpg       Virginia           I   \n",
       "1                             thmb_JohnAdams.jpg  Massachusetts           O   \n",
       "2                       thmb_Thomasjefferson.gif       Virginia           D   \n",
       "3                          thmb_JamesMadison.gif       Virginia           D   \n",
       "4                           thmb_JamesMonroe.gif       Virginia           D   \n",
       "5                       thmb_JohnQuincyAdams.gif  Massachusetts           D   \n",
       "6                   thmb_Andrew_jackson_head.gif      Tennessee           D   \n",
       "7                        thmb_MartinVanBuren.gif       New York           D   \n",
       "8                  thmb_WilliamHenryHarrison.gif           Ohio           W   \n",
       "10                           thmb_JamesKPolk.gif      Tennessee           D   \n",
       "11                        thmb_ZacharyTaylor.jpg      Louisiana           W   \n",
       "12                      thmb_MillardFillmore.png       New York           W   \n",
       "13                       thmb_FranklinPierce.gif  New Hampshire           D   \n",
       "14                        thmb_JamesBuchanan.gif   Pennsylvania           D   \n",
       "15                       thmb_AbrahamLincoln.jpg       Illinois           R   \n",
       "16                        thmb_AndrewJohnson.gif      Tennessee           D   \n",
       "17                        thmb_UlyssesSGrant.gif           Ohio           R   \n",
       "18                     thmb_RutherfordBHayes.png           Ohio           R   \n",
       "19                       thmb_James_Garfield.jpg           Ohio           R   \n",
       "21                   thmb_Grover_Cleveland_2.jpg       New York           D   \n",
       "22                     thmb_BenjaminHarrison.gif        Indiana           R   \n",
       "23                     thmb_Grover_Cleveland.jpg       New York           D   \n",
       "24                      thmb_WilliamMcKinley.gif           Ohio           R   \n",
       "25                    thmb_TheodoreRoosevelt.jpg       New York           R   \n",
       "26                    thmb_WilliamHowardTaft.jpg           Ohio           R   \n",
       "27                        thmb_WoodrowWilson.gif     New Jersey           D   \n",
       "28                       thmb_WarrenGHarding.gif           Ohio           R   \n",
       "29                   thmb_CoolidgeWHPortrait.gif  Massachusetts           R   \n",
       "30                         thmb_HerbertHover.gif           Iowa           R   \n",
       "31                   thmb_FranklinDRoosevelt.gif       New York           D   \n",
       "32                          thmb_HarryTruman.jpg       Missouri           D   \n",
       "33                  thmb_Dwight_D_Eisenhower.jpg          Texas           R   \n",
       "34                       thmb_John_F_Kennedy.jpg  Massachusetts           D   \n",
       "35                         thmb_RichardNixon.gif     California           R   \n",
       "36                       thmb_James_E_Carter.gif        Georgia           D   \n",
       "37                             thmb_ReaganWH.jpg     California           R   \n",
       "38                      thmb_George_H_W_Bush.gif          Texas           R   \n",
       "39                              thmb_Clinton.jpg       Arkansas           D   \n",
       "40                        thmb_George_W_Bush.jpg          Texas           R   \n",
       "41                         thmb_Barack_Obama.jpg       Illinois           D   \n",
       "42  Donald_Trump_official_portrait_(cropped).jpg       New York           R   \n",
       "\n",
       "    cluster  \n",
       "0         2  \n",
       "1         2  \n",
       "2         6  \n",
       "3         6  \n",
       "4         6  \n",
       "5         6  \n",
       "6         2  \n",
       "7         2  \n",
       "8         2  \n",
       "10        6  \n",
       "11        2  \n",
       "12        2  \n",
       "13        2  \n",
       "14        2  \n",
       "15        2  \n",
       "16        7  \n",
       "17        0  \n",
       "18        2  \n",
       "19        1  \n",
       "21        1  \n",
       "22        1  \n",
       "23        1  \n",
       "24        1  \n",
       "25        1  \n",
       "26        1  \n",
       "27        3  \n",
       "28        9  \n",
       "29        9  \n",
       "30        9  \n",
       "31        1  \n",
       "32        5  \n",
       "33        4  \n",
       "34        4  \n",
       "35        4  \n",
       "36        4  \n",
       "37        4  \n",
       "38        4  \n",
       "39        8  \n",
       "40        8  \n",
       "41        8  \n",
       "42        8  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "num_clusters = 10\n",
    "\n",
    "km = KMeans(n_clusters=num_clusters)\n",
    "\n",
    "%time km.fit(tfidf_matrix)\n",
    "\n",
    "clusters = km.labels_.tolist()\n",
    "df['cluster'] = clusters\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top terms per cluster:\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/brray/anaconda2/anaconda/envs/py3k/lib/python3.5/site-packages/ipykernel/__main__.py:10: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>0</th>\n",
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       "      <th>0</th>\n",
       "      <td>pay</td>\n",
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       "      <td>desire</td>\n",
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       "      <td>business</td>\n",
       "      <td>policy</td>\n",
       "      <td>united</td>\n",
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       "      <td>revenue</td>\n",
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       "      <td>justice</td>\n",
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       "      <td>look</td>\n",
       "      <td>use</td>\n",
       "      <td>set</td>\n",
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       "      <td>industry</td>\n",
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       "      <td>counsels</td>\n",
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       "      <td>perfect</td>\n",
       "      <td>achieved</td>\n",
       "      <td>democracy</td>\n",
       "      <td>strive</td>\n",
       "      <td>gained</td>\n",
       "      <td>simple</td>\n",
       "      <td>said</td>\n",
       "      <td>courage</td>\n",
       "      <td>honorable</td>\n",
       "      <td>truth</td>\n",
       "      <td>presence</td>\n",
       "      <td>remembering</td>\n",
       "      <td>understand</td>\n",
       "      <td>friends</td>\n",
       "      <td>feared</td>\n",
       "      <td>fellow</td>\n",
       "      <td>given</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>union</td>\n",
       "      <td>principles</td>\n",
       "      <td>happiness</td>\n",
       "      <td>foreign</td>\n",
       "      <td>opinions</td>\n",
       "      <td>preservation</td>\n",
       "      <td>protected</td>\n",
       "      <td>united</td>\n",
       "      <td>improve</td>\n",
       "      <td>best</td>\n",
       "      <td>extended</td>\n",
       "      <td>author</td>\n",
       "      <td>general</td>\n",
       "      <td>revenue</td>\n",
       "      <td>form</td>\n",
       "      <td>federal</td>\n",
       "      <td>favor</td>\n",
       "      <td>difficulty</td>\n",
       "      <td>republican</td>\n",
       "      <td>commerce</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>god</td>\n",
       "      <td>union</td>\n",
       "      <td>ceased</td>\n",
       "      <td>addressed</td>\n",
       "      <td>came</td>\n",
       "      <td>answer</td>\n",
       "      <td>judged</td>\n",
       "      <td>years</td>\n",
       "      <td>said</td>\n",
       "      <td>ago</td>\n",
       "      <td>extended</td>\n",
       "      <td>occasion</td>\n",
       "      <td>conflict</td>\n",
       "      <td>cause</td>\n",
       "      <td>need</td>\n",
       "      <td>party</td>\n",
       "      <td>seeking</td>\n",
       "      <td>continuance</td>\n",
       "      <td>toiling</td>\n",
       "      <td>anxious</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>america</td>\n",
       "      <td>today</td>\n",
       "      <td>ideal</td>\n",
       "      <td>challenge</td>\n",
       "      <td>generation</td>\n",
       "      <td>children</td>\n",
       "      <td>courage</td>\n",
       "      <td>celebrated</td>\n",
       "      <td>change</td>\n",
       "      <td>because</td>\n",
       "      <td>live</td>\n",
       "      <td>god</td>\n",
       "      <td>know</td>\n",
       "      <td>promises</td>\n",
       "      <td>thanks</td>\n",
       "      <td>freedom</td>\n",
       "      <td>small</td>\n",
       "      <td>millions</td>\n",
       "      <td>men</td>\n",
       "      <td>women</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>america</td>\n",
       "      <td>ideal</td>\n",
       "      <td>justice</td>\n",
       "      <td>progress</td>\n",
       "      <td>human</td>\n",
       "      <td>enforce</td>\n",
       "      <td>opportunities</td>\n",
       "      <td>responsibility</td>\n",
       "      <td>economical</td>\n",
       "      <td>contributed</td>\n",
       "      <td>republics</td>\n",
       "      <td>promoted</td>\n",
       "      <td>old</td>\n",
       "      <td>advanced</td>\n",
       "      <td>expresses</td>\n",
       "      <td>representatives</td>\n",
       "      <td>party</td>\n",
       "      <td>independent</td>\n",
       "      <td>business</td>\n",
       "      <td>order</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         0           1          2          3           4             5   \\\n",
       "0       pay    dealings      debts     desire  ultimately      question   \n",
       "1  congress   executing   business     policy      united     protected   \n",
       "2     union    congress  executing    present     objects       foreign   \n",
       "3    things        very    justice      women         men           eye   \n",
       "4      know     freedom    america   strength         man      together   \n",
       "5     learn       today        way    perfect    achieved     democracy   \n",
       "6     union  principles  happiness    foreign    opinions  preservation   \n",
       "7       god       union     ceased  addressed        came        answer   \n",
       "8   america       today      ideal  challenge  generation      children   \n",
       "9   america       ideal    justice   progress       human       enforce   \n",
       "\n",
       "              6               7           8            9           10  \\\n",
       "0           best         collect   determine     greatest     ability   \n",
       "1           need         revenue      demand  legislation   condition   \n",
       "2        subject       important      regard   instituted  principles   \n",
       "3           look             use         set         cost    industry   \n",
       "4           help           today        need        words         god   \n",
       "5         strive          gained      simple         said     courage   \n",
       "6      protected          united     improve         best    extended   \n",
       "7         judged           years        said          ago    extended   \n",
       "8        courage      celebrated      change      because        live   \n",
       "9  opportunities  responsibility  economical  contributed   republics   \n",
       "\n",
       "          11        12         13           14               15         16  \\\n",
       "0     public      paid  agitation    necessary            pride  religious   \n",
       "1      trade   support    enforce   patriotism      obligations      labor   \n",
       "2    respect     party     united       exists         question  necessary   \n",
       "3     vision     party       live     counsels            means      waste   \n",
       "4   presides  weakness  beginning        earth             live        day   \n",
       "5  honorable     truth   presence  remembering       understand    friends   \n",
       "6     author   general    revenue         form          federal      favor   \n",
       "7   occasion  conflict      cause         need            party    seeking   \n",
       "8        god      know   promises       thanks          freedom      small   \n",
       "9   promoted       old   advanced    expresses  representatives      party   \n",
       "\n",
       "            17          18           19  \n",
       "0     suffrage     methods    executing  \n",
       "1        money     methods  enterprises  \n",
       "2      general        form       author  \n",
       "3     children  efficiency      thought  \n",
       "4      history     friends        human  \n",
       "5       feared      fellow        given  \n",
       "6   difficulty  republican     commerce  \n",
       "7  continuance     toiling      anxious  \n",
       "8     millions         men        women  \n",
       "9  independent    business        order  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Top terms per cluster:\")\n",
    "print()\n",
    "#sort cluster centers by proximity to centroid\n",
    "order_centroids = km.cluster_centers_.argsort()[:, ::-1] \n",
    "\n",
    "cluster_words = {}\n",
    "for i in range(num_clusters):\n",
    "    cluster_words[i] = []\n",
    "    for ind in order_centroids[i, :20]: #replace 6 with n words per cluster\n",
    "        cluster_words[i].append(vocab_frame.ix[terms[ind].split(' ')].values.tolist()[0][0])\n",
    "cluster_words_df = pd.DataFrame.from_dict(cluster_words, orient=\"index\")\n",
    "cluster_words_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cluster_words_df.to_excel(\"cluster_words.xls\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#!open cluster_words.xls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>president_x</th>\n",
       "      <th>speach_content</th>\n",
       "      <th>presidency</th>\n",
       "      <th>president_y</th>\n",
       "      <th>wikipedia_entry</th>\n",
       "      <th>took_office</th>\n",
       "      <th>left_office</th>\n",
       "      <th>party</th>\n",
       "      <th>portrait</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>home_state</th>\n",
       "      <th>party_short</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1789</td>\n",
       "      <td>Washington</td>\n",
       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
       "      <td>1</td>\n",
       "      <td>George Washington</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_Washington</td>\n",
       "      <td>1789-04-03</td>\n",
       "      <td>4/3/1797</td>\n",
       "      <td>Independent</td>\n",
       "      <td>GeorgeWashington.jpg</td>\n",
       "      <td>thmb_GeorgeWashington.jpg</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>I</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1797</td>\n",
       "      <td>Adams</td>\n",
       "      <td>When it was first perceived, in early times, t...</td>\n",
       "      <td>2</td>\n",
       "      <td>John Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Adams</td>\n",
       "      <td>1797-04-03</td>\n",
       "      <td>4/3/1801</td>\n",
