forbes-Billionaires-Analysis.ipynb

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     "end_time": "2024-03-20T08:32:46.343309Z",
     "start_time": "2024-03-20T08:32:41.819664Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6e3d5ce1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:34:31.961437Z",
     "start_time": "2024-03-20T08:34:31.915837Z"
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   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>NetWorth</th>\n",
       "      <th>Country</th>\n",
       "      <th>Source</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Age</th>\n",
       "      <th>Residence</th>\n",
       "      <th>Citizenship</th>\n",
       "      <th>Status</th>\n",
       "      <th>Children</th>\n",
       "      <th>Education</th>\n",
       "      <th>Self_made</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jeff Bezos</td>\n",
       "      <td>177.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Amazon</td>\n",
       "      <td>1</td>\n",
       "      <td>57.0</td>\n",
       "      <td>Seattle, Washington</td>\n",
       "      <td>United States</td>\n",
       "      <td>In Relationship</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Bachelor of Arts/Science, Princeton University</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Elon Musk</td>\n",
       "      <td>151.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Tesla, SpaceX</td>\n",
       "      <td>2</td>\n",
       "      <td>49.0</td>\n",
       "      <td>Austin, Texas</td>\n",
       "      <td>United States</td>\n",
       "      <td>In Relationship</td>\n",
       "      <td>7.0</td>\n",
       "      <td>Bachelor of Arts/Science, University of Pennsy...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bernard Arnault &amp; family</td>\n",
       "      <td>150.0</td>\n",
       "      <td>France</td>\n",
       "      <td>LVMH</td>\n",
       "      <td>3</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Paris, France</td>\n",
       "      <td>France</td>\n",
       "      <td>Married</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Bachelor of Arts/Science, Ecole Polytechnique ...</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bill Gates</td>\n",
       "      <td>124.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Microsoft</td>\n",
       "      <td>4</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Medina, Washington</td>\n",
       "      <td>United States</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Drop Out, Harvard University</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Mark Zuckerberg</td>\n",
       "      <td>97.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Facebook</td>\n",
       "      <td>5</td>\n",
       "      <td>36.0</td>\n",
       "      <td>Palo Alto, California</td>\n",
       "      <td>United States</td>\n",
       "      <td>Married</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Drop Out, Harvard University</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Warren Buffett</td>\n",
       "      <td>96.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Berkshire Hathaway</td>\n",
       "      <td>6</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Omaha, Nebraska</td>\n",
       "      <td>United States</td>\n",
       "      <td>Widowed, Remarried</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Master of Science, Columbia University; Bachel...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Larry Ellison</td>\n",
       "      <td>93.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>software</td>\n",
       "      <td>7</td>\n",
       "      <td>76.0</td>\n",
       "      <td>Lanai, Hawaii</td>\n",
       "      <td>United States</td>\n",
       "      <td>In Relationship</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Drop Out, University of Chicago; Drop Out, Uni...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Larry Page</td>\n",
       "      <td>91.5</td>\n",
       "      <td>United States</td>\n",
       "      <td>Google</td>\n",
       "      <td>8</td>\n",
       "      <td>48.0</td>\n",
       "      <td>Palo Alto, California</td>\n",
       "      <td>United States</td>\n",
       "      <td>Married</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Master of Science, Stanford University; Bachel...</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Name  NetWorth        Country              Source  \\\n",
       "0                Jeff Bezos     177.0  United States              Amazon   \n",
       "1                 Elon Musk     151.0  United States       Tesla, SpaceX   \n",
       "2  Bernard Arnault & family     150.0         France                LVMH   \n",
       "3                Bill Gates     124.0  United States           Microsoft   \n",
       "4           Mark Zuckerberg      97.0  United States            Facebook   \n",
