a_problem_with_presidents.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import dataframe_image as dfi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read the csv file as the dataframe\n",
    "presidents_df = pd.read_csv(\"U.S.Presidents_Birth_and_Death_Information.csv\", index_col=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop last row\n",
    "presidents_df.drop(presidents_df.tail(1).index, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert BIRTH DATE and DEATH DATE to datetime\n",
    "presidents_df[\"BIRTH DATE\"] = pd.to_datetime(presidents_df[\"BIRTH DATE\"])\n",
    "presidents_df[\"DEATH DATE\"] = pd.to_datetime(presidents_df[\"DEATH DATE\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "year_of_birth = presidents_df[\"BIRTH DATE\"].dt.year\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2021-10-16'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Use todays date to calculate age of still living presidents\n",
    "today = pd.to_datetime(\"today\").strftime(\"%Y-%m-%d\")\n",
    "today"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRESIDENT</th>\n",
       "      <th>BIRTH DATE</th>\n",
       "      <th>BIRTH PLACE</th>\n",
       "      <th>DEATH DATE</th>\n",
       "      <th>LOCATION OF DEATH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>George Washington</td>\n",
       "      <td>1732-02-22</td>\n",
       "      <td>Westmoreland Co., Va.</td>\n",
       "      <td>1799-12-14</td>\n",
       "      <td>Mount Vernon, Va.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>John Adams</td>\n",
       "      <td>1735-10-30</td>\n",
       "      <td>Quincy, Mass.</td>\n",
       "      <td>1826-07-04</td>\n",
       "      <td>Quincy, Mass.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Thomas Jefferson</td>\n",
       "      <td>1743-04-13</td>\n",
       "      <td>Albemarle Co., Va.</td>\n",
       "      <td>1826-07-04</td>\n",
       "      <td>Albemarle Co., Va.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>James Madison</td>\n",
       "      <td>1751-03-16</td>\n",
       "      <td>Port Conway, Va.</td>\n",
       "      <td>1836-06-28</td>\n",
       "      <td>Orange Co., Va.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>James Monroe</td>\n",
       "      <td>1758-04-28</td>\n",
       "      <td>Westmoreland Co., Va.</td>\n",
       "      <td>1831-07-04</td>\n",
       "      <td>New York, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>John Quincy Adams</td>\n",
       "      <td>1767-07-11</td>\n",
       "      <td>Quincy, Mass.</td>\n",
       "      <td>1848-02-23</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Andrew Jackson</td>\n",
       "      <td>1767-03-15</td>\n",
       "      <td>Waxhaws, No/So Carolina</td>\n",
       "      <td>1845-06-08</td>\n",
       "      <td>Nashville, Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Martin Van Buren</td>\n",
       "      <td>1782-12-05</td>\n",
       "      <td>Kinderhook, New York</td>\n",
       "      <td>1862-07-24</td>\n",
       "      <td>Kinderhook, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>William Henry Harrison</td>\n",
       "      <td>1773-02-09</td>\n",
       "      <td>Charles City Co., Va.</td>\n",
       "      <td>1841-04-04</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>John Tyler</td>\n",
       "      <td>1790-03-29</td>\n",
       "      <td>Charles City Co., Va.</td>\n",
       "      <td>1862-01-18</td>\n",
       "      <td>Richmond, Va.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>James K. Polk</td>\n",
       "      <td>1795-11-02</td>\n",
       "      <td>Mecklenburg Co., N.C.</td>\n",
       "      <td>1849-06-15</td>\n",
       "      <td>Nashville, Tennessee</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Zachary Taylor</td>\n",
       "      <td>1784-11-24</td>\n",
       "      <td>Orange County, Va.</td>\n",
       "      <td>1850-07-09</td>\n",
       "      <td>Washington, D.C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Millard Fillmore</td>\n",
       "      <td>1800-01-07</td>\n",
       "      <td>Cayuga Co., New York</td>\n",
       "      <td>1874-03-08</td>\n",
       "      <td>Buffalo, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Franklin Pierce</td>\n",
       "      <td>1804-11-23</td>\n",
       "      <td>Hillsborough, N.H.</td>\n",
       "      <td>1869-10-08</td>\n",
       "      <td>Concord, New Hamp.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>James Buchanan</td>\n",
       "      <td>1791-04-23</td>\n",
       "      <td>Cove Gap, Pa.</td>\n",
       "      <td>1868-06-01</td>\n",
       "      <td>Lancaster, Pa.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Abraham Lincoln</td>\n",
       "      <td>1809-02-12</td>\n",
       "      <td>LaRue Co., Kentucky</td>\n",
       "      <td>1865-04-15</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Andrew Johnson</td>\n",
       "      <td>1808-12-29</td>\n",
       "      <td>Raleigh, North Carolina</td>\n",
       "      <td>1875-07-31</td>\n",
       "      <td>Elizabethton, Tenn.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ulysses S. Grant</td>\n",
       "      <td>1822-04-27</td>\n",
       "      <td>Point Pleasant, Ohio</td>\n",
       "      <td>1885-07-23</td>\n",
