Covid Data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0c128466",
   "metadata": {},
   "source": [
    "# Covid19 and Vaccines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dbc0cec7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b512ea39",
   "metadata": {},
   "source": [
    "## Uk analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3e32650",
   "metadata": {},
   "source": [
    "##### Importing&Cleaning data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "65f14e26",
   "metadata": {},
   "outputs": [],
   "source": [
    "country = pd.read_csv('./country_wise_latest.csv')\n",
    "clean = pd.read_csv('./covid_19_clean_complete.csv')\n",
    "daywise = pd.read_csv('./day_wise.csv')\n",
    "grouped = pd.read_csv('./full_grouped.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6246e3be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "      <th>New cases</th>\n",
       "      <th>New deaths</th>\n",
       "      <th>New recovered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Albania</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Angola</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date Country/Region  Confirmed  Deaths  Recovered  Active  New cases  \\\n",
       "0  2020-01-22    Afghanistan          0       0          0       0          0   \n",
       "1  2020-01-22        Albania          0       0          0       0          0   \n",
       "2  2020-01-22        Algeria          0       0          0       0          0   \n",
       "3  2020-01-22        Andorra          0       0          0       0          0   \n",
       "4  2020-01-22         Angola          0       0          0       0          0   \n",
       "\n",
       "   New deaths  New recovered  \n",
       "0           0              0  \n",
       "1           0              0  \n",
       "2           0              0  \n",
       "3           0              0  \n",
       "4           0              0  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f4a57005",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Province/State</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Date</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "      <th>WHO Region</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>33.93911</td>\n",
       "      <td>67.709953</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Eastern Mediterranean</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>41.15330</td>\n",
       "      <td>20.168300</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>28.03390</td>\n",
       "      <td>1.659600</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>42.50630</td>\n",
       "      <td>1.521800</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Angola</td>\n",
       "      <td>-11.20270</td>\n",
       "      <td>17.873900</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Province/State Country/Region       Lat       Long        Date  Confirmed  \\\n",
       "0            NaN    Afghanistan  33.93911  67.709953  2020-01-22          0   \n",
       "1            NaN        Albania  41.15330  20.168300  2020-01-22          0   \n",
       "2            NaN        Algeria  28.03390   1.659600  2020-01-22          0   \n",
       "3            NaN        Andorra  42.50630   1.521800  2020-01-22          0   \n",
       "4            NaN         Angola -11.20270  17.873900  2020-01-22          0   \n",
       "\n",
       "   Deaths  Recovered  Active             WHO Region  \n",
       "0       0          0       0  Eastern Mediterranean  \n",
       "1       0          0       0                 Europe  \n",
       "2       0          0       0                 Africa  \n",
       "3       0          0       0                 Europe  \n",
       "4       0          0       0                 Africa  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "944e0b44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2020-01-22 00:00:00'), Timestamp('2020-07-27 00:00:00'))"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean['Date'] = pd.to_datetime(clean['Date'])\n",
    "date_range = (clean['Date'].min(), clean['Date'].max())\n",
    "date_range"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faaf7063",
   "metadata": {},
   "source": [
    "Data we have is from the 22nd of Jan 2020 to 27th July 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "c41638d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped.drop(['WHO Region'], axis=1, inplace=True)\n",
    "grouped.rename(columns={'Country/Region':'Country'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "9369bd43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Country</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "      <th>New cases</th>\n",
       "      <th>New deaths</th>\n",
       "      <th>New recovered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date      Country  Confirmed  Deaths  Recovered  Active  New cases  \\\n",
       "0  2020-01-22  Afghanistan          0       0          0       0          0   \n",
       "\n",
       "   New deaths  New recovered  \n",
       "0           0              0  "
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "11bdb31d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Country</th>\n",
       "      <th>Confirmed</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "      <th>Active</th>\n",
       "      <th>New cases</th>\n",
       "      <th>New deaths</th>\n",
       "      <th>New recovered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date         Country  Confirmed  Deaths  Recovered  Active  \\\n",
