Pandas Analysis with Billionaires.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Homework 5, Part 2: Answer questions with pandas\n",
    "\n",
    "**Use the Excel file to answer the following questions.** This is a little more typical of what your data exploration will look like with pandas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0) Setup\n",
    "\n",
    "Import pandas **with the correct name** ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jessieblaeser/.pyenv/versions/3.10.0/lib/python3.10/site-packages/pandas/compat/__init__.py:124: UserWarning: Could not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n",
      "  warnings.warn(msg)\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) Reading in an Excel file\n",
    "\n",
    "Use pandas to read in the `richpeople.xlsx` Excel file, saving it as a variable with the name we'll always use for a dataframe.\n",
    "\n",
    "> **TIP:** You will use `read_excel` instead of `read_csv`. Trying `read_excel` the first time will probably not work, you'll get an error message. Be sure to read the error carefully: *you probably need to install a new library before it will work, and the error tells you what the library is named*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting openpyxl\n",
      "  Downloading openpyxl-3.0.9-py2.py3-none-any.whl (242 kB)\n",
      "\u001b[K     |████████████████████████████████| 242 kB 2.1 MB/s eta 0:00:01    |████████▏                       | 61 kB 2.1 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting et-xmlfile\n",
      "  Downloading et_xmlfile-1.1.0-py3-none-any.whl (4.7 kB)\n",
      "Installing collected packages: et-xmlfile, openpyxl\n",
      "Successfully installed et-xmlfile-1.1.0 openpyxl-3.0.9\n",
      "\u001b[33mWARNING: You are using pip version 21.2.3; however, version 21.3.1 is available.\n",
      "You should consider upgrading via the '/Users/jessieblaeser/.pyenv/versions/3.10.0/bin/python -m pip install --upgrade pip' command.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install openpyxl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>rank</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>countrycode</th>\n",
       "      <th>networthusbillion</th>\n",
       "      <th>selfmade</th>\n",
       "      <th>typeofwealth</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>...</th>\n",
       "      <th>relationshiptocompany</th>\n",
       "      <th>foundingdate</th>\n",
       "      <th>gdpcurrentus</th>\n",
       "      <th>sourceofwealth</th>\n",
       "      <th>notes</th>\n",
       "      <th>notes2</th>\n",
       "      <th>source</th>\n",
       "      <th>source_2</th>\n",
       "      <th>source_3</th>\n",
       "      <th>source_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014</td>\n",
       "      <td>A. Jerrold Perenchio</td>\n",
       "      <td>663</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>2.6</td>\n",
       "      <td>self-made</td>\n",
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       "      <td>male</td>\n",
       "      <td>83.0</td>\n",
       "      <td>...</td>\n",
       "      <td>former chairman and CEO</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>television, Univision</td>\n",
       "      <td>represented Marlon Brando and Elizabeth Taylor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jerry_Perenchio</td>\n",
       "      <td>http://www.forbes.com/profile/a-jerrold-perenc...</td>\n",
       "      <td>COLUMN ONE; A Hollywood Player Who Owns the Ga...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdulla Al Futtaim</td>\n",
       "      <td>687</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>2.5</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>auto dealers, investments</td>\n",
       "      <td>company split between him and cousin in 2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Al-Futtaim_Group</td>\n",
       "      <td>http://www.al-futtaim.ae/content/groupProfile.asp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdulla bin Ahmad Al Ghurair</td>\n",
       "      <td>305</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>4.8</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diversified</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Al-Ghurair_Group</td>\n",
       "      <td>http://www.alghurair.com/about-us/our-history</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdullah Al Rajhi</td>\n",
       "      <td>731</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>SAU</td>\n",
       "      <td>2.4</td>\n",
       "      <td>self-made</td>\n",
       "      <td>self-made finance</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>banking</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Al-Rajhi_Bank</td>\n",
       "      <td>http://www.alrajhibank.com.sa/ar/investor-rela...</td>\n",
       "      <td>http://www.alrajhibank.com.sa/ar/about-us/page...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdulsamad Rabiu</td>\n",
       "      <td>1372</td>\n",
       "      <td>Nigeria</td>\n",
       "      <td>NGA</td>\n",
       "      <td>1.2</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sugar, flour, cement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/abdulsamad-rabiu/</td>\n",
       "      <td>http://www.bloomberg.com/research/stocks/priva...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>2014</td>\n",
       "      <td>Zhu Yicai</td>\n",
       "      <td>1154</td>\n",
       "      <td>China</td>\n",
       "      <td>CHN</td>\n",
       "      <td>1.5</td>\n",
       "      <td>self-made</td>\n",
       "      <td>self-made finance</td>\n",
       "      <td>male</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diversified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/zhu-yicai/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1649</th>\n",
       "      <td>2014</td>\n",
       "      <td>Ziyad Manasir</td>\n",
       "      <td>609</td>\n",
       "      <td>Russia</td>\n",
       "      <td>RUS</td>\n",
       "      <td>2.8</td>\n",
       "      <td>self-made</td>\n",
       "      <td>privatized and resources</td>\n",
       "      <td>male</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>construction</td>\n",
       "      <td>close ties with Gazprom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/ziyad-manasir/</td>\n",
       "      <td>http://www.themoscowtimes.com/business/article...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1650</th>\n",
       "      <td>2014</td>\n",
       "      <td>Ziyaudin Magomedov</td>\n",
       "      <td>1372</td>\n",
       "      <td>Russia</td>\n",
       "      <td>RUS</td>\n",
       "      <td>1.2</td>\n",
       "      <td>self-made</td>\n",
       "      <td>privatized and resources</td>\n",
       "      <td>male</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>port, gas</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.summagroup.ru/about/history/en/</td>\n",
       "      <td>http://www.forbes.com/profile/ziyaudin-magomedov/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1651</th>\n",
       "      <td>2014</td>\n",
       "      <td>Zong Qinghou</td>\n",
       "      <td>94</td>\n",
       "      <td>China</td>\n",
       "      <td>CHN</td>\n",
       "      <td>11.6</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>68.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>beverages</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Zong_Qinghou</td>\n",
       "      <td>http://mic.com/articles/39659/zong-qinghou-chi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1652</th>\n",
       "      <td>2014</td>\n",
       "      <td>Zygmunt Solorz-Zak</td>\n",
       "      <td>446</td>\n",
       "      <td>Poland</td>\n",
       "      <td>POL</td>\n",
       "      <td>3.5</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>57.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TV broadcasting</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Zygmunt_Solorz-%C...</td>\n",
       "      <td>No Mob Bosses in This Legal Strategy The New Y...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1653 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      year                          name  rank           citizenship  \\\n",
       "0     2014          A. Jerrold Perenchio   663         United States   \n",
       "1     2014            Abdulla Al Futtaim   687  United Arab Emirates   \n",
       "2     2014  Abdulla bin Ahmad Al Ghurair   305  United Arab Emirates   \n",
       "3     2014             Abdullah Al Rajhi   731          Saudi Arabia   \n",