       "5            Warren Buffett      96.0  United States  Berkshire Hathaway   \n",
       "6             Larry Ellison      93.0  United States            software   \n",
       "7                Larry Page      91.5  United States              Google   \n",
       "\n",
       "   Rank   Age              Residence    Citizenship              Status  \\\n",
       "0     1  57.0    Seattle, Washington  United States     In Relationship   \n",
       "1     2  49.0          Austin, Texas  United States     In Relationship   \n",
       "2     3  72.0          Paris, France         France             Married   \n",
       "3     4  65.0     Medina, Washington  United States            Divorced   \n",
       "4     5  36.0  Palo Alto, California  United States             Married   \n",
       "5     6  90.0        Omaha, Nebraska  United States  Widowed, Remarried   \n",
       "6     7  76.0          Lanai, Hawaii  United States     In Relationship   \n",
       "7     8  48.0  Palo Alto, California  United States             Married   \n",
       "\n",
       "   Children                                          Education Self_made  \n",
       "0       4.0     Bachelor of Arts/Science, Princeton University      True  \n",
       "1       7.0  Bachelor of Arts/Science, University of Pennsy...      True  \n",
       "2       5.0  Bachelor of Arts/Science, Ecole Polytechnique ...     False  \n",
       "3       3.0                       Drop Out, Harvard University      True  \n",
       "4       2.0                       Drop Out, Harvard University      True  \n",
       "5       3.0  Master of Science, Columbia University; Bachel...      True  \n",
       "6       4.0  Drop Out, University of Chicago; Drop Out, Uni...      True  \n",
       "7       1.0  Master of Science, Stanford University; Bachel...      True  "
      ]
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   ],
   "source": [
    "df=pd.read_csv('forbes_billionaires.csv')\n",
    "df.head(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "55ae444d",
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     "start_time": "2024-03-20T08:34:43.145075Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2755 entries, 0 to 2754\n",
      "Data columns (total 12 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   Name         2755 non-null   object \n",
      " 1   NetWorth     2755 non-null   float64\n",
      " 2   Country      2755 non-null   object \n",
      " 3   Source       2755 non-null   object \n",
      " 4   Rank         2755 non-null   int64  \n",
      " 5   Age          2630 non-null   float64\n",
      " 6   Residence    2715 non-null   object \n",
      " 7   Citizenship  2739 non-null   object \n",
      " 8   Status       2090 non-null   object \n",
      " 9   Children     1552 non-null   float64\n",
      " 10  Education    1409 non-null   object \n",
      " 11  Self_made    2737 non-null   object \n",
      "dtypes: float64(3), int64(1), object(8)\n",
      "memory usage: 258.4+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
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     "start_time": "2024-03-20T08:37:57.448080Z"
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2755, 12)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "df.shape"
   ]
  },
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   "cell_type": "code",
   "execution_count": 5,
   "id": "71de0d56",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:35:28.572140Z",
     "start_time": "2024-03-20T08:35:28.538848Z"
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   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NetWorth</th>\n",
       "      <th>Rank</th>\n",
       "      <th>Age</th>\n",
       "      <th>Children</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2755.000000</td>\n",
       "      <td>2755.000000</td>\n",
       "      <td>2630.00000</td>\n",
       "      <td>1552.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.749220</td>\n",
       "      <td>1345.663521</td>\n",
       "      <td>63.26730</td>\n",
       "      <td>2.978093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>9.615358</td>\n",
       "      <td>772.669811</td>\n",
       "      <td>13.47916</td>\n",
       "      <td>1.618569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>18.00000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.500000</td>\n",
       "      <td>680.000000</td>\n",
       "      <td>54.00000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2.300000</td>\n",
       "      <td>1362.000000</td>\n",
       "      <td>63.00000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.200000</td>\n",
       "      <td>2035.000000</td>\n",
       "      <td>73.00000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>177.000000</td>\n",
       "      <td>2674.000000</td>\n",
       "      <td>99.00000</td>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          NetWorth         Rank         Age     Children\n",
