notebooks/Historical-inaugural-address-timeseries.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "plt.style.use('newsprint.mplstyle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../analysis')\n",
    "import plotting\n",
    "import text\n",
    "from speeches import Speech, SpeechCollection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inaugural address word count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "inaugural_speeches = SpeechCollection(['../data/tapp/inaugurals.json']).speeches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def iter_rows(speeches, stopwords=None):\n",
    "    for speech in speeches:\n",
    "        total_word_count = sum(1 for _ in text.tokenize(speech.text))\n",
    "        content_word_count = sum(1 for _ in text.tokenize(speech.text, stopwords))\n",
    "        yield dict(title=speech.title, \n",
    "                   author=speech.author, \n",
    "                   timestamp=speech.timestamp,\n",
    "                   total_word_count=total_word_count, \n",
    "                   content_word_count=content_word_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(iter_rows(inaugural_speeches, text.standard_stopwords))\n",
    "df['timestamp'] = pd.to_datetime(df.timestamp)\n",
    "df['content_word_proportion'] = df.content_word_count / df.total_word_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8oAAAJuCAYAAABolft4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nanalAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e873750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.5, 5.5))\n",
    "ax = fig.gca()\n",
    "# matplotlib can't handle np.timestamp64 types\n",
    "# pandas can't handle dual axes (at least, not well)\n",
    "# so we meet in the awkward middle\n",
    "timestamps = df.timestamp.tolist()\n",
    "term_days = 365*4.0\n",
    "bar_kwargs = dict(width=term_days * 0.85, snap=False)\n",
    "ax.bar(timestamps, df.total_word_count, label='Total words', color='darkgray', **bar_kwargs)\n",
    "ax.bar(timestamps, df.content_word_count, label='Content words', color='darkgreen', **bar_kwargs)\n",
    "ax.set_ylabel('Number of words')\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(timestamps, df.content_word_proportion, label='Percentage of total words\\nthat are content words', \n",
    "         marker='.', markeredgecolor='darkred', markerfacecolor='darkred',\n",
    "         color='red', linewidth=1, linestyle='dotted', alpha=1)\n",
    "ax2.yaxis.set_major_formatter(ticker.FuncFormatter(lambda y, _: '{:.0%}'.format(y)))\n",
    "ax2.set_ylim(0, 1.0)\n",
    "# ax2.set_ylim(0.2, 0.8)\n",
    "ax2.set_ylabel('Percentage of totals words')\n",
    "\n",
    "ticklabels = list(plotting.iter_inaugural_titles(inaugural_speeches))\n",
    "ax.set_xticks(timestamps, minor=False)\n",
    "ax.set_xticklabels(ticklabels, minor=False, rotation=90, size=8)\n",
    "ax.set_xlabel('', visible=False)\n",
    "plt.title('Inaugural address words')\n",
    "ax.legend(loc='upper center')\n",
    "ax2.legend(loc='upper right')\n",
    "term_timedelta = pd.to_timedelta(term_days, 'D')\n",
    "plt.xlim(timestamps[0] - term_timedelta, timestamps[-1] + term_timedelta)\n",
    "plt.tight_layout()\n",
    "# plt.savefig('Historical-inaugural-address-timeseries.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>content_word_count</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>title</th>\n",
       "      <th>total_word_count</th>\n",
       "      <th>content_word_proportion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>George Washington</td>\n",
       "      <td>603</td>\n",
       "      <td>1789-04-30 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1431</td>\n",
       "      <td>0.421384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>George Washington</td>\n",
       "      <td>52</td>\n",
       "      <td>1793-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>135</td>\n",
       "      <td>0.385185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>John Adams</td>\n",
       "      <td>1012</td>\n",
       "      <td>1797-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2322</td>\n",
       "      <td>0.435831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>745</td>\n",
       "      <td>1801-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1732</td>\n",
       "      <td>0.430139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>939</td>\n",
       "      <td>1805-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>2168</td>\n",
       "      <td>0.433118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>James Madison</td>\n",
       "      <td>502</td>\n",
       "      <td>1809-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1177</td>\n",
       "      <td>0.426508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>James Madison</td>\n",
       "      <td>510</td>\n",
       "      <td>1813-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>1211</td>\n",
       "      <td>0.421140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>James Monroe</td>\n",
       "      <td>1446</td>\n",
       "      <td>1817-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>3379</td>\n",
       "      <td>0.427937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>James Monroe</td>\n",
       "      <td>1883</td>\n",
       "      <td>1821-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>4477</td>\n",
       "      <td>0.420594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>John Quincy Adams</td>\n",
       "      <td>1288</td>\n",