       "      <td>Wilton, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Rutherford B. Hayes</td>\n",
       "      <td>1822-10-04</td>\n",
       "      <td>Delaware, Ohio</td>\n",
       "      <td>1893-01-17</td>\n",
       "      <td>Fremont, Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>James A. Garfield</td>\n",
       "      <td>1831-11-19</td>\n",
       "      <td>Cuyahoga Co., Ohio</td>\n",
       "      <td>1881-09-19</td>\n",
       "      <td>Elberon, New Jersey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Chester Arthur</td>\n",
       "      <td>1829-10-05</td>\n",
       "      <td>Fairfield, Vermont</td>\n",
       "      <td>1886-11-18</td>\n",
       "      <td>New York, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Grover Cleveland</td>\n",
       "      <td>1837-03-18</td>\n",
       "      <td>Caldwell, New Jersey</td>\n",
       "      <td>1908-06-24</td>\n",
       "      <td>Princeton, New Jersey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Benjamin Harrison</td>\n",
       "      <td>1833-08-20</td>\n",
       "      <td>North Bend, Ohio</td>\n",
       "      <td>1901-03-13</td>\n",
       "      <td>Indianapolis, Indiana</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>William McKinley</td>\n",
       "      <td>1843-01-29</td>\n",
       "      <td>Niles, Ohio</td>\n",
       "      <td>1901-09-14</td>\n",
       "      <td>Buffalo, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Theodore Roosevelt</td>\n",
       "      <td>1858-10-27</td>\n",
       "      <td>New York, New York</td>\n",
       "      <td>1919-01-06</td>\n",
       "      <td>Oyster Bay, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>William Howard Taft</td>\n",
       "      <td>1857-09-15</td>\n",
       "      <td>Cincinnati, Ohio</td>\n",
       "      <td>1930-03-08</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Woodrow Wilson</td>\n",
       "      <td>1856-12-28</td>\n",
       "      <td>Staunton, Virginia</td>\n",
       "      <td>1924-02-03</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Warren G. Harding</td>\n",
       "      <td>1865-11-02</td>\n",
       "      <td>Morrow County, Ohio</td>\n",
       "      <td>1923-08-02</td>\n",
       "      <td>San Francisco, Cal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Calvin Coolidge</td>\n",
       "      <td>1872-07-04</td>\n",
       "      <td>Plymouth, Vermont</td>\n",
       "      <td>1933-01-05</td>\n",
       "      <td>Northampton, Mass.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Herbert Hoover</td>\n",
       "      <td>1874-08-10</td>\n",
       "      <td>West Branch, Iowa</td>\n",
       "      <td>1964-10-20</td>\n",
       "      <td>New York, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Franklin Roosevelt</td>\n",
       "      <td>1882-01-30</td>\n",
       "      <td>Hyde Park, New York</td>\n",
       "      <td>1945-04-12</td>\n",
       "      <td>Warm Springs, Ga.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Harry S. Truman</td>\n",
       "      <td>1884-05-08</td>\n",
       "      <td>Lamar, Missouri</td>\n",
       "      <td>1972-12-26</td>\n",
       "      <td>Kansas City, Missouri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Dwight Eisenhower</td>\n",
       "      <td>1890-10-14</td>\n",
       "      <td>Denison, Texas</td>\n",
       "      <td>1969-03-28</td>\n",
       "      <td>Washington, D.C.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>John F. Kennedy</td>\n",
       "      <td>1917-05-29</td>\n",
       "      <td>Brookline, Mass.</td>\n",
       "      <td>1963-11-22</td>\n",
       "      <td>Dallas, Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Lyndon B. Johnson</td>\n",
       "      <td>1908-08-27</td>\n",
       "      <td>Gillespie Co., Texas</td>\n",
       "      <td>1973-01-22</td>\n",
       "      <td>Gillespie Co., Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Richard Nixon</td>\n",
       "      <td>1913-01-09</td>\n",
       "      <td>Yorba Linda, Cal.</td>\n",
       "      <td>1994-04-22</td>\n",
       "      <td>New York, New York</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Gerald Ford</td>\n",
       "      <td>1913-07-14</td>\n",
       "      <td>Omaha, Nebraska</td>\n",
       "      <td>2006-12-26</td>\n",
       "      <td>Rancho Mirage, Cal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>1924-10-01</td>\n",
       "      <td>Plains, Georgia</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>1911-02-06</td>\n",
       "      <td>Tampico, Illinois</td>\n",
       "      <td>2004-06-05</td>\n",
       "      <td>Los Angeles, Cal.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>George Bush</td>\n",
       "      <td>1924-06-12</td>\n",
       "      <td>Milton, Mass.</td>\n",
       "      <td>2018-11-30</td>\n",
       "      <td>Houston, Texas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Bill Clinton</td>\n",
       "      <td>1946-08-19</td>\n",
       "      <td>Hope, Arkansas</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>1946-07-06</td>\n",
       "      <td>New Haven, Conn.</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>1961-08-04</td>\n",
       "      <td>Honolulu, Hawaii</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Donald Trump</td>\n",