       "count  2755.000000  2755.000000  2630.00000  1552.000000\n",
       "mean      4.749220  1345.663521    63.26730     2.978093\n",
       "std       9.615358   772.669811    13.47916     1.618569\n",
       "min       1.000000     1.000000    18.00000     1.000000\n",
       "25%       1.500000   680.000000    54.00000     2.000000\n",
       "50%       2.300000  1362.000000    63.00000     3.000000\n",
       "75%       4.200000  2035.000000    73.00000     4.000000\n",
       "max     177.000000  2674.000000    99.00000    23.000000"
      ]
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     "execution_count": 5,
     "metadata": {},
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   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "820d9636",
   "metadata": {},
   "source": [
    "# . Which sector has the most number of billionaires?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "49c4d9d5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:42:47.627022Z",
     "start_time": "2024-03-20T08:42:47.403947Z"
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   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = df['Source'].value_counts().head(10)\n",
    "plt.figure(figsize=(15,9))\n",
    "sns.barplot(x=source.index, y=source.values, alpha=0.8)\n",
    "plt.title('Number of billionaires - sector wise', fontsize=18)\n",
    "plt.ylabel('Number of billionaires', fontsize=12)\n",
    "plt.xlabel('Sector', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23fc748e",
   "metadata": {},
   "source": [
    "\n",
    "# Does a college degree required to become a billionaire?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e0e76bd9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:43:53.762506Z",
     "start_time": "2024-03-20T08:43:53.753219Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Around 47% of the billionaires have only done bachelors degree\n",
      "Around 33% of the billionaires have done masters degree\n",
      "Around 7% of the billionaires have done PHD degree\n",
      "Around 5% of the billionaires have dropped out of the college\n"
     ]
    }
   ],
   "source": [
    "df['Education'] = df['Education'].fillna('empty')\n",
    "master = 0\n",
    "bachelor = 0\n",
    "phd = 0\n",
    "drop_out = 0\n",
    "others = 0\n",
    "unknown = 0\n",
    "for i in df['Education']:\n",
    "  if 'Ph.D' in i or 'Doctorate' in i:\n",
    "    phd += 1\n",
    "  elif 'Master' in i or 'MBA' in i:\n",
    "    master += 1\n",
    "  elif 'Bachelor' in i:\n",
    "    bachelor += 1\n",
    "  elif 'Drop Out' in i:\n",
    "    drop_out += 1\n",
    "  elif i == 'empty':\n",
    "    unknown += 1\n",
    "  else:\n",
    "    others += 1\n",
    "\n",
    "bachelor_percent = bachelor/(bachelor+master+phd+drop_out+others)*100\n",
    "master_percent = master/(bachelor+master+phd+drop_out+others)*100\n",
    "phd_percent = phd/(bachelor+master+phd+drop_out+others)*100\n",
    "dropout_percent = drop_out/(bachelor+master+phd+drop_out+others)*100\n",
    "others_percent = others/(bachelor+master+phd+drop_out+others)*100\n",
    "\n",
    "print(f'Around {round(bachelor_percent)}% of the billionaires have only done bachelors degree')\n",
    "print(f'Around {round(master_percent)}% of the billionaires have done masters degree')\n",
    "print(f'Around {round(phd_percent)}% of the billionaires have done PHD degree')\n",
    "print(f'Around {round(dropout_percent)}% of the billionaires have dropped out of the college')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c97c9804",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:44:46.592791Z",
     "start_time": "2024-03-20T08:44:46.499845Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['Bachelors', 'Masters', 'PHD', 'Dropout', 'Others']\n",
    "sizes = [bachelor_percent, master_percent, phd_percent, dropout_percent, others_percent]\n",
    "plt.figure(figsize=(13,8))\n",
    "plt.pie(sizes, labels=labels,autopct='%1.1f%%',startangle=140)\n",
    "plt.title('Billionaires with college degrees', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fea8b229",
   "metadata": {},
   "source": [
    "# Where to study to become a billionaire?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "82d2468f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:45:36.089285Z",
     "start_time": "2024-03-20T08:45:36.071186Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No. of billionaires who have done Bachelors at: {' Stanford University': 18, ' Harvard University': 13, ' The Wharton School': 9, ' Yale University': 9, ' University of Southern California': 9, ' Bombay University': 7, ' University of Washington': 6, ' Delhi University': 6, ' Cornell University': 6, ' Sichuan University': 5}\n",