       "4     2014              Abdulsamad Rabiu  1372               Nigeria   \n",
       "...    ...                           ...   ...                   ...   \n",
       "1648  2014                     Zhu Yicai  1154                 China   \n",
       "1649  2014                 Ziyad Manasir   609                Russia   \n",
       "1650  2014            Ziyaudin Magomedov  1372                Russia   \n",
       "1651  2014                  Zong Qinghou    94                 China   \n",
       "1652  2014            Zygmunt Solorz-Zak   446                Poland   \n",
       "\n",
       "     countrycode  networthusbillion   selfmade              typeofwealth  \\\n",
       "0            USA                2.6  self-made                 executive   \n",
       "1            ARE                2.5  inherited                 inherited   \n",
       "2            ARE                4.8  inherited                 inherited   \n",
       "3            SAU                2.4  self-made         self-made finance   \n",
       "4            NGA                1.2  self-made       founder non-finance   \n",
       "...          ...                ...        ...                       ...   \n",
       "1648         CHN                1.5  self-made         self-made finance   \n",
       "1649         RUS                2.8  self-made  privatized and resources   \n",
       "1650         RUS                1.2  self-made  privatized and resources   \n",
       "1651         CHN               11.6  self-made       founder non-finance   \n",
       "1652         POL                3.5  self-made       founder non-finance   \n",
       "\n",
       "     gender   age  ...    relationshiptocompany foundingdate gdpcurrentus  \\\n",
       "0      male  83.0  ...  former chairman and CEO       1955.0          NaN   \n",
       "1      male   NaN  ...                 relation       1930.0          NaN   \n",
       "2      male   NaN  ...                 relation       1960.0          NaN   \n",
       "3      male   NaN  ...                  founder       1957.0          NaN   \n",
       "4      male  54.0  ...                  founder       1988.0          NaN   \n",
       "...     ...   ...  ...                      ...          ...          ...   \n",
       "1648   male  49.0  ...                  founder       1993.0          NaN   \n",
       "1649   male  48.0  ...                  founder       1992.0          NaN   \n",
       "1650   male  45.0  ...                  founder       2004.0          NaN   \n",
       "1651   male  68.0  ...                  founder       1987.0          NaN   \n",
       "1652   male  57.0  ...                  founder       1992.0          NaN   \n",
       "\n",
       "                 sourceofwealth  \\\n",
       "0         television, Univision   \n",
       "1     auto dealers, investments   \n",
       "2                   diversified   \n",
       "3                       banking   \n",
       "4          sugar, flour, cement   \n",
       "...                         ...   \n",
       "1648                diversified   \n",
       "1649               construction   \n",
       "1650                  port, gas   \n",
       "1651                  beverages   \n",
       "1652            TV broadcasting   \n",
       "\n",
       "                                               notes  notes2  \\\n",
       "0     represented Marlon Brando and Elizabeth Taylor     NaN   \n",
       "1       company split between him and cousin in 2000     NaN   \n",
       "2                              inherited from father     NaN   \n",
       "3                                                NaN     NaN   \n",
       "4                                                NaN     NaN   \n",
       "...                                              ...     ...   \n",
       "1648                                             NaN     NaN   \n",
       "1649                         close ties with Gazprom     NaN   \n",
       "1650                                             NaN     NaN   \n",
       "1651                                             NaN     NaN   \n",
       "1652                                             NaN     NaN   \n",
       "\n",
       "                                                 source  \\\n",
       "0          http://en.wikipedia.org/wiki/Jerry_Perenchio   \n",
       "1         http://en.wikipedia.org/wiki/Al-Futtaim_Group   \n",
       "2         http://en.wikipedia.org/wiki/Al-Ghurair_Group   \n",
       "3            http://en.wikipedia.org/wiki/Al-Rajhi_Bank   \n",
       "4       http://www.forbes.com/profile/abdulsamad-rabiu/   \n",
       "...                                                 ...   \n",
       "1648           http://www.forbes.com/profile/zhu-yicai/   \n",
       "1649       http://www.forbes.com/profile/ziyad-manasir/   \n",
       "1650         http://www.summagroup.ru/about/history/en/   \n",
       "1651          http://en.wikipedia.org/wiki/Zong_Qinghou   \n",
       "1652  http://en.wikipedia.org/wiki/Zygmunt_Solorz-%C...   \n",
       "\n",
       "                                               source_2  \\\n",
       "0     http://www.forbes.com/profile/a-jerrold-perenc...   \n",
       "1     http://www.al-futtaim.ae/content/groupProfile.asp   \n",
       "2         http://www.alghurair.com/about-us/our-history   \n",
       "3     http://www.alrajhibank.com.sa/ar/investor-rela...   \n",
       "4     http://www.bloomberg.com/research/stocks/priva...   \n",
       "...                                                 ...   \n",
       "1648                                                NaN   \n",
       "1649  http://www.themoscowtimes.com/business/article...   \n",
       "1650  http://www.forbes.com/profile/ziyaudin-magomedov/   \n",
       "1651  http://mic.com/articles/39659/zong-qinghou-chi...   \n",
       "1652  No Mob Bosses in This Legal Strategy The New Y...   \n",
       "\n",
       "                                               source_3 source_4  \n",
       "0     COLUMN ONE; A Hollywood Player Who Owns the Ga...      NaN  \n",
       "1                                                   NaN      NaN  \n",
       "2                                                   NaN      NaN  \n",
       "3     http://www.alrajhibank.com.sa/ar/about-us/page...      NaN  \n",
       "4                                                   NaN      NaN  \n",
       "...                                                 ...      ...  \n",
       "1648                                                NaN      NaN  \n",
       "1649                                                NaN      NaN  \n",
       "1650                                                NaN      NaN  \n",
       "1651                                                NaN      NaN  \n",
       "1652                                                NaN      NaN  \n",
       "\n",
       "[1653 rows x 30 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.read_excel(\"richpeople.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel(\"richpeople.xlsx\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Checking your data\n",
    "\n",
    "Display the number of rows and columns in your data. Also display the names and data types of each column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1653, 30)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['year', 'name', 'rank', 'citizenship', 'countrycode',\n",
       "       'networthusbillion', 'selfmade', 'typeofwealth', 'gender', 'age',\n",
       "       'industry', 'IndustryAggregates', 'region', 'north',\n",
       "       'politicalconnection', 'founder', 'generationofinheritance', 'sector',\n",
       "       'company', 'companytype', 'relationshiptocompany', 'foundingdate',\n",
       "       'gdpcurrentus', 'sourceofwealth', 'notes', 'notes2', 'source',\n",
       "       'source_2', 'source_3', 'source_4'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1653 entries, 0 to 1652\n",
      "Data columns (total 30 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   year                     1653 non-null   int64  \n",
      " 1   name                     1653 non-null   object \n",
      " 2   rank                     1653 non-null   int64  \n",
      " 3   citizenship              1653 non-null   object \n",
      " 4   countrycode              1653 non-null   object \n",
      " 5   networthusbillion        1653 non-null   float64\n",
      " 6   selfmade                 1651 non-null   object \n",
      " 7   typeofwealth             1651 non-null   object \n",
      " 8   gender                   1653 non-null   object \n",