       "      <td>1946-06-14</td>\n",
       "      <td>New York, New York</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Joe Biden</td>\n",
       "      <td>1942-11-20</td>\n",
       "      <td>Scranton, Pa.</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 PRESIDENT BIRTH DATE              BIRTH PLACE DEATH DATE  \\\n",
       "0        George Washington 1732-02-22    Westmoreland Co., Va. 1799-12-14   \n",
       "1               John Adams 1735-10-30            Quincy, Mass. 1826-07-04   \n",
       "2         Thomas Jefferson 1743-04-13       Albemarle Co., Va. 1826-07-04   \n",
       "3            James Madison 1751-03-16         Port Conway, Va. 1836-06-28   \n",
       "4             James Monroe 1758-04-28    Westmoreland Co., Va. 1831-07-04   \n",
       "5        John Quincy Adams 1767-07-11            Quincy, Mass. 1848-02-23   \n",
       "6           Andrew Jackson 1767-03-15  Waxhaws, No/So Carolina 1845-06-08   \n",
       "7         Martin Van Buren 1782-12-05     Kinderhook, New York 1862-07-24   \n",
       "8   William Henry Harrison 1773-02-09    Charles City Co., Va. 1841-04-04   \n",
       "9               John Tyler 1790-03-29    Charles City Co., Va. 1862-01-18   \n",
       "10           James K. Polk 1795-11-02    Mecklenburg Co., N.C. 1849-06-15   \n",
       "11          Zachary Taylor 1784-11-24       Orange County, Va. 1850-07-09   \n",
       "12        Millard Fillmore 1800-01-07     Cayuga Co., New York 1874-03-08   \n",
       "13         Franklin Pierce 1804-11-23       Hillsborough, N.H. 1869-10-08   \n",
       "14          James Buchanan 1791-04-23            Cove Gap, Pa. 1868-06-01   \n",
       "15         Abraham Lincoln 1809-02-12      LaRue Co., Kentucky 1865-04-15   \n",
       "16          Andrew Johnson 1808-12-29  Raleigh, North Carolina 1875-07-31   \n",
       "17        Ulysses S. Grant 1822-04-27     Point Pleasant, Ohio 1885-07-23   \n",
       "18     Rutherford B. Hayes 1822-10-04           Delaware, Ohio 1893-01-17   \n",
       "19       James A. Garfield 1831-11-19       Cuyahoga Co., Ohio 1881-09-19   \n",
       "20          Chester Arthur 1829-10-05       Fairfield, Vermont 1886-11-18   \n",
       "21        Grover Cleveland 1837-03-18     Caldwell, New Jersey 1908-06-24   \n",
       "22       Benjamin Harrison 1833-08-20         North Bend, Ohio 1901-03-13   \n",
       "23        William McKinley 1843-01-29              Niles, Ohio 1901-09-14   \n",
       "24      Theodore Roosevelt 1858-10-27       New York, New York 1919-01-06   \n",
       "25     William Howard Taft 1857-09-15         Cincinnati, Ohio 1930-03-08   \n",
       "26          Woodrow Wilson 1856-12-28       Staunton, Virginia 1924-02-03   \n",
       "27       Warren G. Harding 1865-11-02      Morrow County, Ohio 1923-08-02   \n",
       "28         Calvin Coolidge 1872-07-04        Plymouth, Vermont 1933-01-05   \n",
       "29          Herbert Hoover 1874-08-10        West Branch, Iowa 1964-10-20   \n",
       "30      Franklin Roosevelt 1882-01-30      Hyde Park, New York 1945-04-12   \n",
       "31         Harry S. Truman 1884-05-08          Lamar, Missouri 1972-12-26   \n",
       "32       Dwight Eisenhower 1890-10-14           Denison, Texas 1969-03-28   \n",
       "33         John F. Kennedy 1917-05-29         Brookline, Mass. 1963-11-22   \n",
       "34       Lyndon B. Johnson 1908-08-27     Gillespie Co., Texas 1973-01-22   \n",
       "35           Richard Nixon 1913-01-09        Yorba Linda, Cal. 1994-04-22   \n",
       "36             Gerald Ford 1913-07-14          Omaha, Nebraska 2006-12-26   \n",
       "37            Jimmy Carter 1924-10-01          Plains, Georgia 2021-10-16   \n",
       "38           Ronald Reagan 1911-02-06        Tampico, Illinois 2004-06-05   \n",
       "39             George Bush 1924-06-12            Milton, Mass. 2018-11-30   \n",
       "40            Bill Clinton 1946-08-19           Hope, Arkansas 2021-10-16   \n",
       "41          George W. Bush 1946-07-06         New Haven, Conn. 2021-10-16   \n",
       "42            Barack Obama 1961-08-04         Honolulu, Hawaii 2021-10-16   \n",
       "43            Donald Trump 1946-06-14       New York, New York 2021-10-16   \n",
       "44               Joe Biden 1942-11-20            Scranton, Pa. 2021-10-16   \n",
       "\n",
       "        LOCATION OF DEATH  \n",
       "0       Mount Vernon, Va.  \n",
       "1           Quincy, Mass.  \n",
       "2      Albemarle Co., Va.  \n",
       "3         Orange Co., Va.  \n",
       "4      New York, New York  \n",
       "5        Washington, D.C.  \n",
       "6    Nashville, Tennessee  \n",
       "7    Kinderhook, New York  \n",
       "8        Washington, D.C.  \n",
       "9           Richmond, Va.  \n",
       "10   Nashville, Tennessee  \n",
       "11        Washington, D.C  \n",
       "12      Buffalo, New York  \n",
       "13     Concord, New Hamp.  \n",
       "14         Lancaster, Pa.  \n",
       "15       Washington, D.C.  \n",
       "16    Elizabethton, Tenn.  \n",
       "17       Wilton, New York  \n",
       "18          Fremont, Ohio  \n",
       "19    Elberon, New Jersey  \n",
       "20     New York, New York  \n",
       "21  Princeton, New Jersey  \n",
       "22  Indianapolis, Indiana  \n",