       "177  2020-01-22  United Kingdom          0       0          0       0   \n",
       "\n",
       "     New cases  New deaths  New recovered  \n",
       "177          0           0              0  "
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uk_data = grouped[grouped['Country'] == 'United Kingdom']\n",
    "uk_data.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d32920c9",
   "metadata": {},
   "source": [
    "##### Plotting "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "b5799de9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7b28a02a90>"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(uk_data['Date'], uk_data['New cases'], color='b', label='Cases')\n",
    "plt.plot(uk_data['Date'], uk_data['New deaths'], color='r', label='Deaths')\n",
    "plt.plot(uk_data['Date'], uk_data['New recovered'], color='g', label='Recovered')\n",
    "\n",
    "plt.xticks(uk_data['Date'][::14], rotation=45)\n",
    "\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Cases')\n",
    "plt.title('Covid Cases Over Time')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "fbc045c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "uk_clean = clean[clean['Country/Region'] == 'United Kingdom']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "f59b34d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uk_clean['Province/State'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "ee62c591",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "pivot_table = uk_clean.pivot_table(index='Date', columns='Province/State', values='Active')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "060e4ccf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(pivot_table, cmap='Blues')\n",
    "plt.xlabel('Province')\n",
    "plt.ylabel('Date')\n",
    "plt.title('Confirmed Covid-19 Cases by Province in the UK')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54ea3253",
   "metadata": {},
   "source": [
    "##### Experimenting with new data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "14f5a568",
   "metadata": {},
   "outputs": [],
   "source": [
    "WHO_covid = pd.read_csv('./WHO-COVID-19-global-data.csv')\n",
    "owid_covid = pd.read_csv('./owid-covid-data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "636d1d2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "uk_covid = WHO_covid[WHO_covid['Country'] == 'The United Kingdom']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "be8bb473",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date_reported</th>\n",
       "      <th>Country_code</th>\n",
       "      <th>Country</th>\n",
       "      <th>WHO_region</th>\n",
       "      <th>New_cases</th>\n",
       "      <th>Cumulative_cases</th>\n",
       "      <th>New_deaths</th>\n",
       "      <th>Cumulative_deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>237586</th>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>GB</td>\n",
       "      <td>The United Kingdom</td>\n",
       "      <td>EURO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237587</th>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>GB</td>\n",
       "      <td>The United Kingdom</td>\n",
       "      <td>EURO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237588</th>\n",
       "      <td>2020-01-05</td>\n",
       "      <td>GB</td>\n",
       "      <td>The United Kingdom</td>\n",
       "      <td>EURO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237589</th>\n",
       "      <td>2020-01-06</td>\n",
       "      <td>GB</td>\n",
       "      <td>The United Kingdom</td>\n",
       "      <td>EURO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237590</th>\n",
       "      <td>2020-01-07</td>\n",
       "      <td>GB</td>\n",
       "      <td>The United Kingdom</td>\n",
       "      <td>EURO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Date_reported Country_code             Country WHO_region  New_cases  \\\n",
       "237586    2020-01-03           GB  The United Kingdom       EURO          0   \n",
       "237587    2020-01-04           GB  The United Kingdom       EURO          0   \n",
       "237588    2020-01-05           GB  The United Kingdom       EURO          0   \n",
       "237589    2020-01-06           GB  The United Kingdom       EURO          0   \n",
       "237590    2020-01-07           GB  The United Kingdom       EURO          0   \n",
       "\n",
       "        Cumulative_cases  New_deaths  Cumulative_deaths  \n",
       "237586                 0           0                  0  \n",
       "237587                 0           0                  0  \n",
       "237588                 0           0                  0  \n",
       "237589                 0           0                  0  \n",
       "237590                 0           0                  0  "
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uk_covid.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "id": "353cf05d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>iso_code</th>\n",
       "      <th>continent</th>\n",
       "      <th>location</th>\n",
       "      <th>date</th>\n",
       "      <th>total_cases</th>\n",
       "      <th>new_cases</th>\n",
       "      <th>new_cases_smoothed</th>\n",
       "      <th>total_deaths</th>\n",
       "      <th>new_deaths</th>\n",
       "      <th>new_deaths_smoothed</th>\n",
       "      <th>...</th>\n",
       "      <th>male_smokers</th>\n",
       "      <th>handwashing_facilities</th>\n",
       "      <th>hospital_beds_per_thousand</th>\n",
       "      <th>life_expectancy</th>\n",
       "      <th>human_development_index</th>\n",
       "      <th>population</th>\n",