      " 9   age                      1590 non-null   float64\n",
      " 10  industry                 1652 non-null   object \n",
      " 11  IndustryAggregates       1652 non-null   object \n",
      " 12  region                   1653 non-null   object \n",
      " 13  north                    1653 non-null   int64  \n",
      " 14  politicalconnection      56 non-null     float64\n",
      " 15  founder                  1653 non-null   int64  \n",
      " 16  generationofinheritance  1653 non-null   object \n",
      " 17  sector                   1653 non-null   object \n",
      " 18  company                  1645 non-null   object \n",
      " 19  companytype              1646 non-null   object \n",
      " 20  relationshiptocompany    1651 non-null   object \n",
      " 21  foundingdate             1641 non-null   float64\n",
      " 22  gdpcurrentus             0 non-null      float64\n",
      " 23  sourceofwealth           1635 non-null   object \n",
      " 24  notes                    683 non-null    object \n",
      " 25  notes2                   111 non-null    object \n",
      " 26  source                   1653 non-null   object \n",
      " 27  source_2                 1416 non-null   object \n",
      " 28  source_3                 523 non-null    object \n",
      " 29  source_4                 17 non-null     object \n",
      "dtypes: float64(5), int64(4), object(21)\n",
      "memory usage: 387.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) Who are the top 10 richest billionaires? Use the `networthusbillion` column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>rank</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>countrycode</th>\n",
       "      <th>networthusbillion</th>\n",
       "      <th>selfmade</th>\n",
       "      <th>typeofwealth</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>...</th>\n",
       "      <th>relationshiptocompany</th>\n",
       "      <th>foundingdate</th>\n",
       "      <th>gdpcurrentus</th>\n",
       "      <th>sourceofwealth</th>\n",
       "      <th>notes</th>\n",
       "      <th>notes2</th>\n",
       "      <th>source</th>\n",
       "      <th>source_2</th>\n",
       "      <th>source_3</th>\n",
       "      <th>source_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abigail Johnson</td>\n",
       "      <td>50</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>17.3</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>female</td>\n",
       "      <td>52.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1946.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>money management</td>\n",
       "      <td>3rd generation</td>\n",
       "      <td>no male siblings</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Edward_Johnson,_III</td>\n",
       "      <td>https://www.fidelity.com/about-fidelity/our-he...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdulla bin Ahmad Al Ghurair</td>\n",
       "      <td>305</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>4.8</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diversified</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Al-Ghurair_Group</td>\n",
       "      <td>http://www.alghurair.com/about-us/our-history</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2014</td>\n",
       "      <td>Adi Godrej</td>\n",
       "      <td>446</td>\n",
       "      <td>India</td>\n",
       "      <td>IND</td>\n",
       "      <td>3.5</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>71.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1897.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>consumer goods</td>\n",
       "      <td>3rd generation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Godrej_family</td>\n",
       "      <td>http://www.forbes.com/profile/godrej/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abilio dos Santos Diniz</td>\n",
       "      <td>609</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>BRA</td>\n",
       "      <td>2.8</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>77.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1948.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>retail</td>\n",
       "      <td>kidnapped for 6 days in 1989, inherited from f...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Ab%C3%ADlio_Diniz</td>\n",
       "      <td>http://www.forbes.com/profile/abilio-dos-santo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014</td>\n",
       "      <td>A. Jerrold Perenchio</td>\n",
       "      <td>663</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>2.6</td>\n",
       "      <td>self-made</td>\n",
       "      <td>executive</td>\n",
       "      <td>male</td>\n",
       "      <td>83.0</td>\n",
       "      <td>...</td>\n",
       "      <td>former chairman and CEO</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>television, Univision</td>\n",
       "      <td>represented Marlon Brando and Elizabeth Taylor</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jerry_Perenchio</td>\n",
       "      <td>http://www.forbes.com/profile/a-jerrold-perenc...</td>\n",
       "      <td>COLUMN ONE; A Hollywood Player Who Owns the Ga...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdulla Al Futtaim</td>\n",
       "      <td>687</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>ARE</td>\n",
       "      <td>2.5</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>auto dealers, investments</td>\n",
       "      <td>company split between him and cousin in 2000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Al-Futtaim_Group</td>\n",
       "      <td>http://www.al-futtaim.ae/content/groupProfile.asp</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdullah Al Rajhi</td>\n",
       "      <td>731</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>SAU</td>\n",
       "      <td>2.4</td>\n",
       "      <td>self-made</td>\n",
       "      <td>self-made finance</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>banking</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Al-Rajhi_Bank</td>\n",
       "      <td>http://www.alrajhibank.com.sa/ar/investor-rela...</td>\n",
       "      <td>http://www.alrajhibank.com.sa/ar/about-us/page...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2014</td>\n",
       "      <td>Achmad Hamami</td>\n",
       "      <td>1092</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>IDN</td>\n",
       "      <td>1.6</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>83.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>heavy equipment</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/achmad-hamami/</td>\n",
       "      <td>http://www.trakindo.co.id/website/pages/compan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014</td>\n",
       "      <td>Abdulsamad Rabiu</td>\n",
       "      <td>1372</td>\n",
       "      <td>Nigeria</td>\n",
       "      <td>NGA</td>\n",
       "      <td>1.2</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sugar, flour, cement</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/abdulsamad-rabiu/</td>\n",
       "      <td>http://www.bloomberg.com/research/stocks/priva...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2014</td>\n",
       "      <td>Aerin Lauder Zinterhofer</td>\n",
       "      <td>1465</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>1.1</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>female</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1946.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>inherited, cosmetics</td>\n",
       "      <td>3rd generation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Jane_Lauder</td>\n",
       "      <td>http://investing.businessweek.com/research/sto...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   year                          name  rank           citizenship countrycode  \\\n",
       "5  2014               Abigail Johnson    50         United States         USA   \n",
       "2  2014  Abdulla bin Ahmad Al Ghurair   305  United Arab Emirates         ARE   \n",
       "8  2014                    Adi Godrej   446                 India         IND   \n",
       "6  2014       Abilio dos Santos Diniz   609                Brazil         BRA   \n",
       "0  2014          A. Jerrold Perenchio   663         United States         USA   \n",
       "1  2014            Abdulla Al Futtaim   687  United Arab Emirates         ARE   \n",
       "3  2014             Abdullah Al Rajhi   731          Saudi Arabia         SAU   \n",
       "7  2014                 Achmad Hamami  1092             Indonesia         IDN   \n",