       "      <td>1825-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2917</td>\n",
       "      <td>0.441550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>499</td>\n",
       "      <td>1829-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1128</td>\n",
       "      <td>0.442376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>505</td>\n",
       "      <td>1833-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>1177</td>\n",
       "      <td>0.429057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Martin van Buren</td>\n",
       "      <td>1728</td>\n",
       "      <td>1837-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>3846</td>\n",
       "      <td>0.449298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>William Henry Harrison</td>\n",
       "      <td>3464</td>\n",
       "      <td>1841-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>8469</td>\n",
       "      <td>0.409021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>James K. Polk</td>\n",
       "      <td>2082</td>\n",
       "      <td>1845-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>4815</td>\n",
       "      <td>0.432399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Zachary Taylor</td>\n",
       "      <td>475</td>\n",
       "      <td>1849-03-05 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1091</td>\n",
       "      <td>0.435380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Franklin Pierce</td>\n",
       "      <td>1437</td>\n",
       "      <td>1853-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>3345</td>\n",
       "      <td>0.429596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>James Buchanan</td>\n",
       "      <td>1255</td>\n",
       "      <td>1857-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2836</td>\n",
       "      <td>0.442525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>1467</td>\n",
       "      <td>1861-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>3639</td>\n",
       "      <td>0.403133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>296</td>\n",
       "      <td>1865-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>705</td>\n",
       "      <td>0.419858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>483</td>\n",
       "      <td>1869-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1132</td>\n",
       "      <td>0.426678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>556</td>\n",
       "      <td>1873-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>1341</td>\n",
       "      <td>0.414616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Rutherford B. Hayes</td>\n",
       "      <td>1114</td>\n",
       "      <td>1877-03-05 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2491</td>\n",
       "      <td>0.447210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>James A. Garfield</td>\n",
       "      <td>1332</td>\n",
       "      <td>1881-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2991</td>\n",
       "      <td>0.445336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>755</td>\n",
       "      <td>1885-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1691</td>\n",
       "      <td>0.446481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Benjamin Harrison</td>\n",
       "      <td>1916</td>\n",
       "      <td>1889-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>4401</td>\n",
       "      <td>0.435356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>927</td>\n",
       "      <td>1893-03-04 00:00:00</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>2028</td>\n",
       "      <td>0.457101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>William McKinley</td>\n",
       "      <td>1759</td>\n",
       "      <td>1897-03-04 00:00:00</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>3975</td>\n",
       "      <td>0.442516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>William McKinley</td>\n",
       "      <td>970</td>\n",
       "      <td>1901-03-04</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>2223</td>\n",
       "      <td>0.436347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Theodore Roosevelt</td>\n",
       "      <td>389</td>\n",
       "      <td>1905-03-04</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>991</td>\n",
       "      <td>0.392533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>William Howard Taft</td>\n",
       "      <td>2366</td>\n",
       "      <td>1909-03-04</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>5440</td>\n",
       "      <td>0.434926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>689</td>\n",
       "      <td>1913-03-04</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1712</td>\n",
       "      <td>0.402453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>587</td>\n",
       "      <td>1917-03-05</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>1528</td>\n",
       "      <td>0.384162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Warren G. Harding</td>\n",
       "      <td>1554</td>\n",
       "      <td>1921-03-04</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>3344</td>\n",
       "      <td>0.464713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Calvin Coolidge</td>\n",
       "      <td>1697</td>\n",
       "      <td>1925-03-04</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>4056</td>\n",
       "      <td>0.418393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Herbert Hoover</td>\n",
       "      <td>1720</td>\n",
       "      <td>1929-03-04</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>3863</td>\n",