       "23      Buffalo, New York  \n",
       "24   Oyster Bay, New York  \n",
       "25       Washington, D.C.  \n",
       "26       Washington, D.C.  \n",
       "27    San Francisco, Cal.  \n",
       "28     Northampton, Mass.  \n",
       "29     New York, New York  \n",
       "30      Warm Springs, Ga.  \n",
       "31  Kansas City, Missouri  \n",
       "32       Washington, D.C.  \n",
       "33          Dallas, Texas  \n",
       "34   Gillespie Co., Texas  \n",
       "35     New York, New York  \n",
       "36    Rancho Mirage, Cal.  \n",
       "37                    NaN  \n",
       "38      Los Angeles, Cal.  \n",
       "39         Houston, Texas  \n",
       "40                    NaN  \n",
       "41                    NaN  \n",
       "42                    NaN  \n",
       "43                    NaN  \n",
       "44                    NaN  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Replace NaT with todays date in DEATH DATE column\n",
    "presidents_df[\"DEATH DATE\"] = presidents_df[\"DEATH DATE\"].fillna(today)\n",
    "presidents_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "lived_years = round((presidents_df[\"DEATH DATE\"] - presidents_df[\"BIRTH DATE\"]).dt.days / 365, 1)\n",
    "#lived_years\n",
    "\n",
    "lived_months = round((presidents_df[\"DEATH DATE\"] - presidents_df[\"BIRTH DATE\"]).dt.days / 30.5, 1)\n",
    "#lived_months\n",
    "\n",
    "lived_days = (presidents_df[\"DEATH DATE\"] - presidents_df[\"BIRTH DATE\"]).dt.days\n",
    "#lived_days\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_6b424_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"col_heading level0 col0\" >PRESIDENT</th>\n",
       "      <th class=\"col_heading level0 col1\" >BIRTH DATE</th>\n",
       "      <th class=\"col_heading level0 col2\" >BIRTH PLACE</th>\n",
       "      <th class=\"col_heading level0 col3\" >DEATH DATE</th>\n",
       "      <th class=\"col_heading level0 col4\" >LOCATION OF DEATH</th>\n",
       "      <th class=\"col_heading level0 col5\" >LIVED YEARS</th>\n",
       "      <th class=\"col_heading level0 col6\" >LIVED MONTHS</th>\n",
       "      <th class=\"col_heading level0 col7\" >LIVED DAYS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row0_col0\" class=\"data row0 col0\" >Jimmy Carter</td>\n",
       "      <td id=\"T_6b424_row0_col1\" class=\"data row0 col1\" >1924-10-01 00:00:00</td>\n",
       "      <td id=\"T_6b424_row0_col2\" class=\"data row0 col2\" >Plains, Georgia</td>\n",
       "      <td id=\"T_6b424_row0_col3\" class=\"data row0 col3\" >2021-10-16 00:00:00</td>\n",
       "      <td id=\"T_6b424_row0_col4\" class=\"data row0 col4\" >nan</td>\n",
       "      <td id=\"T_6b424_row0_col5\" class=\"data row0 col5\" >97.1</td>\n",
       "      <td id=\"T_6b424_row0_col6\" class=\"data row0 col6\" >1162.1</td>\n",
       "      <td id=\"T_6b424_row0_col7\" class=\"data row0 col7\" >35444.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row1_col0\" class=\"data row1 col0\" >George Bush</td>\n",
       "      <td id=\"T_6b424_row1_col1\" class=\"data row1 col1\" >1924-06-12 00:00:00</td>\n",
       "      <td id=\"T_6b424_row1_col2\" class=\"data row1 col2\" >Milton, Mass.</td>\n",
       "      <td id=\"T_6b424_row1_col3\" class=\"data row1 col3\" >2018-11-30 00:00:00</td>\n",
       "      <td id=\"T_6b424_row1_col4\" class=\"data row1 col4\" >Houston, Texas</td>\n",
       "      <td id=\"T_6b424_row1_col5\" class=\"data row1 col5\" >94.5</td>\n",
       "      <td id=\"T_6b424_row1_col6\" class=\"data row1 col6\" >1131.3</td>\n",
       "      <td id=\"T_6b424_row1_col7\" class=\"data row1 col7\" >34504.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row2_col0\" class=\"data row2 col0\" >Gerald Ford</td>\n",
       "      <td id=\"T_6b424_row2_col1\" class=\"data row2 col1\" >1913-07-14 00:00:00</td>\n",
       "      <td id=\"T_6b424_row2_col2\" class=\"data row2 col2\" >Omaha, Nebraska</td>\n",
       "      <td id=\"T_6b424_row2_col3\" class=\"data row2 col3\" >2006-12-26 00:00:00</td>\n",
       "      <td id=\"T_6b424_row2_col4\" class=\"data row2 col4\" >Rancho Mirage, Cal.</td>\n",
       "      <td id=\"T_6b424_row2_col5\" class=\"data row2 col5\" >93.5</td>\n",
       "      <td id=\"T_6b424_row2_col6\" class=\"data row2 col6\" >1119.1</td>\n",
       "      <td id=\"T_6b424_row2_col7\" class=\"data row2 col7\" >34133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row3_col0\" class=\"data row3 col0\" >Ronald Reagan</td>\n",
       "      <td id=\"T_6b424_row3_col1\" class=\"data row3 col1\" >1911-02-06 00:00:00</td>\n",
       "      <td id=\"T_6b424_row3_col2\" class=\"data row3 col2\" >Tampico, Illinois</td>\n",
       "      <td id=\"T_6b424_row3_col3\" class=\"data row3 col3\" >2004-06-05 00:00:00</td>\n",
       "      <td id=\"T_6b424_row3_col4\" class=\"data row3 col4\" >Los Angeles, Cal.</td>\n",
       "      <td id=\"T_6b424_row3_col5\" class=\"data row3 col5\" >93.4</td>\n",
       "      <td id=\"T_6b424_row3_col6\" class=\"data row3 col6\" >1117.6</td>\n",
       "      <td id=\"T_6b424_row3_col7\" class=\"data row3 col7\" >34088.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row4_col0\" class=\"data row4 col0\" >John Adams</td>\n",