       "      <td>Federalist</td>\n",
       "      <td>JohnAdams.jpg</td>\n",
       "      <td>thmb_JohnAdams.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>O</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1801</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>Friends and Fellow Citizens:\\n\\nCalled upon to...</td>\n",
       "      <td>3</td>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Thomas_Jefferson</td>\n",
       "      <td>1801-04-03</td>\n",
       "      <td>4/3/1809</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>Thomasjefferson.gif</td>\n",
       "      <td>thmb_Thomasjefferson.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1809</td>\n",
       "      <td>Madison</td>\n",
       "      <td>Unwilling to depart from examples of the most ...</td>\n",
       "      <td>4</td>\n",
       "      <td>James Madison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Madison</td>\n",
       "      <td>1809-04-03</td>\n",
       "      <td>4/3/1817</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMadison.gif</td>\n",
       "      <td>thmb_JamesMadison.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1817</td>\n",
       "      <td>Monroe</td>\n",
       "      <td>I should be destitute of feeling if I was not ...</td>\n",
       "      <td>5</td>\n",
       "      <td>James Monroe</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Monroe</td>\n",
       "      <td>1817-04-03</td>\n",
       "      <td>4/3/1825</td>\n",
       "      <td>Democratic-Republican</td>\n",
       "      <td>JamesMonroe.gif</td>\n",
       "      <td>thmb_JamesMonroe.gif</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1825</td>\n",
       "      <td>Adams</td>\n",
       "      <td>In compliance with an usage coeval with the ex...</td>\n",
       "      <td>6</td>\n",
       "      <td>John Quincy Adams</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_Quincy_Adams</td>\n",
       "      <td>1825-04-03</td>\n",
       "      <td>4/3/1829</td>\n",
       "      <td>Democratic-Republican/National Republican</td>\n",
       "      <td>JohnQuincyAdams.gif</td>\n",
       "      <td>thmb_JohnQuincyAdams.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1829</td>\n",
       "      <td>Jackson</td>\n",
       "      <td>Fellow citizens, about to undertake the arduou...</td>\n",
       "      <td>7</td>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Jackson</td>\n",
       "      <td>1829-04-03</td>\n",
       "      <td>4/3/1837</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Andrew_jackson_head.gif</td>\n",
       "      <td>thmb_Andrew_jackson_head.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1837</td>\n",
       "      <td>VanBuren</td>\n",
       "      <td>Fellow citizens: The practice of all my predec...</td>\n",
       "      <td>8</td>\n",
       "      <td>Martin Van Buren</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Martin_Van_Buren</td>\n",
       "      <td>1837-04-03</td>\n",
       "      <td>4/3/1841</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>MartinVanBuren.gif</td>\n",
       "      <td>thmb_MartinVanBuren.gif</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1841</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Called from a retirement which I had supposed ...</td>\n",
       "      <td>9</td>\n",
       "      <td>William Henry Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Henry_Har...</td>\n",
       "      <td>1841-04-03</td>\n",
       "      <td>4/4/1841</td>\n",
       "      <td>Whig</td>\n",
       "      <td>WilliamHenryHarrison.gif</td>\n",
       "      <td>thmb_WilliamHenryHarrison.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>W</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1845</td>\n",
       "      <td>Polk</td>\n",
       "      <td>Fellow citizens, without solicitation on my pa...</td>\n",
       "      <td>11</td>\n",
       "      <td>James K. Polk</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_K._Polk</td>\n",
       "      <td>1845-04-03</td>\n",
       "      <td>4/3/1849</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesKPolk.gif</td>\n",
       "      <td>thmb_JamesKPolk.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>D</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1849</td>\n",
       "      <td>Taylor</td>\n",
       "      <td>Elected by the American people to the highest ...</td>\n",
       "      <td>12</td>\n",
       "      <td>Zachary Taylor</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Zachary_Taylor</td>\n",
       "      <td>1849-04-03</td>\n",
       "      <td>9/7/1850</td>\n",
       "      <td>Whig</td>\n",
       "      <td>ZacharyTaylor.jpg</td>\n",
       "      <td>thmb_ZacharyTaylor.jpg</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>W</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1850</td>\n",
       "      <td>Fillmore</td>\n",
       "      <td>Fellow-Citizens of the Senate and of the House...</td>\n",
       "      <td>13</td>\n",
       "      <td>Millard Fillmore</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Millard_Fillmore</td>\n",
       "      <td>1850-09-07</td>\n",
       "      <td>4/3/1853</td>\n",
       "      <td>Whig</td>\n",
       "      <td>MillardFillmore.png</td>\n",
       "      <td>thmb_MillardFillmore.png</td>\n",
       "      <td>New York</td>\n",
       "      <td>W</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1853</td>\n",
       "      <td>Pierce</td>\n",
       "      <td>My Countrymen, It a relief to feel that no hea...</td>\n",
       "      <td>14</td>\n",
       "      <td>Franklin Pierce</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_Pierce</td>\n",
       "      <td>1853-04-03</td>\n",
       "      <td>4/3/1857</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinPierce.gif</td>\n",
       "      <td>thmb_FranklinPierce.gif</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1857</td>\n",
       "      <td>Buchanan</td>\n",
       "      <td>Fellow citizens, I appear before you this day ...</td>\n",
       "      <td>15</td>\n",
       "      <td>James Buchanan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_Buchanan</td>\n",
       "      <td>1857-04-03</td>\n",
       "      <td>4/3/1861</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>JamesBuchanan.gif</td>\n",
       "      <td>thmb_JamesBuchanan.gif</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>D</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1861</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Citizens of the United States: In compl...</td>\n",
       "      <td>16</td>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Abraham_Lincoln</td>\n",
       "      <td>1861-04-03</td>\n",
       "      <td>4/15/1865</td>\n",
       "      <td>Republican/National Union</td>\n",
       "      <td>AbrahamLincoln.jpg</td>\n",
       "      <td>thmb_AbrahamLincoln.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1865</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Fellow-Countrymen:\\n\\nAt this second appearing...</td>\n",
       "      <td>17</td>\n",
       "      <td>Andrew Johnson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Andrew_Johnson</td>\n",
       "      <td>1865-04-15</td>\n",
       "      <td>4/3/1869</td>\n",
       "      <td>Democratic/National Union</td>\n",
       "      <td>AndrewJohnson.gif</td>\n",
       "      <td>thmb_AndrewJohnson.gif</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>D</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1869</td>\n",
       "      <td>Grant</td>\n",
       "      <td>Citizens of the United States:\\n\\nYour suffrag...</td>\n",
       "      <td>18</td>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ulysses_S._Grant</td>\n",
       "      <td>1869-04-03</td>\n",
       "      <td>4/3/1877</td>\n",
       "      <td>Republican</td>\n",
       "      <td>UlyssesSGrant.gif</td>\n",
       "      <td>thmb_UlyssesSGrant.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1877</td>\n",
       "      <td>Hayes</td>\n",
       "      <td>Fellow citizens, we have assembled to repeat t...</td>\n",
       "      <td>19</td>\n",
       "      <td>Rutherford B. Hayes</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Rutherford_B._Hayes</td>\n",
       "      <td>1877-04-03</td>\n",
       "      <td>4/3/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RutherfordBHayes.png</td>\n",
       "      <td>thmb_RutherfordBHayes.png</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1881</td>\n",
       "      <td>Garfield</td>\n",
       "      <td>Fellow-Citizens:\\n\\nWe stand to-day upon an em...</td>\n",
       "      <td>20</td>\n",
       "      <td>James A. Garfield</td>\n",
       "      <td>http://en.wikipedia.org/wiki/James_A._Garfield</td>\n",
       "      <td>1881-04-03</td>\n",
       "      <td>9/19/1881</td>\n",
       "      <td>Republican</td>\n",
       "      <td>James_Garfield.jpg</td>\n",
       "      <td>thmb_James_Garfield.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1885</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>Fellow citizens, in the presence of this vast ...</td>\n",
       "      <td>22</td>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1885-04-03</td>\n",
       "      <td>4/3/1889</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland_2.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland_2.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1889</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>Fellow-Citizens, there is no constitutional or...</td>\n",
       "      <td>23</td>\n",
       "      <td>Benjamin Harrison</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Benjamin_Harrison</td>\n",
       "      <td>1889-04-03</td>\n",
       "      <td>4/3/1893</td>\n",
       "      <td>Republican</td>\n",
       "      <td>BenjaminHarrison.gif</td>\n",
       "      <td>thmb_BenjaminHarrison.gif</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1893</td>\n",
       "      <td>Cleveland</td>\n",
       "      <td>My Fellow citizens, in obedience of the mandat...</td>\n",
       "      <td>24</td>\n",
       "      <td>Grover Cleveland (2nd term)</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Grover_Cleveland</td>\n",
       "      <td>1893-04-03</td>\n",
       "      <td>4/3/1897</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Grover_Cleveland.jpg</td>\n",
       "      <td>thmb_Grover_Cleveland.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1897</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>Fellow citizens, In obedience to the will of t...</td>\n",
       "      <td>25</td>\n",
       "      <td>William McKinley</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_McKinley</td>\n",
       "      <td>1897-04-03</td>\n",
       "      <td>9/14/1901</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamMcKinley.gif</td>\n",
       "      <td>thmb_WilliamMcKinley.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1901</td>\n",
       "      <td>McKinley</td>\n",
       "      <td>My fellow-citizens, when we assembled here on ...</td>\n",
       "      <td>26</td>\n",
       "      <td>Theodore Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Theodore_Roosevelt</td>\n",
       "      <td>1901-09-14</td>\n",
       "      <td>4/3/1909</td>\n",
       "      <td>Republican</td>\n",
       "      <td>TheodoreRoosevelt.jpg</td>\n",
       "      <td>thmb_TheodoreRoosevelt.jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1909</td>\n",
       "      <td>Taft</td>\n",
       "      <td>My fellow citizens: Anyone who has taken the o...</td>\n",
       "      <td>27</td>\n",
       "      <td>William Howard Taft</td>\n",
       "      <td>http://en.wikipedia.org/wiki/William_Howard_Taft</td>\n",
       "      <td>1909-04-03</td>\n",
       "      <td>4/3/1913</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WilliamHowardTaft.jpg</td>\n",
       "      <td>thmb_WilliamHowardTaft.jpg</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1913</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>There has been a change of government. It bega...</td>\n",
       "      <td>28</td>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Woodrow_Wilson</td>\n",
       "      <td>1913-04-03</td>\n",
       "      <td>4/3/1921</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>WoodrowWilson.gif</td>\n",
       "      <td>thmb_WoodrowWilson.gif</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>D</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1921</td>\n",
       "      <td>Harding</td>\n",
       "      <td>My Countrymen:\\n\\nWhen one surveys the world a...</td>\n",
       "      <td>29</td>\n",
       "      <td>Warren G. Harding</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Warren_G._Harding</td>\n",
       "      <td>1921-04-03</td>\n",
       "      <td>2/8/1923</td>\n",
       "      <td>Republican</td>\n",
       "      <td>WarrenGHarding.gif</td>\n",
       "      <td>thmb_WarrenGHarding.gif</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>R</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1923</td>\n",
       "      <td>Coolidge</td>\n",
       "      <td>My countrymen,\\n\\nno one can contemplate curre...</td>\n",
       "      <td>30</td>\n",
       "      <td>Calvin Coolidge</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Calvin_Coolidge</td>\n",
       "      <td>1923-02-08</td>\n",
       "      <td>4/3/1929</td>\n",
       "      <td>Republican</td>\n",
       "      <td>CoolidgeWHPortrait.gif</td>\n",
       "      <td>thmb_CoolidgeWHPortrait.gif</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>R</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1929</td>\n",
       "      <td>Hoover</td>\n",
       "      <td>My Countrymen: This occasion is not alone the ...</td>\n",
       "      <td>31</td>\n",
       "      <td>Herbert Hoover</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Herbert_Hoover</td>\n",
       "      <td>1929-04-03</td>\n",
       "      <td>4/3/1933</td>\n",
       "      <td>Republican</td>\n",
       "      <td>HerbertHover.gif</td>\n",
       "      <td>thmb_HerbertHover.gif</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>R</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1933</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>I am certain that my fellow Americans expect t...</td>\n",
       "      <td>32</td>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Franklin_D._Roose...</td>\n",
       "      <td>1933-03-04</td>\n",
       "      <td>12/4/1945</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>FranklinDRoosevelt.gif</td>\n",
       "      <td>thmb_FranklinDRoosevelt.gif</td>\n",
       "      <td>New York</td>\n",
       "      <td>D</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1945</td>\n",
       "      <td>Roosevelt</td>\n",
       "      <td>Chief Justice, Mr. Vice President, my friends,...</td>\n",
       "      <td>33</td>\n",
       "      <td>Harry S. Truman</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Harry_S._Truman</td>\n",
       "      <td>1945-12-04</td>\n",
       "      <td>1/20/1953</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>HarryTruman.jpg</td>\n",
       "      <td>thmb_HarryTruman.jpg</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>D</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1953</td>\n",