      "No. of billionaires who have done Masters at: {' Harvard Business School': 22, ' Harvard University': 22, ' Stanford Graduate School of Business': 16, ' Stanford University': 13, ' Columbia Business School': 11, ' The Wharton School': 8, ' Massachusetts Institute of Technology': 7, ' Columbia University': 6, ' Leonard N. Stern School of Business': 6, ' Tsinghua University': 4}\n"
     ]
    }
   ],
   "source": [
    "final_bachelor = {}\n",
    "final_master = {}\n",
    "for i in df['Education']:\n",
    "  j = i.split(';')\n",
    "  if len(j) == 1 and 'Bachelor' in j[0]:\n",
    "    new = j[0].split(',')\n",
    "    if new[-1] in final_bachelor:\n",
    "      final_bachelor[new[-1]] += 1\n",
    "    else:\n",
    "      final_bachelor[new[-1]] = 1\n",
    "  elif len(j) == 2 and 'Master' in j[0]:\n",
    "    new = j[0].split(',')\n",
    "    if new[-1] in final_master:\n",
    "      final_master[new[-1]] += 1\n",
    "    else:\n",
    "      final_master[new[-1]] = 1\n",
    "  elif len(j) == 2 and 'Master' in j[1]:\n",
    "    new = j[1].split(',')\n",
    "    if new[-1] in final_master:\n",
    "      final_master[new[-1]] += 1\n",
    "    else:\n",
    "      final_master[new[-1]] = 1\n",
    "\n",
    "sort_bachelor = dict(sorted(final_bachelor.items(),key=lambda x:x[1],reverse = True)[:10])\n",
    "sort_master = dict(sorted(final_master.items(),key=lambda x:x[1],reverse = True)[:10])\n",
    "print('No. of billionaires who have done Bachelors at:', sort_bachelor)\n",
    "print('No. of billionaires who have done Masters at:', sort_master)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a0724c07",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:46:22.102061Z",
     "start_time": "2024-03-20T08:46:21.946966Z"
    }
   },
   "outputs": [
    {
     "data": {
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Djl9//dVc//z58+/r9d75PqV01lLi2WLFihW7r3UbhmHMnz/fkGQULVo0ybSRI0eaAW1yB/WnTp0yD+JWrFhhN+1Btpt7mTt3rtkmdz+vYdwOiYoWLZri35tRo0aZ+6Ddu3cnWT4yMtIoVKiQIclo1qxZkumJ682VK5dx7ty5JNN37dplzrNu3Tq7aWvXrjWDiMRQ624nT540z2jYvn17Ki2R1J3b8p3711y5cpk/CAQEBBgdO3ZMc4h+t9S2mcTQ32azGYsWLXKobkc+g4k/JtwdstwppSA1te8fztpWAgICjJMnTyZbV+L2/Pjjj6dYOwDnoc8QAC718ccfy9vbWzt27NDs2bPd/vx9+vSRn59fkvGNGjUy/9+/f/9k+1FInGfXrl0prj84OFgvvfRSkvFeXl4aOHCgJGnv3r3mnVek2318XL16VZUqVbKr404+Pj5q3769pNvXDifHy8tL7733Xoq13cvcuXMlSdWqVVPDhg2TrWHIkCGSbvdtcudrcLbY2FidO3fOHO68HjoiIkKXL19WRESEy54/rZYvX27WllLfLK+99pp5S95Zs2YlO4+fn5/69u2b7LQWLVpISn27S0mzZs0k3e4PI6V+S+5lwIAByY6/efOm+XpS2+66dOkiSdq5c6fOnTtnjg8KCpIknT171qG6klOrVi15eXnp6tWr2rZtmzl+1apVkqS6deuqbt26kqSVK1ea0zdu3KgbN27I399fTz/9dLLrduQ92rVrl/79919J0sCBA+Xt7Z1k2eeee05VqlSRpAfaJybuX1Kq7dChQ2Ynx2mVuP0cPnxY4eHhdtM6duwoLy8vnTp1ymzfO/3www9KSEjQY489pjp16pjjH3S7uZc5c+ZIkmrUqKF69eolmZ4pUya9++67KS6fuB98/vnnVbZs2STTs2bNai7/xx9/pLgfevnll5U7d+4k48uVK6fChQtLSrq9fPvtt5Jut21wcHCy672zPVP6W5AWd+5fL1y4YO4foqOjFRERcV9tfqfUtpmpU6dKkpo2baqmTZve97od+QweO3ZMK1eulI+PT4rLSv+/va1YsSLN+0pnbSudO3fWY489luy0xP3ktWvXkr17GgDnIgwB4FIlS5Y0w4JBgwalqUNSZ0o86Lhbnjx5zP8/9dRTqc6TUmeEklS7du1kgxRJevbZZ+Xj4yNJ2rJlizn+r7/+kiT9+++/yps3b4rDhx9+KOl2B6XJKVasWLJfvtMqsab69eunOE+dOnXMA7o7X4Oz1apVS8btsxXNISIiQitWrFD58uX1zTffqEqVKjp48KDLakiLxDYIDg7W448/nuw83t7e5gF4Sm1WpkyZFO/Ckz9/fklKsYO8c+fOaciQIapWrZpy5MghHx8fs2O+0qVLS7p9gJPadpuSjBkzpthJ5tatW80OCxs2bJjidlumTBlzmTu33f/85z+SboePL7/8spYsWaLIyMj7rvFOQUFBqlSpkiT7sCPx/3Xr1jUPJJObXr169WTDUsmx9yjx/fbx8VGtWrVSrLtBgwZ289+v7Nmzq1ixYqnWJiW/77p27Zo+/fRT1apVS7lz55avr6+5/WTKlMmc79SpU3bLBQcHmx3/Jtc5auK4xNAk0YNuN/eS2IaJn7nkpDTt1q1b5sF0avvBxPcrISHBLnS7U9WqVVNcPqXtJfFvwbfffpvq34IVK1ZIur92udvd+9cbN25o+/bt6tq1q37//XfVrFnT7s4yd3Jkm4mLi9Pff/8t6XYA6AhHPoOJbZqQkKDSpUun2KaNGzeWJEVFRenSpUv3rMWZ20qNGjVSXL5KlSrKmTOnzp49q6pVq2rChAnat2/fPTupBeAYH08XACD9Gzp0qH744QcdOXJEX331ld588023PXfWrFmTHZ8YUqRlntQCnAIFCqQ4zd/fXzly5NC5c+d0/vx5c/yZM2ck3f7F9F694UtK8dfdBwlCJJk13es15MyZM8lrcIeAgADVq1dPVapUUbly5XT8+HH997//tTuodbe0tJkk81e/lNospW1O+v/tLi4uLsm0DRs2qGnTprp69ao5LkuWLObdCOLj4827EEVFRSlnzpyp1nm3HDly2B3I3ilxu5WU5l+R79x2+/Xrp507d2revHmaMmWKpkyZIpvNpjJlyqhx48bq2bOnSpQocV/1SrcDu61bt2rlypV69913dePGDW3cuFFZs2bVk08+qbi4OPn7++vPP/9UXFycfHx8zDMb7jyD4W6OvEeJ73fOnDlTDFmke28f95KW2qSk+64DBw6oXr16dgetmTJlUlBQkPm+J763yf0q3aVLF61cuVILFizQ//73P/NAeMeOHeYdQRJ/cU/0oNvNvaTlM5nSr/CXL182zwpI6/IP8pm++/1IbJvIyMg0BYP3e6ZPavz9/VWxYkV98803unz5sn7++Wd169ZNJ06cUEBAgDmfo9vMpUuXzNcbEhLiUI2OfAYT2zQhIcGp25szt5XU/nYHBQVp9uzZ6tChg/bu3Wt+XwoMDFTNmjX1wgsvqF27dsqQIcM9awZwb5wZAsDlChQoYP5BHzFiRLK377OSxC9U7dq1S/JrXXJDSrcXTu4U/PQoa9asateunaTblz848zKLR0lcXJzat2+vq1evqmLFilq8eLEiIyN17do1nTt3TuHh4dq4caM5vyO/JKa2Td15KvmNGzfStO0mnkkgSRkyZNDcuXO1Y8cODR48WHXr1lWmTJm0Z88effbZZypTpow+//zz+6458Vf/devWKTY2Vn/99Zdu3bqlmjVrysfHR/7+/qpWrZquX7+uzZs3Kzo62rzVaWphSHr00ksv6dSpUypUqJDmz5+vS5cuKSoqSufPn1d4eLhOnz5tzpvc9tOmTRtlypRJ169f188//2yOTzwr5IknnjDPTkr0oNtNepbYNpMmTUpTu9x9G3ln6dWrl6TblyQuXrzYbpqj20xKZ0y6WmKb5smTJ01tahiGeUtxd7nX3+769evr6NGjmjlzprp27arixYsrIiJCv/32mzp37qxKlSrZtTsAxxGGAHCL/v37K1u2bDp//vw9D3ju/GUztTMnHoY+JFL7QhITE2OefnvnL0F58+aV9GCnPDtDYk13nw5/p5s3byb7Gtztzl8WUwqH3CEtbXbndGe22YYNG3T8+HF5e3vr999/V5MmTZL8cnr3NfvOlLjdSg+27VaoUEHDhg1TWFiYrl69qhUrVqhmzZqKj483zx65H4mXo