Celebrity Deaths.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading the Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from matplotlib.gridspec import GridSpec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from subprocess import check_output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "death = pd.read_csv('Celebrity Deaths.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>cause_of_death</th>\n",
       "      <th>death_month</th>\n",
       "      <th>death_year</th>\n",
       "      <th>famous_for</th>\n",
       "      <th>name</th>\n",
       "      <th>nationality</th>\n",
       "      <th>fame_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>85</td>\n",
       "      <td>1921</td>\n",
       "      <td>natural causes</td>\n",
       "      <td>January</td>\n",
       "      <td>2006</td>\n",
       "      <td>businessman chairman of IBM (1973–1981)</td>\n",
       "      <td>Frank Cary</td>\n",
       "      <td>American</td>\n",
       "      <td>6030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "      <td>1957</td>\n",
       "      <td>murdered</td>\n",
       "      <td>January</td>\n",
       "      <td>2006</td>\n",
       "      <td>musician (House of Freaks Gutterball)</td>\n",
       "      <td>Bryan Harvey</td>\n",
       "      <td>American</td>\n",
       "      <td>5867.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>64</td>\n",
       "      <td>1942</td>\n",
       "      <td>Alzheimer's disease</td>\n",
       "      <td>January</td>\n",
       "      <td>2006</td>\n",
       "      <td>baseball player (Oakland Athletics)</td>\n",
       "      <td>Paul Lindblad</td>\n",
       "      <td>American</td>\n",
       "      <td>6711.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>86</td>\n",
       "      <td>1920</td>\n",
       "      <td>Alzheimer's disease</td>\n",
       "      <td>January</td>\n",
       "      <td>2006</td>\n",
       "      <td>politician Representative from Oregon (1957–1...</td>\n",
       "      <td>Charles O. Porter</td>\n",
       "      <td>American</td>\n",
       "      <td>6330.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>82</td>\n",
       "      <td>1924</td>\n",
       "      <td>cancer</td>\n",
       "      <td>January</td>\n",
       "      <td>2006</td>\n",
       "      <td>nightclub owner (Tropicana Club)</td>\n",
       "      <td>Ofelia Fox</td>\n",
       "      <td>Cuban</td>\n",
       "      <td>4353.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age  birth_year        cause_of_death death_month  death_year  \\\n",
       "0   85        1921        natural causes     January        2006   \n",
       "1   49        1957              murdered     January        2006   \n",
       "2   64        1942   Alzheimer's disease     January        2006   \n",
       "3   86        1920   Alzheimer's disease     January        2006   \n",
       "4   82        1924                cancer     January        2006   \n",
       "\n",
       "                                          famous_for               name  \\\n",
       "0            businessman chairman of IBM (1973–1981)         Frank Cary   \n",
       "1              musician (House of Freaks Gutterball)       Bryan Harvey   \n",
       "2                baseball player (Oakland Athletics)      Paul Lindblad   \n",
       "3   politician Representative from Oregon (1957–1...  Charles O. Porter   \n",
       "4                   nightclub owner (Tropicana Club)         Ofelia Fox   \n",
       "\n",
       "  nationality  fame_score  \n",
       "0    American      6030.0  \n",
       "1    American      5867.0  \n",
       "2    American      6711.0  \n",
       "3    American      6330.0  \n",
       "4       Cuban      4353.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "death.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 21438 entries, 0 to 21437\n",
      "Data columns (total 9 columns):\n",
      "age               21438 non-null int64\n",
      "birth_year        21438 non-null int64\n",
      "cause_of_death    8972 non-null object\n",
      "death_month       21438 non-null object\n",
      "death_year        21438 non-null int64\n",
      "famous_for        21420 non-null object\n",
      "name              21438 non-null object\n",
      "nationality       21438 non-null object\n",
      "fame_score        21380 non-null float64\n",
      "dtypes: float64(1), int64(3), object(5)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "death.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def group_deathcause(cause):\n",
    "    mod_cause = \"\"\n",
    "    cause = str(cause)\n",
    "    if \"cancer\" in cause:\n",
    "        mod_cause = \"cancer\"\n",
    "    elif \"heart\" in cause or \"cardiac\" in cause:\n",
    "        mod_cause = \"heart disease\"\n",
    "    else:\n",
    "        mod_cause = cause\n",
    "    return mod_cause"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Checking for Null Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>cause_of_death</th>\n",
       "      <th>death_month</th>\n",
       "      <th>death_year</th>\n",
       "      <th>famous_for</th>\n",
       "      <th>name</th>\n",
       "      <th>nationality</th>\n",