       "4  2014              Abdulsamad Rabiu  1372               Nigeria         NGA   \n",
       "9  2014      Aerin Lauder Zinterhofer  1465         United States         USA   \n",
       "\n",
       "   networthusbillion   selfmade         typeofwealth  gender   age  ...  \\\n",
       "5               17.3  inherited            inherited  female  52.0  ...   \n",
       "2                4.8  inherited            inherited    male   NaN  ...   \n",
       "8                3.5  inherited            inherited    male  71.0  ...   \n",
       "6                2.8  inherited            inherited    male  77.0  ...   \n",
       "0                2.6  self-made            executive    male  83.0  ...   \n",
       "1                2.5  inherited            inherited    male   NaN  ...   \n",
       "3                2.4  self-made    self-made finance    male   NaN  ...   \n",
       "7                1.6  self-made  founder non-finance    male  83.0  ...   \n",
       "4                1.2  self-made  founder non-finance    male  54.0  ...   \n",
       "9                1.1  inherited            inherited  female  44.0  ...   \n",
       "\n",
       "     relationshiptocompany foundingdate gdpcurrentus  \\\n",
       "5                 relation       1946.0          NaN   \n",
       "2                 relation       1960.0          NaN   \n",
       "8                 relation       1897.0          NaN   \n",
       "6                 relation       1948.0          NaN   \n",
       "0  former chairman and CEO       1955.0          NaN   \n",
       "1                 relation       1930.0          NaN   \n",
       "3                  founder       1957.0          NaN   \n",
       "7                  founder       1980.0          NaN   \n",
       "4                  founder       1988.0          NaN   \n",
       "9                 relation       1946.0          NaN   \n",
       "\n",
       "              sourceofwealth  \\\n",
       "5           money management   \n",
       "2                diversified   \n",
       "8             consumer goods   \n",
       "6                     retail   \n",
       "0      television, Univision   \n",
       "1  auto dealers, investments   \n",
       "3                    banking   \n",
       "7            heavy equipment   \n",
       "4       sugar, flour, cement   \n",
       "9       inherited, cosmetics   \n",
       "\n",
       "                                               notes            notes2  \\\n",
       "5                                     3rd generation  no male siblings   \n",
       "2                              inherited from father               NaN   \n",
       "8                                     3rd generation               NaN   \n",
       "6  kidnapped for 6 days in 1989, inherited from f...               NaN   \n",
       "0     represented Marlon Brando and Elizabeth Taylor               NaN   \n",
       "1       company split between him and cousin in 2000               NaN   \n",
       "3                                                NaN               NaN   \n",
       "7                                                NaN               NaN   \n",
       "4                                                NaN               NaN   \n",
       "9                                     3rd generation               NaN   \n",
       "\n",
       "                                             source  \\\n",
       "5  http://en.wikipedia.org/wiki/Edward_Johnson,_III   \n",
       "2     http://en.wikipedia.org/wiki/Al-Ghurair_Group   \n",
       "8        http://en.wikipedia.org/wiki/Godrej_family   \n",
       "6    http://en.wikipedia.org/wiki/Ab%C3%ADlio_Diniz   \n",
       "0      http://en.wikipedia.org/wiki/Jerry_Perenchio   \n",
       "1     http://en.wikipedia.org/wiki/Al-Futtaim_Group   \n",
       "3        http://en.wikipedia.org/wiki/Al-Rajhi_Bank   \n",
       "7      http://www.forbes.com/profile/achmad-hamami/   \n",
       "4   http://www.forbes.com/profile/abdulsamad-rabiu/   \n",
       "9          http://en.wikipedia.org/wiki/Jane_Lauder   \n",
       "\n",
       "                                            source_2  \\\n",
       "5  https://www.fidelity.com/about-fidelity/our-he...   \n",
       "2      http://www.alghurair.com/about-us/our-history   \n",
       "8              http://www.forbes.com/profile/godrej/   \n",
       "6  http://www.forbes.com/profile/abilio-dos-santo...   \n",
       "0  http://www.forbes.com/profile/a-jerrold-perenc...   \n",
       "1  http://www.al-futtaim.ae/content/groupProfile.asp   \n",
       "3  http://www.alrajhibank.com.sa/ar/investor-rela...   \n",
       "7  http://www.trakindo.co.id/website/pages/compan...   \n",
       "4  http://www.bloomberg.com/research/stocks/priva...   \n",
       "9  http://investing.businessweek.com/research/sto...   \n",
       "\n",
       "                                            source_3 source_4  \n",
       "5                                                NaN      NaN  \n",
       "2                                                NaN      NaN  \n",
       "8                                                NaN      NaN  \n",
       "6                                                NaN      NaN  \n",
       "0  COLUMN ONE; A Hollywood Player Who Owns the Ga...      NaN  \n",
       "1                                                NaN      NaN  \n",
       "3  http://www.alrajhibank.com.sa/ar/about-us/page...      NaN  \n",
       "7                                                NaN      NaN  \n",
       "4                                                NaN      NaN  \n",
       "9                                                NaN      NaN  \n",
       "\n",
       "[10 rows x 30 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10).sort_values(by='networthusbillion', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4) How many male billionaires are there compared to the number of female billionares? What percent is that? Do they have a different average wealth?\n",
    "\n",
    "> **TIP:** The last part uses `groupby`, but the count/percent part does not.\n",
    "> **TIP:** When I say \"average,\" you can pick what kind of average you use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "male      1473\n",
       "female     180\n",
       "Name: gender, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.gender.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "len(df.index)\n",
    "rows = len(df.index)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[df.gender == 'female']\n",
    "fem_bill = df[df.gender == 'female']\n",
    "                   \n",
    "df[df.gender == 'male']\n",
    "male_bill = df[df.gender == 'male']\n",
    "\n",
    "#male_bill / rows\n",
    "#perct_male = male_bill / rows\n",
    "#perct_male\n",
    "#QUESTION: what happened here? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_male = 0\n",
    "for male in male_bill: \n",
    "    if male:\n",
    "        total_male = total_male + 1\n",
    "        \n",
    "total_male"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1473, 30)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "male_bill.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5) What is the most common source/type of wealth? Is it different between males and females?\n",
    "\n",
    "> **TIP:** You know how to `groupby` and you know how to count how many times a value is in a column. Can you put them together???\n",
    "> **TIP:** Use percentages for this, it makes it a lot more readable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "inherited                   506\n",
       "founder non-finance         467\n",
       "self-made finance           344\n",
       "privatized and resources    192\n",
       "executive                   142\n",
       "Name: typeofwealth, dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.typeofwealth.value_counts()\n",
    "#QUESTION: how do i do value counts for the COUNT of a string? Do i need to save each 'typeofwealth' as a vaiable? \n",
    "    # Also the above function does put them in descending order, so...is there a need to do more? \n",
    "\n",
    "df.typeofwealth.value_counts(ascending=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "founder non-finance         446\n",
       "inherited                   364\n",
       "self-made finance           338\n",
       "privatized and resources    187\n",
       "executive                   136\n",
       "Name: typeofwealth, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "male_bill.typeofwealth.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "inherited                   142\n",