       "      <td>0.445250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>838</td>\n",
       "      <td>1933-03-04</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1887</td>\n",
       "      <td>0.444091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>815</td>\n",
       "      <td>1937-01-20</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>1826</td>\n",
       "      <td>0.446331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>560</td>\n",
       "      <td>1941-01-20</td>\n",
       "      <td>Third Inaugural Address</td>\n",
       "      <td>1362</td>\n",
       "      <td>0.411160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Franklin D. Roosevelt</td>\n",
       "      <td>226</td>\n",
       "      <td>1945-01-20</td>\n",
       "      <td>Fourth Inaugural Address</td>\n",
       "      <td>560</td>\n",
       "      <td>0.403571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Harry S. Truman</td>\n",
       "      <td>1065</td>\n",
       "      <td>1949-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2288</td>\n",
       "      <td>0.465472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Dwight D. Eisenhower</td>\n",
       "      <td>1134</td>\n",
       "      <td>1953-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2476</td>\n",
       "      <td>0.457997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Dwight D. Eisenhower</td>\n",
       "      <td>720</td>\n",
       "      <td>1957-01-21</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>1661</td>\n",
       "      <td>0.433474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>John F. Kennedy</td>\n",
       "      <td>612</td>\n",
       "      <td>1961-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1366</td>\n",
       "      <td>0.448023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Lyndon B. Johnson</td>\n",
       "      <td>603</td>\n",
       "      <td>1965-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1512</td>\n",
       "      <td>0.398810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>878</td>\n",
       "      <td>1969-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2133</td>\n",
       "      <td>0.411627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>712</td>\n",
       "      <td>1973-01-20</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>1859</td>\n",
       "      <td>0.383002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>514</td>\n",
       "      <td>1977-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1231</td>\n",
       "      <td>0.417547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>1015</td>\n",
       "      <td>1981-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2452</td>\n",
       "      <td>0.413948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>1145</td>\n",
       "      <td>1985-01-21</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>2604</td>\n",
       "      <td>0.439708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>George Bush</td>\n",
       "      <td>945</td>\n",
       "      <td>1989-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2339</td>\n",
       "      <td>0.404019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>William J. Clinton</td>\n",
       "      <td>693</td>\n",
       "      <td>1993-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1610</td>\n",
       "      <td>0.430435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>William J. Clinton</td>\n",
       "      <td>952</td>\n",
       "      <td>1997-01-20</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>2171</td>\n",
       "      <td>0.438508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>706</td>\n",
       "      <td>2001-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1600</td>\n",
       "      <td>0.441250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>941</td>\n",
       "      <td>2005-01-20</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>2082</td>\n",
       "      <td>0.451969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>1034</td>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>2408</td>\n",
       "      <td>0.429402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>919</td>\n",
       "      <td>2013-01-21</td>\n",
       "      <td>Second Inaugural Address</td>\n",
       "      <td>2123</td>\n",
       "      <td>0.432878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Donald J. Trump</td>\n",
       "      <td>622</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>Inaugural Address</td>\n",
       "      <td>1442</td>\n",
       "      <td>0.431345</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    author  content_word_count           timestamp  \\\n",
       "0        George Washington                 603 1789-04-30 00:00:00   \n",
       "1        George Washington                  52 1793-03-04 00:00:00   \n",
       "2               John Adams                1012 1797-03-04 00:00:00   \n",
       "3         Thomas Jefferson                 745 1801-03-04 00:00:00   \n",
       "4         Thomas Jefferson                 939 1805-03-04 00:00:00   \n",
       "5            James Madison                 502 1809-03-04 00:00:00   \n",
       "6            James Madison                 510 1813-03-04 00:00:00   \n",
       "7             James Monroe                1446 1817-03-04 00:00:00   \n",
       "8             James Monroe                1883 1821-03-04 00:00:00   \n",
       "9        John Quincy Adams                1288 1825-03-04 00:00:00   \n",