       "      <th>excess_mortality_cumulative_absolute</th>\n",
       "      <th>excess_mortality_cumulative</th>\n",
       "      <th>excess_mortality</th>\n",
       "      <th>excess_mortality_cumulative_per_million</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AFG</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2020-02-24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.746</td>\n",
       "      <td>0.5</td>\n",
       "      <td>64.83</td>\n",
       "      <td>0.511</td>\n",
       "      <td>41128772.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AFG</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2020-02-25</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.746</td>\n",
       "      <td>0.5</td>\n",
       "      <td>64.83</td>\n",
       "      <td>0.511</td>\n",
       "      <td>41128772.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AFG</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2020-02-26</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.746</td>\n",
       "      <td>0.5</td>\n",
       "      <td>64.83</td>\n",
       "      <td>0.511</td>\n",
       "      <td>41128772.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AFG</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2020-02-27</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.746</td>\n",
       "      <td>0.5</td>\n",
       "      <td>64.83</td>\n",
       "      <td>0.511</td>\n",
       "      <td>41128772.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AFG</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2020-02-28</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.746</td>\n",
       "      <td>0.5</td>\n",
       "      <td>64.83</td>\n",
       "      <td>0.511</td>\n",
       "      <td>41128772.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 67 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  iso_code continent     location        date  total_cases  new_cases  \\\n",
       "0      AFG      Asia  Afghanistan  2020-02-24          5.0        5.0   \n",
       "1      AFG      Asia  Afghanistan  2020-02-25          5.0        0.0   \n",
       "2      AFG      Asia  Afghanistan  2020-02-26          5.0        0.0   \n",
       "3      AFG      Asia  Afghanistan  2020-02-27          5.0        0.0   \n",
       "4      AFG      Asia  Afghanistan  2020-02-28          5.0        0.0   \n",
       "\n",
       "   new_cases_smoothed  total_deaths  new_deaths  new_deaths_smoothed  ...  \\\n",
       "0                 NaN           NaN         NaN                  NaN  ...   \n",
       "1                 NaN           NaN         NaN                  NaN  ...   \n",
       "2                 NaN           NaN         NaN                  NaN  ...   \n",
       "3                 NaN           NaN         NaN                  NaN  ...   \n",
       "4                 NaN           NaN         NaN                  NaN  ...   \n",
       "\n",
       "   male_smokers  handwashing_facilities  hospital_beds_per_thousand  \\\n",
       "0           NaN                  37.746                         0.5   \n",
       "1           NaN                  37.746                         0.5   \n",
       "2           NaN                  37.746                         0.5   \n",
       "3           NaN                  37.746                         0.5   \n",
       "4           NaN                  37.746                         0.5   \n",
       "\n",
       "   life_expectancy  human_development_index  population  \\\n",
       "0            64.83                    0.511  41128772.0   \n",
       "1            64.83                    0.511  41128772.0   \n",
       "2            64.83                    0.511  41128772.0   \n",
       "3            64.83                    0.511  41128772.0   \n",
       "4            64.83                    0.511  41128772.0   \n",
       "\n",
       "   excess_mortality_cumulative_absolute  excess_mortality_cumulative  \\\n",
       "0                                   NaN                          NaN   \n",
       "1                                   NaN                          NaN   \n",
       "2                                   NaN                          NaN   \n",
       "3                                   NaN                          NaN   \n",
       "4                                   NaN                          NaN   \n",
       "\n",
       "   excess_mortality  excess_mortality_cumulative_per_million  \n",
       "0               NaN                                      NaN  \n",
       "1               NaN                                      NaN  \n",
       "2               NaN                                      NaN  \n",
       "3               NaN                                      NaN  \n",
       "4               NaN                                      NaN  \n",
       "\n",
       "[5 rows x 67 columns]"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_covid.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "a01418d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2020-01-01 00:00:00'), Timestamp('2023-02-01 00:00:00'))"
      ]
     },
     "execution_count": 173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_covid['date'] = pd.to_datetime(owid_covid['date'])\n",
    "date_range = (owid_covid['date'].min(), owid_covid['date'].max())\n",
    "date_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "d5ab63ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = owid_covid.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "a0fd9086",
   "metadata": {},
   "outputs": [],
   "source": [