       "founder non-finance          21\n",
       "self-made finance             6\n",
       "executive                     6\n",
       "privatized and resources      5\n",
       "Name: typeofwealth, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fem_bill.typeofwealth.value_counts()\n",
    "# Yes, for male and female billionares who have listed their 'typeofwealth,' most male billionaires fall in the \"founder non-finance\" category -->\n",
    "    # while most female billionaires have inherited their wealth. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6) What companies have the most billionaires? Graph the top 5 as a horizontal bar graph.\n",
    "\n",
    "> **TIP:** First find the answer to the question, then just try to throw `.plot()` on the end\n",
    ">\n",
    "> **TIP:** You can use `.head()` on *anything*, not just your basic `df`\n",
    ">\n",
    "> **TIP:** You might feel like you should use `groupby`, but don't! There's an easier way to count.\n",
    ">\n",
    "> **TIP:** Make the largest bar be at the top of the graph\n",
    ">\n",
    "> **TIP:** If your chart seems... weird, think about where in the process you're sorting vs using `head`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'comps with the most bills'}>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#df.company.value_counts(ascending=False)\n",
    "\n",
    "# df.company.value_counts(ascending=False).plot.barh(x='company', y='number of bills',\n",
    "#              title='comps with the most bills', color='green')\n",
    "#omg!!!! \n",
    "df.company.value_counts(ascending=False).head(5).plot.barh(x='company', y='number of bills',\n",
    "             title='comps with the most bills', color='green')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7) How much money do these billionaires have in total?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "$6454.40 bilion\n",
      "In other words, these billionaries hold about $6.45 tillion\n"
     ]
    }
   ],
   "source": [
    "# top_comps = df.company.value_counts(ascending=False).head(5)\n",
    "\n",
    "# top_comps.networthusbillion.sum()\n",
    "\n",
    "# df.company.value_counts(ascending=False).head(5).networthusbillion.sum()\n",
    "df.networthusbillion.sum()\n",
    "print(f'${df.networthusbillion.sum():.2f} bilion')\n",
    "print(f'In other words, these billionaries hold about $6.45 tillion')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8) What are the top 10 countries with the most money held by billionaires?\n",
    "\n",
    "I am **not** asking which country has the most billionaires - this is **total amount of money per country.**\n",
    "\n",
    "> **TIP:** Think about it in steps - \"I want them organized by country,\" \"I want their net worth,\" \"I want to add it all up,\" and \"I want 10 of them.\" Just chain it all together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "countrycode\n",
       "GBR     152.0\n",
       "ITA     158.1\n",
       "IND     191.9\n",
       "BRA     192.2\n",
       "HKG     213.7\n",
       "FRA     235.3\n",
       "CHN     375.8\n",
       "DEU     401.4\n",
       "RUS     422.5\n",
       "USA    2322.4\n",
       "Name: networthusbillion, dtype: float64"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df.groupby(by='countrycode').networthusbillion.sum().value_counts(ascending=False)\n",
    "#bill_money_by_country = df.groupby(by='countrycode').networthusbillion.sum().reset_index()\n",
    "\n",
    "#bill_money_by_country.sort_values(by='countrycode', ascending=False).head(10)\n",
    "#QUESTION: why isn't this sorted in order??\n",
    "\n",
    "df.groupby(by='countrycode').networthusbillion.sum().sort_values().tail(10)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9) How old is an average billionaire? How old are self-made billionaires  vs. non self-made billionaires? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average age of billionares is 63 years\n"
     ]
    }
   ],
   "source": [
    "df.age.mean()\n",
    "avg_age = df.age.mean()\n",
    "\n",
    "print(f'The average age of billionares is {avg_age:.0f} years')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average age of self-made billionaires is 63 years\n"
     ]
    }
   ],
   "source": [
    "#df.columns\n",
    "#df.value_counts('selfmade')\n",
    "df[df.selfmade == 'self-made']\n",
    "self_made = df[df.selfmade == 'self-made']\n",
    "self_made.head()\n",
    "self_made.age.mean()\n",
    "print(f'The average age of self-made billionaires is {self_made.age.mean():.0f} years')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average age of non-self-made billionaires is 65 years\n"
     ]
    }
   ],
   "source": [
    "#df.value_counts('selfmade')\n",
    "df[df.selfmade == 'inherited']\n",
    "inherited_wealth = df[df.selfmade == 'inherited']\n",
    "inherited_wealth.head()\n",
    "inherited_wealth.age.mean()\n",
    "print(f'The average age of non-self-made billionaires is {inherited_wealth.age.mean():.0f} years')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10) Who are the youngest billionaires? Who are the oldest? Make a graph of the distribution of ages.\n",
    "\n",
    "> **TIP:** You use `.plot()` to graph values in a column independently, but `.hist()` to draw a [histogram](https://www.mathsisfun.com/data/histograms.html) of the distribution of their values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>rank</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>countrycode</th>\n",
       "      <th>networthusbillion</th>\n",
       "      <th>selfmade</th>\n",
       "      <th>typeofwealth</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>...</th>\n",
       "      <th>relationshiptocompany</th>\n",
       "      <th>foundingdate</th>\n",
       "      <th>gdpcurrentus</th>\n",
       "      <th>sourceofwealth</th>\n",
       "      <th>notes</th>\n",
       "      <th>notes2</th>\n",
       "      <th>source</th>\n",
       "      <th>source_2</th>\n",
       "      <th>source_3</th>\n",
       "      <th>source_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>2014</td>\n",
       "      <td>Perenna Kei</td>\n",
       "      <td>1284</td>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>HKG</td>\n",
       "      <td>1.3</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>female</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>real estate</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Perenna_Kei</td>\n",
       "      <td>http://www.loganestate.com/en/about.aspx?ftid=294</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>2014</td>\n",
       "      <td>Dustin Moskovitz</td>\n",
       "      <td>202</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>6.8</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Dustin_Moskovitz</td>\n",
       "      <td>http://www.forbes.com/profile/dustin-moskovitz/</td>\n",
       "      <td>https://www.facebook.com/facebook/info?tab=pag...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>2014</td>\n",
       "      <td>Mark Zuckerberg</td>\n",
       "      <td>21</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>28.5</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/mark-zuckerberg/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2014</td>\n",
       "      <td>Anton Kathrein, Jr.</td>\n",
       "      <td>1270</td>\n",
       "      <td>Germany</td>\n",
       "      <td>DEU</td>\n",
       "      <td>1.4</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1919.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>antennas</td>\n",
       "      <td>3rd generation</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/anton-kathrein-jr/#</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>2014</td>\n",
       "      <td>Drew Houston</td>\n",
       "      <td>1372</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>1.2</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dropbox</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Drew_Houston</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Dropbox_(service)</td>\n",
       "      <td>http://www.forbes.com/profile/drew-houston/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2014</td>\n",
       "      <td>Albert von Thurn und Taxis</td>\n",
       "      <td>1092</td>\n",
       "      <td>Germany</td>\n",
       "      <td>DEU</td>\n",
       "      <td>1.6</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1615.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diversified</td>\n",
       "      <td>monopoly on postal service in germany, nationa...</td>\n",