0VFRWnTpk12l8gkuvNSmXXr1unWrVvKnDlzipfROSrx/b548aJiYmJSnM8V28e9nDx5UuvXr5d0u6+S559/XtmzZ7eb517bT5YsWdSqVStJ/x+AxMfHm32C3H1WiOS87SYliW2Y2r44pWnZs2c3D0xT+0zfOc2Z79nD8rfgzv3r0aNHzf8/yDaTPXt28+wFd76+xDa9ePGiU/vccPe2kjlzZnXu3FnTp0/XgQMHdOrUKY0ePVr+/v52Z4wAeDCEIQDcIlu2bOrfv78k6fPPP9eFCxdSnTfRyZMnk53nwIEDdpcKeMqaNWtS/AU+8bR8SXryySfN8YnXC2/dutWjZzkk1hQWFpbiPKtXrzZfQ0p9q7jDnV8wM2fO7LE6Etvs1KlTOnDgQLLzxMfHm5dhOLPNEj8LuXLlSvE07cS+BVzhqaeekq+vryTpt99+c8o6fXx8VK9ePS1atEh+fn4yDOO+X0OWLFnM92XlypV2nacmurMT1cTpzzzzjNNPNU+sIy4uTmvWrElxvsTX6M7P1J370sR+Vu6Wlra/s+PJ8PBw818fHx916NAhyfyu2G7ulNjmyXXqmiilS+t8fX1Vvnx5SanvBxPbxcvLK8U+dRyR+Lfg999/d9o6HZHS/vVBthkfHx8zbHTF+56SxDaNj4/XH3/84bT1enpbKVCggN5991298847km535g3gwRGGAHCbN998U4899piuXbum4cOHpzhf5syZVbRoUUm377ySnI8++sglNd6vEydOaMaMGUnGJyQk6OOPP5YklS5dWuXKlTOntW3bVkFBQYqNjVVoaGiqlzMkJCS4LPR58cUXJd0+42DZsmVJpsfFxZmduJYtWzbZ3vPd4ebNm/rpp58k3T7wdaRfCWdp0KCBcuTIISnlu8lMnjzZvG498Y5AzhAYGCjp/+8KcbdTp07piy++cNrz3S1z5szmwe7o0aN14sSJVOe/u2PD1M6U8PPzM391TanPktQkhh2//vqrtmzZohw5cqhChQrm9CpVqihz5szasGGDeYDkiktkypcvb14mMmLEiGTvUrF48WLzMh1nbh/3krj9SEr27Jtr165pxIgR91xP/fr1lT9/fsXHx+uHH34wzxBp3LixcuXKlWT+B91u7iXxErp169Zp9erVSabfuHFDn376aYrLJ+4Hf/zxR7Pfkztdv35dn3zyiaTbd0W5sx0f1Msvvyzp9t26Jk2alOq8UVFRunXrltOe+0533vXqzuD+QbeZHj16SLq9zd99+Y2rFC9e3LzM6oMPPrjnGaT3s725Y1tJbT8p3e7kWnJsPwkgKT5JANwmY8aM5gHkvX4pSjxImDp1qv73v//pxo0bkm7/UtWzZ0/NnTvXrhd7TwkMDNSrr76qKVOmmJf0nDx5Uu3btzd/qbz7y2JQUJDGjRsn6fZtIZs1a6ZNmzYpISFB0u0A5N9//9Xnn3+uMmXKuOxXwzZt2ph3QHjhhRc0a9Yss8O7o0ePqk2bNtqwYYMkmV/w3O2ff/7Riy++qP3790uSXn/99VQ7pnS1O7fh2bNn65VXXjGDiejoaH3xxRd6++23Jd0+SKtcubLTnvuZZ55R5syZZRiGXnjhBfPMlPj4eC1dujTVOxs5y8cff6z8+fPr4sWLqlatmr777jtdu3bNnH7hwgUtWLBArVq1SnKgHxISogEDBmjjxo12X/gPHTqkjh07Kjo6Wl5eXinebjo1icHG1q1bFRcXl6QtMmTIoGeeeUY3b940D+pc1V/I6NGjJd0+M+z55583LzuIjY3VDz/8YLZL9erV1bJlS5fUkJxSpUqpYMGCkqTu3btr69at5rQNGzaodu3aaboDkZeXlxlufPvtt+YdSDp37pziMg+y3dxLmzZtzF/g27RpowULFpgh1L///qsmTZqkeibiq6++qsKFCys2NlZNmjTRH3/8Ye6Ld+/erUaNGuno0aPy8/NLU1h0P2rVqmXebe31119Xnz59dOTIEXN6TEyMNm7cqHfffVchISFO78Q6PDxcAwcONAP9p59+WtWqVTOnP+g207lzZz3zzDMyDENt2rTRp59+anbwLN3u7HTs2LEPdIv45Hz55ZfKkiWLDhw4oKeffloLFy60u+T29OnT+u6771SvXr37em53bCujR49WkyZN9N1339mdsRMTE6N58+aZwV7iLY0BPCADAJxkyJAhhiQjJCQkxXni4uKMkiVLGpLMYdWqVUnmu3btmlG6dGlzHi8vLyMoKMiQZGTIkMGYPXu2ERISYkgypk2bZrfs0aNHzeWOHj2abB2rVq0y50nJtGnTUnw9tWrVMiQZAwYMMJ555hmzrmzZstm9toEDB6a4/kmTJhm+vr7mvH5+fkaOHDmMDBky2K3j+++/t1susZ1r1aqV4rrT6tSpU0aZMmXM5/L19TXbObHdx48fn+yyqbVPWiW2Y4YMGYw8efLYDZkyZbJrh3bt2hm3bt1Kso6uXbsakoyuXbu6ZZphGEafPn3Mumw2m5EtWzbDx8fHHFenTh0jMjIyyXJpee9S2zYnTZpk1yZZsmQx/P39DUlGzpw5jV9//TXFbT+19d7Pe/nPP/8Yjz/+uN02kj17diNz5sx2tdWvX99uuTuneXl5GdmyZTNrT2zHsWPH3vP5kxMdHW33WZo4cWKSeUaNGmVODwgIMOLi4pJd14O+R4ZhGGPGjDFsNps5T1BQkF195cqVM06fPn3frzMt71Nq+7/ffvvNbjvNlCmT+TnLnDmzsWLFilT3y4l27dpl934GBQUZN27cSLV2R7ebtDh8+LARHBxsty8NDAw092kLFy5M9XXt3r3bKFCggDmPv7+/ERAQYLe++fPnJ/vcaWmvxP3ckCFDkkyLiYkxevbsmeRznS1bNsPLy8tu/KlTp+6rXRK3ZUlJ9q+J7XOvbfJBt5kLFy4Yzz77rN3nPCgoyMiSJYs5rkWLFsnW/SCfwXXr1hl58+Y15/H29jZy5MhhZMyY0e519+zZ0265e31/cPW2cud7JsnImDGjkT17drv9SalSpYyzZ8+muA4AaceZIQDcytvb27x8JDVZsmTRunXrFBoaqsKFC8vHx0cZMmQwz1ZIPF3V03x9fRUWFqaPP/5YJUqUUExMjAIDA81+EFK7HOiVV17R/v371bdvX1WoUEF+fn66evWq2QfCm2++qeXLl7v0VPoCBQpoy5YtGjNmjJ5++mllzJhR0dHRCg4OVufOnbV161b17t3bZc+fKDY21rz8I3FISEhQ4cKF9eKLL+qPP/7QnDlzHprbCY4ZM0YrV65UmzZtlCdPHl2/fl1Zs2ZVnTp1NHXqVC1fvjzV20I66pVXXtGiRYtUu3ZtZcmSRXFxcebdmnbu3Gl3OZarlCpVSrt27dLkyZPVsGFD5cyZU5GRkTIMQ8WKFVPbtm319ddfa968eXbLLVu2TAMGDNCzzz6r4OBg82yvYsWK6aWXXtLff/9tnlVzvzJmzKinn37afHxnfyHJjXv22WddejemPn36aMuWLerUqZOCg4MVHR1t1jh27Fj9/fffyp8/v8uePyX/+c9/tHbtWjVr1kxBQUGKi4tTzpw59dJLL2nr1q2qV69emtZTrlw5VaxY0Xzctm1b+fv7p7qMo9tNWhQpUkQ7duww/14YhiF/f389//zzWr9+vZo3b57q8mXLltXevXs1dOhQVaxYUT4+PoqJiVHRokX1yiuvaO/evXr++efvu6608PX11ZQpU7R+/Xp169ZNRYsWVXx8vK5fv67cuXOrdu3aGjx4sHbt2nXPW3qn5u79a3R0tPLmzatGjRppypQp2rJlS7Lb5INuMzlz5tTq1av1/fffq0mTJsqVK5eioqKUKVMmVa5cWf3790/Td4L7VaNGDR04cECfffaZatasqaCgIF29elXe3t4qVaqUOnXqpB9++ME8SzOtXL2tvPzyy/r666/Vvn17lS1bVpkyZVJkZKSyZcumZ599VuPGjdO2bdvsOiYG4DibYThw7z0AAAAAAIBHFGeGAAAAAAAASyEMAQAAAAAAlkIYAgAAAAAALIUwBAAAAAAAWAphCAAAAAAAsBQfTxfwKEhISNCZM2eUNWtW2Ww2T5cDAAAAAACSYRiGrl27pvz588vLK+XzPwhD0uDMmTMKDg72dBkAAAAAACANTp48qcceeyzF6YQhaZA1a1ZJtxszICDAw9UAAAAAAIDkREZGKjg42DyOTwlhSBokXhoTEBBAGAIAAAAAwEPuXl1c0IEqAAAAAACwFMIQAAAAAABgKYQhAAAAAADAUghDAAAAAACApRCGAAAAAAAASyEMAQAAAAAAlkIYAgAAAAAALIUwBAAAAAAAWAphCAAAAAAAsBTCEAAAAAAAYCmEIQAAAAAAwFIIQwAAAAAAgKUQhgAAAAAAAEshDAEAAAAAAJZCGAIAAAAAACyFMAQAAAAAAFgKYQgAAAAAALAUwhAAAAAAAGAphCEAAAAAAMBSCEMAAAAAAIClEIYAAAAAAABLIQwBAAAAAACWQhgCAAAAAAAsxcfTBcC1CvVf5OkSHhnHRjXzdAkAAAAAADfgzBAAAAAAAGAphCEAAAAAAMBSCEMAAAAAAIClEIYAAAAAAABLIQwBAAAAAACWQhgCAAAAAAAshTAEAAAAAABYCmEIAAAAAACwFMIQAAAAAABgKYQhAAAAAADAUh6qMGTt2rV67rnnlD9/ftlsNv3yyy920202W7LDp59+muI6hw4dmmT+kiVLuviVAAAAAACAh9VDFYZERUWpQoUKmjhxYrLTz549azdMnTpVNptNbdq0SXW9ZcqUsVtu3bp1rigfAAAAAAA8Anw8XcCdmjRpoiZNmqQ4PW/evHaPFy5cqDp16qhIkSKprtfHxyfJsqmJiYlRTEyM+TgyMjLNywIAAAAAgIfbQ3VmyP04d+6cFi1apB49etxz3oMHDyp//vwqUqSIOnbsqBMnTqQ6/8iRIxUYGGgOwcHBziobAAAAAAB42CMbhsyYMUNZs2ZV69atU52vatWqmj59upYsWaJJkybp6NGjevbZZ3Xt2rUUlxkwYIAiIiLM4eTJk84uHwAAAAAAeMhDdZnM/Zg6dao6duwof3//VOe787Kb8uXLq2rVqgoJCdG8efNSPKvEz89Pfn5+Tq0XAAAAAAA8HB7JMOTPP//U/v37NXfu3PteNigoSI8//rgOHTrkgsoAAAAAAMDD7pG8TObbb79V5cqVVaFChfte9vr16zp8+LDy5cvngsoAAAAAAMDD7qEKQ65fv64dO3Zox44dkqSjR49qx44ddh2eRkZGav78+erZs2ey66hXr54mTJhgPu7bt6/WrFmjY8eOaf369WrVqpW8vb3Vvn17l74WAAAAAADwcHqoLpPZsmWL6tSpYz4ODQ2VJHXt2lXTp0+XJM2ZM0eGYaQYZhw+fFgXL140H586dUrt27fXpUuXlCtXLj3zzDPauHGjcuXK5boXAgAAAAAAHlo2wzAMTxfxsIuMjFRgYKAiIiIUEBDg6XLuS6H+izxdwiPj2Khmni4BAAAAAPAA0nr8/lBdJgMAAAAAAOBqhCEAAAAAAMBSCEMAAAAAAIClEIYAAAAAAABLIQwBAAAAAACWQhgCAAAAAAAshTAEAAAAAABYCmEIAAAAAACwFMIQAAAAAABgKYQhAAAAAADAUghDAAAAAACApRCGAAAAAAAASyEMAQAAAAAAlkIYAgAAAAAALIUwBAAAAAAAWAphCAAAAAAAsBTCEAAAAAAAYCmEIQAAAAAAwFIIQwAAAAAAgKUQhgAAAAAAAEshDAEAAAAAAJZCGAIAAAAAACyFMAQAAAAAAFgKYQgAAAAAALAUwhAAAAAAAGAphCEAAAAAAMBSCEMAAAAAAIClEIYAAAAAAABLIQwBAAAAAACWQhgCAAAAAAAshTAEAAAAAABYCmEIAAAAAACwFMIQAAAAAABgKYQhAAAAAADAUghDAAAAAACApRCGAAAAAAAASyEMAQAAAAAAlkIYAgAAAAAALIUwBAAAAAAAWAphCAAAAAAAsBTCEAAAAAAAYCmEIQAAAAAAwFIIQwAAAAAAgKUQhgAAAAAAAEshDAEAAAAAAJZCGAIAAAAAACyFMAQAAAAAAFgKYQgAAAAAALAUwhAAAAAAAGAphCEAAAAAAMBSCEMAAAAAAIClEIYAAAAAAABLIQwBAAAAAACWQhgCAAAAAAAshTAEAAAAAABYCmEIAAAAAACwFMIQAAAAAABgKYQhAAAAAADAUghDAAAAAACApRCGAAAAAAAAS3mowpC1a9fqueeeU/78+WWz2fTLL7/YTe/WrZtsNpvd0Lhx43uud+LEiSpUqJD8/f1VtWpVbd682UWvAAAAAAAAPOweqjAkKipKFSpU0MSJE1Ocp3Hjxjp79qw5zJ49O9V1zp07V6GhoRoyZIi2bdumChUqqFGjRjp//ryzywcAAAAAAI8AH08XcKcmTZqoSZMmqc7j5+envHnzpnmdY8aMUa9evfTSSy9Jkr766istWrRIU6dOVf/+/R+oXgAAAAAA8Oh5qM4MSYvVq1crd+7cKlGihF599VVdunQpxXlv3bqlrVu3qn79+uY4Ly8v1a9fXxs2bEhxuZiYGEVGRtoNAAAAAAAgfXikwpDGjRtr5syZCgsL0+jRo7VmzRo1adJE8fHxyc5/8eJFxcfHK0+ePHbj8+TJo/Dw8BSfZ+TIkQoMDDSH4OBgp74OAAAAAADgOQ/VZTL38uKLL5r/L1eunMqXL6+iRYtq9erVqle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\n",
      "text/plain": [
       "<Figure size 1300x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13,7))\n",
    "plt.bar(*zip(*sort_bachelor.items()))\n",
    "plt.title('Number of Billionaires who have done Bachelors', fontsize=18)\n",
    "plt.ylabel('Number of billionaires', fontsize=12)\n",
    "plt.xlabel('University name', fontsize=12)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a5e7fa85",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:46:55.133347Z",
     "start_time": "2024-03-20T08:46:54.979841Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1300x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13,7))\n",
    "plt.bar(*zip(*sort_master.items()))\n",
    "plt.title('Number of Billionaires who have done Masters', fontsize=18)\n",
    "plt.ylabel('Number of billionaires', fontsize=12)\n",
    "plt.xlabel('University name', fontsize=12)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00b060d0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:47:17.035352Z",
     "start_time": "2024-03-20T08:47:17.028260Z"
    }
   },
   "source": [
    "# Number of Billionaries - Age wise:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "deb8aab5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:47:55.002218Z",
     "start_time": "2024-03-20T08:47:54.988296Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of billionaires who are in their 10s: 1\n",
      "Number of billionaires who are in their 20s: 9\n",
      "Number of billionaires who are in their 30s: 94\n",
      "Number of billionaires who are in their 40s: 291\n",
      "Number of billionaires who are in their 50s: 729\n",
      "Number of billionaires who are in their 60s: 631\n",
      "Number of billionaires who are in their 70s: 547\n",
      "Number of billionaires who are in their 80s: 258\n",
      "Number of billionaires who are in their 90s: 70\n"
     ]
    }
   ],
   "source": [
    "age = {'n0s':0, '10s':0, '20s':0, '30s':0, '40s':0, '50s':0, '60s':0, '70s':0, '80s':0, '90s':0, 'above':0}\n",
    "for i in df['Age']:\n",
    "  age[str(i)[0] + '0s'] += 1\n",
    "\n",
    "for k,v in age.items():\n",
    "  if k == 'n0s' or k == 'above':\n",
    "    pass\n",
    "  else:\n",
    "    print(f'Number of billionaires who are in their {k}:',v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e4bf2641",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:52:54.625564Z",
     "start_time": "2024-03-20T08:52:54.503328Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1100x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "age1 = age.copy() \n",
    "if 'n0s' in age1:\n",
    "    del age1['n0s']\n",
    "if 'above' in age1:\n",
    "    del age1['above']\n",
    "\n",
    "plt.figure(figsize=(11,7))\n",
    "plt.bar(*zip(*age1.items()))\n",
    "plt.title('Billionaires with their age', fontsize=18)\n",
    "plt.ylabel('Number of billionaires', fontsize=12)\n",
    "plt.xlabel('Age', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d55ab4a7",
   "metadata": {},
   "source": [