       "      <td>Eisenhower</td>\n",
       "      <td>My friends, before I begin the expression of t...</td>\n",
       "      <td>34</td>\n",
       "      <td>Dwight D. Eisenhower</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Dwight_D._Eisenhower</td>\n",
       "      <td>1953-01-20</td>\n",
       "      <td>1/20/1961</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>thmb_Dwight_D_Eisenhower.jpg</td>\n",
       "      <td>Texas</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1961</td>\n",
       "      <td>Kennedy</td>\n",
       "      <td>Vice President Johnson, Mr. Speaker, Mr. Chief...</td>\n",
       "      <td>35</td>\n",
       "      <td>John F. Kennedy</td>\n",
       "      <td>http://en.wikipedia.org/wiki/John_F._Kennedy</td>\n",
       "      <td>1961-01-20</td>\n",
       "      <td>11/22/1963</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>John_F_Kennedy.jpg</td>\n",
       "      <td>thmb_John_F_Kennedy.jpg</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1969</td>\n",
       "      <td>Nixon</td>\n",
       "      <td>Senator Dirksen, Mr. Chief Justice, Mr. Vice P...</td>\n",
       "      <td>37</td>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Richard_Nixon</td>\n",
       "      <td>1969-01-20</td>\n",
       "      <td>9/8/1974</td>\n",
       "      <td>Republican</td>\n",
       "      <td>RichardNixon.gif</td>\n",
       "      <td>thmb_RichardNixon.gif</td>\n",
       "      <td>California</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1977</td>\n",
       "      <td>Carter</td>\n",
       "      <td>For myself and for our Nation, I want to thank...</td>\n",
       "      <td>39</td>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jimmy_Carter</td>\n",
       "      <td>1977-01-20</td>\n",
       "      <td>1/20/1981</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>James_E_Carter.gif</td>\n",
       "      <td>thmb_James_E_Carter.gif</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>D</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1981</td>\n",
       "      <td>Reagan</td>\n",
       "      <td>Senator Hatfield, Mr. Chief Justice, Mr. Presi...</td>\n",
       "      <td>40</td>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ronald_Reagan</td>\n",
       "      <td>1981-01-20</td>\n",
       "      <td>1/20/1989</td>\n",
       "      <td>Republican</td>\n",
       "      <td>ReaganWH.jpg</td>\n",
       "      <td>thmb_ReaganWH.jpg</td>\n",
       "      <td>California</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1989</td>\n",
       "      <td>Bush</td>\n",
       "      <td>Mr. Chief Justice, Mr. President, Vice Preside...</td>\n",
       "      <td>41</td>\n",
       "      <td>George H. W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_H._W._Bush</td>\n",
       "      <td>1989-01-20</td>\n",
       "      <td>1/20/1993</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_H_W_Bush.gif</td>\n",
       "      <td>thmb_George_H_W_Bush.gif</td>\n",
       "      <td>Texas</td>\n",
       "      <td>R</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1993</td>\n",
       "      <td>Clinton</td>\n",
       "      <td>My fellow citizens, today we celebrate the mys...</td>\n",
       "      <td>42</td>\n",
       "      <td>Bill Clinton</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Bill_Clinton</td>\n",
       "      <td>1993-01-20</td>\n",
       "      <td>1/20/2001</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Clinton.jpg</td>\n",
       "      <td>thmb_Clinton.jpg</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2001</td>\n",
       "      <td>Bush</td>\n",
       "      <td>President Clinton, distinguished guests and my...</td>\n",
       "      <td>43</td>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>http://en.wikipedia.org/wiki/George_W._Bush</td>\n",
       "      <td>2001-01-20</td>\n",
       "      <td>1/20/2009</td>\n",
       "      <td>Republican</td>\n",
       "      <td>George_W_Bush.jpg</td>\n",
       "      <td>thmb_George_W_Bush.jpg</td>\n",
       "      <td>Texas</td>\n",
       "      <td>R</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2009</td>\n",
       "      <td>Obama</td>\n",
       "      <td>My fellow citizens:\\n\\nI stand here today humb...</td>\n",
       "      <td>44</td>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Barack_Obama</td>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>1/20/2017</td>\n",
       "      <td>Democratic</td>\n",
       "      <td>Barack_Obama.jpg</td>\n",
       "      <td>thmb_Barack_Obama.jpg</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>D</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2017</td>\n",
       "      <td>Trump</td>\n",
       "      <td>Chief Justice Roberts, President Carter, Presi...</td>\n",
       "      <td>45</td>\n",
       "      <td>Donald Trump</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Donald_Trump</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>Incumbent</td>\n",
       "      <td>Republican</td>\n",
       "      <td>Donald_Trump_official_portrait.jpg</td>\n",
       "      <td>Donald_Trump_official_portrait_(cropped).jpg</td>\n",
       "      <td>New York</td>\n",
       "      <td>R</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year president_x                                     speach_content  \\\n",
       "0   1789  Washington  Fellow-Citizens of the Senate and of the House...   \n",
       "1   1797       Adams  When it was first perceived, in early times, t...   \n",
       "2   1801   Jefferson  Friends and Fellow Citizens:\\n\\nCalled upon to...   \n",
       "3   1809     Madison  Unwilling to depart from examples of the most ...   \n",
       "4   1817      Monroe  I should be destitute of feeling if I was not ...   \n",
       "5   1825       Adams  In compliance with an usage coeval with the ex...   \n",
       "6   1829     Jackson  Fellow citizens, about to undertake the arduou...   \n",
       "7   1837    VanBuren  Fellow citizens: The practice of all my predec...   \n",
       "8   1841    Harrison  Called from a retirement which I had supposed ...   \n",
       "10  1845        Polk  Fellow citizens, without solicitation on my pa...   \n",
       "11  1849      Taylor  Elected by the American people to the highest ...   \n",
       "12  1850    Fillmore  Fellow-Citizens of the Senate and of the House...   \n",
       "13  1853      Pierce  My Countrymen, It a relief to feel that no hea...   \n",
       "14  1857    Buchanan  Fellow citizens, I appear before you this day ...   \n",
       "15  1861     Lincoln  Fellow-Citizens of the United States: In compl...   \n",
       "16  1865     Lincoln  Fellow-Countrymen:\\n\\nAt this second appearing...   \n",
       "17  1869       Grant  Citizens of the United States:\\n\\nYour suffrag...   \n",
       "18  1877       Hayes  Fellow citizens, we have assembled to repeat t...   \n",
       "19  1881    Garfield  Fellow-Citizens:\\n\\nWe stand to-day upon an em...   \n",
       "21  1885   Cleveland  Fellow citizens, in the presence of this vast ...   \n",
       "22  1889    Harrison  Fellow-Citizens, there is no constitutional or...   \n",
       "23  1893   Cleveland  My Fellow citizens, in obedience of the mandat...   \n",
       "24  1897    McKinley  Fellow citizens, In obedience to the will of t...   \n",
       "25  1901    McKinley  My fellow-citizens, when we assembled here on ...   \n",
       "26  1909        Taft  My fellow citizens: Anyone who has taken the o...   \n",
       "27  1913      Wilson  There has been a change of government. It bega...   \n",
       "28  1921     Harding  My Countrymen:\\n\\nWhen one surveys the world a...   \n",
       "29  1923    Coolidge  My countrymen,\\n\\nno one can contemplate curre...   \n",
       "30  1929      Hoover  My Countrymen: This occasion is not alone the ...   \n",
       "31  1933   Roosevelt  I am certain that my fellow Americans expect t...   \n",
       "32  1945   Roosevelt  Chief Justice, Mr. Vice President, my friends,...   \n",
       "33  1953  Eisenhower  My friends, before I begin the expression of t...   \n",
       "34  1961     Kennedy  Vice President Johnson, Mr. Speaker, Mr. Chief...   \n",
       "35  1969       Nixon  Senator Dirksen, Mr. Chief Justice, Mr. Vice P...   \n",
       "36  1977      Carter  For myself and for our Nation, I want to thank...   \n",
       "37  1981      Reagan  Senator Hatfield, Mr. Chief Justice, Mr. Presi...   \n",
       "38  1989        Bush  Mr. Chief Justice, Mr. President, Vice Preside...   \n",
       "39  1993     Clinton  My fellow citizens, today we celebrate the mys...   \n",
       "40  2001        Bush  President Clinton, distinguished guests and my...   \n",
       "41  2009       Obama  My fellow citizens:\\n\\nI stand here today humb...   \n",
       "42  2017       Trump  Chief Justice Roberts, President Carter, Presi...   \n",
       "\n",
       "    presidency                  president_y  \\\n",
       "0            1            George Washington   \n",
       "1            2                   John Adams   \n",
       "2            3             Thomas Jefferson   \n",
       "3            4                James Madison   \n",
       "4            5                 James Monroe   \n",
       "5            6            John Quincy Adams   \n",
       "6            7               Andrew Jackson   \n",
       "7            8             Martin Van Buren   \n",
       "8            9       William Henry Harrison   \n",
       "10          11                James K. Polk   \n",
       "11          12               Zachary Taylor   \n",
       "12          13             Millard Fillmore   \n",
       "13          14              Franklin Pierce   \n",
       "14          15               James Buchanan   \n",
       "15          16              Abraham Lincoln   \n",
       "16          17               Andrew Johnson   \n",
       "17          18             Ulysses S. Grant   \n",
       "18          19          Rutherford B. Hayes   \n",
       "19          20            James A. Garfield   \n",
       "21          22             Grover Cleveland   \n",
       "22          23            Benjamin Harrison   \n",
       "23          24  Grover Cleveland (2nd term)   \n",
       "24          25             William McKinley   \n",
       "25          26           Theodore Roosevelt   \n",
       "26          27          William Howard Taft   \n",
       "27          28               Woodrow Wilson   \n",
       "28          29            Warren G. Harding   \n",
       "29          30              Calvin Coolidge   \n",
       "30          31               Herbert Hoover   \n",
       "31          32        Franklin D. Roosevelt   \n",
       "32          33              Harry S. Truman   \n",
       "33          34         Dwight D. Eisenhower   \n",
       "34          35              John F. Kennedy   \n",
       "35          37                Richard Nixon   \n",
       "36          39                 Jimmy Carter   \n",
       "37          40                Ronald Reagan   \n",
       "38          41            George H. W. Bush   \n",
       "39          42                 Bill Clinton   \n",
       "40          43               George W. Bush   \n",
       "41          44                 Barack Obama   \n",
       "42          45                 Donald Trump   \n",
       "\n",
       "                                      wikipedia_entry took_office left_office  \\\n",
       "0      http://en.wikipedia.org/wiki/George_Washington  1789-04-03    4/3/1797   \n",
       "1             http://en.wikipedia.org/wiki/John_Adams  1797-04-03    4/3/1801   \n",
       "2       http://en.wikipedia.org/wiki/Thomas_Jefferson  1801-04-03    4/3/1809   \n",
       "3          http://en.wikipedia.org/wiki/James_Madison  1809-04-03    4/3/1817   \n",
       "4           http://en.wikipedia.org/wiki/James_Monroe  1817-04-03    4/3/1825   \n",
       "5      http://en.wikipedia.org/wiki/John_Quincy_Adams  1825-04-03    4/3/1829   \n",
       "6         http://en.wikipedia.org/wiki/Andrew_Jackson  1829-04-03    4/3/1837   \n",
       "7       http://en.wikipedia.org/wiki/Martin_Van_Buren  1837-04-03    4/3/1841   \n",
       "8   http://en.wikipedia.org/wiki/William_Henry_Har...  1841-04-03    4/4/1841   \n",
       "10         http://en.wikipedia.org/wiki/James_K._Polk  1845-04-03    4/3/1849   \n",
       "11        http://en.wikipedia.org/wiki/Zachary_Taylor  1849-04-03    9/7/1850   \n",
       "12      http://en.wikipedia.org/wiki/Millard_Fillmore  1850-09-07    4/3/1853   \n",
       "13       http://en.wikipedia.org/wiki/Franklin_Pierce  1853-04-03    4/3/1857   \n",
       "14        http://en.wikipedia.org/wiki/James_Buchanan  1857-04-03    4/3/1861   \n",
       "15       http://en.wikipedia.org/wiki/Abraham_Lincoln  1861-04-03   4/15/1865   \n",
       "16        http://en.wikipedia.org/wiki/Andrew_Johnson  1865-04-15    4/3/1869   \n",
       "17      http://en.wikipedia.org/wiki/Ulysses_S._Grant  1869-04-03    4/3/1877   \n",
       "18   http://en.wikipedia.org/wiki/Rutherford_B._Hayes  1877-04-03    4/3/1881   \n",
       "19     http://en.wikipedia.org/wiki/James_A._Garfield  1881-04-03   9/19/1881   \n",
       "21      http://en.wikipedia.org/wiki/Grover_Cleveland  1885-04-03    4/3/1889   \n",
       "22     http://en.wikipedia.org/wiki/Benjamin_Harrison  1889-04-03    4/3/1893   \n",
       "23      http://en.wikipedia.org/wiki/Grover_Cleveland  1893-04-03    4/3/1897   \n",
       "24      http://en.wikipedia.org/wiki/William_McKinley  1897-04-03   9/14/1901   \n",
       "25    http://en.wikipedia.org/wiki/Theodore_Roosevelt  1901-09-14    4/3/1909   \n",
       "26   http://en.wikipedia.org/wiki/William_Howard_Taft  1909-04-03    4/3/1913   \n",
       "27        http://en.wikipedia.org/wiki/Woodrow_Wilson  1913-04-03    4/3/1921   \n",
       "28     http://en.wikipedia.org/wiki/Warren_G._Harding  1921-04-03    2/8/1923   \n",
       "29       http://en.wikipedia.org/wiki/Calvin_Coolidge  1923-02-08    4/3/1929   \n",
       "30        http://en.wikipedia.org/wiki/Herbert_Hoover  1929-04-03    4/3/1933   \n",
       "31  http://en.wikipedia.org/wiki/Franklin_D._Roose...  1933-03-04   12/4/1945   \n",
       "32       http://en.wikipedia.org/wiki/Harry_S._Truman  1945-12-04   1/20/1953   \n",
       "33  http://en.wikipedia.org/wiki/Dwight_D._Eisenhower  1953-01-20   1/20/1961   \n",
       "34       http://en.wikipedia.org/wiki/John_F._Kennedy  1961-01-20  11/22/1963   \n",
       "35         http://en.wikipedia.org/wiki/Richard_Nixon  1969-01-20    9/8/1974   \n",
       "36          http://en.wikipedia.org/wiki/Jimmy_Carter  1977-01-20   1/20/1981   \n",
       "37         http://en.wikipedia.org/wiki/Ronald_Reagan  1981-01-20   1/20/1989   \n",
       "38     http://en.wikipedia.org/wiki/George_H._W._Bush  1989-01-20   1/20/1993   \n",
       "39          http://en.wikipedia.org/wiki/Bill_Clinton  1993-01-20   1/20/2001   \n",
       "40        http://en.wikipedia.org/wiki/George_W._Bush  2001-01-20   1/20/2009   \n",
       "41          http://en.wikipedia.org/wiki/Barack_Obama  2009-01-20   1/20/2017   \n",
       "42         https://en.wikipedia.org/wiki/Donald_Trump  2017-01-20   Incumbent   \n",
       "\n",
       "                                        party  \\\n",
       "0                                 Independent   \n",
       "1                                  Federalist   \n",
       "2                       Democratic-Republican   \n",
       "3                       Democratic-Republican   \n",
       "4                       Democratic-Republican   \n",
       "5   Democratic-Republican/National Republican   \n",
       "6                                  Democratic   \n",
       "7                                  Democratic   \n",
       "8                                        Whig   \n",
       "10                                 Democratic   \n",
       "11                                       Whig   \n",
       "12                                       Whig   \n",
       "13                                 Democratic   \n",
       "14                                 Democratic   \n",
       "15                  Republican/National Union   \n",
       "16                  Democratic/National Union   \n",
       "17                                 Republican   \n",
       "18                                 Republican   \n",
       "19                                 Republican   \n",
       "21                                 Democratic   \n",
       "22                                 Republican   \n",
       "23                                 Democratic   \n",
       "24                                 Republican   \n",
       "25                                 Republican   \n",
       "26                                 Republican   \n",
       "27                                 Democratic   \n",
       "28                                 Republican   \n",
       "29                                 Republican   \n",
       "30                                 Republican   \n",
       "31                                 Democratic   \n",
       "32                                 Democratic   \n",
       "33                                 Republican   \n",
       "34                                 Democratic   \n",
       "35                                 Republican   \n",
       "36                                 Democratic   \n",
       "37                                 Republican   \n",
       "38                                 Republican   \n",
       "39                                 Democratic   \n",
       "40                                 Republican   \n",
       "41                                 Democratic   \n",
       "42                                 Republican   \n",
       "\n",
       "                              portrait  \\\n",
       "0                 GeorgeWashington.jpg   \n",
       "1                        JohnAdams.jpg   \n",
       "2                  Thomasjefferson.gif   \n",
       "3                     JamesMadison.gif   \n",
       "4                      JamesMonroe.gif   \n",
       "5                  JohnQuincyAdams.gif   \n",
       "6              Andrew_jackson_head.gif   \n",
       "7                   MartinVanBuren.gif   \n",
       "8             WilliamHenryHarrison.gif   \n",
       "10                      JamesKPolk.gif   \n",
       "11                   ZacharyTaylor.jpg   \n",
       "12                 MillardFillmore.png   \n",
       "13                  FranklinPierce.gif   \n",
       "14                   JamesBuchanan.gif   \n",
       "15                  AbrahamLincoln.jpg   \n",
       "16                   AndrewJohnson.gif   \n",
       "17                   UlyssesSGrant.gif   \n",
       "18                RutherfordBHayes.png   \n",
       "19                  James_Garfield.jpg   \n",
       "21              Grover_Cleveland_2.jpg   \n",
       "22                BenjaminHarrison.gif   \n",
       "23                Grover_Cleveland.jpg   \n",
       "24                 WilliamMcKinley.gif   \n",
       "25               TheodoreRoosevelt.jpg   \n",
       "26               WilliamHowardTaft.jpg   \n",
       "27                   WoodrowWilson.gif   \n",
       "28                  WarrenGHarding.gif   \n",
       "29              CoolidgeWHPortrait.gif   \n",
       "30                    HerbertHover.gif   \n",
       "31              FranklinDRoosevelt.gif   \n",
       "32                     HarryTruman.jpg   \n",
       "33             Dwight_D_Eisenhower.jpg   \n",
       "34                  John_F_Kennedy.jpg   \n",
       "35                    RichardNixon.gif   \n",
       "36                  James_E_Carter.gif   \n",
       "37                        ReaganWH.jpg   \n",
       "38                 George_H_W_Bush.gif   \n",
       "39                         Clinton.jpg   \n",
       "40                   George_W_Bush.jpg   \n",
       "41                    Barack_Obama.jpg   \n",
       "42  Donald_Trump_official_portrait.jpg   \n",
       "\n",
       "                                       thumbnail     home_state party_short  \\\n",
       "0                      thmb_GeorgeWashington.jpg       Virginia           I   \n",
       "1                             thmb_JohnAdams.jpg  Massachusetts           O   \n",
       "2                       thmb_Thomasjefferson.gif       Virginia           D   \n",
       "3                          thmb_JamesMadison.gif       Virginia           D   \n",
       "4                           thmb_JamesMonroe.gif       Virginia           D   \n",
       "5                       thmb_JohnQuincyAdams.gif  Massachusetts           D   \n",
       "6                   thmb_Andrew_jackson_head.gif      Tennessee           D   \n",
       "7                        thmb_MartinVanBuren.gif       New York           D   \n",
       "8                  thmb_WilliamHenryHarrison.gif           Ohio           W   \n",
       "10                           thmb_JamesKPolk.gif      Tennessee           D   \n",
       "11                        thmb_ZacharyTaylor.jpg      Louisiana           W   \n",
       "12                      thmb_MillardFillmore.png       New York           W   \n",
       "13                       thmb_FranklinPierce.gif  New Hampshire           D   \n",
       "14                        thmb_JamesBuchanan.gif   Pennsylvania           D   \n",
       "15                       thmb_AbrahamLincoln.jpg       Illinois           R   \n",
       "16                        thmb_AndrewJohnson.gif      Tennessee           D   \n",
       "17                        thmb_UlyssesSGrant.gif           Ohio           R   \n",
       "18                     thmb_RutherfordBHayes.png           Ohio           R   \n",
       "19                       thmb_James_Garfield.jpg           Ohio           R   \n",
       "21                   thmb_Grover_Cleveland_2.jpg       New York           D   \n",
       "22                     thmb_BenjaminHarrison.gif        Indiana           R   \n",
       "23                     thmb_Grover_Cleveland.jpg       New York           D   \n",
       "24                      thmb_WilliamMcKinley.gif           Ohio           R   \n",
       "25                    thmb_TheodoreRoosevelt.jpg       New York           R   \n",
       "26                    thmb_WilliamHowardTaft.jpg           Ohio           R   \n",
       "27                        thmb_WoodrowWilson.gif     New Jersey           D   \n",
       "28                       thmb_WarrenGHarding.gif           Ohio           R   \n",
       "29                   thmb_CoolidgeWHPortrait.gif  Massachusetts           R   \n",
       "30                         thmb_HerbertHover.gif           Iowa           R   \n",
       "31                   thmb_FranklinDRoosevelt.gif       New York           D   \n",
       "32                          thmb_HarryTruman.jpg       Missouri           D   \n",
       "33                  thmb_Dwight_D_Eisenhower.jpg          Texas           R   \n",
       "34                       thmb_John_F_Kennedy.jpg  Massachusetts           D   \n",
       "35                         thmb_RichardNixon.gif     California           R   \n",
       "36                       thmb_James_E_Carter.gif        Georgia           D   \n",
       "37                             thmb_ReaganWH.jpg     California           R   \n",
       "38                      thmb_George_H_W_Bush.gif          Texas           R   \n",
       "39                              thmb_Clinton.jpg       Arkansas           D   \n",
       "40                        thmb_George_W_Bush.jpg          Texas           R   \n",
       "41                         thmb_Barack_Obama.jpg       Illinois           D   \n",
       "42  Donald_Trump_official_portrait_(cropped).jpg       New York           R   \n",
       "\n",
       "    cluster  \n",
       "0         2  \n",
       "1         2  \n",
       "2         6  \n",
       "3         6  \n",
       "4         6  \n",
       "5         6  \n",
       "6         2  \n",
       "7         2  \n",
       "8         2  \n",
       "10        6  \n",
       "11        2  \n",
       "12        2  \n",
       "13        2  \n",
       "14        2  \n",
       "15        2  \n",
       "16        7  \n",
       "17        0  \n",
       "18        2  \n",
       "19        1  \n",
       "21        1  \n",
       "22        1  \n",
       "23        1  \n",
       "24        1  \n",
       "25        1  \n",
       "26        1  \n",
       "27        3  \n",
       "28        9  \n",
       "29        9  \n",
       "30        9  \n",
       "31        1  \n",
       "32        5  \n",
       "33        4  \n",
       "34        4  \n",
       "35        4  \n",
       "36        4  \n",
       "37        4  \n",
       "38        4  \n",
       "39        8  \n",
       "40        8  \n",
       "41        8  \n",
       "42        8  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# https://medium.com/@mishra.thedeepak/doc2vec-in-a-simple-way-fa80bfe81104"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Import all the dependencies\n",
    "import gensim\n",
    "from nltk import RegexpTokenizer\n",
    "from nltk.corpus import stopwords\n",
    "from os import listdir\n",
    "from os.path import isfile, join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "docLabels = [\"{year}_{president_x}_{party_short}_{cluster}\".format(**x) for x in df[['year',\n",
    "                                                                                     'president_x',\n",
    "                                                                                     'party_short',\n",
    "                                                                                     'cluster']].to_dict(orient=\"records\")]\n",
    "data = list(df['speach_content'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1789_Washington_I_2',\n",
       " '1797_Adams_O_2',\n",
       " '1801_Jefferson_D_6',\n",
       " '1809_Madison_D_6',\n",
       " '1817_Monroe_D_6',\n",
       " '1825_Adams_D_6',\n",
       " '1829_Jackson_D_2',\n",
       " '1837_VanBuren_D_2',\n",
       " '1841_Harrison_W_2',\n",
       " '1845_Polk_D_6',\n",
       " '1849_Taylor_W_2',\n",
       " '1850_Fillmore_W_2',\n",
       " '1853_Pierce_D_2',\n",
       " '1857_Buchanan_D_2',\n",
       " '1861_Lincoln_R_2',\n",
       " '1865_Lincoln_D_7',\n",
       " '1869_Grant_R_0',\n",
       " '1877_Hayes_R_2',\n",
       " '1881_Garfield_R_1',\n",
       " '1885_Cleveland_D_1',\n",
       " '1889_Harrison_R_1',\n",
       " '1893_Cleveland_D_1',\n",
       " '1897_McKinley_R_1',\n",
       " '1901_McKinley_R_1',\n",
       " '1909_Taft_R_1',\n",
       " '1913_Wilson_D_3',\n",
       " '1921_Harding_R_9',\n",
       " '1923_Coolidge_R_9',\n",
       " '1929_Hoover_R_9',\n",
       " '1933_Roosevelt_D_1',\n",
       " '1945_Roosevelt_D_5',\n",
       " '1953_Eisenhower_R_4',\n",
       " '1961_Kennedy_D_4',\n",
       " '1969_Nixon_R_4',\n",
       " '1977_Carter_D_4',\n",
       " '1981_Reagan_R_4',\n",
       " '1989_Bush_R_4',\n",
       " '1993_Clinton_D_8',\n",
       " '2001_Bush_R_8',\n",
       " '2009_Obama_D_8',\n",
       " '2017_Trump_R_8']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "docLabels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tokenizer = RegexpTokenizer(r'\\w+')\n",
    "stopword_set = set(stopwords.words('english'))\n",
    "#This function does all cleaning of data using two objects above\n",
    "def nlp_clean(data):\n",
    "    new_data = []\n",
    "    for d in data:\n",
    "        new_str = d.lower()\n",
    "        dlist = tokenizer.tokenize(new_str)\n",
    "        dlist = list(set(dlist).difference(stopword_set))\n",
    "        new_data.append(dlist)\n",
    "    return new_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class LabeledLineSentence(object):\n",
    "    def __init__(self, doc_list, labels_list):\n",
    "        self.labels_list = labels_list\n",
    "        self.doc_list = doc_list\n",
    "    def __iter__(self):\n",
    "        for idx, doc in enumerate(self.doc_list):\n",
    "              yield gensim.models.doc2vec.LabeledSentence(doc,    \n",
    "[self.labels_list[idx]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = nlp_clean(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "it = LabeledLineSentence(data, docLabels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iteration 1\n",
      "iteration 2\n",
      "iteration 3\n",
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     ]
    }
   ],
   "source": [
    "model = gensim.models.Doc2Vec(size=300, min_count=0, alpha=0.025, min_alpha=0.025)\n",
    "model.build_vocab(it)\n",
    "#training of model\n",
    "for epoch in range(100):\n",
    "    print('iteration {}'.format(epoch+1))\n",
    "    model.train(it)\n",
    "    model.alpha -= 0.002\n",
    "    model.min_alpha = model.alpha\n",
    "    model.train(it)\n",
    "#saving the created model\n",
    "#model.save(‘doc2vec.model’)\n",
    "# print(\"model saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.96455819010553745"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "d2v_model = model\n",
    "d2v_model.docvecs.similarity('2017_Trump_R_8', '2009_Obama_D_8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using matplotlib backend: MacOSX\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1789_Washington_I_2</th>\n",
       "      <th>1797_Adams_O_2</th>\n",
       "      <th>1801_Jefferson_D_6</th>\n",
       "      <th>1809_Madison_D_6</th>\n",
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       "      <th>1829_Jackson_D_2</th>\n",
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       "      <th>1841_Harrison_W_2</th>\n",
       "      <th>1845_Polk_D_6</th>\n",
       "      <th>...</th>\n",
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       "      <td>976.471014</td>\n",
       "      <td>956.681388</td>\n",
       "      <td>957.640527</td>\n",
       "      <td>968.882047</td>\n",
       "      <td>931.383035</td>\n",
       "      <td>933.801341</td>\n",
       "      <td>923.902325</td>\n",
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       "      <td>930.821841</td>\n",
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       "      <td>931.013394</td>\n",
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       "      <th>1797_Adams_O_2</th>\n",
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       "      <td>912.756170</td>\n",
       "      <td>927.382664</td>\n",
       "      <td>915.529691</td>\n",
       "      <td>926.219417</td>\n",
       "      <td>912.249713</td>\n",