       "      <td>two older sisters, did not inherit title becau...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Thurn_und_Taxis</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Albert,_12th_Prin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>2014</td>\n",
       "      <td>Eduardo Saverin</td>\n",
       "      <td>367</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>BRA</td>\n",
       "      <td>4.1</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Eduardo_Saverin</td>\n",
       "      <td>http://www.bloomberg.com/news/articles/2012-05...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340</th>\n",
       "      <td>2014</td>\n",
       "      <td>Scott Duncan</td>\n",
       "      <td>215</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>6.3</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>31.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pipelines</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Scott_Duncan_(bus...</td>\n",
       "      <td>http://www.forbes.com/profile/dannine-avara/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1607</th>\n",
       "      <td>2014</td>\n",
       "      <td>Yang Huiyan</td>\n",
       "      <td>196</td>\n",
       "      <td>China</td>\n",
       "      <td>CHN</td>\n",
       "      <td>6.9</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>female</td>\n",
       "      <td>32.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>real estate</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Yang_Huiyan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>2014</td>\n",
       "      <td>Marie Besnier Beauvalot</td>\n",
       "      <td>642</td>\n",
       "      <td>France</td>\n",
       "      <td>FRA</td>\n",
       "      <td>2.7</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>female</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1933.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cheese</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>oldest brother is CEO</td>\n",
       "      <td>http://www.forbes.com/profile/emmanuel-besnier/</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Lactalis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      year                        name  rank    citizenship countrycode  \\\n",
       "1172  2014                 Perenna Kei  1284      Hong Kong         HKG   \n",
       "397   2014            Dustin Moskovitz   202  United States         USA   \n",
       "1004  2014             Mark Zuckerberg    21  United States         USA   \n",
       "127   2014         Anton Kathrein, Jr.  1270        Germany         DEU   \n",
       "394   2014                Drew Houston  1372  United States         USA   \n",
       "28    2014  Albert von Thurn und Taxis  1092        Germany         DEU   \n",
       "406   2014             Eduardo Saverin   367         Brazil         BRA   \n",
       "1340  2014                Scott Duncan   215  United States         USA   \n",
       "1607  2014                 Yang Huiyan   196          China         CHN   \n",
       "991   2014     Marie Besnier Beauvalot   642         France         FRA   \n",
       "\n",
       "      networthusbillion   selfmade         typeofwealth  gender   age  ...  \\\n",
       "1172                1.3  inherited            inherited  female  24.0  ...   \n",
       "397                 6.8  self-made  founder non-finance    male  29.0  ...   \n",
       "1004               28.5  self-made  founder non-finance    male  29.0  ...   \n",
       "127                 1.4  inherited            inherited    male  29.0  ...   \n",
       "394                 1.2  self-made  founder non-finance    male  30.0  ...   \n",
       "28                  1.6  inherited            inherited    male  30.0  ...   \n",
       "406                 4.1  self-made  founder non-finance    male  31.0  ...   \n",
       "1340                6.3  inherited            inherited    male  31.0  ...   \n",
       "1607                6.9  inherited            inherited  female  32.0  ...   \n",
       "991                 2.7  inherited            inherited  female  33.0  ...   \n",
       "\n",
       "     relationshiptocompany foundingdate gdpcurrentus  sourceofwealth  \\\n",
       "1172              relation       1996.0          NaN     real estate   \n",
       "397                founder       2004.0          NaN        Facebook   \n",
       "1004               founder       2004.0          NaN        Facebook   \n",
       "127               relation       1919.0          NaN        antennas   \n",
       "394                founder       2007.0          NaN         Dropbox   \n",
       "28                relation       1615.0          NaN     diversified   \n",
       "406                founder       2004.0          NaN        Facebook   \n",
       "1340              relation       1968.0          NaN       pipelines   \n",
       "1607              relation       1997.0          NaN     real estate   \n",
       "991               relation       1933.0          NaN          cheese   \n",
       "\n",
       "                                                  notes  \\\n",
       "1172                              inherited from father   \n",
       "397                                                 NaN   \n",
       "1004                                                NaN   \n",
       "127                                      3rd generation   \n",
       "394                                                 NaN   \n",
       "28    monopoly on postal service in germany, nationa...   \n",
       "406                                                 NaN   \n",
       "1340                              inherited from father   \n",
       "1607                              inherited from father   \n",
       "991                               inherited from father   \n",
       "\n",
       "                                                 notes2  \\\n",
       "1172                                                NaN   \n",
       "397                                                 NaN   \n",
       "1004                                                NaN   \n",
       "127                                                 NaN   \n",
       "394                                                 NaN   \n",
       "28    two older sisters, did not inherit title becau...   \n",
       "406                                                 NaN   \n",
       "1340                                                NaN   \n",
       "1607                                                NaN   \n",
       "991                               oldest brother is CEO   \n",
       "\n",
       "                                                 source  \\\n",
       "1172           http://en.wikipedia.org/wiki/Perenna_Kei   \n",
       "397       http://en.wikipedia.org/wiki/Dustin_Moskovitz   \n",
       "1004     http://www.forbes.com/profile/mark-zuckerberg/   \n",
       "127   http://www.forbes.com/profile/anton-kathrein-jr/#   \n",
       "394           http://en.wikipedia.org/wiki/Drew_Houston   \n",
       "28         http://en.wikipedia.org/wiki/Thurn_und_Taxis   \n",
       "406        http://en.wikipedia.org/wiki/Eduardo_Saverin   \n",
       "1340  http://en.wikipedia.org/wiki/Scott_Duncan_(bus...   \n",
       "1607           http://en.wikipedia.org/wiki/Yang_Huiyan   \n",
       "991     http://www.forbes.com/profile/emmanuel-besnier/   \n",
       "\n",
       "                                               source_2  \\\n",
       "1172  http://www.loganestate.com/en/about.aspx?ftid=294   \n",
       "397     http://www.forbes.com/profile/dustin-moskovitz/   \n",
       "1004                                                NaN   \n",
       "127                                                 NaN   \n",
       "394      http://en.wikipedia.org/wiki/Dropbox_(service)   \n",
       "28    http://en.wikipedia.org/wiki/Albert,_12th_Prin...   \n",
       "406   http://www.bloomberg.com/news/articles/2012-05...   \n",
       "1340       http://www.forbes.com/profile/dannine-avara/   \n",
       "1607                                                NaN   \n",
       "991               http://en.wikipedia.org/wiki/Lactalis   \n",
       "\n",
       "                                               source_3 source_4  \n",
       "1172                                                NaN      NaN  \n",
       "397   https://www.facebook.com/facebook/info?tab=pag...      NaN  \n",
       "1004                                                NaN      NaN  \n",