    "# Number of Self made billionaries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4da364c9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:53:48.043149Z",
     "start_time": "2024-03-20T08:53:48.023815Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of billionaires who are self made:  1960\n",
      "Number of billionaires who are not self made:  795\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of billionaires who are self made: \",df['Self_made'].sum())\n",
    "print(\"Number of billionaires who are not self made: \",len(df['Self_made']) - df['Self_made'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "9a9cf3c0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:56:07.847334Z",
     "start_time": "2024-03-20T08:56:07.752909Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "sns.barplot(x=['Self-Made', 'Non self-made'], y=[df['Self_made'].sum(), len(df) - df['Self_made'].sum()], alpha=0.8)\n",
    "plt.title('Self-made vs Non self-made billionaires', fontsize=18)\n",
    "plt.ylabel('Number of billionaires', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77f041f7",
   "metadata": {},
   "source": [
    "# Where do younger billionaires live?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "de74c2d7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:57:38.680010Z",
     "start_time": "2024-03-20T08:57:38.526567Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1 = df[df['Age'] <= 35]\n",
    "young = df1['Country'].value_counts().head(10)\n",
    "\n",
    "plt.figure(figsize=(15, 9))\n",
    "sns.barplot(x=young.index, y=young.values, alpha=0.8)\n",
    "plt.title('Young Billionaires (aged below 35) live in', fontsize=18)\n",
    "plt.ylabel('Number of billionaires', fontsize=12)\n",
    "plt.xlabel('Country', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e448a8d",
   "metadata": {},
   "source": [
    "# Number of billionaires in each relationship category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4460aa5a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T08:59:16.680698Z",
     "start_time": "2024-03-20T08:59:16.526702Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "status = df['Status'].value_counts()\n",
    "plt.figure(figsize=(15,9))\n",
    "sns.barplot(x=status.index, y=status.values, alpha=0.8)\n",
    "plt.title('Number of billionaires in each relationship category', fontsize=18)\n",
    "plt.ylabel('Number of billionaires', fontsize=12)\n",
    "plt.xlabel('Relationship status', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "624b8a09",
   "metadata": {},
   "source": [
    "# How many billions are contributed by the billionaires to the country?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d72538ce",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T09:01:31.056471Z",
     "start_time": "2024-03-20T09:01:30.911203Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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R6dSp00xtOnfunKOPPjpJcuutt85L2fV2yimnpEWLFjMN79OnT7bccstSapidBfl6/ehHP6pzXb/1rW+ladOmSf7fHWnra+WVV84GG2yQoigyZMiQuZq2xkEHHZTOnTvXOe7aa69NkhxwwAHp0qVLnW06d+5c2Z+m37fbtWuXJPnoo49med20hvDFF1/ktttuS5L85Cc/meV6zeiRRx7JJ598kiQZMGBAnW2OPfbYrLjiikmSP/3pT/NfbB26dOmSfv361Tlu9913T/L1MW1+ze59kaRyU5y77747H3/8ca1xEyZMyE033ZQk+cEPfjBXy11//fXToUOHFEVR6/hd8//tt98+22+/fZLk0UcfrYx/5513MnLkyCT1vxt2mzZtKsfXDz74oN411uwXxxxzTNq2bVtnm4033jjrrLNOJk2aNMsbBwGw8AniAFjkrb322jn00EOTJGeeeWYmT548x2mefvrpJMnf/va3dOrUaZaP66+/PsnXP5jmxeqrr175YTh9EFfz/5rwLUk233zzNG/ePM8991wmTJiQJPnvf/9buYD39D/UXnjhhSRJkyZNas1jRjvuuGOt9jNq0aJFNtpoo7lcq9nbfPPN6xy+0korVf5fEw7Ux8iRIyvta25qUZeadR0zZkzlx+3CUPODenbjZvV6l2FBvl6z2pZNmjTJ8ssvn6TubTlt2rT86U9/yu67756uXbumRYsWtS60X3Nzlf/+97/1X7HpbLXVVrMcV7NvX3vttbPdt//+978nqb1v77DDDmnevHlefvnlfPOb38y11167UN9L9fXCCy9Ujmu77bbbXE2XfB2ErbnmmnW2ady48UJ/32666aazvOlAzXFhbo4JszK790Xy9Xt+tdVWy8SJE/PHP/6x1rg77rgjn332WVq3bp39999/rpZbVVWV7bbbLkntoK3m/9tvv33l+F3X+O7du6dr1671WlaLFi2yww47JEl23nnnnHXWWXn22Wdne/ORqVOn5plnnknydSA7u/1ixIgRSeb9Mw+A+SeIA2CxMGDAgLRo0SL/+c9/cuWVV86x/fvvv5/k654mo0ePnuXjiy++SJJ8+eWX81xbzQ+0uoK4mnFJ0qxZs2y++eaZNGlSpafQ9NNMHwB9+OGHSZLlllsuzZo1m+Wya0LAmvYz6tChQ5291+ZHmzZt6hzepEmTyv/rE5bWmL72lVdeeZbtpu8JM6v1XRBmV0PNuIW5/DlZkK/XrLZl8v+254zb8ssvv0yfPn1ywAEH5N577817772XadOmZdlll03Hjh0rdyJNUtm/5tYKK6wwy3E1+/a4ceNmu2/X3Pl0+n17tdVWyzXXXJPWrVtn6NChOeKII9K9e/essMIK2XffffOXv/xlru8qecIJJ8wy9KivUaNGVf7frVu3ek9Xs11n9z5I5nycmF/z8j6aF7N7XyRfB2ZHHXVUkuTqq6+uNe4Pf/hDkmT//fdP69at53rZdQVt0/eI6969e7p165bhw4dXtmddvZ3r45prrskGG2yQjz76KOedd1622GKLtGnTJltvvXV+9atfzRRqfvLJJ5U7aH/66aez3S9qtsP8fOYBMH8EcQAsFlZeeeX88Ic/TJL83//9X8aPHz/b9jWnnZ122mkpvr4m6mwf0wdic6vmR9Ybb7yRUaNG5fPPP89LL72Uli1bZtNNN63VdsbTU2v+XWONNeb4Y3pe1HVKK8yPn//853nsscfSokWLXHLJJXnnnXfy1VdfZcyYMRk1alRGjRpV6Wk3t6FWjdm9b2v27SuuuKJe+/bAgQNrTX/AAQfknXfeyZVXXpl99903Xbp0yUcffZTbb789e+65Z7bddtuMGzeu3rWOHTt2lqFHfc2qNxm11ed4dthhh6VZs2Z544038sQTTyT5+tj81FNPJUklqJtbNX8oGTFiRN5///289dZbee+997LOOutUAsIZT0+d1yCua9eueemll/LQQw/l+OOPz8Ybb5xp06bl6aefzqmnnprVV1+9ViA4/WnWDz74YL32i1mdygzAwieIA2Cx8ZOf/CTt27fPhx