       "      <th>fame_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21408</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21409</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21410</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21411</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21412</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21413</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21414</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21415</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21416</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21417</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21418</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21419</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21420</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21421</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21422</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21423</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21424</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21425</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21426</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21427</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21428</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21429</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21430</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21431</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21432</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21433</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21434</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21435</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21436</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21437</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21438 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         age birth_year cause_of_death death_month death_year famous_for  \\\n",
       "0      False      False          False       False      False      False   \n",
       "1      False      False          False       False      False      False   \n",
       "2      False      False          False       False      False      False   \n",
       "3      False      False          False       False      False      False   \n",
       "4      False      False          False       False      False      False   \n",
       "5      False      False          False       False      False      False   \n",
       "6      False      False          False       False      False      False   \n",
       "7      False      False          False       False      False      False   \n",
       "8      False      False           True       False      False      False   \n",
       "9      False      False          False       False      False      False   \n",
       "10     False      False          False       False      False      False   \n",
       "11     False      False           True       False      False      False   \n",
       "12     False      False           True       False      False      False   \n",
       "13     False      False          False       False      False      False   \n",
       "14     False      False          False       False      False      False   \n",
       "15     False      False           True       False      False      False   \n",
       "16     False      False           True       False      False      False   \n",
       "17     False      False           True       False      False      False   \n",
       "18     False      False           True       False      False      False   \n",
       "19     False      False          False       False      False      False   \n",
       "20     False      False           True       False      False      False   \n",
       "21     False      False           True       False      False      False   \n",
       "22     False      False           True       False      False      False   \n",
       "23     False      False          False       False      False      False   \n",
       "24     False      False          False       False      False      False   \n",
       "25     False      False           True       False      False      False   \n",
       "26     False      False          False       False      False      False   \n",
       "27     False      False           True       False      False      False   \n",
       "28     False      False           True       False      False      False   \n",
       "29     False      False          False       False      False      False   \n",
       "...      ...        ...            ...         ...        ...        ...   \n",
       "21408  False      False          False       False      False      False   \n",
       "21409  False      False           True       False      False      False   \n",
       "21410  False      False           True       False      False      False   \n",
       "21411  False      False           True       False      False      False   \n",
       "21412  False      False          False       False      False      False   \n",
       "21413  False      False          False       False      False      False   \n",
       "21414  False      False           True       False      False      False   \n",