    "uk_covid_owid = owid_covid[owid_covid['location'] == 'United Kingdom']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "eb4094ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['iso_code', 'continent', 'location', 'date', 'total_cases', 'new_cases',\n",
       "       'new_cases_smoothed', 'total_deaths', 'new_deaths',\n",
       "       'new_deaths_smoothed', 'total_cases_per_million',\n",
       "       'new_cases_per_million', 'new_cases_smoothed_per_million',\n",
       "       'total_deaths_per_million', 'new_deaths_per_million',\n",
       "       'new_deaths_smoothed_per_million', 'reproduction_rate', 'icu_patients',\n",
       "       'icu_patients_per_million', 'hosp_patients',\n",
       "       'hosp_patients_per_million', 'weekly_icu_admissions',\n",
       "       'weekly_icu_admissions_per_million', 'weekly_hosp_admissions',\n",
       "       'weekly_hosp_admissions_per_million', 'total_tests', 'new_tests',\n",
       "       'total_tests_per_thousand', 'new_tests_per_thousand',\n",
       "       'new_tests_smoothed', 'new_tests_smoothed_per_thousand',\n",
       "       'positive_rate', 'tests_per_case', 'tests_units', 'total_vaccinations',\n",
       "       'people_vaccinated', 'people_fully_vaccinated', 'total_boosters',\n",
       "       'new_vaccinations', 'new_vaccinations_smoothed',\n",
       "       'total_vaccinations_per_hundred', 'people_vaccinated_per_hundred',\n",
       "       'people_fully_vaccinated_per_hundred', 'total_boosters_per_hundred',\n",
       "       'new_vaccinations_smoothed_per_million',\n",
       "       'new_people_vaccinated_smoothed',\n",
       "       'new_people_vaccinated_smoothed_per_hundred', 'stringency_index',\n",
       "       'population_density', 'median_age', 'aged_65_older', 'aged_70_older',\n",
       "       'gdp_per_capita', 'extreme_poverty', 'cardiovasc_death_rate',\n",
       "       'diabetes_prevalence', 'female_smokers', 'male_smokers',\n",
       "       'handwashing_facilities', 'hospital_beds_per_thousand',\n",
       "       'life_expectancy', 'human_development_index', 'population',\n",
       "       'excess_mortality_cumulative_absolute', 'excess_mortality_cumulative',\n",
       "       'excess_mortality', 'excess_mortality_cumulative_per_million'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "03107fc8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/hr/pj455s1574168yqv8wdtjqg80000gq/T/ipykernel_24391/319752499.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  uk_covid_owid.drop(columns_drop, axis=1, inplace=True)\n"
     ]
    }
   ],
   "source": [
    "columns_needed = ['location', 'date', 'new_cases', 'new_deaths', 'new_vaccinations']\n",
    "columns_drop = [i for i in columns if i not in columns_needed]\n",
    "uk_covid_owid.drop(columns_drop, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "55229bb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>date</th>\n",
       "      <th>new_cases</th>\n",
       "      <th>new_deaths</th>\n",
       "      <th>new_vaccinations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>238012</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-01-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238013</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-01-31</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238014</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-02-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238015</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238016</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2020-02-03</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              location       date  new_cases  new_deaths  new_vaccinations\n",
       "238012  United Kingdom 2020-01-30        NaN         1.0               NaN\n",
       "238013  United Kingdom 2020-01-31        2.0         0.0               NaN\n",
       "238014  United Kingdom 2020-02-01        0.0         0.0               NaN\n",
       "238015  United Kingdom 2020-02-02        0.0         1.0               NaN\n",
       "238016  United Kingdom 2020-02-03        6.0         0.0               NaN"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uk_covid_owid.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf15a80e",
   "metadata": {},
   "source": [
    "##### Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "032ab769",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7ad9cb4d30>"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(uk_covid_owid['date'], uk_covid_owid['new_cases'], color='b', label='Cases')\n",
    "plt.plot(uk_covid_owid['date'], uk_covid_owid['new_deaths'], color='r', label='Deaths')\n",
    "plt.plot(uk_covid_owid['date'], uk_covid_owid['new_vaccinations'], color='g', label='Vaccinated')\n",
    "\n",
    "plt.xticks(uk_covid_owid['date'][::60], rotation=45)\n",
    "\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Cases')\n",
    "plt.title('Covid Cases Over Time')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "0f95fe75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f7b18b1afd0>"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(uk_covid_owid['date'], uk_covid_owid['new_vaccinations'], color='g', label='Vaccinated')\n",
    "plt.bar(uk_covid_owid['date'], uk_covid_owid['new_cases'], color='b', label='Cases')\n",
    "plt.bar(uk_covid_owid['date'], uk_covid_owid['new_deaths'], color='r', label='Deaths')\n",
    "\n",
    "plt.xticks(uk_covid_owid['date'][::60], rotation=45)\n",
    "\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Cases')\n",
    "plt.title('Covid Cases Over Time')\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64007792",