       "      <td id=\"T_6b424_row4_col1\" class=\"data row4 col1\" >1735-10-30 00:00:00</td>\n",
       "      <td id=\"T_6b424_row4_col2\" class=\"data row4 col2\" >Quincy, Mass.</td>\n",
       "      <td id=\"T_6b424_row4_col3\" class=\"data row4 col3\" >1826-07-04 00:00:00</td>\n",
       "      <td id=\"T_6b424_row4_col4\" class=\"data row4 col4\" >Quincy, Mass.</td>\n",
       "      <td id=\"T_6b424_row4_col5\" class=\"data row4 col5\" >90.7</td>\n",
       "      <td id=\"T_6b424_row4_col6\" class=\"data row4 col6\" >1085.9</td>\n",
       "      <td id=\"T_6b424_row4_col7\" class=\"data row4 col7\" >33119.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row5_col0\" class=\"data row5 col0\" >Herbert Hoover</td>\n",
       "      <td id=\"T_6b424_row5_col1\" class=\"data row5 col1\" >1874-08-10 00:00:00</td>\n",
       "      <td id=\"T_6b424_row5_col2\" class=\"data row5 col2\" >West Branch, Iowa</td>\n",
       "      <td id=\"T_6b424_row5_col3\" class=\"data row5 col3\" >1964-10-20 00:00:00</td>\n",
       "      <td id=\"T_6b424_row5_col4\" class=\"data row5 col4\" >New York, New York</td>\n",
       "      <td id=\"T_6b424_row5_col5\" class=\"data row5 col5\" >90.3</td>\n",
       "      <td id=\"T_6b424_row5_col6\" class=\"data row5 col6\" >1080.1</td>\n",
       "      <td id=\"T_6b424_row5_col7\" class=\"data row5 col7\" >32943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row6_col0\" class=\"data row6 col0\" >Harry S. Truman</td>\n",
       "      <td id=\"T_6b424_row6_col1\" class=\"data row6 col1\" >1884-05-08 00:00:00</td>\n",
       "      <td id=\"T_6b424_row6_col2\" class=\"data row6 col2\" >Lamar, Missouri</td>\n",
       "      <td id=\"T_6b424_row6_col3\" class=\"data row6 col3\" >1972-12-26 00:00:00</td>\n",
       "      <td id=\"T_6b424_row6_col4\" class=\"data row6 col4\" >Kansas City, Missouri</td>\n",
       "      <td id=\"T_6b424_row6_col5\" class=\"data row6 col5\" >88.7</td>\n",
       "      <td id=\"T_6b424_row6_col6\" class=\"data row6 col6\" >1061.4</td>\n",
       "      <td id=\"T_6b424_row6_col7\" class=\"data row6 col7\" >32373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row7_col0\" class=\"data row7 col0\" >James Madison</td>\n",
       "      <td id=\"T_6b424_row7_col1\" class=\"data row7 col1\" >1751-03-16 00:00:00</td>\n",
       "      <td id=\"T_6b424_row7_col2\" class=\"data row7 col2\" >Port Conway, Va.</td>\n",
       "      <td id=\"T_6b424_row7_col3\" class=\"data row7 col3\" >1836-06-28 00:00:00</td>\n",
       "      <td id=\"T_6b424_row7_col4\" class=\"data row7 col4\" >Orange Co., Va.</td>\n",
       "      <td id=\"T_6b424_row7_col5\" class=\"data row7 col5\" >85.3</td>\n",
       "      <td id=\"T_6b424_row7_col6\" class=\"data row7 col6\" >1021.3</td>\n",
       "      <td id=\"T_6b424_row7_col7\" class=\"data row7 col7\" >31150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row8_col0\" class=\"data row8 col0\" >Thomas Jefferson</td>\n",
       "      <td id=\"T_6b424_row8_col1\" class=\"data row8 col1\" >1743-04-13 00:00:00</td>\n",
       "      <td id=\"T_6b424_row8_col2\" class=\"data row8 col2\" >Albemarle Co., Va.</td>\n",
       "      <td id=\"T_6b424_row8_col3\" class=\"data row8 col3\" >1826-07-04 00:00:00</td>\n",
       "      <td id=\"T_6b424_row8_col4\" class=\"data row8 col4\" >Albemarle Co., Va.</td>\n",
       "      <td id=\"T_6b424_row8_col5\" class=\"data row8 col5\" >83.3</td>\n",
       "      <td id=\"T_6b424_row8_col6\" class=\"data row8 col6\" >996.6</td>\n",
       "      <td id=\"T_6b424_row8_col7\" class=\"data row8 col7\" >30397.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_6b424_row9_col0\" class=\"data row9 col0\" >Richard Nixon</td>\n",
       "      <td id=\"T_6b424_row9_col1\" class=\"data row9 col1\" >1913-01-09 00:00:00</td>\n",
       "      <td id=\"T_6b424_row9_col2\" class=\"data row9 col2\" >Yorba Linda, Cal.</td>\n",
       "      <td id=\"T_6b424_row9_col3\" class=\"data row9 col3\" >1994-04-22 00:00:00</td>\n",
       "      <td id=\"T_6b424_row9_col4\" class=\"data row9 col4\" >New York, New York</td>\n",
       "      <td id=\"T_6b424_row9_col5\" class=\"data row9 col5\" >81.3</td>\n",
       "      <td id=\"T_6b424_row9_col6\" class=\"data row9 col6\" >973.4</td>\n",
       "      <td id=\"T_6b424_row9_col7\" class=\"data row9 col7\" >29688.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x2b4bad3032e0>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "presidents_df[\"LIVED YEARS\"] = lived_years\n",
    "presidents_df[\"LIVED MONTHS\"] = lived_months\n",
    "presidents_df[\"LIVED DAYS\"] = lived_days\n",
    "\n",
    "presidents_df.sort_values(\"LIVED YEARS\", ascending=False).head(10).style.hide_index().format({\"LIVED YEARS\": \"{:.1f}\", \"LIVED MONTHS\": \"{:.1f}\", \"LIVED DAYS\": \"{:.1f}\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_d2583_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"col_heading level0 col0\" >PRESIDENT</th>\n",
       "      <th class=\"col_heading level0 col1\" >BIRTH DATE</th>\n",
       "      <th class=\"col_heading level0 col2\" >BIRTH PLACE</th>\n",
       "      <th class=\"col_heading level0 col3\" >DEATH DATE</th>\n",
       "      <th class=\"col_heading level0 col4\" >LOCATION OF DEATH</th>\n",
       "      <th class=\"col_heading level0 col5\" >LIVED YEARS</th>\n",