       "21415  False      False           True       False      False      False   \n",
       "21416  False      False          False       False      False      False   \n",
       "21417  False      False          False       False      False      False   \n",
       "21418  False      False           True       False      False      False   \n",
       "21419  False      False           True       False      False      False   \n",
       "21420  False      False          False       False      False      False   \n",
       "21421  False      False           True       False      False      False   \n",
       "21422  False      False           True       False      False      False   \n",
       "21423  False      False           True       False      False      False   \n",
       "21424  False      False          False       False      False      False   \n",
       "21425  False      False           True       False      False      False   \n",
       "21426  False      False           True       False      False      False   \n",
       "21427  False      False           True       False      False      False   \n",
       "21428  False      False           True       False      False      False   \n",
       "21429  False      False           True       False      False      False   \n",
       "21430  False      False          False       False      False      False   \n",
       "21431  False      False           True       False      False      False   \n",
       "21432  False      False          False       False      False      False   \n",
       "21433  False      False           True       False      False      False   \n",
       "21434  False      False           True       False      False      False   \n",
       "21435  False      False           True       False      False      False   \n",
       "21436  False      False           True       False      False      False   \n",
       "21437  False      False           True       False      False      False   \n",
       "\n",
       "        name nationality fame_score  \n",
       "0      False       False      False  \n",
       "1      False       False      False  \n",
       "2      False       False      False  \n",
       "3      False       False      False  \n",
       "4      False       False      False  \n",
       "5      False       False      False  \n",
       "6      False       False      False  \n",
       "7      False       False      False  \n",
       "8      False       False      False  \n",
       "9      False       False      False  \n",
       "10     False       False      False  \n",
       "11     False       False      False  \n",
       "12     False       False      False  \n",
       "13     False       False      False  \n",
       "14     False       False      False  \n",
       "15     False       False      False  \n",
       "16     False       False      False  \n",
       "17     False       False      False  \n",
       "18     False       False      False  \n",
       "19     False       False      False  \n",
       "20     False       False      False  \n",
       "21     False       False      False  \n",
       "22     False       False      False  \n",
       "23     False       False      False  \n",
       "24     False       False      False  \n",
       "25     False       False      False  \n",
       "26     False       False      False  \n",
       "27     False       False      False  \n",
       "28     False       False      False  \n",
       "29     False       False      False  \n",
       "...      ...         ...        ...  \n",
       "21408  False       False       True  \n",
       "21409  False       False      False  \n",
       "21410  False       False      False  \n",
       "21411  False       False      False  \n",
       "21412  False       False       True  \n",
       "21413  False       False      False  \n",
       "21414  False       False      False  \n",
       "21415  False       False      False  \n",
       "21416  False       False      False  \n",
       "21417  False       False      False  \n",
       "21418  False       False      False  \n",
       "21419  False       False      False  \n",
       "21420  False       False       True  \n",
       "21421  False       False      False  \n",
       "21422  False       False      False  \n",
       "21423  False       False      False  \n",
       "21424  False       False      False  \n",
       "21425  False       False      False  \n",
       "21426  False       False       True  \n",
       "21427  False       False      False  \n",
       "21428  False       False      False  \n",
       "21429  False       False      False  \n",
       "21430  False       False      False  \n",
       "21431  False       False      False  \n",
       "21432  False       False      False  \n",
       "21433  False       False      False  \n",
       "21434  False       False      False  \n",
       "21435  False       False      False  \n",
       "21436  False       False      False  \n",
       "21437  False       False      False  \n",
       "\n",