       "      <td>922.176574</td>\n",
       "      <td>914.386691</td>\n",
       "      <td>920.997467</td>\n",
       "      <td>911.544184</td>\n",
       "      <td>919.823019</td>\n",
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       "    <tr>\n",
       "      <th>1801_Jefferson_D_6</th>\n",
       "      <td>964.268992</td>\n",
       "      <td>955.112259</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>970.671655</td>\n",
       "      <td>946.264103</td>\n",
       "      <td>950.897677</td>\n",
       "      <td>964.247579</td>\n",
       "      <td>925.874019</td>\n",
       "      <td>907.899783</td>\n",
       "      <td>922.224276</td>\n",
       "      <td>...</td>\n",
       "      <td>921.274894</td>\n",
       "      <td>958.349007</td>\n",
       "      <td>930.756360</td>\n",
       "      <td>940.035930</td>\n",
       "      <td>936.563209</td>\n",
       "      <td>937.927127</td>\n",
       "      <td>935.020907</td>\n",
       "      <td>942.159138</td>\n",
       "      <td>937.660690</td>\n",
       "      <td>939.962569</td>\n",
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       "      <th>1809_Madison_D_6</th>\n",
       "      <td>976.471014</td>\n",
       "      <td>973.928498</td>\n",
       "      <td>970.671655</td>\n",
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       "      <td>944.722921</td>\n",
       "      <td>926.132323</td>\n",
       "      <td>941.135145</td>\n",
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       "      <td>914.936971</td>\n",
       "      <td>932.106678</td>\n",
       "      <td>913.033873</td>\n",
       "      <td>918.336485</td>\n",
       "      <td>924.517313</td>\n",
       "      <td>921.367331</td>\n",
       "      <td>916.673530</td>\n",
       "      <td>930.078270</td>\n",
       "      <td>916.070943</td>\n",
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       "      <th>1817_Monroe_D_6</th>\n",
       "      <td>956.681388</td>\n",
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       "      <td>946.264103</td>\n",
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       "      <td>923.771798</td>\n",
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       "      <td>915.372560</td>\n",
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       "      <td>891.553765</td>\n",
       "      <td>908.477919</td>\n",
       "      <td>895.329309</td>\n",
       "      <td>900.776548</td>\n",
       "      <td>898.948318</td>\n",
       "      <td>905.094515</td>\n",
       "      <td>890.108171</td>\n",
       "      <td>903.128238</td>\n",
       "      <td>898.098218</td>\n",
       "      <td>900.402282</td>\n",
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       "    <tr>\n",
       "      <th>1825_Adams_D_6</th>\n",
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       "      <td>950.897677</td>\n",
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       "      <td>898.892430</td>\n",
       "      <td>929.100237</td>\n",
       "      <td>...</td>\n",
       "      <td>888.066519</td>\n",
       "      <td>914.761163</td>\n",
       "      <td>898.661451</td>\n",
       "      <td>908.612955</td>\n",
       "      <td>905.250457</td>\n",
       "      <td>906.673423</td>\n",
       "      <td>900.166891</td>\n",
       "      <td>906.667617</td>\n",
       "      <td>904.051742</td>\n",
       "      <td>901.744988</td>\n",
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       "    <tr>\n",
       "      <th>1829_Jackson_D_2</th>\n",
       "      <td>968.882047</td>\n",
       "      <td>972.290413</td>\n",
       "      <td>964.247579</td>\n",
       "      <td>974.042461</td>\n",
       "      <td>964.086251</td>\n",
       "      <td>960.486662</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>926.917246</td>\n",
       "      <td>908.425026</td>\n",
       "      <td>936.495915</td>\n",
       "      <td>...</td>\n",
       "      <td>902.141800</td>\n",
       "      <td>920.681654</td>\n",
       "      <td>896.150043</td>\n",
       "      <td>910.421662</td>\n",
       "      <td>901.479172</td>\n",
       "      <td>908.028611</td>\n",
       "      <td>895.988180</td>\n",
       "      <td>903.901574</td>\n",
       "      <td>907.711035</td>\n",
       "      <td>902.822675</td>\n",
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       "    <tr>\n",
       "      <th>1837_VanBuren_D_2</th>\n",
       "      <td>931.383035</td>\n",
       "      <td>935.028694</td>\n",
       "      <td>925.874019</td>\n",
       "      <td>944.722921</td>\n",
       "      <td>923.771798</td>\n",
       "      <td>919.447476</td>\n",
       "      <td>926.917246</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>894.797626</td>\n",
       "      <td>909.396879</td>\n",
       "      <td>...</td>\n",
       "      <td>869.638556</td>\n",
       "      <td>890.277651</td>\n",
       "      <td>874.715117</td>\n",
       "      <td>881.264935</td>\n",
       "      <td>877.981327</td>\n",
       "      <td>878.998023</td>\n",
       "      <td>872.026530</td>\n",
       "      <td>885.246472</td>\n",
       "      <td>881.035783</td>\n",
       "      <td>885.014533</td>\n",
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       "    <tr>\n",
       "      <th>1841_Harrison_W_2</th>\n",
       "      <td>933.801341</td>\n",
       "      <td>915.322653</td>\n",
       "      <td>907.899783</td>\n",
       "      <td>926.132323</td>\n",
       "      <td>901.042779</td>\n",
       "      <td>898.892430</td>\n",
       "      <td>908.425026</td>\n",
       "      <td>894.797626</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>878.456641</td>\n",
       "      <td>...</td>\n",
       "      <td>872.115260</td>\n",
       "      <td>890.360213</td>\n",
       "      <td>870.804157</td>\n",
       "      <td>875.935880</td>\n",
       "      <td>889.445698</td>\n",
       "      <td>886.186458</td>\n",
       "      <td>879.444432</td>\n",
       "      <td>883.582226</td>\n",
       "      <td>883.963606</td>\n",
       "      <td>883.989068</td>\n",
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       "    <tr>\n",
       "      <th>1845_Polk_D_6</th>\n",
       "      <td>923.902325</td>\n",
       "      <td>921.367016</td>\n",
       "      <td>922.224276</td>\n",
       "      <td>941.135145</td>\n",
       "      <td>915.372560</td>\n",
       "      <td>929.100237</td>\n",
       "      <td>936.495915</td>\n",
       "      <td>909.396879</td>\n",
       "      <td>878.456641</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>865.465619</td>\n",
       "      <td>883.783413</td>\n",
       "      <td>869.500249</td>\n",
       "      <td>870.897102</td>\n",
       "      <td>878.703244</td>\n",
       "      <td>874.474029</td>\n",
       "      <td>866.485602</td>\n",
       "      <td>873.299700</td>\n",
       "      <td>870.314351</td>\n",
       "      <td>882.775563</td>\n",
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       "    <tr>\n",
       "      <th>1849_Taylor_W_2</th>\n",
       "      <td>969.928289</td>\n",
       "      <td>959.633571</td>\n",
       "      <td>951.992491</td>\n",
       "      <td>973.931039</td>\n",
       "      <td>950.421874</td>\n",
       "      <td>956.645882</td>\n",
       "      <td>967.206548</td>\n",
       "      <td>930.834855</td>\n",
       "      <td>927.246597</td>\n",
       "      <td>944.250670</td>\n",
       "      <td>...</td>\n",
       "      <td>895.990893</td>\n",
       "      <td>919.352055</td>\n",
       "      <td>894.917211</td>\n",
       "      <td>905.169441</td>\n",
       "      <td>913.183038</td>\n",
       "      <td>907.512047</td>\n",
       "      <td>902.894506</td>\n",
       "      <td>910.265272</td>\n",
       "      <td>911.203974</td>\n",
       "      <td>911.317297</td>\n",
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       "    <tr>\n",
       "      <th>1850_Fillmore_W_2</th>\n",
       "      <td>916.506069</td>\n",
       "      <td>911.245743</td>\n",
       "      <td>908.609869</td>\n",
       "      <td>921.080139</td>\n",
       "      <td>914.079407</td>\n",
       "      <td>906.573867</td>\n",
       "      <td>919.547069</td>\n",
       "      <td>879.615206</td>\n",
       "      <td>875.996445</td>\n",
       "      <td>891.951687</td>\n",
       "      <td>...</td>\n",
       "      <td>873.547263</td>\n",
       "      <td>889.812422</td>\n",
       "      <td>888.679482</td>\n",
       "      <td>873.771138</td>\n",
       "      <td>883.820321</td>\n",
       "      <td>889.431137</td>\n",
       "      <td>876.661258</td>\n",
       "      <td>876.766466</td>\n",
       "      <td>888.362658</td>\n",
       "      <td>881.380139</td>\n",
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       "    <tr>\n",
       "      <th>1853_Pierce_D_2</th>\n",
       "      <td>935.403641</td>\n",
       "      <td>917.007304</td>\n",
       "      <td>932.234800</td>\n",
       "      <td>940.608169</td>\n",
       "      <td>918.022964</td>\n",
       "      <td>920.335451</td>\n",
       "      <td>926.876315</td>\n",
       "      <td>898.460532</td>\n",
       "      <td>892.227622</td>\n",
       "      <td>910.788306</td>\n",
       "      <td>...</td>\n",
       "      <td>900.747393</td>\n",
       "      <td>918.874222</td>\n",
       "      <td>898.353215</td>\n",
       "      <td>906.598090</td>\n",
       "      <td>901.256107</td>\n",
       "      <td>900.634608</td>\n",
       "      <td>901.355547</td>\n",
       "      <td>906.014016</td>\n",
       "      <td>907.211719</td>\n",
       "      <td>906.700017</td>\n",
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       "    <tr>\n",
       "      <th>1857_Buchanan_D_2</th>\n",
       "      <td>956.272416</td>\n",
       "      <td>948.255908</td>\n",
       "      <td>941.033074</td>\n",
       "      <td>962.271770</td>\n",
       "      <td>950.499658</td>\n",
       "      <td>933.276768</td>\n",
       "      <td>955.363666</td>\n",
       "      <td>923.061864</td>\n",
       "      <td>897.821709</td>\n",
       "      <td>937.571854</td>\n",
       "      <td>...</td>\n",
       "      <td>905.877537</td>\n",
       "      <td>911.802764</td>\n",
       "      <td>893.192414</td>\n",
       "      <td>908.774997</td>\n",
       "      <td>909.770076</td>\n",
       "      <td>905.232310</td>\n",
       "      <td>892.636166</td>\n",
       "      <td>910.324804</td>\n",
       "      <td>904.078175</td>\n",
       "      <td>911.093681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1861_Lincoln_R_2</th>\n",
       "      <td>933.431424</td>\n",
       "      <td>933.557513</td>\n",
       "      <td>938.262144</td>\n",
       "      <td>945.168002</td>\n",
       "      <td>921.109081</td>\n",
       "      <td>918.483597</td>\n",
       "      <td>935.074746</td>\n",
       "      <td>897.946911</td>\n",
       "      <td>893.258989</td>\n",
       "      <td>911.232549</td>\n",
       "      <td>...</td>\n",
       "      <td>892.093198</td>\n",
       "      <td>915.790028</td>\n",
       "      <td>885.455568</td>\n",
       "      <td>902.661227</td>\n",
       "      <td>901.962871</td>\n",
       "      <td>907.053908</td>\n",
       "      <td>898.226702</td>\n",
       "      <td>905.586500</td>\n",
       "      <td>904.295416</td>\n",
       "      <td>909.384620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865_Lincoln_D_7</th>\n",
       "      <td>921.234487</td>\n",
       "      <td>915.982141</td>\n",
       "      <td>908.011704</td>\n",
       "      <td>914.683061</td>\n",
       "      <td>912.314469</td>\n",
       "      <td>898.459245</td>\n",
       "      <td>906.238394</td>\n",
       "      <td>883.504740</td>\n",
       "      <td>877.546472</td>\n",
       "      <td>877.712012</td>\n",
       "      <td>...</td>\n",
       "      <td>905.941911</td>\n",
       "      <td>915.324567</td>\n",
       "      <td>918.195733</td>\n",
       "      <td>918.891112</td>\n",
       "      <td>905.774870</td>\n",
       "      <td>924.359162</td>\n",
       "      <td>921.371845</td>\n",
       "      <td>915.698995</td>\n",
       "      <td>920.425716</td>\n",
       "      <td>915.336726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869_Grant_R_0</th>\n",
       "      <td>960.783977</td>\n",
       "      <td>955.111598</td>\n",
       "      <td>956.460224</td>\n",
       "      <td>964.873857</td>\n",
       "      <td>948.071590</td>\n",
       "      <td>942.594154</td>\n",
       "      <td>957.024089</td>\n",
       "      <td>929.364943</td>\n",
       "      <td>913.770816</td>\n",
       "      <td>934.046341</td>\n",
       "      <td>...</td>\n",
       "      <td>921.788858</td>\n",
       "      <td>942.374425</td>\n",
       "      <td>918.296303</td>\n",
       "      <td>936.424217</td>\n",
       "      <td>925.319254</td>\n",
       "      <td>927.422640</td>\n",
       "      <td>918.913573</td>\n",
       "      <td>937.910838</td>\n",
       "      <td>929.299814</td>\n",
       "      <td>934.011600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877_Hayes_R_2</th>\n",
       "      <td>963.393821</td>\n",
       "      <td>956.981298</td>\n",
       "      <td>949.307433</td>\n",
       "      <td>962.987379</td>\n",
       "      <td>936.646622</td>\n",
       "      <td>940.441440</td>\n",
       "      <td>955.999139</td>\n",
       "      <td>918.434412</td>\n",
       "      <td>902.460196</td>\n",
       "      <td>915.126504</td>\n",
       "      <td>...</td>\n",
       "      <td>912.281710</td>\n",
       "      <td>915.221627</td>\n",
       "      <td>898.463626</td>\n",
       "      <td>920.842120</td>\n",
       "      <td>909.255212</td>\n",
       "      <td>910.339879</td>\n",
       "      <td>906.668057</td>\n",
       "      <td>914.884314</td>\n",
       "      <td>901.900669</td>\n",
       "      <td>916.600742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1881_Garfield_R_1</th>\n",
       "      <td>926.808510</td>\n",
       "      <td>923.852718</td>\n",
       "      <td>931.051070</td>\n",
       "      <td>944.474689</td>\n",
       "      <td>908.828591</td>\n",
       "      <td>904.948672</td>\n",
       "      <td>915.838615</td>\n",
       "      <td>904.845517</td>\n",
       "      <td>878.321991</td>\n",
       "      <td>898.387879</td>\n",
       "      <td>...</td>\n",
       "      <td>903.537536</td>\n",
       "      <td>927.064719</td>\n",
       "      <td>907.389729</td>\n",
       "      <td>912.724934</td>\n",
       "      <td>918.364498</td>\n",
       "      <td>917.440694</td>\n",
       "      <td>907.387948</td>\n",
       "      <td>925.372220</td>\n",
       "      <td>910.647633</td>\n",
       "      <td>923.566052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1885_Cleveland_D_1</th>\n",
       "      <td>961.531870</td>\n",
       "      <td>938.718019</td>\n",
       "      <td>942.396100</td>\n",
       "      <td>952.447517</td>\n",
       "      <td>923.627419</td>\n",
       "      <td>928.750679</td>\n",
       "      <td>937.777329</td>\n",
       "      <td>910.589362</td>\n",
       "      <td>905.394010</td>\n",
       "      <td>922.445765</td>\n",
       "      <td>...</td>\n",
       "      <td>931.072736</td>\n",
       "      <td>932.648292</td>\n",