       "      <th class=\"col_heading level0 col6\" >LIVED MONTHS</th>\n",
       "      <th class=\"col_heading level0 col7\" >LIVED DAYS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row0_col0\" class=\"data row0 col0\" >John F. Kennedy</td>\n",
       "      <td id=\"T_d2583_row0_col1\" class=\"data row0 col1\" >1917-05-29 00:00:00</td>\n",
       "      <td id=\"T_d2583_row0_col2\" class=\"data row0 col2\" >Brookline, Mass.</td>\n",
       "      <td id=\"T_d2583_row0_col3\" class=\"data row0 col3\" >1963-11-22 00:00:00</td>\n",
       "      <td id=\"T_d2583_row0_col4\" class=\"data row0 col4\" >Dallas, Texas</td>\n",
       "      <td id=\"T_d2583_row0_col5\" class=\"data row0 col5\" >46.5</td>\n",
       "      <td id=\"T_d2583_row0_col6\" class=\"data row0 col6\" >556.7</td>\n",
       "      <td id=\"T_d2583_row0_col7\" class=\"data row0 col7\" >16978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row1_col0\" class=\"data row1 col0\" >James A. Garfield</td>\n",
       "      <td id=\"T_d2583_row1_col1\" class=\"data row1 col1\" >1831-11-19 00:00:00</td>\n",
       "      <td id=\"T_d2583_row1_col2\" class=\"data row1 col2\" >Cuyahoga Co., Ohio</td>\n",
       "      <td id=\"T_d2583_row1_col3\" class=\"data row1 col3\" >1881-09-19 00:00:00</td>\n",
       "      <td id=\"T_d2583_row1_col4\" class=\"data row1 col4\" >Elberon, New Jersey</td>\n",
       "      <td id=\"T_d2583_row1_col5\" class=\"data row1 col5\" >49.9</td>\n",
       "      <td id=\"T_d2583_row1_col6\" class=\"data row1 col6\" >596.8</td>\n",
       "      <td id=\"T_d2583_row1_col7\" class=\"data row1 col7\" >18202.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row2_col0\" class=\"data row2 col0\" >James K. Polk</td>\n",
       "      <td id=\"T_d2583_row2_col1\" class=\"data row2 col1\" >1795-11-02 00:00:00</td>\n",
       "      <td id=\"T_d2583_row2_col2\" class=\"data row2 col2\" >Mecklenburg Co., N.C.</td>\n",
       "      <td id=\"T_d2583_row2_col3\" class=\"data row2 col3\" >1849-06-15 00:00:00</td>\n",
       "      <td id=\"T_d2583_row2_col4\" class=\"data row2 col4\" >Nashville, Tennessee</td>\n",
       "      <td id=\"T_d2583_row2_col5\" class=\"data row2 col5\" >53.7</td>\n",
       "      <td id=\"T_d2583_row2_col6\" class=\"data row2 col6\" >642.1</td>\n",
       "      <td id=\"T_d2583_row2_col7\" class=\"data row2 col7\" >19583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row3_col0\" class=\"data row3 col0\" >Abraham Lincoln</td>\n",
       "      <td id=\"T_d2583_row3_col1\" class=\"data row3 col1\" >1809-02-12 00:00:00</td>\n",
       "      <td id=\"T_d2583_row3_col2\" class=\"data row3 col2\" >LaRue Co., Kentucky</td>\n",
       "      <td id=\"T_d2583_row3_col3\" class=\"data row3 col3\" >1865-04-15 00:00:00</td>\n",
       "      <td id=\"T_d2583_row3_col4\" class=\"data row3 col4\" >Washington, D.C.</td>\n",
       "      <td id=\"T_d2583_row3_col5\" class=\"data row3 col5\" >56.2</td>\n",
       "      <td id=\"T_d2583_row3_col6\" class=\"data row3 col6\" >672.7</td>\n",
       "      <td id=\"T_d2583_row3_col7\" class=\"data row3 col7\" >20516.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row4_col0\" class=\"data row4 col0\" >Chester Arthur</td>\n",
       "      <td id=\"T_d2583_row4_col1\" class=\"data row4 col1\" >1829-10-05 00:00:00</td>\n",
       "      <td id=\"T_d2583_row4_col2\" class=\"data row4 col2\" >Fairfield, Vermont</td>\n",
       "      <td id=\"T_d2583_row4_col3\" class=\"data row4 col3\" >1886-11-18 00:00:00</td>\n",
       "      <td id=\"T_d2583_row4_col4\" class=\"data row4 col4\" >New York, New York</td>\n",
       "      <td id=\"T_d2583_row4_col5\" class=\"data row4 col5\" >57.2</td>\n",
       "      <td id=\"T_d2583_row4_col6\" class=\"data row4 col6\" >684.0</td>\n",
       "      <td id=\"T_d2583_row4_col7\" class=\"data row4 col7\" >20863.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row5_col0\" class=\"data row5 col0\" >Warren G. Harding</td>\n",
       "      <td id=\"T_d2583_row5_col1\" class=\"data row5 col1\" >1865-11-02 00:00:00</td>\n",
       "      <td id=\"T_d2583_row5_col2\" class=\"data row5 col2\" >Morrow County, Ohio</td>\n",
       "      <td id=\"T_d2583_row5_col3\" class=\"data row5 col3\" >1923-08-02 00:00:00</td>\n",
       "      <td id=\"T_d2583_row5_col4\" class=\"data row5 col4\" >San Francisco, Cal.</td>\n",
       "      <td id=\"T_d2583_row5_col5\" class=\"data row5 col5\" >57.8</td>\n",
       "      <td id=\"T_d2583_row5_col6\" class=\"data row5 col6\" >691.5</td>\n",
       "      <td id=\"T_d2583_row5_col7\" class=\"data row5 col7\" >21091.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row6_col0\" class=\"data row6 col0\" >William McKinley</td>\n",
       "      <td id=\"T_d2583_row6_col1\" class=\"data row6 col1\" >1843-01-29 00:00:00</td>\n",
       "      <td id=\"T_d2583_row6_col2\" class=\"data row6 col2\" >Niles, Ohio</td>\n",
       "      <td id=\"T_d2583_row6_col3\" class=\"data row6 col3\" >1901-09-14 00:00:00</td>\n",
       "      <td id=\"T_d2583_row6_col4\" class=\"data row6 col4\" >Buffalo, New York</td>\n",
       "      <td id=\"T_d2583_row6_col5\" class=\"data row6 col5\" >58.7</td>\n",
       "      <td id=\"T_d2583_row6_col6\" class=\"data row6 col6\" >702.0</td>\n",