       "[21438 rows x 9 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "death.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2067ca07a58>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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16lis6PpVpUoV9evXT/v371dSUpKee+452yX5pW/fvqViakFg+mH48OGaNGmS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067d152a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(death.isnull(),yticklabels=False,cbar=False,cmap='coolwarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "death_all = death.copy()\n",
    "death_all[\"cause_of_death\"].fillna(\"unknown\",inplace=True)\n",
    "death_all[\"cause_of_death\"] = death_all.apply (lambda row:group_deathcause(row[\"cause_of_death\"]) , axis = 1)\n",
    "death_2016 = death_all[death_all.death_year == 2016]\n",
    "death_rest_2016 = death_all[death_all.death_year != 2016]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2067ce3b5c0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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V2V6/3azkBfDll1/y3HPP4XA4bK/dF+4lr5qaGkJCQkhN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\nRDC7NJ8AAAALSURBVERERCQA/B+HNodbO1iFMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067ca078d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "sns.countplot(death_all.death_year, palette='coolwarm')\n",
    "plt.title(\"How Many Celebrities Die Based on Year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Causes of Death"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2067cbe24a8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GxSYxMfGmvJuer29tubq6OrsMAABwgyBgo9j0Ghgjz1sqOrsMS2Wkp2rxtKHy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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067cb17668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = death_2016[death_2016.cause_of_death != \"unknown\"].groupby(\"cause_of_death\")[\"name\"].count().reset_index()\n",
    "x = x.rename(columns ={\"name\":\"count\"})\n",
    "total_causeofdeath = x[\"count\"].sum()\n",
    "x[\"ratio\"] = x.apply(lambda row: row[\"count\"]/total_causeofdeath,axis=1)\n",
    "x= x.sort_values(by=\"ratio\",ascending=False)\n",
    "dy = x.head(10)\n",
    "plt.figure(figsize=(10,10))\n",
    "ax = sns.barplot(x=\"count\", y =\"cause_of_death\", data = dy, palette='viridis')\n",
    "ax.set(xlabel='number_of_deaths')\n",
    "sns.despine(left=True, bottom=True)\n",
    "plt.title(\"Top 10 (65%) Cause of Deaths by Celebrities in 2016\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Which is Deadliest?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OTg7Dhw/nmWeeAeDKlStkZWXZl7u7u+fa3xuHuqSkpODu7k5ycnKuIQ4Wi+WmISUvzs7O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\nOyoURERERETEjgoFERERERGx8/8AlUfNVweQDpsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067cd156d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "death_copy2 = death.copy()\n",
    "death_copy2[\"cause_of_death\"].fillna(\"unknown\",inplace=True)\n",
    "\n",
    "#selecting all rows re\n",
    "x =death_copy2[ (death_copy2[\"cause_of_death\"].str.contains(\"cancer\") )&( death_copy2[\"death_year\"] == 2016 )].groupby(\"cause_of_death\")[\"name\"].count().sort_values(ascending=False).reset_index().rename(columns={\"name\":\"count\"}).iloc[1:,:]\n",
    "x_sum = x[\"count\"].sum()\n",
    "x[\"ratio\"] = x.apply(lambda row : row[\"count\"]/x_sum ,axis=1)\n",
    "xtop_20 = x.head(20)\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "ax=sns.barplot(y=\"cause_of_death\",x=\"ratio\",data=xtop_20, palette='magma')\n",
    "ax.set(xlabel='ratio_of_deaths')\n",
    "plt.title(\"Top 20 different types of cancer which caused Celebrities Death in 2016  \")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Deaths By Month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LKypFQWJioMITQghRAUn2olK8x9drZjPmJk3PeY4hLAxLi5aea0hVvhBChIQk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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067dd242e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "month_lst = ['January', 'February', 'March', 'April', 'May', 'June', 'July',\n",
    "              'August', 'September', 'October', 'November', 'December']\n",
    "mnth_index = []\n",
    "death_by_month = death_2016.groupby(\"death_month\")[\"name\"].count().reset_index().rename(columns={\"name\":\"2016\"})\n",
    "for mnth in month_lst:\n",
    "    mnth_index += death_by_month[death_by_month.death_month == mnth].index.tolist()\n",
    "death_by_month_rest = death_rest_2016.groupby(\"death_month\")[\"name\"].count().reset_index().rename(columns={\"name\":\"before2016\"})\n",
    "death_by_month = pd.merge(death_by_month,death_by_month_rest, on=\"death_month\", how=\"left\")\n",
    "death_by_month = death_by_month.reindex(mnth_index)\n",
    "tot_2016_deaths = death_by_month[\"2016\"].sum()\n",
    "tot_before2016_deaths = death_by_month[\"before2016\"].sum()\n",
    "death_by_month[\"2016_ratio\"] = death_by_month.apply(lambda row: row[\"2016\"]/tot_2016_deaths , axis=1)\n",
    "death_by_month[\"before2016_ratio\"] = death_by_month.apply(lambda row: row[\"before2016\"]/tot_before2016_deaths , axis=1)\n",
    "ax = sns.pointplot(x=\"death_month\", y=\"2016_ratio\", data=death_by_month,color=\"#bb3f3f\", label=\"2016\")\n",
    "ax = sns.pointplot(x=\"death_month\", y=\"before2016_ratio\", data=death_by_month,color=\"#4286f4\", label=\"before_2016\")\n",
    "ax.set_xticklabels(rotation=90, labels=death_by_month.death_month)\n",