       "127                                                 NaN      NaN  \n",
       "394         http://www.forbes.com/profile/drew-houston/      NaN  \n",
       "28                                                  NaN      NaN  \n",
       "406                                                 NaN      NaN  \n",
       "1340                                                NaN      NaN  \n",
       "1607                                                NaN      NaN  \n",
       "991                                                 NaN      NaN  \n",
       "\n",
       "[10 rows x 30 columns]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #df\n",
    "# df.name.str.endswith('kardashian')\n",
    "# kardashian = df[df.name.str.endswith('kardashian')]\n",
    "# kardashian\n",
    "\n",
    "# Here is a list of the 10 youngest billionaries in this df (I tried to see if I could find Kendall Jenner or Kim Kardashian above, but they are not listed!)\n",
    "df.sort_values(by='age').head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>rank</th>\n",
       "      <th>citizenship</th>\n",
       "      <th>countrycode</th>\n",
       "      <th>networthusbillion</th>\n",
       "      <th>selfmade</th>\n",
       "      <th>typeofwealth</th>\n",
       "      <th>gender</th>\n",
       "      <th>age</th>\n",
       "      <th>...</th>\n",
       "      <th>relationshiptocompany</th>\n",
       "      <th>foundingdate</th>\n",
       "      <th>gdpcurrentus</th>\n",
       "      <th>sourceofwealth</th>\n",
       "      <th>notes</th>\n",
       "      <th>notes2</th>\n",
       "      <th>source</th>\n",
       "      <th>source_2</th>\n",
       "      <th>source_3</th>\n",
       "      <th>source_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>2014</td>\n",
       "      <td>David Rockefeller, Sr.</td>\n",
       "      <td>580</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>2.9</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>98.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1870.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>oil, banking</td>\n",
       "      <td>family made most of fortune in the late 19th a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/David_Rockefeller</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Standard_Oil</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Rockefeller_family</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>2014</td>\n",
       "      <td>Karl Wlaschek</td>\n",
       "      <td>305</td>\n",
       "      <td>Austria</td>\n",
       "      <td>AUT</td>\n",
       "      <td>4.8</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>96.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>retail</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/BILLA</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Karl_Wlaschek</td>\n",
       "      <td>https://www.billa.at/Footer_Nav_Seiten/Geschic...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>2014</td>\n",
       "      <td>Kirk Kerkorian</td>\n",
       "      <td>328</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>4.5</td>\n",
       "      <td>self-made</td>\n",
       "      <td>self-made finance</td>\n",
       "      <td>male</td>\n",
       "      <td>96.0</td>\n",
       "      <td>...</td>\n",
       "      <td>investor</td>\n",
       "      <td>1924.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>casinos, investments</td>\n",
       "      <td>purchased in 1969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Kirk_Kerkorian</td>\n",
       "      <td>http://www.forbes.com/profile/kirk-kerkorian/</td>\n",
       "      <td>PROFILE: Las Vegas billionaire amassed his wea...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>2014</td>\n",
       "      <td>Henry Hillman</td>\n",
       "      <td>687</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>2.5</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>95.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1942.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>investments</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/henry-hillman/</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Calgon_Carbon</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>2014</td>\n",
       "      <td>Erika Pohl-Stroher</td>\n",
       "      <td>1154</td>\n",
       "      <td>Germany</td>\n",
       "      <td>DEU</td>\n",
       "      <td>1.5</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>female</td>\n",
       "      <td>95.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1880.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>hair products</td>\n",
       "      <td>3rd generation</td>\n",
       "      <td>23% stake in the company</td>\n",
       "      <td>http://www.forbes.com/profile/erika-pohl-stroher/</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Wella</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>2014</td>\n",
       "      <td>Sulaiman Al Rajhi</td>\n",
       "      <td>931</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>SAU</td>\n",
       "      <td>1.9</td>\n",
       "      <td>self-made</td>\n",
       "      <td>self-made finance</td>\n",
       "      <td>male</td>\n",
       "      <td>94.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>banking</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Al-Rajhi_Bank</td>\n",
       "      <td>http://www.alrajhibank.com.sa/ar/investor-rela...</td>\n",
       "      <td>http://www.alrajhibank.com.sa/ar/about-us/page...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2014</td>\n",
       "      <td>Anne Cox Chambers</td>\n",
       "      <td>58</td>\n",
       "      <td>United States</td>\n",
       "      <td>USA</td>\n",
       "      <td>15.5</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>female</td>\n",
       "      <td>94.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1898.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>media</td>\n",
       "      <td>inherited from brother</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Anne_Cox_Chambers</td>\n",
       "      <td>http://www.forbes.com/lists/2010/10/billionair...</td>\n",
       "      <td>http://www.nytimes.com/2007/05/30/business/med...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>2014</td>\n",
       "      <td>Karl Albrecht</td>\n",
       "      <td>23</td>\n",
       "      <td>Germany</td>\n",
       "      <td>DEU</td>\n",
       "      <td>25.0</td>\n",
       "      <td>self-made</td>\n",
       "      <td>executive</td>\n",
       "      <td>male</td>\n",
       "      <td>94.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1914.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>retail</td>\n",
       "      <td>(split from Aldi Nord in 1966, but both branch...</td>\n",
       "      <td>took over mother's single grocerty store</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Karl_Albrecht</td>\n",
       "      <td>http://www.bloomberg.com/news/articles/2014-07...</td>\n",
       "      <td>http://aldiuscareers.com/about-aldi/history</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2014</td>\n",
       "      <td>Aloysio de Andrade Faria</td>\n",
       "      <td>483</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>BRA</td>\n",
       "      <td>3.3</td>\n",
       "      <td>inherited</td>\n",
       "      <td>inherited</td>\n",
       "      <td>male</td>\n",
       "      <td>93.0</td>\n",
       "      <td>...</td>\n",
       "      <td>relation</td>\n",
       "      <td>1925.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>banking</td>\n",
       "      <td>inherited from father</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Aloysio_de_Andrad...</td>\n",
       "      <td>http://en.wikipedia.org/wiki/Banco_da_Lavoura_...</td>\n",
       "      <td>http://www.forbes.com/profile/aloysio-de-andra...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560</th>\n",
       "      <td>2014</td>\n",
       "      <td>Wang Yung-Tsai</td>\n",
       "      <td>520</td>\n",
       "      <td>Taiwan</td>\n",
       "      <td>Taiwan</td>\n",
       "      <td>3.1</td>\n",
       "      <td>self-made</td>\n",
       "      <td>founder non-finance</td>\n",
       "      <td>male</td>\n",
       "      <td>93.0</td>\n",
       "      <td>...</td>\n",
       "      <td>founder</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>plastics</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.forbes.com/profile/wang-yung-tsai/</td>\n",
       "      <td>What's good for the goose South China Morning ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      year                      name  rank    citizenship countrycode  \\\n",