       "      <td>925.693597</td>\n",
       "      <td>936.165090</td>\n",
       "      <td>931.078414</td>\n",
       "      <td>926.407550</td>\n",
       "      <td>920.864257</td>\n",
       "      <td>937.441903</td>\n",
       "      <td>918.402212</td>\n",
       "      <td>941.725169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1889_Harrison_R_1</th>\n",
       "      <td>902.714763</td>\n",
       "      <td>897.434219</td>\n",
       "      <td>885.765390</td>\n",
       "      <td>906.059713</td>\n",
       "      <td>882.235453</td>\n",
       "      <td>859.665862</td>\n",
       "      <td>892.547362</td>\n",
       "      <td>864.545727</td>\n",
       "      <td>859.241787</td>\n",
       "      <td>852.420974</td>\n",
       "      <td>...</td>\n",
       "      <td>878.185093</td>\n",
       "      <td>882.121195</td>\n",
       "      <td>876.639428</td>\n",
       "      <td>890.601625</td>\n",
       "      <td>859.801058</td>\n",
       "      <td>872.881549</td>\n",
       "      <td>876.385256</td>\n",
       "      <td>887.119766</td>\n",
       "      <td>864.165728</td>\n",
       "      <td>882.084816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1893_Cleveland_D_1</th>\n",
       "      <td>954.234397</td>\n",
       "      <td>920.853778</td>\n",
       "      <td>938.121449</td>\n",
       "      <td>945.194632</td>\n",
       "      <td>920.061257</td>\n",
       "      <td>917.355332</td>\n",
       "      <td>938.012346</td>\n",
       "      <td>899.400565</td>\n",
       "      <td>890.210076</td>\n",
       "      <td>900.123534</td>\n",
       "      <td>...</td>\n",
       "      <td>915.219885</td>\n",
       "      <td>926.572236</td>\n",
       "      <td>912.808489</td>\n",
       "      <td>922.155114</td>\n",
       "      <td>914.798572</td>\n",
       "      <td>907.011373</td>\n",
       "      <td>909.056224</td>\n",
       "      <td>925.456878</td>\n",
       "      <td>910.498669</td>\n",
       "      <td>923.775474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1897_McKinley_R_1</th>\n",
       "      <td>908.998384</td>\n",
       "      <td>907.025024</td>\n",
       "      <td>912.023755</td>\n",
       "      <td>926.234388</td>\n",
       "      <td>903.239313</td>\n",
       "      <td>896.772910</td>\n",
       "      <td>913.213680</td>\n",
       "      <td>883.133362</td>\n",
       "      <td>869.702342</td>\n",
       "      <td>894.943668</td>\n",
       "      <td>...</td>\n",
       "      <td>871.612393</td>\n",
       "      <td>894.108629</td>\n",
       "      <td>870.569650</td>\n",
       "      <td>890.571997</td>\n",
       "      <td>882.880421</td>\n",
       "      <td>885.000651</td>\n",
       "      <td>866.188518</td>\n",
       "      <td>886.914739</td>\n",
       "      <td>868.941939</td>\n",
       "      <td>893.524328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1901_McKinley_R_1</th>\n",
       "      <td>955.841739</td>\n",
       "      <td>943.617368</td>\n",
       "      <td>948.270608</td>\n",
       "      <td>956.055824</td>\n",
       "      <td>935.054086</td>\n",
       "      <td>924.873007</td>\n",
       "      <td>946.007667</td>\n",
       "      <td>912.838287</td>\n",
       "      <td>895.218544</td>\n",
       "      <td>908.471810</td>\n",
       "      <td>...</td>\n",
       "      <td>910.866066</td>\n",
       "      <td>931.911505</td>\n",
       "      <td>915.366080</td>\n",
       "      <td>931.599252</td>\n",
       "      <td>918.811639</td>\n",
       "      <td>925.779531</td>\n",
       "      <td>920.320767</td>\n",
       "      <td>927.735449</td>\n",
       "      <td>913.793445</td>\n",
       "      <td>931.957413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1909_Taft_R_1</th>\n",
       "      <td>899.811032</td>\n",
       "      <td>888.186426</td>\n",
       "      <td>876.373627</td>\n",
       "      <td>902.733120</td>\n",
       "      <td>869.113829</td>\n",
       "      <td>857.518588</td>\n",
       "      <td>884.060052</td>\n",
       "      <td>866.180633</td>\n",
       "      <td>855.641316</td>\n",
       "      <td>866.444149</td>\n",
       "      <td>...</td>\n",
       "      <td>869.948323</td>\n",
       "      <td>881.780817</td>\n",
       "      <td>869.826481</td>\n",
       "      <td>872.088522</td>\n",
       "      <td>877.648849</td>\n",
       "      <td>873.379456</td>\n",
       "      <td>865.737731</td>\n",
       "      <td>879.084146</td>\n",
       "      <td>868.621859</td>\n",
       "      <td>876.584624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1913_Wilson_D_3</th>\n",
       "      <td>938.432126</td>\n",
       "      <td>925.938251</td>\n",
       "      <td>932.954505</td>\n",
       "      <td>925.134733</td>\n",
       "      <td>901.974759</td>\n",
       "      <td>909.214056</td>\n",
       "      <td>909.634785</td>\n",
       "      <td>885.920322</td>\n",
       "      <td>885.307424</td>\n",
       "      <td>883.168892</td>\n",
       "      <td>...</td>\n",
       "      <td>953.004666</td>\n",
       "      <td>962.496408</td>\n",
       "      <td>962.936131</td>\n",
       "      <td>964.975558</td>\n",
       "      <td>952.251155</td>\n",
       "      <td>962.839747</td>\n",
       "      <td>957.689162</td>\n",
       "      <td>959.716453</td>\n",
       "      <td>949.086836</td>\n",
       "      <td>970.534048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921_Harding_R_9</th>\n",
       "      <td>914.030022</td>\n",
       "      <td>895.056288</td>\n",
       "      <td>908.179523</td>\n",
       "      <td>899.334178</td>\n",
       "      <td>873.718563</td>\n",
       "      <td>889.840889</td>\n",
       "      <td>892.152450</td>\n",
       "      <td>872.060206</td>\n",
       "      <td>858.358206</td>\n",
       "      <td>875.939135</td>\n",
       "      <td>...</td>\n",
       "      <td>900.855828</td>\n",
       "      <td>919.235631</td>\n",
       "      <td>916.347248</td>\n",
       "      <td>926.523423</td>\n",
       "      <td>910.791574</td>\n",
       "      <td>903.112410</td>\n",
       "      <td>918.500262</td>\n",
       "      <td>919.503104</td>\n",
       "      <td>910.188919</td>\n",
       "      <td>918.647447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923_Coolidge_R_9</th>\n",
       "      <td>906.419740</td>\n",
       "      <td>902.086853</td>\n",
       "      <td>911.188304</td>\n",
       "      <td>911.216370</td>\n",
       "      <td>888.020604</td>\n",
       "      <td>882.056702</td>\n",
       "      <td>896.773184</td>\n",
       "      <td>863.105915</td>\n",
       "      <td>859.855047</td>\n",
       "      <td>879.047947</td>\n",
       "      <td>...</td>\n",
       "      <td>900.805333</td>\n",
       "      <td>913.969267</td>\n",
       "      <td>904.614323</td>\n",
       "      <td>913.875849</td>\n",
       "      <td>906.783491</td>\n",
       "      <td>911.300426</td>\n",
       "      <td>902.356023</td>\n",
       "      <td>915.266581</td>\n",
       "      <td>890.052647</td>\n",
       "      <td>915.028022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1929_Hoover_R_9</th>\n",
       "      <td>924.385866</td>\n",
       "      <td>913.979600</td>\n",
       "      <td>921.128746</td>\n",
       "      <td>928.731349</td>\n",
       "      <td>899.543461</td>\n",
       "      <td>900.290475</td>\n",
       "      <td>914.321103</td>\n",
       "      <td>879.667286</td>\n",
       "      <td>876.506833</td>\n",
       "      <td>886.589789</td>\n",
       "      <td>...</td>\n",
       "      <td>915.232403</td>\n",
       "      <td>921.605552</td>\n",
       "      <td>908.706033</td>\n",
       "      <td>922.969440</td>\n",
       "      <td>906.414569</td>\n",
       "      <td>920.375778</td>\n",
       "      <td>914.367037</td>\n",
       "      <td>923.133668</td>\n",
       "      <td>910.834923</td>\n",
       "      <td>924.358765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1933_Roosevelt_D_1</th>\n",
       "      <td>934.093635</td>\n",
       "      <td>928.541829</td>\n",
       "      <td>938.614253</td>\n",
       "      <td>936.249422</td>\n",
       "      <td>904.210987</td>\n",
       "      <td>908.744596</td>\n",
       "      <td>913.538459</td>\n",
       "      <td>887.281019</td>\n",
       "      <td>871.538260</td>\n",
       "      <td>881.202422</td>\n",
       "      <td>...</td>\n",
       "      <td>929.611706</td>\n",
       "      <td>952.886122</td>\n",
       "      <td>954.991993</td>\n",
       "      <td>957.253062</td>\n",
       "      <td>951.272746</td>\n",
       "      <td>951.161831</td>\n",
       "      <td>951.390260</td>\n",
       "      <td>958.865608</td>\n",
       "      <td>944.923224</td>\n",
       "      <td>964.508731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945_Roosevelt_D_5</th>\n",
       "      <td>910.818605</td>\n",
       "      <td>899.369821</td>\n",
       "      <td>922.180719</td>\n",
       "      <td>915.133967</td>\n",
       "      <td>898.150771</td>\n",
       "      <td>887.362686</td>\n",
       "      <td>889.979524</td>\n",
       "      <td>860.259690</td>\n",
       "      <td>852.236832</td>\n",
       "      <td>872.932782</td>\n",
       "      <td>...</td>\n",
       "      <td>905.023254</td>\n",
       "      <td>934.327108</td>\n",
       "      <td>950.438211</td>\n",
       "      <td>935.687846</td>\n",
       "      <td>933.848832</td>\n",
       "      <td>942.659537</td>\n",
       "      <td>942.153327</td>\n",
       "      <td>936.216161</td>\n",
       "      <td>922.854699</td>\n",
       "      <td>947.829548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953_Eisenhower_R_4</th>\n",
       "      <td>930.821841</td>\n",
       "      <td>912.756170</td>\n",
       "      <td>921.274894</td>\n",
       "      <td>914.936971</td>\n",
       "      <td>891.553765</td>\n",
       "      <td>888.066519</td>\n",
       "      <td>902.141800</td>\n",
       "      <td>869.638556</td>\n",
       "      <td>872.115260</td>\n",
       "      <td>865.465619</td>\n",
       "      <td>...</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>959.095268</td>\n",
       "      <td>949.518843</td>\n",
       "      <td>955.831060</td>\n",
       "      <td>944.539983</td>\n",
       "      <td>948.400163</td>\n",
       "      <td>950.953616</td>\n",
       "      <td>951.562831</td>\n",
       "      <td>935.208988</td>\n",
       "      <td>955.140482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961_Kennedy_D_4</th>\n",
       "      <td>941.527752</td>\n",
       "      <td>927.382664</td>\n",
       "      <td>958.349007</td>\n",
       "      <td>932.106678</td>\n",
       "      <td>908.477919</td>\n",
       "      <td>914.761163</td>\n",
       "      <td>920.681654</td>\n",
       "      <td>890.277651</td>\n",
       "      <td>890.360213</td>\n",
       "      <td>883.783413</td>\n",
       "      <td>...</td>\n",
       "      <td>959.095268</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>970.149001</td>\n",
       "      <td>971.901324</td>\n",
       "      <td>969.720632</td>\n",
       "      <td>973.440331</td>\n",
       "      <td>971.654787</td>\n",
       "      <td>973.560203</td>\n",
       "      <td>964.156260</td>\n",
       "      <td>974.133498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969_Nixon_R_4</th>\n",
       "      <td>922.951883</td>\n",
       "      <td>915.529691</td>\n",
       "      <td>930.756360</td>\n",
       "      <td>913.033873</td>\n",
       "      <td>895.329309</td>\n",
       "      <td>898.661451</td>\n",
       "      <td>896.150043</td>\n",
       "      <td>874.715117</td>\n",
       "      <td>870.804157</td>\n",
       "      <td>869.500249</td>\n",
       "      <td>...</td>\n",
       "      <td>949.518843</td>\n",
       "      <td>970.149001</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>972.810728</td>\n",
       "      <td>965.325227</td>\n",
       "      <td>976.158302</td>\n",
       "      <td>975.305186</td>\n",
       "      <td>970.426302</td>\n",
       "      <td>956.086665</td>\n",
       "      <td>979.378677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977_Carter_D_4</th>\n",
       "      <td>929.674498</td>\n",
       "      <td>926.219417</td>\n",
       "      <td>940.035930</td>\n",
       "      <td>918.336485</td>\n",
       "      <td>900.776548</td>\n",
       "      <td>908.612955</td>\n",
       "      <td>910.421662</td>\n",
       "      <td>881.264935</td>\n",
       "      <td>875.935880</td>\n",
       "      <td>870.897102</td>\n",
       "      <td>...</td>\n",
       "      <td>955.831060</td>\n",
       "      <td>971.901324</td>\n",
       "      <td>972.810728</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>960.773917</td>\n",
       "      <td>967.861026</td>\n",
       "      <td>971.756728</td>\n",
       "      <td>978.950592</td>\n",
       "      <td>957.953304</td>\n",
       "      <td>971.509864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981_Reagan_R_4</th>\n",
       "      <td>929.224580</td>\n",
       "      <td>912.249713</td>\n",
       "      <td>936.563209</td>\n",
       "      <td>924.517313</td>\n",
       "      <td>898.948318</td>\n",
       "      <td>905.250457</td>\n",
       "      <td>901.479172</td>\n",
       "      <td>877.981327</td>\n",
       "      <td>889.445698</td>\n",
       "      <td>878.703244</td>\n",
       "      <td>...</td>\n",
       "      <td>944.539983</td>\n",
       "      <td>969.720632</td>\n",
       "      <td>965.325227</td>\n",
       "      <td>960.773917</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>969.926339</td>\n",
       "      <td>972.214985</td>\n",
       "      <td>971.750477</td>\n",
       "      <td>960.707337</td>\n",
       "      <td>976.525004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989_Bush_R_4</th>\n",
       "      <td>927.501600</td>\n",
       "      <td>922.176574</td>\n",
       "      <td>937.927127</td>\n",
       "      <td>921.367331</td>\n",
       "      <td>905.094515</td>\n",
       "      <td>906.673423</td>\n",
       "      <td>908.028611</td>\n",
       "      <td>878.998023</td>\n",
       "      <td>886.186458</td>\n",
       "      <td>874.474029</td>\n",
       "      <td>...</td>\n",
       "      <td>948.400163</td>\n",
       "      <td>973.440331</td>\n",
       "      <td>976.158302</td>\n",
       "      <td>967.861026</td>\n",
       "      <td>969.926339</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>974.463957</td>\n",
       "      <td>970.425289</td>\n",
       "      <td>960.444674</td>\n",
       "      <td>978.069874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993_Clinton_D_8</th>\n",
       "      <td>923.570918</td>\n",
       "      <td>914.386691</td>\n",
       "      <td>935.020907</td>\n",
       "      <td>916.673530</td>\n",
       "      <td>890.108171</td>\n",
       "      <td>900.166891</td>\n",
       "      <td>895.988180</td>\n",
       "      <td>872.026530</td>\n",
       "      <td>879.444432</td>\n",
       "      <td>866.485602</td>\n",
       "      <td>...</td>\n",
       "      <td>950.953616</td>\n",
       "      <td>971.654787</td>\n",
       "      <td>975.305186</td>\n",
       "      <td>971.756728</td>\n",
       "      <td>972.214985</td>\n",