       "      <td id=\"T_d2583_row6_col7\" class=\"data row6 col7\" >21412.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row7_col0\" class=\"data row7 col0\" >Theodore Roosevelt</td>\n",
       "      <td id=\"T_d2583_row7_col1\" class=\"data row7 col1\" >1858-10-27 00:00:00</td>\n",
       "      <td id=\"T_d2583_row7_col2\" class=\"data row7 col2\" >New York, New York</td>\n",
       "      <td id=\"T_d2583_row7_col3\" class=\"data row7 col3\" >1919-01-06 00:00:00</td>\n",
       "      <td id=\"T_d2583_row7_col4\" class=\"data row7 col4\" >Oyster Bay, New York</td>\n",
       "      <td id=\"T_d2583_row7_col5\" class=\"data row7 col5\" >60.2</td>\n",
       "      <td id=\"T_d2583_row7_col6\" class=\"data row7 col6\" >720.8</td>\n",
       "      <td id=\"T_d2583_row7_col7\" class=\"data row7 col7\" >21985.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row8_col0\" class=\"data row8 col0\" >Calvin Coolidge</td>\n",
       "      <td id=\"T_d2583_row8_col1\" class=\"data row8 col1\" >1872-07-04 00:00:00</td>\n",
       "      <td id=\"T_d2583_row8_col2\" class=\"data row8 col2\" >Plymouth, Vermont</td>\n",
       "      <td id=\"T_d2583_row8_col3\" class=\"data row8 col3\" >1933-01-05 00:00:00</td>\n",
       "      <td id=\"T_d2583_row8_col4\" class=\"data row8 col4\" >Northampton, Mass.</td>\n",
       "      <td id=\"T_d2583_row8_col5\" class=\"data row8 col5\" >60.5</td>\n",
       "      <td id=\"T_d2583_row8_col6\" class=\"data row8 col6\" >724.6</td>\n",
       "      <td id=\"T_d2583_row8_col7\" class=\"data row8 col7\" >22099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td id=\"T_d2583_row9_col0\" class=\"data row9 col0\" >Franklin Roosevelt</td>\n",
       "      <td id=\"T_d2583_row9_col1\" class=\"data row9 col1\" >1882-01-30 00:00:00</td>\n",
       "      <td id=\"T_d2583_row9_col2\" class=\"data row9 col2\" >Hyde Park, New York</td>\n",
       "      <td id=\"T_d2583_row9_col3\" class=\"data row9 col3\" >1945-04-12 00:00:00</td>\n",
       "      <td id=\"T_d2583_row9_col4\" class=\"data row9 col4\" >Warm Springs, Ga.</td>\n",
       "      <td id=\"T_d2583_row9_col5\" class=\"data row9 col5\" >63.2</td>\n",
       "      <td id=\"T_d2583_row9_col6\" class=\"data row9 col6\" >756.8</td>\n",
       "      <td id=\"T_d2583_row9_col7\" class=\"data row9 col7\" >23082.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x2b4a7ec9b400>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "presidents_df[\"LIVED YEARS\"] = lived_years\n",
    "presidents_df[\"LIVED MONTHS\"] = lived_months\n",
    "presidents_df[\"LIVED DAYS\"] = lived_days\n",
    "\n",
    "presidents_df.sort_values(\"LIVED YEARS\", ascending=True).head(10).style.hide_index().format({\"LIVED YEARS\": \"{:.1f}\", \"LIVED MONTHS\": \"{:.1f}\", \"LIVED DAYS\": \"{:.1f}\"})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRESIDENT</th>\n",
       "      <th>BIRTH DATE</th>\n",
       "      <th>BIRTH PLACE</th>\n",
       "      <th>DEATH DATE</th>\n",
       "      <th>LOCATION OF DEATH</th>\n",
       "      <th>LIVED YEARS</th>\n",
       "      <th>LIVED MONTHS</th>\n",
       "      <th>LIVED DAYS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Jimmy Carter</td>\n",
       "      <td>1924-10-01</td>\n",
       "      <td>Plains, Georgia</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97.1</td>\n",
       "      <td>1162.1</td>\n",
       "      <td>35444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Ronald Reagan</td>\n",
       "      <td>1911-02-06</td>\n",
       "      <td>Tampico, Illinois</td>\n",
       "      <td>2004-06-05</td>\n",
       "      <td>Los Angeles, Cal.</td>\n",
       "      <td>93.4</td>\n",
       "      <td>1117.6</td>\n",
       "      <td>34088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>George Bush</td>\n",
       "      <td>1924-06-12</td>\n",
       "      <td>Milton, Mass.</td>\n",
       "      <td>2018-11-30</td>\n",
       "      <td>Houston, Texas</td>\n",
       "      <td>94.5</td>\n",
       "      <td>1131.3</td>\n",
       "      <td>34504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Bill Clinton</td>\n",
       "      <td>1946-08-19</td>\n",
       "      <td>Hope, Arkansas</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.2</td>\n",
       "      <td>900.1</td>\n",
       "      <td>27452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>George W. Bush</td>\n",
       "      <td>1946-07-06</td>\n",
       "      <td>New Haven, Conn.</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.3</td>\n",
       "      <td>901.5</td>\n",
       "      <td>27496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Barack Obama</td>\n",
       "      <td>1961-08-04</td>\n",
       "      <td>Honolulu, Hawaii</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.2</td>\n",
       "      <td>720.9</td>\n",
       "      <td>21988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Donald Trump</td>\n",
       "      <td>1946-06-14</td>\n",
       "      <td>New York, New York</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.4</td>\n",
       "      <td>902.2</td>\n",
       "      <td>27518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Joe Biden</td>\n",
       "      <td>1942-11-20</td>\n",
       "      <td>Scranton, Pa.</td>\n",