   "metadata": {},
   "source": [
    "## Global analyse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "c7b41f06",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_clean = pd.read_csv('./owid-covid-data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "6572b860",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2020-01-01 00:00:00'), Timestamp('2023-02-01 00:00:00'))"
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_clean['date'] = pd.to_datetime(owid_clean['date'])\n",
    "date_range = (owid_clean['date'].min(), owid_clean['date'].max())\n",
    "date_range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "0db7d180",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = owid_clean.columns\n",
    "columns_needed = ['location', 'date', 'new_cases', 'new_deaths', 'new_vaccinations', 'total_cases']\n",
    "columns_drop = [i for i in columns if i not in columns_needed]\n",
    "owid_clean.drop(columns_drop, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "8d41e6b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Asia', 'Brazil', 'Europe', 'European Union', 'France', 'Germany',\n",
       "       'High income', 'India', 'Italy', 'Japan', 'Lower middle income',\n",
       "       'North America', 'Russia', 'South America', 'South Korea',\n",
       "       'United Kingdom', 'United States', 'Upper middle income', 'World'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "locations = owid_clean[owid_clean['total_cases']>20000000]['location'].unique()\n",
    "locations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "eac76c96",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiAAAAGxCAYAAABbWw1nAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAq/UlEQVR4nO3deXxU9b3/8fcAyRBJMpY9kbAUNVAWoYASRNmqgIhyKVpFKYq2VZGdeyn+rAG9GuChYh96pS6IcrWCXkCsymIrkV62ixQeoCIKZQmEfUmAlgjk+/uDZswkk33Od87MvJ6Px3k8Midn+X7OfOec95xzZsZjjDECAACwqFa4GwAAAGIPAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEcIkNGzbo3/7t39S8eXN5vV41adJEGRkZmjRpkqPrzc3N1bRp07Rly5ZS/7vvvvuUmJgYkvX89Kc/lcfj0bPPPhuS5TnF4/Fo2rRp4W4GEPUIIIALfPzxx+rRo4fy8/M1a9YsrVy5Ur///e91/fXXa+HChY6uOzc3V9OnTw8aQEJly5Yt2rx5syRp7ty5jq0nFNatW6cHH3ww3M0Aol6dcDcAgDRr1iy1atVKK1asUJ06P7ws77rrLs2aNSuMLQuN119/XZI0aNAgffzxx1q7dq169OgR5lb9wBijc+fOKSEhQd27dw93c4CYwBkQwAWOHz+uhg0bBoSPIrVqBb5MCwsLNWvWLLVp00Zer1eNGzfWL3/5S+3fvz9gupYtW+q+++4rtbzevXurd+/ekqTs7Gx169ZNknT//ffL4/EEvQSxc+dO3XLLLUpMTFRaWpomTZqkgoKCStV27tw5/fGPf1SXLl00e/ZsSdIbb7xRarpp06bJ4/Fo69atuuOOO+Tz+VS/fn1NnDhRFy5c0I4dOzRgwAAlJSWpZcuWQYNZfn6+Jk+erFatWik+Pl5XXHGFxo8fr7NnzwZM5/F49Oijj+oPf/iD2rZtK6/Xq7feesv/v5L1HzhwQL/+9a+Vlpam+Ph4paamatiwYTp8+LC/xkmTJqlTp07+dmdkZGjp0qWV2kZALCKAAC6QkZGhDRs2aOzYsdqwYYPOnz9f5rQPP/ywpkyZoptuukkffvihnnrqKS1fvlw9evTQsWPHqrTen/70p5o3b54k6fHHH9e6detKXYI4f/68brvtNvXr109Lly7VqFGjNHv2bM2cObNS61i8eLFOnjypUaNG6aqrrlLPnj21cOFCnTlzJuj0d955p6655hotWrRIv/rVrzR79mxNmDBBQ4YM0aBBg7RkyRL17dtXU6ZM0eLFi/3z/eMf/1CvXr301ltvaezYsVq2bJmmTJmiN998U7fddptK/vD3Bx98oDlz5uiJJ57QihUrdMMNNwRtz4EDB9StWzctWbJEEydO1LJly/TCCy/I5/Pp5MmTkqSCggKdOHFCkydP1gcffKB3331XPXv21NChQzV//vxKbScg5hgAYXfs2DHTs2dPI8lIMnFxcaZHjx4mKyvLnD592j/d9u3bjSTzyCOPBMy/YcMGI8k89thj/nEtWrQwI0eOLLWuXr16mV69evkfb9y40Ugy8+bNKzXtyJEjjSTz3nvvBYy/5ZZbTHp6eqVq69u3r6lbt645efKkMcaYefPmGUlm7ty5AdNlZmYaSea5554LGN+pUycjySxevNg/7vz586ZRo0Zm6NCh/nFZWVmmVq1aZuPGjQHz/8///I+RZD755BP/OEnG5/OZEydOlGqvJJOZmel/PGrUKBMXF2e+/vrrStVrjDEXLlww58+fNw888IDp3LlzpecDYonrz4CsXr1agwcPVmpqqjwejz744IMqL8MYo2effVZXX321vF6v0tLS9Mwzz4S+sUA1NWjQQH/961+1ceNGzZgxQ7fffru+/fZbTZ06VR06dPCf2Vi1apUklbq0cu2116pt27b6y1/+EvK2eTweDR48OGBcx44dtXfv3grn3b17t1atWqWhQ4fq8ssvlyTdcccdSkpKCnoZRpJuvfXWgMdt27aVx+PRwIED/ePq1KmjK6+8MqANH330kdq3b69OnTrpwoUL/qF///7yeDzKzs4OWG7fvn31ox/9qMIali1bpj59+qht27blTvf+++/r+uuvV2JiourUqaO4uDjNnTtX27dvr3AdQCxyfQA5e/asrrnmGr300kvVXsa4ceP0+uuv69lnn9U333yjP/3pT7r22mtD2EogNLp27aopU6bo/fffV25uriZMmKA9e/b473c4fvy4JCklJaXUvKmpqf7/h9Jll12munXrBozzer06d+5chfO+8cYbMsZo2LBhOnXqlE6dOuW/pLNmzRp98803peapX79+wOP4+PigbYiPjw9ow+HDh7V161bFxcUFDElJSTLGlLo8FWwbBnP06FE1a9as3GkWL16sO++8U1dccYXefvttrVu3Ths3btSoUaMqtZ2AWOT6T8EMHDgw4J1PSd9//70ef/xxvfPOOzp16pTat2+vmTNn+m+y2759u+bMmaMvv/xS6enplloN1FxcXJwyMzM1e/Zsffnll5IunSmRpIMHD5Y6KObm5qphw4b+x3Xr1g16o+ixY8cCpnNKYWGh3nzzTUnS0KFDg07zxhtvhOxTPg0bNlRCQkKZZ1ZK1uzxeCq13EaNGpW6wbekt99+W61atdLChQsDllvZG3WBWOT6MyAVuf/++7VmzRotWLDAf/f8gAED9N1330mS/vSnP+nHP/6xPvroI7Vq1UotW7bUgw8+qBMnToS55cAPDh48GHR80en71NRUSZcuG0iXDnjFbdy4Udu3b1e/fv3841q2bKmtW7cGTPftt99qx44dAeO8Xq8k6Z///GcNKihtxYoV2r9/v0aPHq1Vq1aVGtq1a6f58+frwoULIVnfrbfeql27dqlBgwbq2rVrqaFly5bVWu7AgQO1atWqUtutOI/Ho/j4+IDwcejQIT4FA5TD9WdAyrNr1y69++672r9/v38HPXnyZC1fvlzz5s3TM888o7///e/au3ev3n//fc2fP18XL17UhAkTNGzYMH322WdhrgC4pH///mrWrJkGDx6sNm3aqLCwUFu2bNFzzz2nxMREjRs3TpKUnp6uX//613rxxRdVq1YtDRw4UHv27NHvfvc7paWlacKECf5ljhgxQvfee68eeeQR/fznP9fevXs1a9YsNWrUKGDdrVu3VkJCgt555x21bdtWiYmJSk1N9b+mqmvu3LmqU6eOHnvssaDL+s1vfqOxY8fq448/1u23316jdUnS+PHjtWjRIt14442aMGGCOnbsqMLCQu3bt08rV67UpEmTdN1111V5uU8++aSWLVumG2+8UY899pg6dOigU6dOafny5Zo4caLatGmjW2+9VYsXL9YjjzyiYcOGKScnR0899ZRSUlL8b4YAlBDmm2CrRJJZsmSJ//F7771nJJl69eoFDHXq1DF33nmnMcaYX/3qV0aS2bFjh3++TZs2GUnmm2++sV0CENTChQvN8OHDzVVXXWUSExNNXFycad68uRkxYkSpT19cvHjRzJw501x99dUmLi7ONGzY0Nx7770mJycnYLrCwkIza9Ys8+Mf/9jUrVvXdO3a1Xz22WelPgVjjDHvvvuuadOmjYmLiwv4FMjIkSNNvXr1SrW36BMrZTl69KiJj483Q4YMKXOakydPmoSEBDN48OCAZR49ejRgurLa0KtXL9OuXbuAcWfOnDGPP/64SU9PN/Hx8cbn85kOHTqYCRMmmEOHDvmnk2RGjx4dtF0q8SkYY4zJyckxo0aNMk2bNjVxcXEmNTXV3Hnnnebw4cP+aWbMmGFatmxpvF6vadu2rXnttdcq3E5ALPMYU+LD8S7m8Xi0ZMkSDRkyRJK0cOFC3XPPPfrqq69Uu3btgGkTExPVtGlTZWZm6plnngn4XoV//vOfuuyyy7Ry5UrddNNNNksAAACK8EswnTt31sWLF3XkyJEyv0To+uuv14ULF7Rr1y61bt1a0qXr4JLUokULa20FAAA/cP0ZkDNnzmjnzp2SLgWO559/Xn369FH9+vXVvHlz3XvvvVqzZo2ee+45de7cWceOHdNnn32mDh066JZbblFhYaG6deumxMREvfDCCyosLNTo0aOVnJyslStXhrk6AABik+sDSHZ2tvr06VNq/MiRI/Xmm2/q/Pnz+s///E/Nnz9fBw4cUIMGDZSRkaHp06erQ4cOki59PHHMmDFauXKl6tWrp4EDB+q5554r9X0DAADADtcHEAAAEH0i/ntAAABA5CGAAAAA61z5KZjCwkLl5uYqKSmp0l+XDAAAwssYo9OnTys1NVW1apV/jsOVASQ3N1dpaWnhbgYAAKiGnJycCn/E0ZUBJCkpSdKlApKTk8PcGgAAUBn5+flKS0vzH8fL48oAUnTZJTk5mQACAECEqcztE9yECgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKxzJIBMmzZNHo8nYGjatKkTqwIAABGojlMLbteunf785z/7H9euXdupVQEAgAjjWACpU6cOZz0AAEBQjt0D8t133yk1NVWtWrXSXXfdpb///e9lTltQUKD8/PyAAQAARC9HAsh1112n+fPna8WKFXrttdd06NAh9ejRQ8ePHw86fVZWlnw+n39IS0tzolkAAMAlPMYY4/RKzp49q9atW+s//uM/NHHixFL/LygoUEFBgf9xfn6+0tLSlJeXp+TkZKebBwAAQiA/P18+n69Sx2/H7gEprl69eurQoYO+++67oP/3er3yer02mgIAAFzAyveAFBQUaPv27UpJSbGxOgAA4HKOBJDJkyfr888/1+7du7VhwwYNGzZM+fn5GjlypBOrAwAAEcaRSzD79+/X3XffrWPHjqlRo0bq3r271q9frxYtWjixOgAAEGEcCSALFixwYrEAACBK8FswAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKxzPIBkZWXJ4/Fo/PjxTq8KAABECEcDyMaNG/Xqq6+qY8eOTq4GAABEGMcCyJkzZ3TPPffotdde049+9COnVgMggnmme8LdBABh4lgAGT16tAYNGqSf/exnFU5bUFCg/Pz8gAEAAESvOk4sdMGCBfrb3/6mjRs3Vmr6rKwsTZ8+3YmmAAAAFwr5GZCcnByNGzdOb7/9turWrVupeaZOnaq8vDz/kJOTE+pmAQAAFwn5GZBNmzbpyJEj6tKli3/cxYsXtXr1ar300ksqKChQ7dq1A+bxer3yer2hbgoAAHCpkAeQfv36adu2bQHj7r//frVp00ZTpkwpFT4AAEDsCXkASUpKUvv27QPG1atXTw0aNCg1HgAAxCa+CRUAAFjnyKdgSsrOzraxGgAAECE4AwIAAKwjgABwHN94CqAkAggAALCOAAIAAKwjgAAAAOsIIACiFveeAO5FAAEAANYRQAC4AmcrgNhCAAEAANYRQACEHWc/gNhDAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAMQ0PoEDhAcBBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAWMXHXgFIBBAAABAGBBAAAGAdAQQAAFhHAAFQCvdpAHAaAQQAAFhHAAEAANYRQAA4hks5AMpCAAEAANYRQAAAgHUEEADWhfPSDJeFAHcggAAAAOsIIAAAwDoCCAAAsI4AAiAsuBcDiG0EEAAAYB0BBAAAWEcAAQAA1hFAAFQK92wACCUCCIAqi7QwEmntBWIBAQRASHGwB1AZBBAAVjgZTGyFHsIVEDoEEAAAYB0BBAAAWEcAAeAILlcAKA8BBAAAWEcAAQAA1hFAANRINF5qicaaALchgAAAAOsIIAAAwDoCCAAAsI4AAqDGuGcCQFURQAAAgHWOBJA5c+aoY8eOSk5OVnJysjIyMrRs2TInVgUAACKQIwGkWbNmmjFjhr744gt98cUX6tu3r26//XZ99dVXTqwOAKqES0ZA+NVxYqGDBw8OePz0009rzpw5Wr9+vdq1a+fEKgEAQARx/B6QixcvasGCBTp79qwyMjKCTlNQUKD8/PyAAQDKE+qzGJwVAexyLIBs27ZNiYmJ8nq9euihh7RkyRL95Cc/CTptVlaWfD6ff0hLS3OqWQAAwAUcCyDp6enasmWL1q9fr4cfflgjR47U119/HXTaqVOnKi8vzz/k5OQ41SwAUYYzF0BkcuQeEEmKj4/XlVdeKUnq2rWrNm7cqN///vd65ZVXSk3r9Xrl9XqdagoAAHAZa98DYoxRQUGBrdUBAAAXc+QMyGOPPaaBAwcqLS1Np0+f1oIFC5Sdna3ly5c7sToAABBhHAkghw8f1ogRI3Tw4EH5fD517NhRy5cv10033eTE6gDAzzPdI5Npwt0MABVwJIDMnTvXicUCAIAowW/BAAAA6wggAOByfNQY0YgAAgAArCOAAHAV3u0DsYEAAgAArCOAAEAQ4TgTw9kfxBICCAAAsI4AAiAicHYAiC4EEAARgxACRA8CCABUgOADhB4BBECZYu3AGwn1RkIbgcoggAAoFwc8AE4ggABwraqGH8ISEDkIIAAAwDoCCADX4AwGEDsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAFAObowFnEEAAQCXIfQgFhBAAACAdQQQAABgHQEEAABYRwABEID7DwDYQAABAADWEUAAAIB1BBAAAGAdAQSA63FfChB9CCAAAMA6AggQoTgrELl47gACCABYRfgALiGAAEAYEUgQqwggAADAOgIIAACwjgACAACsI4AAAADrCCAAJHEzJAC7CCAAAMA6AggAWMAZJiAQAQQAXIzggmhFAAGAKnIiFBA0EGsIIAAQoQgtiGQEEADVxgEQQHURQABEFEIPEB0IIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggABAm3FCLWEYAAYAaIEQA1UMAARCxOPgDkYsAAsCVCBdAdCOAAAAA6wggABAinLWBk6KtfzkSQLKystStWzclJSWpcePGGjJkiHbs2OHEqgAAQARyJIB8/vnnGj16tNavX69PP/1UFy5c0M0336yzZ886sToAABBh6jix0OXLlwc8njdvnho3bqxNmzbpxhtvdGKVAACX8Ez3yGSacDcDLudIACkpLy9PklS/fv2g/y8oKFBBQYH/cX5+vo1mAQCAMHH8JlRjjCZOnKiePXuqffv2QafJysqSz+fzD2lpaU43CwAAhJHjAeTRRx/V1q1b9e6775Y5zdSpU5WXl+cfcnJynG4WAAAII0cvwYwZM0YffvihVq9erWbNmpU5ndfrldfrdbIpAADARRwJIMYYjRkzRkuWLFF2drZatWrlxGoAIGZF23dCIPY4EkBGjx6tP/7xj1q6dKmSkpJ06NAhSZLP51NCQoITqwQAABHEkXtA5syZo7y8PPXu3VspKSn+YeHChU6sDgAARBjHLsEAAACUhd+CAQAA1hFAgBjFTYwAwokAAgAArCOAAIhKnOEB3I0AAgAArCOAAAAA6wggAOAQLgMBZSOAAAAA6wggAADAOgIIAACwjgACRCnuPwDgZgQQAABgHQEEiHDFz3Rw1sM5odi2Np4f+gAiBQEEAKqBAz1QMwQQAABgHQEEiDG8cwfgBgQQAABgHQEEAOAKnJ2LLQQQwOUqs1Nmx41woN+hJgggQAzjAOIcti1QPgIIECEqOqBxwIs+NX1O6RNwMwIIgJjBARlwDwIIEIU40AJwOwIIAMQYAircgAACAACsI4AALlPeu1NuSgQQLQggAADAOgIIAMC1OGsXvQggABDlOIjDjQggAGIeB2jAPgIIEOWqcnDlQBwdeB4RCQggAADAOgIIAEQBznog0hBAAKCaOOgD1UcAARDVCAmAOxFAgBjHARpAOBBAAEQdQhXgfgQQAABgHQEEAABYRwABAADWEUAAIApxHwzcjgACAACsI4AACDnefQOoCAEEACIcgQ+RiAACWBaKgwUHHACRjgACICYR4oDwIoAAMYiDb+zhOYfbEEAAAI4h+KAsBBAAAGAdAQQA4CqcNYkNBBAAAGAdAQQIk+Lv8njHByDWEEAAIIaUF3YJwrCJAAIAxXAQrjq2GaqDAAKgSjjYAAgFRwLI6tWrNXjwYKWmpsrj8eiDDz5wYjUAXIRgEtm4NAPbHAkgZ8+e1TXXXKOXXnrJicUDEYsdefTiuUW4RVofrOPEQgcOHKiBAwdWevqCggIVFBT4H+fn5zvRLABAMZ7pHplME+5mIEa54h6QrKws+Xw+/5CWlhbuJgEAAAe5IoBMnTpVeXl5/iEnJyfcTQIAAA5y5BJMVXm9Xnm93nA3AwAAWOKKMyBAtIu0m8OA6qKvo7IIIAAAwDpHLsGcOXNGO3fu9D/evXu3tmzZovr166t58+ZOrBIAAEQQR86AfPHFF+rcubM6d+4sSZo4caI6d+6sJ554wonVAQBCjEspcJojZ0B69+4tY/hsOQA4IVLDQU2/d4TvLYku3AMCADGoOiHGieATqWEqErltWxNAAACAdQQQAABgHQEEiBFuO/2K4CLleYqUdsK9CCAAKsTBBkCoEUAAAIB1BBAAQKVxNgyhQgABohgHCwBuRQABAFhFMIZEAAGAmFdeILARFoKtI9xtgvMIIIDD2FkCQGkEEACIAARZRBsCCAAALhBrIZMAAgAArCOAAECMcPM7bDe3Dc4ggAAAogphJjIQQAAAgHUEEAAAYB0BBAAAWEcAAWqI682Ae/H6dC8CCBBC7OwA9+D16G4EEACAqxEkohMBBAAAWEcAAQCEBGcqUBUEEMAh7IwBoGwEEAAAYB0BBHAhzp6gsugriFQEEKAG2PkDQPUQQAAgnKaZcLcgLJwK77wpiBwEEAAAYB0BBHAp3snFoBg9G4LYRAABIgBhJAa4MHzQ7+AkAggAwFGhCDI1XQZhyn0IIICLsJMEECsIIAAQYpUOki687ALYQgABAPjF4lm4WKzZDQggAADAOgIIAACwjgACALZx70eNcdkk8hFAgEpih4eQqEz4iIKAYuP1wmsyshFAAMBBNT5IRkEYAYIhgAAAIl5lgl6waYqP44yKXQQQAHA7zoIgChFAgCriXRKqjSBhTSi//p3XvDMIIECIsbNCjRBSoNjYjxBAgEqIhZ0BHBaqYEFAqbFIez1HWnsriwACVFN1b3pzrWAHNg527uWS56aqfTzUr4mIeo1VQlXqifTaCSAAAPxLpB/UIwkBBAiBmuy0Kpy3+DvdYH9X9p1w8enLm7f4/6uyfIQe275Koi08eKKrnFIIIEAYVGtHWd7BqCaXT0IdNjho2sO2RgQjgABBFL3zKBkUHHuHVdUQUNY0JceH8gDFWZHwivZt7vL6IunsSqS0lQAC/EvQ051O7BQrc+nExs7Y5Tt8VFE0P58hrK2q33xa3jRuPtBHwje8EkBQSrRfdyxSvM6y/g5Q8t6IitTkfo3yllWTeZ1YfzQf+GrKqW0TC9s8lGcCK6GyB2zPdI9/CNU6/H9XYh/j1jBRHQSQGOO/tOAp+++S05acprzpwqlkOxxvY1k3dZY84Fe0M6zoJtOqtqc681Z3PVUdB2dUtc/ZaEdlpwtVe8PY30oGkop+cybYuHKDRQ1qc/O3uToWQF5++WW1atVKdevWVZcuXfTXv/7VqVXhX8o6yNo6MFc11JS3nIrGV7TM6tZY5nyh3rnFysG5ok/exMp2cFJlz07Z3tahvjG6ukHFct3FD/jBDv6h+HXkMpcRYa8nRwLIwoULNX78eP2///f/tHnzZt1www0aOHCg9u3b58Tqolqwg3iw/wd7XJOgUdXlVDU0FD0u7yxLZeepaltqHMA4gP6gutuiugenSNzebmyzUzcnFz22cUamrMua5fXJEF6yqZZqvF4qCiyl9pHBpndjH5RDAeT555/XAw88oAcffFBt27bVCy+8oLS0NM2ZM8eJ1UWFYAfisg6+lblcEuzvUKvJskN9BqMmwQgOqO7lo6rsoEN5j03RvE4emG2ryvapyvZzQwCvSZBw43051bjHyjPdU/52KGs+F+376oR6gd9//702bdqk3/72twHjb775Zq1duzboPAUFBSooKPA/zsvLkyTl5+eHunlh4fP98HdeXuDjonHSpY5R9HdxwTZD8XEV/b+8cdWZp6brtjVPMGyX4MLS3ml5kvJLzzMtT/kT8gP/nlb0wsiXzhXbNxQb71/OtCAvIunScs5JmpEXOK74skvMH/j/Msb91nepPf8a98P/fyjMVc9jUduKt7f4+KLtOy1P+q3Pv72K15Wfr8Aaiz8nZaw78PnJD3yei7Wt+LgabZdi7cvPv9TG4s+xv57f+gK2x6XHFWyDonFFz/2/lu1fz4wfpgnsdyX6b4m/y2xvyXHF2y3JM9WnvKl5wZdT4vmW8v0hJNjxpqaK6jGmEoHMhNiBAweMJLNmzZqA8U8//bS5+uqrg86TmZlpJDEwMDAwMDBEwZCTk1NhXgj5GZAinhLneYwxpcYVmTp1qiZOnOh/XFhYqL1796pTp07KyclRcnKyU820Ij8/X2lpadTiMtTiTtTiTtTiTm6rxRij06dPKzU1tcJpQx5AGjZsqNq1a+vQoUMB448cOaImTZoEncfr9crr9QaMq1Xr0u0pycnJrtiooUAt7kQt7kQt7kQt7uSmWnwl7zMoQ8hvQo2Pj1eXLl306aefBoz/9NNP1aNHj1CvDgAARCBHLsFMnDhRI0aMUNeuXZWRkaFXX31V+/bt00MPPeTE6gAAQIRxJID84he/0PHjx/Xkk0/q4MGDat++vT755BO1aNGi0svwer3KzMwsdWkmElGLO1GLO1GLO1GLO0VyLR5jKvNZGQAAgNDht2AAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHVVCiBZWVnq1q2bkpKS1LhxYw0ZMkQ7duwImMYYo2nTpik1NVUJCQnq3bu3vvrqK///T5w4oTFjxig9PV2XXXaZmjdvrrFjx/p/gK7IyZMnNWLECPl8Pvl8Po0YMUKnTp2qsI3btm1Tr169lJCQoCuuuEJPPvlkwI/iHDx4UMOHD1ejRo3k8XgUHx8fsbVkZ2fL4/GUGn72s59FXC2S9F//9V9q3LixatWqpVq1aik5OdnR5+Xpp59Wjx49dNlll+nyyy+vsIbK1hKOPuZULeHoY07VItntY3v27NEDDzygVq1aKSEhQa1bt1ZmZqa+//77Gtdiu485WYvtPuZkLZL9/dhtt92m5s2bq27dukpJSdGIESOUm5tb41qK+lh6erpq1aql8ePHV7jMKqvKD83179/fzJs3z3z55Zdmy5YtZtCgQaZ58+bmzJkz/mlmzJhhkpKSzKJFi8y2bdvML37xC5OSkmLy8/ONMcZs27bNDB061Hz44Ydm586d5i9/+Yu56qqrzM9//vOAdQ0YMMC0b9/erF271qxdu9a0b9/e3HrrreW2Ly8vzzRp0sTcddddZtu2bWbRokUmKSnJPPvss/5pdu/ebcaOHWs6dOhg0tLSzL333huxtaxatcpIMj179jQvvPCCyc7ONn/+85/NLbfcEnG1vPzyyyYpKclcc801ZubMmWbWrFkmISHBdO3a1bFannjiCfP888+biRMnGp/PV24NVaklHH3MqVrC0cecqsV2H1u2bJm57777zIoVK8yuXbvM0qVLTePGjc2kSZNqXIvtPuZkLbb7mJO1hGM/9vzzz5t169aZPXv2mDVr1piMjAyTkZFR41qK+thbb71lOnXqZMaNG1fuMqujRr+Ge+TIESPJfP7558YYYwoLC03Tpk3NjBkz/NOcO3fO+Hw+84c//KHM5bz33nsmPj7enD9/3hhjzNdff20kmfXr1/unWbdunZFkvvnmmzKX8/LLLxufz2fOnTvnH5eVlWVSU1NNYWFhqel79erl36iRWEvRC/fkyZMB80ZiLRkZGWby5MkB840bN85ce+21jtRS3Lx58yp9oHNjH3OyFtt9zMlawtnHisyaNcu0atWqxrUUZ7uPhbqWcPaxUNfihj62dOlS4/F4zPfff1+jWoor3sdCqUb3gBSdCqpfv74kaffu3Tp06JBuvvlm/zRer1e9evXS2rVry11OcnKy6tS59MWs69atk8/n03XXXeefpnv37vL5fOUuZ926derVq1fAN8L1799fubm52rNnT9TW0rlzZ6WkpKhfv35atWpVRNZSUFCgunXrBsyXkJCgv/3tb47UUl1u7GPV5cY+5mQtbuhjeXl5/vXUpJbylh+ptYSzj4WqlnD3sRMnTuidd95Rjx49FBcXV6NabKh2ADHGaOLEierZs6fat28vSf5fwC35q7dNmjQp9eu4RY4fP66nnnpKv/nNb/zjDh06pMaNG5eatnHjxmUup2i+YOsu3rZoqiUlJUWvvvqqFi1apMWLFys9PV19+/bVyJEjI66W/v376/XXX9emTZtkjNEXX3yhuXPn6sKFC7r22mtDXkt1ubGPVZcb+5iTtYS7j+3atUsvvvhihb+JFQl9LJS1hLuPhbKWcPWxKVOmqF69emrQoIH27dunpUuX1rgWG6r9tuPRRx/V1q1b9b//+7+l/ufxeAIeG2NKjZOk/Px8DRo0SD/5yU+UmZlZ7jJKLqddu3bau3evJOmGG27QsmXLylx3WcuL9FrS09OVnp7u/39GRoY++eQTbd68Wd9++21E1fK73/1Ohw4dUvfu3WWMUZMmTdSsWTMdPXpUr7zyiiO1VCSS+phTtYSjjzlVSzj7WG5urgYMGKA77rhDDz74YI1rCcZWHwt1LeHsY6GuJVx97N///d/1wAMPaO/evZo+fbp++ctf6qOPPpLH4wlpHwu1agWQMWPG6MMPP9Tq1avVrFkz//imTZtKupSgUlJS/OOPHDlSKm2dPn1aAwYMUGJiopYsWRJwuqhp06Y6fPhwqfUePXrUv5xPPvlE58+fl3TpFFfRfCXT25EjRySVTppFsrOzdfz48aioZcyYMTp58qRSUlIirpaEhAS98cYbeuWVV3T48GHNmDFD77zzjurVq6eOHTuGvJbKiJQ+ZrMWp/uYk7WEq4/l5uaqT58+/l8GD0UtJdnqYzZqsdXHnKglXH2sYcOGatiwoa6++mq1bdtWaWlpWr9+vT/MheJ5cURVbhgpLCw0o0ePNqmpqebbb78N+v+mTZuamTNn+scVFBSUurEmLy/PdO/e3fTq1cucPXu21HKKbnbcsGGDf9z69esrdbPj5ZdfbgoKCvzjZsyYEfTGmsLCQpOammrq1asXFbUUPS8333yz6dOnT1TU0q1bN3P33Xc7UktxVb3Z0W19zFYtNvqY7Vqc7mP79+83V111lbnrrrvMhQsXHKnFVh+zUYutPmazFlv7sSL79u0zksyqVatCUosxzt2EWqUA8vDDDxufz2eys7PNwYMH/cM//vEP/zQzZswwPp/PLF682Gzbts3cfffdAR8tys/PN9ddd53p0KGD2blzZ8ByineEAQMGmI4dO5p169aZdevWmQ4dOlT4cc9Tp06ZJk2amLvvvtts27bNLF682CQnJwd8tMgYYzZv3mzuuOMOU7t2bdOvXz/z6aef+muKpFpmz55tlixZYoYPH26SkpLM8OHDjSTz+uuvR1wtO3bsMP/93/9thg8fbhITE02fPn3M5Zdfbv7v//7PsVr27t1rNm/ebKZPn24SExPN5s2bzebNm83p06drVIsx9vuYU7WEo485VYvtPnbgwAFz5ZVXmr59+5r9+/cHTFMeN/YxJ2ux3cecrMV2H9uwYYN58cUXzebNm82ePXvMZ599Znr27Glat24d8AmX6tRijPG/9rp06WKGDx9uNm/ebL766qtyt1NVVCmASAo6zJs3zz9NYWGhyczMNE2bNjVer9fceOONZtu2bf7/F33kKtiwe/du/3THjx8399xzj0lKSjJJSUnmnnvuKfUxrWC2bt1qbrjhBuP1ek3Tpk3NtGnTSiW6stYfabXMnDnTtG7dOipq+frrr02nTp2s1jJy5Mig05T3zqEytRhjv485VUs4+phTtdjuY/PmzStzmoq4rY85WYvtPuZkLbb72NatW02fPn1M/fr1jdfrNS1btjQPPfSQ2b9/f41rMSZ4H2vRokWFy64sz79WAgAAYA2/BQMAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMC6/w858O3p886jHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in locations:\n",
    "    plt.bar(owid_clean[owid_clean['location'] == i]['date'], owid_clean[owid_clean['location'] == i]['new_vaccinations'], color='g', label='Vaccinated')\n",
    "    plt.bar(owid_clean[owid_clean['location'] == i]['date'], owid_clean[owid_clean['location'] == i]['new_cases'], color='b', label='Cases')\n",
    "    plt.bar(owid_clean[owid_clean['location'] == i]['date'], owid_clean[owid_clean['location'] == i]['new_deaths'], color='r', label='Deaths')\n",
    "\n",
    "    plt.title(i)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55ef73ed",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "951622a5",
   "metadata": {},
   "source": [
    "The data analysis project was focused on analyzing and visualizing the effects of vaccines on covid cases. This was done by plotting bar charts of covid cases, vaccine administration, and deaths. The results of the analysis showed that on average, the introduction of the vaccine had a significant impact on reducing the spread of covid in EU and European countries. This was evident from the decline in the number of new cases, deaths and increase in vaccine administration.\n",