       "343   2014    David Rockefeller, Sr.   580  United States         USA   \n",
       "816   2014             Karl Wlaschek   305        Austria         AUT   \n",
       "836   2014            Kirk Kerkorian   328  United States         USA   \n",
       "588   2014             Henry Hillman   687  United States         USA   \n",
       "435   2014        Erika Pohl-Stroher  1154        Germany         DEU   \n",
       "1428  2014         Sulaiman Al Rajhi   931   Saudi Arabia         SAU   \n",
       "122   2014         Anne Cox Chambers    58  United States         USA   \n",
       "815   2014             Karl Albrecht    23        Germany         DEU   \n",
       "77    2014  Aloysio de Andrade Faria   483         Brazil         BRA   \n",
       "1560  2014            Wang Yung-Tsai   520         Taiwan      Taiwan   \n",
       "\n",
       "      networthusbillion   selfmade         typeofwealth  gender   age  ...  \\\n",
       "343                 2.9  inherited            inherited    male  98.0  ...   \n",
       "816                 4.8  self-made  founder non-finance    male  96.0  ...   \n",
       "836                 4.5  self-made    self-made finance    male  96.0  ...   \n",
       "588                 2.5  inherited            inherited    male  95.0  ...   \n",
       "435                 1.5  inherited            inherited  female  95.0  ...   \n",
       "1428                1.9  self-made    self-made finance    male  94.0  ...   \n",
       "122                15.5  inherited            inherited  female  94.0  ...   \n",
       "815                25.0  self-made            executive    male  94.0  ...   \n",
       "77                  3.3  inherited            inherited    male  93.0  ...   \n",
       "1560                3.1  self-made  founder non-finance    male  93.0  ...   \n",
       "\n",
       "     relationshiptocompany foundingdate gdpcurrentus        sourceofwealth  \\\n",
       "343               relation       1870.0          NaN          oil, banking   \n",
       "816                founder       1953.0          NaN                retail   \n",
       "836               investor       1924.0          NaN  casinos, investments   \n",
       "588               relation       1942.0          NaN           investments   \n",
       "435               relation       1880.0          NaN         hair products   \n",
       "1428               founder       1957.0          NaN               banking   \n",
       "122               relation       1898.0          NaN                 media   \n",
       "815               relation       1914.0          NaN                retail   \n",
       "77                relation       1925.0          NaN               banking   \n",
       "1560               founder       1954.0          NaN              plastics   \n",
       "\n",
       "                                                  notes  \\\n",
       "343   family made most of fortune in the late 19th a...   \n",
       "816                                                 NaN   \n",
       "836                                   purchased in 1969   \n",
       "588                               inherited from father   \n",
       "435                                      3rd generation   \n",
       "1428                                                NaN   \n",
       "122                              inherited from brother   \n",
       "815   (split from Aldi Nord in 1966, but both branch...   \n",
       "77                                inherited from father   \n",
       "1560                                                NaN   \n",
       "\n",
       "                                        notes2  \\\n",
       "343                                        NaN   \n",
       "816                                        NaN   \n",
       "836                                        NaN   \n",
       "588                                        NaN   \n",
       "435                   23% stake in the company   \n",
       "1428                                       NaN   \n",
       "122                                        NaN   \n",
       "815   took over mother's single grocerty store   \n",
       "77                                         NaN   \n",
       "1560                                       NaN   \n",
       "\n",
       "                                                 source  \\\n",
       "343      http://en.wikipedia.org/wiki/David_Rockefeller   \n",
       "816                  http://en.wikipedia.org/wiki/BILLA   \n",
       "836         http://en.wikipedia.org/wiki/Kirk_Kerkorian   \n",
       "588        http://www.forbes.com/profile/henry-hillman/   \n",
       "435   http://www.forbes.com/profile/erika-pohl-stroher/   \n",
       "1428         http://en.wikipedia.org/wiki/Al-Rajhi_Bank   \n",
       "122      http://en.wikipedia.org/wiki/Anne_Cox_Chambers   \n",
       "815          http://en.wikipedia.org/wiki/Karl_Albrecht   \n",
       "77    http://en.wikipedia.org/wiki/Aloysio_de_Andrad...   \n",
       "1560      http://www.forbes.com/profile/wang-yung-tsai/   \n",
       "\n",
       "                                               source_2  \\\n",
       "343           http://en.wikipedia.org/wiki/Standard_Oil   \n",
       "816          http://en.wikipedia.org/wiki/Karl_Wlaschek   \n",
       "836       http://www.forbes.com/profile/kirk-kerkorian/   \n",
       "588          http://en.wikipedia.org/wiki/Calgon_Carbon   \n",
       "435                  http://en.wikipedia.org/wiki/Wella   \n",
       "1428  http://www.alrajhibank.com.sa/ar/investor-rela...   \n",
       "122   http://www.forbes.com/lists/2010/10/billionair...   \n",
       "815   http://www.bloomberg.com/news/articles/2014-07...   \n",
       "77    http://en.wikipedia.org/wiki/Banco_da_Lavoura_...   \n",
       "1560  What's good for the goose South China Morning ...   \n",
       "\n",
       "                                               source_3 source_4  \n",
       "343     http://en.wikipedia.org/wiki/Rockefeller_family      NaN  \n",
       "816   https://www.billa.at/Footer_Nav_Seiten/Geschic...      NaN  \n",
       "836   PROFILE: Las Vegas billionaire amassed his wea...      NaN  \n",
       "588                                                 NaN      NaN  \n",
       "435                                                 NaN      NaN  \n",
       "1428  http://www.alrajhibank.com.sa/ar/about-us/page...      NaN  \n",
       "122   http://www.nytimes.com/2007/05/30/business/med...      NaN  \n",
       "815         http://aldiuscareers.com/about-aldi/history      NaN  \n",
       "77    http://www.forbes.com/profile/aloysio-de-andra...      NaN  \n",
       "1560                                                NaN      NaN  \n",
       "\n",
       "[10 rows x 30 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Here are the 10 oldest billionaries in the df\n",
    "df.sort_values(by='age', ascending=False).head(10)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Distribution of Billionaires Age'}, ylabel='Frequency'>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.age.plot.hist(x='age', y='number of billionaries',\n",
    "                 title='Distribution of Billionaires Age', color ='#4BB263')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 11) Make a scatterplot of net worth compared to age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Age and Net Worth of Billionaires'}, xlabel='age', ylabel='networthusbillion'>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.scatter(x='age', y='networthusbillion',\n",
    "               title='Age and Net Worth of Billionaires', c='#8FE4A3')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 13) Make a bar graph of the wealth of the top 10 richest billionaires\n",
    "\n",
    "> **TIP:** When you make your plot, you'll need to set the `x` and `y` or else your chart will look _crazy_\n",
    ">\n",
    "> **TIP:** x and y might be the opposite of what you expect them to be"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Wealth of Top 10 Billionaires'}, xlabel='name'>"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.sort_values('networthusbillion',ascending=False).head(10).plot.bar(x='name', y='networthusbillion',\n",
    "                                                                      title='Wealth of Top 10 Billionaires', color='#5FEE80')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "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": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}