       "      <td>2021-10-16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>79.0</td>\n",
       "      <td>944.9</td>\n",
       "      <td>28820</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         PRESIDENT BIRTH DATE         BIRTH PLACE DEATH DATE  \\\n",
       "37    Jimmy Carter 1924-10-01     Plains, Georgia 2021-10-16   \n",
       "38   Ronald Reagan 1911-02-06   Tampico, Illinois 2004-06-05   \n",
       "39     George Bush 1924-06-12       Milton, Mass. 2018-11-30   \n",
       "40    Bill Clinton 1946-08-19      Hope, Arkansas 2021-10-16   \n",
       "41  George W. Bush 1946-07-06    New Haven, Conn. 2021-10-16   \n",
       "42    Barack Obama 1961-08-04    Honolulu, Hawaii 2021-10-16   \n",
       "43    Donald Trump 1946-06-14  New York, New York 2021-10-16   \n",
       "44       Joe Biden 1942-11-20       Scranton, Pa. 2021-10-16   \n",
       "\n",
       "    LOCATION OF DEATH  LIVED YEARS  LIVED MONTHS  LIVED DAYS  \n",
       "37                NaN         97.1        1162.1       35444  \n",
       "38  Los Angeles, Cal.         93.4        1117.6       34088  \n",
       "39     Houston, Texas         94.5        1131.3       34504  \n",
       "40                NaN         75.2         900.1       27452  \n",
       "41                NaN         75.3         901.5       27496  \n",
       "42                NaN         60.2         720.9       21988  \n",
       "43                NaN         75.4         902.2       27518  \n",
       "44                NaN         79.0         944.9       28820  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check age of still living presidents\n",
    "presidents_df.tail(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the table as png\n",
    "dfi.export(presidents_df.sort_values(\"LIVED YEARS\", ascending=True).head(10).style.hide_index().format({\"LIVED YEARS\": \"{:.1f}\", \"LIVED MONTHS\": \"{:.1f}\", \"LIVED DAYS\": \"{:.1f}\"}), \"presidents_short_lived.png\")\n",
    "\n",
    "dfi.export(presidents_df.sort_values(\"LIVED YEARS\", ascending=False).head(10).style.hide_index().format({\"LIVED YEARS\": \"{:.1f}\", \"LIVED MONTHS\": \"{:.1f}\", \"LIVED DAYS\": \"{:.1f}\"}), \"presidents_long_lived.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find mean\n",
    "my_mean = presidents_df[\"LIVED DAYS\"].mean()\n",
    "\n",
    "# Find weighted mean\n",
    "# Same as mean as every lived days value is unique? \n",
    "my_weighted_mean = presidents_df[\"LIVED DAYS\"].mean()\n",
    "\n",
    "# Find meadian\n",
    "my_median = presidents_df[\"LIVED DAYS\"].median()\n",
    "\n",
    "# Find mode\n",
    "# No presidents lived the same number of days\n",
    "my_mode = presidents_df[\"LIVED DAYS\"].mode()[0]\n",
    "\n",
    "# Find max\n",
    "my_max = presidents_df[\"LIVED DAYS\"].max()\n",
    "\n",
    "# Find min\n",
    "my_min = presidents_df[\"LIVED DAYS\"].min()\n",
    "\n",
    "# Find standard deviation\n",
    "my_std = presidents_df[\"LIVED DAYS\"].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_1e06b_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"col_heading level0 col0\" >MEAN</th>\n",
       "      <th class=\"col_heading level0 col1\" >WEIGHTED MEAN</th>\n",
       "      <th class=\"col_heading level0 col2\" >MEDIAN</th>\n",
       "      <th class=\"col_heading level0 col3\" >MODE</th>\n",
       "      <th class=\"col_heading level0 col4\" >MAX</th>\n",
       "      <th class=\"col_heading level0 col5\" >MIN</th>\n",
       "      <th class=\"col_heading level0 col6\" >STANDARD DEVIATION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td id=\"T_1e06b_row0_col0\" class=\"data row0 col0\" >26097.179487</td>\n",
       "      <td id=\"T_1e06b_row0_col1\" class=\"data row0 col1\" >26097.179487</td>\n",
       "      <td id=\"T_1e06b_row0_col2\" class=\"data row0 col2\" >25673.000000</td>\n",
       "      <td id=\"T_1e06b_row0_col3\" class=\"data row0 col3\" >16978.000000</td>\n",
       "      <td id=\"T_1e06b_row0_col4\" class=\"data row0 col4\" >34504.000000</td>\n",
       "      <td id=\"T_1e06b_row0_col5\" class=\"data row0 col5\" >16978.000000</td>\n",
       "      <td id=\"T_1e06b_row0_col6\" class=\"data row0 col6\" >4596.072413</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x2b4bad325d90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create table with new data\n",
    "calculations_data = {\"MEAN\": my_mean, \"WEIGHTED MEAN\": my_weighted_mean, \"MEDIAN\": my_median, \"MODE\": my_mode, \"MAX\": my_max, \"MIN\": my_min, \"STANDARD DEVIATION\": my_std}\n",
    "calculations_df = pd.DataFrame(data=calculations_data, index=[0]).style.hide_index()\n",
    "calculations_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create bar graph and output it to .png\n",
    "plot_data = [my_mean, my_weighted_mean, my_median, my_mode, my_max, my_min, my_std]\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.bar([\"MEAN\", \"WEIGHTED MEAN\", \"MEDIAN\", \"MODE\", \"MAX\", \"MIN\", \"STANDARD DEVIATION\"], plot_data)\n",
    "plt.savefig(\"bar_graph.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "d3f6d06a435f64d0099df63ddab741a0c0f2791e3f3318ce59bb935906fd0fbc"
  },
  "kernelspec": {
   "display_name": "Python 3.8.5 64-bit (conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}