       "10          Andrew Jackson                 499 1829-03-04 00:00:00   \n",
       "11          Andrew Jackson                 505 1833-03-04 00:00:00   \n",
       "12        Martin van Buren                1728 1837-03-04 00:00:00   \n",
       "13  William Henry Harrison                3464 1841-03-04 00:00:00   \n",
       "14           James K. Polk                2082 1845-03-04 00:00:00   \n",
       "15          Zachary Taylor                 475 1849-03-05 00:00:00   \n",
       "16         Franklin Pierce                1437 1853-03-04 00:00:00   \n",
       "17          James Buchanan                1255 1857-03-04 00:00:00   \n",
       "18         Abraham Lincoln                1467 1861-03-04 00:00:00   \n",
       "19         Abraham Lincoln                 296 1865-03-04 00:00:00   \n",
       "20        Ulysses S. Grant                 483 1869-03-04 00:00:00   \n",
       "21        Ulysses S. Grant                 556 1873-03-04 00:00:00   \n",
       "22     Rutherford B. Hayes                1114 1877-03-05 00:00:00   \n",
       "23       James A. Garfield                1332 1881-03-04 00:00:00   \n",
       "24        Grover Cleveland                 755 1885-03-04 00:00:00   \n",
       "25       Benjamin Harrison                1916 1889-03-04 00:00:00   \n",
       "26        Grover Cleveland                 927 1893-03-04 00:00:00   \n",
       "27        William McKinley                1759 1897-03-04 00:00:00   \n",
       "28        William McKinley                 970          1901-03-04   \n",
       "29      Theodore Roosevelt                 389          1905-03-04   \n",
       "30     William Howard Taft                2366          1909-03-04   \n",
       "31          Woodrow Wilson                 689          1913-03-04   \n",
       "32          Woodrow Wilson                 587          1917-03-05   \n",
       "33       Warren G. Harding                1554          1921-03-04   \n",
       "34         Calvin Coolidge                1697          1925-03-04   \n",
       "35          Herbert Hoover                1720          1929-03-04   \n",
       "36   Franklin D. Roosevelt                 838          1933-03-04   \n",
       "37   Franklin D. Roosevelt                 815          1937-01-20   \n",
       "38   Franklin D. Roosevelt                 560          1941-01-20   \n",
       "39   Franklin D. Roosevelt                 226          1945-01-20   \n",
       "40         Harry S. Truman                1065          1949-01-20   \n",
       "41    Dwight D. Eisenhower                1134          1953-01-20   \n",
       "42    Dwight D. Eisenhower                 720          1957-01-21   \n",
       "43         John F. Kennedy                 612          1961-01-20   \n",
       "44       Lyndon B. Johnson                 603          1965-01-20   \n",
       "45           Richard Nixon                 878          1969-01-20   \n",
       "46           Richard Nixon                 712          1973-01-20   \n",
       "47            Jimmy Carter                 514          1977-01-20   \n",
       "48           Ronald Reagan                1015          1981-01-20   \n",
       "49           Ronald Reagan                1145          1985-01-21   \n",
       "50             George Bush                 945          1989-01-20   \n",
       "51      William J. Clinton                 693          1993-01-20   \n",
       "52      William J. Clinton                 952          1997-01-20   \n",
       "53          George W. Bush                 706          2001-01-20   \n",
       "54          George W. Bush                 941          2005-01-20   \n",
       "55            Barack Obama                1034          2009-01-20   \n",
       "56            Barack Obama                 919          2013-01-21   \n",
       "57         Donald J. Trump                 622          2017-01-20   \n",
       "\n",
       "                       title  total_word_count  content_word_proportion  \n",
       "0          Inaugural Address              1431                 0.421384  \n",
       "1   Second Inaugural Address               135                 0.385185  \n",
       "2          Inaugural Address              2322                 0.435831  \n",
       "3          Inaugural Address              1732                 0.430139  \n",
       "4   Second Inaugural Address              2168                 0.433118  \n",
       "5          Inaugural Address              1177                 0.426508  \n",
       "6   Second Inaugural Address              1211                 0.421140  \n",
       "7          Inaugural Address              3379                 0.427937  \n",
       "8   Second Inaugural Address              4477                 0.420594  \n",
       "9          Inaugural Address              2917                 0.441550  \n",
       "10         Inaugural Address              1128                 0.442376  \n",
       "11  Second Inaugural Address              1177                 0.429057  \n",
       "12         Inaugural Address              3846                 0.449298  \n",
       "13         Inaugural Address              8469                 0.409021  \n",
       "14         Inaugural Address              4815                 0.432399  \n",
       "15         Inaugural Address              1091                 0.435380  \n",
       "16         Inaugural Address              3345                 0.429596  \n",
       "17         Inaugural Address              2836                 0.442525  \n",