       "      <td>974.463957</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>978.274794</td>\n",
       "      <td>972.456123</td>\n",
       "      <td>980.339613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001_Bush_R_8</th>\n",
       "      <td>931.013394</td>\n",
       "      <td>920.997467</td>\n",
       "      <td>942.159138</td>\n",
       "      <td>930.078270</td>\n",
       "      <td>903.128238</td>\n",
       "      <td>906.667617</td>\n",
       "      <td>903.901574</td>\n",
       "      <td>885.246472</td>\n",
       "      <td>883.582226</td>\n",
       "      <td>873.299700</td>\n",
       "      <td>...</td>\n",
       "      <td>951.562831</td>\n",
       "      <td>973.560203</td>\n",
       "      <td>970.426302</td>\n",
       "      <td>978.950592</td>\n",
       "      <td>971.750477</td>\n",
       "      <td>970.425289</td>\n",
       "      <td>978.274794</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>969.032562</td>\n",
       "      <td>977.622892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009_Obama_D_8</th>\n",
       "      <td>922.305971</td>\n",
       "      <td>911.544184</td>\n",
       "      <td>937.660690</td>\n",
       "      <td>916.070943</td>\n",
       "      <td>898.098218</td>\n",
       "      <td>904.051742</td>\n",
       "      <td>907.711035</td>\n",
       "      <td>881.035783</td>\n",
       "      <td>883.963606</td>\n",
       "      <td>870.314351</td>\n",
       "      <td>...</td>\n",
       "      <td>935.208988</td>\n",
       "      <td>964.156260</td>\n",
       "      <td>956.086665</td>\n",
       "      <td>957.953304</td>\n",
       "      <td>960.707337</td>\n",
       "      <td>960.444674</td>\n",
       "      <td>972.456123</td>\n",
       "      <td>969.032562</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>964.558190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017_Trump_R_8</th>\n",
       "      <td>931.416820</td>\n",
       "      <td>919.823019</td>\n",
       "      <td>939.962569</td>\n",
       "      <td>930.171945</td>\n",
       "      <td>900.402282</td>\n",
       "      <td>901.744988</td>\n",
       "      <td>902.822675</td>\n",
       "      <td>885.014533</td>\n",
       "      <td>883.989068</td>\n",
       "      <td>882.775563</td>\n",
       "      <td>...</td>\n",
       "      <td>955.140482</td>\n",
       "      <td>974.133498</td>\n",
       "      <td>979.378677</td>\n",
       "      <td>971.509864</td>\n",
       "      <td>976.525004</td>\n",
       "      <td>978.069874</td>\n",
       "      <td>980.339613</td>\n",
       "      <td>977.622892</td>\n",
       "      <td>964.558190</td>\n",
       "      <td>1000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>41 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     1789_Washington_I_2  1797_Adams_O_2  1801_Jefferson_D_6  \\\n",
       "1789_Washington_I_2          1000.000000      967.583359          964.268992   \n",
       "1797_Adams_O_2                967.583359     1000.000000          955.112259   \n",
       "1801_Jefferson_D_6            964.268992      955.112259         1000.000000   \n",
       "1809_Madison_D_6              976.471014      973.928498          970.671655   \n",
       "1817_Monroe_D_6               956.681388      955.122167          946.264103   \n",
       "1825_Adams_D_6                957.640527      963.411990          950.897677   \n",
       "1829_Jackson_D_2              968.882047      972.290413          964.247579   \n",
       "1837_VanBuren_D_2             931.383035      935.028694          925.874019   \n",
       "1841_Harrison_W_2             933.801341      915.322653          907.899783   \n",
       "1845_Polk_D_6                 923.902325      921.367016          922.224276   \n",
       "1849_Taylor_W_2               969.928289      959.633571          951.992491   \n",
       "1850_Fillmore_W_2             916.506069      911.245743          908.609869   \n",
       "1853_Pierce_D_2               935.403641      917.007304          932.234800   \n",
       "1857_Buchanan_D_2             956.272416      948.255908          941.033074   \n",
       "1861_Lincoln_R_2              933.431424      933.557513          938.262144   \n",
       "1865_Lincoln_D_7              921.234487      915.982141          908.011704   \n",
       "1869_Grant_R_0                960.783977      955.111598          956.460224   \n",
       "1877_Hayes_R_2                963.393821      956.981298          949.307433   \n",
       "1881_Garfield_R_1             926.808510      923.852718          931.051070   \n",
       "1885_Cleveland_D_1            961.531870      938.718019          942.396100   \n",
       "1889_Harrison_R_1             902.714763      897.434219          885.765390   \n",
       "1893_Cleveland_D_1            954.234397      920.853778          938.121449   \n",
       "1897_McKinley_R_1             908.998384      907.025024          912.023755   \n",
       "1901_McKinley_R_1             955.841739      943.617368          948.270608   \n",
       "1909_Taft_R_1                 899.811032      888.186426          876.373627   \n",
       "1913_Wilson_D_3               938.432126      925.938251          932.954505   \n",
       "1921_Harding_R_9              914.030022      895.056288          908.179523   \n",
       "1923_Coolidge_R_9             906.419740      902.086853          911.188304   \n",
       "1929_Hoover_R_9               924.385866      913.979600          921.128746   \n",
       "1933_Roosevelt_D_1            934.093635      928.541829          938.614253   \n",
       "1945_Roosevelt_D_5            910.818605      899.369821          922.180719   \n",
       "1953_Eisenhower_R_4           930.821841      912.756170          921.274894   \n",
       "1961_Kennedy_D_4              941.527752      927.382664          958.349007   \n",
       "1969_Nixon_R_4                922.951883      915.529691          930.756360   \n",
       "1977_Carter_D_4               929.674498      926.219417          940.035930   \n",
       "1981_Reagan_R_4               929.224580      912.249713          936.563209   \n",
       "1989_Bush_R_4                 927.501600      922.176574          937.927127   \n",
       "1993_Clinton_D_8              923.570918      914.386691          935.020907   \n",
       "2001_Bush_R_8                 931.013394      920.997467          942.159138   \n",
       "2009_Obama_D_8                922.305971      911.544184          937.660690   \n",
       "2017_Trump_R_8                931.416820      919.823019          939.962569   \n",
       "\n",
       "                     1809_Madison_D_6  1817_Monroe_D_6  1825_Adams_D_6  \\\n",
       "1789_Washington_I_2        976.471014       956.681388      957.640527   \n",
       "1797_Adams_O_2             973.928498       955.122167      963.411990   \n",
       "1801_Jefferson_D_6         970.671655       946.264103      950.897677   \n",
       "1809_Madison_D_6          1000.000000       964.450502      959.515326   \n",
       "1817_Monroe_D_6            964.450502      1000.000000      945.224785   \n",
       "1825_Adams_D_6             959.515326       945.224785     1000.000000   \n",
       "1829_Jackson_D_2           974.042461       964.086251      960.486662   \n",
       "1837_VanBuren_D_2          944.722921       923.771798      919.447476   \n",
       "1841_Harrison_W_2          926.132323       901.042779      898.892430   \n",
       "1845_Polk_D_6              941.135145       915.372560      929.100237   \n",
       "1849_Taylor_W_2            973.931039       950.421874      956.645882   \n",
       "1850_Fillmore_W_2          921.080139       914.079407      906.573867   \n",
       "1853_Pierce_D_2            940.608169       918.022964      920.335451   \n",
       "1857_Buchanan_D_2          962.271770       950.499658      933.276768   \n",
       "1861_Lincoln_R_2           945.168002       921.109081      918.483597   \n",
       "1865_Lincoln_D_7           914.683061       912.314469      898.459245   \n",
       "1869_Grant_R_0             964.873857       948.071590      942.594154   \n",
       "1877_Hayes_R_2             962.987379       936.646622      940.441440   \n",
       "1881_Garfield_R_1          944.474689       908.828591      904.948672   \n",
       "1885_Cleveland_D_1         952.447517       923.627419      928.750679   \n",
       "1889_Harrison_R_1          906.059713       882.235453      859.665862   \n",
       "1893_Cleveland_D_1         945.194632       920.061257      917.355332   \n",
       "1897_McKinley_R_1          926.234388       903.239313      896.772910   \n",
       "1901_McKinley_R_1          956.055824       935.054086      924.873007   \n",
       "1909_Taft_R_1              902.733120       869.113829      857.518588   \n",
       "1913_Wilson_D_3            925.134733       901.974759      909.214056   \n",
       "1921_Harding_R_9           899.334178       873.718563      889.840889   \n",
       "1923_Coolidge_R_9          911.216370       888.020604      882.056702   \n",
       "1929_Hoover_R_9            928.731349       899.543461      900.290475   \n",
       "1933_Roosevelt_D_1         936.249422       904.210987      908.744596   \n",
       "1945_Roosevelt_D_5         915.133967       898.150771      887.362686   \n",
       "1953_Eisenhower_R_4        914.936971       891.553765      888.066519   \n",
       "1961_Kennedy_D_4           932.106678       908.477919      914.761163   \n",
       "1969_Nixon_R_4             913.033873       895.329309      898.661451   \n",
       "1977_Carter_D_4            918.336485       900.776548      908.612955   \n",
       "1981_Reagan_R_4            924.517313       898.948318      905.250457   \n",
       "1989_Bush_R_4              921.367331       905.094515      906.673423   \n",
       "1993_Clinton_D_8           916.673530       890.108171      900.166891   \n",
       "2001_Bush_R_8              930.078270       903.128238      906.667617   \n",
       "2009_Obama_D_8             916.070943       898.098218      904.051742   \n",
       "2017_Trump_R_8             930.171945       900.402282      901.744988   \n",
       "\n",
       "                     1829_Jackson_D_2  1837_VanBuren_D_2  1841_Harrison_W_2  \\\n",
       "1789_Washington_I_2        968.882047         931.383035         933.801341   \n",
       "1797_Adams_O_2             972.290413         935.028694         915.322653   \n",
       "1801_Jefferson_D_6         964.247579         925.874019         907.899783   \n",
       "1809_Madison_D_6           974.042461         944.722921         926.132323   \n",
       "1817_Monroe_D_6            964.086251         923.771798         901.042779   \n",
       "1825_Adams_D_6             960.486662         919.447476         898.892430   \n",
       "1829_Jackson_D_2          1000.000000         926.917246         908.425026   \n",
       "1837_VanBuren_D_2          926.917246        1000.000000         894.797626   \n",
       "1841_Harrison_W_2          908.425026         894.797626        1000.000000   \n",
       "1845_Polk_D_6              936.495915         909.396879         878.456641   \n",
       "1849_Taylor_W_2            967.206548         930.834855         927.246597   \n",
       "1850_Fillmore_W_2          919.547069         879.615206         875.996445   \n",
       "1853_Pierce_D_2            926.876315         898.460532         892.227622   \n",
       "1857_Buchanan_D_2          955.363666         923.061864         897.821709   \n",
       "1861_Lincoln_R_2           935.074746         897.946911         893.258989   \n",
       "1865_Lincoln_D_7           906.238394         883.504740         877.546472   \n",
       "1869_Grant_R_0             957.024089         929.364943         913.770816   \n",
       "1877_Hayes_R_2             955.999139         918.434412         902.460196   \n",
       "1881_Garfield_R_1          915.838615         904.845517         878.321991   \n",
       "1885_Cleveland_D_1         937.777329         910.589362         905.394010   \n",
       "1889_Harrison_R_1          892.547362         864.545727         859.241787   \n",
       "1893_Cleveland_D_1         938.012346         899.400565         890.210076   \n",
       "1897_McKinley_R_1          913.213680         883.133362         869.702342   \n",
       "1901_McKinley_R_1          946.007667         912.838287         895.218544   \n",
       "1909_Taft_R_1              884.060052         866.180633         855.641316   \n",
       "1913_Wilson_D_3            909.634785         885.920322         885.307424   \n",
       "1921_Harding_R_9           892.152450         872.060206         858.358206   \n",
       "1923_Coolidge_R_9          896.773184         863.105915         859.855047   \n",
       "1929_Hoover_R_9            914.321103         879.667286         876.506833   \n",
       "1933_Roosevelt_D_1         913.538459         887.281019         871.538260   \n",
       "1945_Roosevelt_D_5         889.979524         860.259690         852.236832   \n",
       "1953_Eisenhower_R_4        902.141800         869.638556         872.115260   \n",
       "1961_Kennedy_D_4           920.681654         890.277651         890.360213   \n",
       "1969_Nixon_R_4             896.150043         874.715117         870.804157   \n",
       "1977_Carter_D_4            910.421662         881.264935         875.935880   \n",
       "1981_Reagan_R_4            901.479172         877.981327         889.445698   \n",
       "1989_Bush_R_4              908.028611         878.998023         886.186458   \n",
       "1993_Clinton_D_8           895.988180         872.026530         879.444432   \n",
       "2001_Bush_R_8              903.901574         885.246472         883.582226   \n",
       "2009_Obama_D_8             907.711035         881.035783         883.963606   \n",
       "2017_Trump_R_8             902.822675         885.014533         883.989068   \n",
       "\n",
       "                     1845_Polk_D_6       ...        1953_Eisenhower_R_4  \\\n",
       "1789_Washington_I_2     923.902325       ...                 930.821841   \n",
       "1797_Adams_O_2          921.367016       ...                 912.756170   \n",
       "1801_Jefferson_D_6      922.224276       ...                 921.274894   \n",
       "1809_Madison_D_6        941.135145       ...                 914.936971   \n",
       "1817_Monroe_D_6         915.372560       ...                 891.553765   \n",
       "1825_Adams_D_6          929.100237       ...                 888.066519   \n",
       "1829_Jackson_D_2        936.495915       ...                 902.141800   \n",
       "1837_VanBuren_D_2       909.396879       ...                 869.638556   \n",
       "1841_Harrison_W_2       878.456641       ...                 872.115260   \n",
       "1845_Polk_D_6          1000.000000       ...                 865.465619   \n",
       "1849_Taylor_W_2         944.250670       ...                 895.990893   \n",
       "1850_Fillmore_W_2       891.951687       ...                 873.547263   \n",
       "1853_Pierce_D_2         910.788306       ...                 900.747393   \n",
       "1857_Buchanan_D_2       937.571854       ...                 905.877537   \n",
       "1861_Lincoln_R_2        911.232549       ...                 892.093198   \n",