    "ax.set(ylabel='ratio')\n",
    "import matplotlib.patches as mpatches\n",
    "red_patch = mpatches.Patch(color=\"#bb3f3f\", label='2016')\n",
    "blu_patch = mpatches.Patch(color=\"#4286f4\", label='until 2016')\n",
    "plt.legend(handles=[red_patch,blu_patch])\n",
    "plt.title(\"Average number of Celebrities death by month\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# By Nationality"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "d_16 = death_2016.groupby(\"nationality\")[\"name\"].count().sort_values(ascending=False).reset_index().rename(columns={\"name\":\"count\"})\n",
    "tot = d_16[\"count\"].sum()\n",
    "d_16[\"2016_March_ratio\"] = d_16.apply(lambda row : row[\"count\"]/tot,axis =1)\n",
    "d_rest = death_rest_2016.groupby(\"nationality\")[\"name\"].count().sort_values(ascending=False).reset_index().rename(columns={\"name\":\"count\"})\n",
    "tot = d_rest[\"count\"].sum()\n",
    "d_rest[\"before2016_March_ratio\"] = d_rest.apply(lambda row : row[\"count\"]/tot,axis =1)\n",
    "\n",
    "march_nationality = pd.merge(d_16,d_rest[[\"nationality\",\"before2016_March_ratio\"]],on=\"nationality\",how=\"left\")\n",
    "march_nationality = march_nationality.head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KdhERkVZEwS4iItKKKNhFRERakUYPdtM0mTFjBhMnTmTKlCns2rWr2mVuvPFG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\nhBv5f2OO3dfNiA05AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067cb2ec18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.pointplot(x=\"nationality\", y=\"2016_March_ratio\", data=march_nationality,color=\"#bb3f3f\", label=\"2016\")\n",
    "ax = sns.pointplot(x=\"nationality\", y=\"before2016_March_ratio\", data=march_nationality,color=\"#4286f4\", label=\"before_2016\")\n",
    "ax.set_xticklabels(rotation=90, labels=march_nationality.nationality)\n",
    "ax.set(ylabel='ratio')\n",
    "import matplotlib.patches as mpatches\n",
    "red_patch = mpatches.Patch(color=\"#bb3f3f\", label='2016')\n",
    "blu_patch = mpatches.Patch(color=\"#4286f4\", label='until 2016')\n",
    "plt.legend(handles=[red_patch,blu_patch])\n",
    "plt.title(\"Average number of Celebrities died by nationality\")\n",
    "ax.text(6.0, 0.46, \"Top 15 Nationality of Celebrities who died in 2016\", ha ='left', fontsize = 6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# By Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2067cafedd8>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Gjx+/Twc6derUan4OGs/f0NAQ119/fVx77bXRsWPH0mMOZ/6qAz1xTU1N1NfXl243NDRE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\nrmFf4a/vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067ca72c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(death.age,color='green')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Causes of Death"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2067e24d2e8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JiQsXLlClSpVcz78uKOzs7KhVqxZubm7Ex8fnKADS0tLQ1tbm3r17yvP+a6XH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\nlg8iIiJqVywfRERE1K7+P5MlmPSUo+cYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067e198e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "death_cause = death_all.groupby(\"cause_of_death\")[\"name\"].count().sort_values(ascending=False)\n",
    "#death_cause.head(20)\n",
    "comp = death_cause.ix[1:20]\n",
    "y = death_cause.ix[21:].sum()\n",
    "comp['others'] = y\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.pie(comp,labels=comp.index, autopct='%1.1f%%', startangle=310 )\n",
    "plt.tight_layout()\n",
    "plt.axis('equal')\n",
    "plt.title(\"Composition of known cause of death\",y=1.08,fontweight=\"bold\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# By Age Category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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H06dPH4KCgrhw4QLDhw+nZcuWhIWFERwcrEu67z/XPDw8srX5gAEDWLlyJbVq1SIoKIiA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2067e196278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def age_categorizer(age):\n",
    "    category = \"\"\n",
    "    if (age<18):\n",
    "        category = \"child\"\n",
    "    elif (age<30):\n",
    "        category = \"young\"\n",
    "    elif (age<60) :\n",
    "        category = \"adult\"\n",
    "    else:\n",
    "        category = \"old\"\n",
    "    return category\n",
    "death_all[\"age_category\"] = death_all.apply (lambda row: age_categorizer (row[\"age\"]),axis=1)\n",
    "age_category_rep =death_all.groupby([\"age_category\",\"cause_of_death\"])[\"name\"].count().sort_values(ascending=False)\n",
    "f = plt.figure(figsize=(8,15))\n",
    "the_grid = GridSpec(4, 1)\n",
    "for cat in [(\"child\",0,0),(\"young\",1,0),(\"adult\",2,0),(\"old\",3,0)]:\n",
    "    x = age_category_rep[cat[0]][1:10]\n",
    "    y = age_category_rep[cat[0]][11:].sum()\n",
    "    plt.subplot(the_grid[cat[1],cat[2] ], aspect=1)\n",
    "    x[\"others\"] = y    \n",
    "    plt.pie(x, labels =x.index, autopct='%1.1f%%', startangle=10 )\n",
    "    plt.axis('equal')\n",
    "    plt.title(cat[0],y=1.08,fontweight=\"bold\")\n",
    "    plt.tight_layout()\n",
    "f.suptitle(\"Composition of known cause of death for every category\",y=1.03)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}