       "18         Inaugural Address              3639                 0.403133  \n",
       "19  Second Inaugural Address               705                 0.419858  \n",
       "20         Inaugural Address              1132                 0.426678  \n",
       "21  Second Inaugural Address              1341                 0.414616  \n",
       "22         Inaugural Address              2491                 0.447210  \n",
       "23         Inaugural Address              2991                 0.445336  \n",
       "24         Inaugural Address              1691                 0.446481  \n",
       "25         Inaugural Address              4401                 0.435356  \n",
       "26  Second Inaugural Address              2028                 0.457101  \n",
       "27         Inaugural Address              3975                 0.442516  \n",
       "28  Second Inaugural Address              2223                 0.436347  \n",
       "29         Inaugural Address               991                 0.392533  \n",
       "30         Inaugural Address              5440                 0.434926  \n",
       "31         Inaugural Address              1712                 0.402453  \n",
       "32  Second Inaugural Address              1528                 0.384162  \n",
       "33         Inaugural Address              3344                 0.464713  \n",
       "34         Inaugural Address              4056                 0.418393  \n",
       "35         Inaugural Address              3863                 0.445250  \n",
       "36         Inaugural Address              1887                 0.444091  \n",
       "37  Second Inaugural Address              1826                 0.446331  \n",
       "38   Third Inaugural Address              1362                 0.411160  \n",
       "39  Fourth Inaugural Address               560                 0.403571  \n",
       "40         Inaugural Address              2288                 0.465472  \n",
       "41         Inaugural Address              2476                 0.457997  \n",
       "42  Second Inaugural Address              1661                 0.433474  \n",
       "43         Inaugural Address              1366                 0.448023  \n",
       "44         Inaugural Address              1512                 0.398810  \n",
       "45         Inaugural Address              2133                 0.411627  \n",
       "46  Second Inaugural Address              1859                 0.383002  \n",
       "47         Inaugural Address              1231                 0.417547  \n",
       "48         Inaugural Address              2452                 0.413948  \n",
       "49  Second Inaugural Address              2604                 0.439708  \n",
       "50         Inaugural Address              2339                 0.404019  \n",
       "51         Inaugural Address              1610                 0.430435  \n",
       "52  Second Inaugural Address              2171                 0.438508  \n",
       "53         Inaugural Address              1600                 0.441250  \n",
       "54  Second Inaugural Address              2082                 0.451969  \n",
       "55         Inaugural Address              2408                 0.429402  \n",
       "56  Second Inaugural Address              2123                 0.432878  \n",
       "57         Inaugural Address              1442                 0.431345  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>content_word_count</th>\n",
       "      <th>total_word_count</th>\n",
       "      <th>content_word_proportion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>58.000000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>58.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1011.224138</td>\n",
       "      <td>2348.258621</td>\n",
       "      <td>0.428701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>592.717206</td>\n",
       "      <td>1389.752440</td>\n",
       "      <td>0.019417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>52.000000</td>\n",
       "      <td>135.000000</td>\n",
       "      <td>0.383002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>603.000000</td>\n",
       "      <td>1433.750000</td>\n",
       "      <td>0.417758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>923.000000</td>\n",
       "      <td>2102.500000</td>\n",
       "      <td>0.431872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1279.750000</td>\n",
       "      <td>2896.750000</td>\n",
       "      <td>0.442481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3464.000000</td>\n",
       "      <td>8469.000000</td>\n",
       "      <td>0.465472</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       content_word_count  total_word_count  content_word_proportion\n",
       "count           58.000000         58.000000                58.000000\n",
       "mean          1011.224138       2348.258621                 0.428701\n",
       "std            592.717206       1389.752440                 0.019417\n",
       "min             52.000000        135.000000                 0.383002\n",
       "25%            603.000000       1433.750000                 0.417758\n",
       "50%            923.000000       2102.500000                 0.431872\n",
       "75%           1279.750000       2896.750000                 0.442481\n",
       "max           3464.000000       8469.000000                 0.465472"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df[['total_word_count', 'content_word_count', 'content_word_proportion']].describe()\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}