       "1865_Lincoln_D_7        877.712012       ...                 905.941911   \n",
       "1869_Grant_R_0          934.046341       ...                 921.788858   \n",
       "1877_Hayes_R_2          915.126504       ...                 912.281710   \n",
       "1881_Garfield_R_1       898.387879       ...                 903.537536   \n",
       "1885_Cleveland_D_1      922.445765       ...                 931.072736   \n",
       "1889_Harrison_R_1       852.420974       ...                 878.185093   \n",
       "1893_Cleveland_D_1      900.123534       ...                 915.219885   \n",
       "1897_McKinley_R_1       894.943668       ...                 871.612393   \n",
       "1901_McKinley_R_1       908.471810       ...                 910.866066   \n",
       "1909_Taft_R_1           866.444149       ...                 869.948323   \n",
       "1913_Wilson_D_3         883.168892       ...                 953.004666   \n",
       "1921_Harding_R_9        875.939135       ...                 900.855828   \n",
       "1923_Coolidge_R_9       879.047947       ...                 900.805333   \n",
       "1929_Hoover_R_9         886.589789       ...                 915.232403   \n",
       "1933_Roosevelt_D_1      881.202422       ...                 929.611706   \n",
       "1945_Roosevelt_D_5      872.932782       ...                 905.023254   \n",
       "1953_Eisenhower_R_4     865.465619       ...                1000.000000   \n",
       "1961_Kennedy_D_4        883.783413       ...                 959.095268   \n",
       "1969_Nixon_R_4          869.500249       ...                 949.518843   \n",
       "1977_Carter_D_4         870.897102       ...                 955.831060   \n",
       "1981_Reagan_R_4         878.703244       ...                 944.539983   \n",
       "1989_Bush_R_4           874.474029       ...                 948.400163   \n",
       "1993_Clinton_D_8        866.485602       ...                 950.953616   \n",
       "2001_Bush_R_8           873.299700       ...                 951.562831   \n",
       "2009_Obama_D_8          870.314351       ...                 935.208988   \n",
       "2017_Trump_R_8          882.775563       ...                 955.140482   \n",
       "\n",
       "                     1961_Kennedy_D_4  1969_Nixon_R_4  1977_Carter_D_4  \\\n",
       "1789_Washington_I_2        941.527752      922.951883       929.674498   \n",
       "1797_Adams_O_2             927.382664      915.529691       926.219417   \n",
       "1801_Jefferson_D_6         958.349007      930.756360       940.035930   \n",
       "1809_Madison_D_6           932.106678      913.033873       918.336485   \n",
       "1817_Monroe_D_6            908.477919      895.329309       900.776548   \n",
       "1825_Adams_D_6             914.761163      898.661451       908.612955   \n",
       "1829_Jackson_D_2           920.681654      896.150043       910.421662   \n",
       "1837_VanBuren_D_2          890.277651      874.715117       881.264935   \n",
       "1841_Harrison_W_2          890.360213      870.804157       875.935880   \n",
       "1845_Polk_D_6              883.783413      869.500249       870.897102   \n",
       "1849_Taylor_W_2            919.352055      894.917211       905.169441   \n",
       "1850_Fillmore_W_2          889.812422      888.679482       873.771138   \n",
       "1853_Pierce_D_2            918.874222      898.353215       906.598090   \n",
       "1857_Buchanan_D_2          911.802764      893.192414       908.774997   \n",
       "1861_Lincoln_R_2           915.790028      885.455568       902.661227   \n",
       "1865_Lincoln_D_7           915.324567      918.195733       918.891112   \n",
       "1869_Grant_R_0             942.374425      918.296303       936.424217   \n",
       "1877_Hayes_R_2             915.221627      898.463626       920.842120   \n",
       "1881_Garfield_R_1          927.064719      907.389729       912.724934   \n",
       "1885_Cleveland_D_1         932.648292      925.693597       936.165090   \n",
       "1889_Harrison_R_1          882.121195      876.639428       890.601625   \n",
       "1893_Cleveland_D_1         926.572236      912.808489       922.155114   \n",
       "1897_McKinley_R_1          894.108629      870.569650       890.571997   \n",
       "1901_McKinley_R_1          931.911505      915.366080       931.599252   \n",
       "1909_Taft_R_1              881.780817      869.826481       872.088522   \n",
       "1913_Wilson_D_3            962.496408      962.936131       964.975558   \n",
       "1921_Harding_R_9           919.235631      916.347248       926.523423   \n",
       "1923_Coolidge_R_9          913.969267      904.614323       913.875849   \n",
       "1929_Hoover_R_9            921.605552      908.706033       922.969440   \n",
       "1933_Roosevelt_D_1         952.886122      954.991993       957.253062   \n",
       "1945_Roosevelt_D_5         934.327108      950.438211       935.687846   \n",
       "1953_Eisenhower_R_4        959.095268      949.518843       955.831060   \n",
       "1961_Kennedy_D_4          1000.000000      970.149001       971.901324   \n",
       "1969_Nixon_R_4             970.149001     1000.000000       972.810728   \n",
       "1977_Carter_D_4            971.901324      972.810728      1000.000000   \n",
       "1981_Reagan_R_4            969.720632      965.325227       960.773917   \n",
       "1989_Bush_R_4              973.440331      976.158302       967.861026   \n",
       "1993_Clinton_D_8           971.654787      975.305186       971.756728   \n",
       "2001_Bush_R_8              973.560203      970.426302       978.950592   \n",
       "2009_Obama_D_8             964.156260      956.086665       957.953304   \n",
       "2017_Trump_R_8             974.133498      979.378677       971.509864   \n",
       "\n",
       "                     1981_Reagan_R_4  1989_Bush_R_4  1993_Clinton_D_8  \\\n",
       "1789_Washington_I_2       929.224580     927.501600        923.570918   \n",
       "1797_Adams_O_2            912.249713     922.176574        914.386691   \n",
       "1801_Jefferson_D_6        936.563209     937.927127        935.020907   \n",
       "1809_Madison_D_6          924.517313     921.367331        916.673530   \n",
       "1817_Monroe_D_6           898.948318     905.094515        890.108171   \n",
       "1825_Adams_D_6            905.250457     906.673423        900.166891   \n",
       "1829_Jackson_D_2          901.479172     908.028611        895.988180   \n",
       "1837_VanBuren_D_2         877.981327     878.998023        872.026530   \n",
       "1841_Harrison_W_2         889.445698     886.186458        879.444432   \n",
       "1845_Polk_D_6             878.703244     874.474029        866.485602   \n",
       "1849_Taylor_W_2           913.183038     907.512047        902.894506   \n",
       "1850_Fillmore_W_2         883.820321     889.431137        876.661258   \n",
       "1853_Pierce_D_2           901.256107     900.634608        901.355547   \n",
       "1857_Buchanan_D_2         909.770076     905.232310        892.636166   \n",
       "1861_Lincoln_R_2          901.962871     907.053908        898.226702   \n",
       "1865_Lincoln_D_7          905.774870     924.359162        921.371845   \n",
       "1869_Grant_R_0            925.319254     927.422640        918.913573   \n",
       "1877_Hayes_R_2            909.255212     910.339879        906.668057   \n",
       "1881_Garfield_R_1         918.364498     917.440694        907.387948   \n",
       "1885_Cleveland_D_1        931.078414     926.407550        920.864257   \n",
       "1889_Harrison_R_1         859.801058     872.881549        876.385256   \n",
       "1893_Cleveland_D_1        914.798572     907.011373        909.056224   \n",
       "1897_McKinley_R_1         882.880421     885.000651        866.188518   \n",
       "1901_McKinley_R_1         918.811639     925.779531        920.320767   \n",
       "1909_Taft_R_1             877.648849     873.379456        865.737731   \n",
       "1913_Wilson_D_3           952.251155     962.839747        957.689162   \n",
       "1921_Harding_R_9          910.791574     903.112410        918.500262   \n",
       "1923_Coolidge_R_9         906.783491     911.300426        902.356023   \n",
       "1929_Hoover_R_9           906.414569     920.375778        914.367037   \n",
       "1933_Roosevelt_D_1        951.272746     951.161831        951.390260   \n",
       "1945_Roosevelt_D_5        933.848832     942.659537        942.153327   \n",
       "1953_Eisenhower_R_4       944.539983     948.400163        950.953616   \n",
       "1961_Kennedy_D_4          969.720632     973.440331        971.654787   \n",
       "1969_Nixon_R_4            965.325227     976.158302        975.305186   \n",
       "1977_Carter_D_4           960.773917     967.861026        971.756728   \n",
       "1981_Reagan_R_4          1000.000000     969.926339        972.214985   \n",
       "1989_Bush_R_4             969.926339    1000.000000        974.463957   \n",
       "1993_Clinton_D_8          972.214985     974.463957       1000.000000   \n",
       "2001_Bush_R_8             971.750477     970.425289        978.274794   \n",
       "2009_Obama_D_8            960.707337     960.444674        972.456123   \n",
       "2017_Trump_R_8            976.525004     978.069874        980.339613   \n",
       "\n",
       "                     2001_Bush_R_8  2009_Obama_D_8  2017_Trump_R_8  \n",
       "1789_Washington_I_2     931.013394      922.305971      931.416820  \n",
       "1797_Adams_O_2          920.997467      911.544184      919.823019  \n",
       "1801_Jefferson_D_6      942.159138      937.660690      939.962569  \n",
       "1809_Madison_D_6        930.078270      916.070943      930.171945  \n",
       "1817_Monroe_D_6         903.128238      898.098218      900.402282  \n",
       "1825_Adams_D_6          906.667617      904.051742      901.744988  \n",
       "1829_Jackson_D_2        903.901574      907.711035      902.822675  \n",
       "1837_VanBuren_D_2       885.246472      881.035783      885.014533  \n",
       "1841_Harrison_W_2       883.582226      883.963606      883.989068  \n",
       "1845_Polk_D_6           873.299700      870.314351      882.775563  \n",
       "1849_Taylor_W_2         910.265272      911.203974      911.317297  \n",
       "1850_Fillmore_W_2       876.766466      888.362658      881.380139  \n",
       "1853_Pierce_D_2         906.014016      907.211719      906.700017  \n",
       "1857_Buchanan_D_2       910.324804      904.078175      911.093681  \n",
       "1861_Lincoln_R_2        905.586500      904.295416      909.384620  \n",
       "1865_Lincoln_D_7        915.698995      920.425716      915.336726  \n",
       "1869_Grant_R_0          937.910838      929.299814      934.011600  \n",
       "1877_Hayes_R_2          914.884314      901.900669      916.600742  \n",
       "1881_Garfield_R_1       925.372220      910.647633      923.566052  \n",
       "1885_Cleveland_D_1      937.441903      918.402212      941.725169  \n",
       "1889_Harrison_R_1       887.119766      864.165728      882.084816  \n",
       "1893_Cleveland_D_1      925.456878      910.498669      923.775474  \n",
       "1897_McKinley_R_1       886.914739      868.941939      893.524328  \n",
       "1901_McKinley_R_1       927.735449      913.793445      931.957413  \n",
       "1909_Taft_R_1           879.084146      868.621859      876.584624  \n",
       "1913_Wilson_D_3         959.716453      949.086836      970.534048  \n",
       "1921_Harding_R_9        919.503104      910.188919      918.647447  \n",
       "1923_Coolidge_R_9       915.266581      890.052647      915.028022  \n",
       "1929_Hoover_R_9         923.133668      910.834923      924.358765  \n",
       "1933_Roosevelt_D_1      958.865608      944.923224      964.508731  \n",
       "1945_Roosevelt_D_5      936.216161      922.854699      947.829548  \n",
       "1953_Eisenhower_R_4     951.562831      935.208988      955.140482  \n",
       "1961_Kennedy_D_4        973.560203      964.156260      974.133498  \n",
       "1969_Nixon_R_4          970.426302      956.086665      979.378677  \n",
       "1977_Carter_D_4         978.950592      957.953304      971.509864  \n",
       "1981_Reagan_R_4         971.750477      960.707337      976.525004  \n",
       "1989_Bush_R_4           970.425289      960.444674      978.069874  \n",
       "1993_Clinton_D_8        978.274794      972.456123      980.339613  \n",
       "2001_Bush_R_8          1000.000000      969.032562      977.622892  \n",
       "2009_Obama_D_8          969.032562     1000.000000      964.558190  \n",
       "2017_Trump_R_8          977.622892      964.558190     1000.000000  \n",
       "\n",
       "[41 rows x 41 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np \n",
    "from pandas import DataFrame\n",
    "%matplotlib\n",
    "\n",
    "\n",
    "dfh = DataFrame(index=docLabels, columns=docLabels)\n",
    "\n",
    "for x in docLabels:\n",
    "    for y in docLabels:\n",
    "        val = np.float64(d2v_model.docvecs.similarity(x, y))\n",
    "        dfh.set_value(x, y, val*1000)\n",
    "dfh = dfh[dfh.columns].astype(float)  # or int\n",
    "dfh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11b245c18>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EflYcqx9wiqTHI+JM4BhSlfNeSedExAXAtsAWwBjgDEm/68i4JTUUyfBxwK8qNPsg8I+I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\nzMzMrBs5KTQzMzM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j216b9XDM14HFxePZwLBIfl5MKW0AVpEWWQE4kDQls12S5pMqkF8F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TBdug6OeRCwjaSvRcRA4J8pFm4BqE3/TgLOiIgOQDeKaZv1latYvgrsSXFx5x5l9peVzv/rwB8j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\nloBoxDQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11745e400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "ax = sns.heatmap(dfh)\n",
    "ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ax.get_figure().savefig(\"heatmap.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "!open heatmap.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('1993_Clinton_D_8', 0.9803394675254822),\n",
       " ('1969_Nixon_R_4', 0.9793786406517029),\n",
       " ('1989_Bush_R_4', 0.9780699014663696),\n",
       " ('2001_Bush_R_8', 0.977622926235199),\n",
       " ('1981_Reagan_R_4', 0.976525068283081),\n",
       " ('1961_Kennedy_D_4', 0.9741336107254028),\n",
       " ('1977_Carter_D_4', 0.9715098142623901),\n",
       " ('1913_Wilson_D_3', 0.9705339670181274),\n",
       " ('2009_Obama_D_8', 0.9645581841468811),\n",
       " ('1933_Roosevelt_D_1', 0.9645087718963623)]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2v_model.docvecs.most_similar(['2017_Trump_R_8',], topn=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "d2v_model.docvecs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.88277556314094163"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2v_model.docvecs.similarity('2017_Trump_R_8', '1845_Polk_D_6')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.97652500383133867"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d2v_model.docvecs.similarity('2017_Trump_R_8', '1981_Reagan_R_4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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