9+mIsuumi2bWt6o5Rx+s2M14l78sknM3Xq1PTq1atyna0aNUFcTfBX8++MP9Rqfth9/PHHlZ4Odak59W9OPUUWZdPXPrtTGacftzDX93//+98cxzXk693Qr1fNNefOOuusnHjiienatetMQdL0PbwWtAWxby+77LL5wQ9+kFtvvTXvvvtu3nrrrfzkJz9JVVVVnnzyybkKKQYOHDjLsKO+pu89NzfrVbNd53QK8KyOEzW91Wp6D9Zl7Nix9a5nUbDccstl7733TvL/esXV/Lvxxhtn4403nqf59ujRo7KdHn300VqnpdaYvtfcv/71r8rrPrvT3WelUaNG6du3by699NK88MIL+eSTT3LzzTena9eu+fTTT7P//vtXTlft0KFDZVs65RRg0SeIA2Cx0b59+/zkJz9Jklx00UX56KOPZtm25lpCf//732f7I3NWak7nrM+P6VVXXbVyOtljjz1W5/XhatSEc88991zeeOON/Oc//0kycxC3ySabJEmmTJmSxx9/fJbLrrkO1ow97+ZGTYgyr72X5teqq66aZZddNkkyaNCgWbarWdcOHTpk1VVXXWj1zO4i5jXjarZPQ2jo1+u9995LknzjG9+oc/zbb7+dt956a4Etb0Y1+/Z99923wOa52mqr5fzzz69cO+yRRx5ZYPOuj0022aQS2t97771zNV3yddD2r3/9q842U6dOrbxvZzxOtG/fPsn/26Z1efbZZ+tdz9yam+Ps3Ki5acMdd9yRUaNGVa4XN6+94WpMf5246U9LrTF9j7ia8WuttVblZhnzo02bNtl///0rN2UYPXp05UYqyyyzTOXGPXPz/gGgYQjiAFis/PCHP0znzp3z+eef57zzzptlu8MOOyxNmjTJxx9/nLPPPnu285w0adJMp7pWV1cnST777LN61VUTpA0ePLjO68PVaNGiRTbddNNMnjw5P//5zyvDZ2y7/vrrp2fPnkm+PhW3rjs8PvDAA5Ufyd///vfrVWdd5nZdF7Sqqqrsu+++SZKrrrqqzt5U77//fq666qok87eu9fHrX/+6zvD2scceq9wooKbehtDQr1fNHRn/8Y9/1Dm+JixfWGrClNdeey1XXHHFbNt+8cUXtS5yP7vepUkqd5Bd0NdVnJOWLVtmv/32S5JccMEFsw3GprfjjjumQ4cOSWZ919Srrrqqcl29Gd8LNXeUfv755+tc5vDhw3PXXXfVq5Z5sbCOPVtvvXXWXXfdfPXVV9l3333z8ccfz9NNGmY0fdA2ePDgNGrUqNaxe+WVV84aa6yRkSNHVm4ENLenpc7upgxJat3lePr3ac1+8cADD+SBBx6Y7TwWxI0zAJh3gjgAFistWrSo/OCc3V/+V1tttZx55plJkgsvvDAHH3xwXnvttcr4KVOmZNiwYTn33HOz+uqrZ9iwYbWmX3fddZMkTz75ZN5444051lXzY+tf//pXXnzxxbRo0aLSQ2FGNT3lbrnlliS1T3ma3i9/+ctKDfvss0/l7o6TJ0/OzTffXPlRveWWW2bPPfecY42zUrOuN998c4NdwPunP/1p2rVrl08++SR9+vSp3Mwi+foumX369Mlnn32WZZdddqEHPR988EF22WWXyt0Fp0yZkjvuuCP77LNPkmSjjTbKd77znYVaw5w05Ou18847J/k6IL7rrrsyZcqUJF/fzXX//ffP7bffXulptTBsu+22lbso9+/fPyeddFKlZ2nyddj2zDPP5NRTT023bt1q3aDguOOOy/e+973ceeedtYaPHz8+V155ZaXn1C677LLQ6p+Vn//851luueUyZsyYbLXVVrn99tsrd1cuiiKvvfZaTjnllNx4442VaaY/Ht5yyy05+uijK9em+/LLL3PZZZflxBNPTPJ1eDzjaZm77bZbWrduncmTJ+d73/te5T0/efLk/OUvf0mfPn3SqlWrhbbONceeBx54YLanhM+LH/zgB0lSuU7cvN6kYXo1x/l33nkno0aNyje+8Y20a9euVpuasK7mjyRzG8QNGTIk66+/fi655JIMHz4806ZNS/L1e2DIkCGV3n6dO3fO+uuvX5nuwAMPTJ8+fVIURfbaa6/83//9XyWATb4OpR977LH0798/3bt3n7sVB2DBKgBgEXL22WcXSYpu3brNss2UKVOKtddeu0hSeTz22GMztZs2bVpx5plnFlVVVZV2LVq0KDp06FA0bty41vRPPfVUrWk/+eSTYvnll6+MX2655Ypu3boV3bp1K4YOHTrTst59991a8+vdu/cs63/44YdrtT322GNn2fbiiy+uVX+7du2Kpk2bVp6vt956xf/+97+Zprv++uvn+DrWuPHGGyvzW2aZZYqVV1656NatW7HVVltV2jz22GOVNrMzu+0xJ4MHDy7atm1bmUerVq2KVq1a1Vr3J554os5p+/XrVyQp+vXrN9fLLYra63fPPfcUyyyzTJGkaNu2bdGsWbPKuK5duxb/+c9/Zjt9GeOKYt5fr5EjR1bajBw5cpavSbdu3YokxfXXX19r+Ntvv1107NixMo8mTZrUquMXv/hFse222xZJirPPPrve8y2K+r9/Jk6cWBxxxBG19qPWrVsX7du3Lxo1alRr+H//+9/KdDXvk+mnadeuXa1hW2+9dTF+/PjZLn9hefHFF4uVV165Ukvjxo2LDh06FM2bN68Mu+SSS2aa7qSTTqqMr6qqKtq3b180adKk1vFo3LhxdS7zmmuuqXWMadOmTeUYs8UWWxS/+93vZnksqc9+N7tj0b/+9a/KujVq1Kjo2LFj5Tj73nvvVdrNy3Fl7NixtfaHF154od7Tzk6XLl0q8zzllFNmGn/rrbfWej+NHj26zvnMav+efnjNMblDhw61tmd1dXWd+/bYsWOLXXfdtdb01dXVRbt27Wpt4yZNmiyQ1wKAeaNHHACLncaNG+cXv/jFHNtVVVXl3HP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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "contributed = df.groupby('Country')['NetWorth'].sum().sort_values(ascending=False).head(10)\n",
    "plt.figure(figsize=(15,9))\n",
    "sns.barplot(x=contributed.index, y=contributed.values, alpha=0.8)\n",
    "plt.title('NetWorth of billionaires - country wise', fontsize=18)\n",
    "plt.ylabel('Billions', fontsize=12)\n",
    "plt.xlabel('Country', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c50785b",
   "metadata": {},
   "source": [
    "# Which city contains more billionaires?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a26b2c21",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T09:02:40.302332Z",
     "start_time": "2024-03-20T09:02:40.141503Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1300x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "city = df['Residence'].value_counts().head(10)\n",
    "plt.figure(figsize=(13,7))\n",
    "sns.barplot(x=city.index, y=city.values, alpha=0.8)\n",
    "plt.title('Number of billionaires - city wise', fontsize=18)\n",
    "plt.ylabel('Number of Billionaires', fontsize=12)\n",
    "plt.xlabel('City', fontsize=12)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3996ad8",
   "metadata": {},
   "source": [
    "# How many billionaire families are there?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "c55109d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-03-20T09:03:25.819880Z",
     "start_time": "2024-03-20T09:03:25.811869Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of billionaire families:  335\n"
     ]
    }
   ],
   "source": [
    "family = 0\n",
    "for i in df['Name']:\n",
    "  j = i.split()\n",
    "  if j[-1] == 'family':\n",
    "    family += 1\n",
    "print('Number of billionaire families: ', family)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e87ab05",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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