    "\n",
    "However, South Korea was an exception to this trend, which could be due to missing data in recorded covid cases or other factors not covered by the data. The bar charts also showed an interesting pattern for Japan, where the vaccine was only introduced when covid cases started to peak. This could indicate that the vaccine played a role in controlling the spread of the virus in Japan.\n",
    "\n",
    "The results of this data analysis project highlight the importance of vaccines in controlling the spread of covid. It provides a new perspective on the trend and patterns of covid cases and vaccine administration and provides valuable insights into the impact of vaccines on reducing the spread of the virus. To conclude, the vaccine plays a crucial role in controlling the spread of covid, and the results of this analysis provide evidence to support this claim."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0014fedb",
   "metadata": {},
   "source": [
    "## Building a model\n",
    "\n",
    "From the analysis and visualisation above it is clear vaccines postively effected the number of covid cases. Now lets dive deeper and explore: How does the rollout and distribution of vaccines impact the trend of Covid-19 cases in different regions or countries?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "531a3dce",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid = pd.read_csv('./owid-covid-data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "8004ab0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_clean = owid.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "f2b83de5",
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = owid_clean.columns\n",
    "columns_needed = ['location', 'new_deaths', 'new_tests', 'new_vaccinations', 'new_cases']\n",
    "columns_drop = [i for i in columns if i not in columns_needed]\n",
    "owid_clean.drop(columns_drop, axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "976bae96",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_clean = owid_clean.groupby('location').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "8595d86d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>new_cases</th>\n",
       "      <th>new_deaths</th>\n",
       "      <th>new_tests</th>\n",
       "      <th>new_vaccinations</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>208560.0</td>\n",
       "      <td>7882.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74959.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>12487999.0</td>\n",
       "      <td>257700.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>746017967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>334177.0</td>\n",
       "      <td>3596.0</td>\n",
       "      <td>1613870.0</td>\n",
       "      <td>1417691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>271385.0</td>\n",
       "      <td>6881.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>170786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>47839.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4802.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              new_cases  new_deaths  new_tests  new_vaccinations\n",
       "location                                                        \n",
       "Afghanistan    208560.0      7882.0        0.0           74959.0\n",
       "Africa       12487999.0    257700.0        0.0       746017967.0\n",
       "Albania        334177.0      3596.0  1613870.0         1417691.0\n",
       "Algeria        271385.0      6881.0        0.0          170786.0\n",
       "Andorra         47839.0       167.0        0.0            4802.0"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "04694854",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_clean.rename(columns={\n",
    "    'new_cases': 'cases',\n",
    "    'new_deaths': 'deaths',\n",
    "    'new_tests': 'tests',\n",
    "    'new_vaccinations': 'vaccinations'\n",
    "}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "4da62912",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_clean = owid_clean.drop('tests', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "9ae2663c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cases</th>\n",
       "      <th>deaths</th>\n",
       "      <th>tests</th>\n",
       "      <th>vaccinations</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>208560.0</td>\n",
       "      <td>7882.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>74959.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>12487999.0</td>\n",
       "      <td>257700.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>746017967.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>334177.0</td>\n",
       "      <td>3596.0</td>\n",
       "      <td>1613870.0</td>\n",
       "      <td>1417691.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>271385.0</td>\n",
       "      <td>6881.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>170786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>47839.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4802.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  cases    deaths      tests  vaccinations\n",
       "location                                                  \n",
       "Afghanistan    208560.0    7882.0        0.0       74959.0\n",
       "Africa       12487999.0  257700.0        0.0   746017967.0\n",
       "Albania        334177.0    3596.0  1613870.0     1417691.0\n",
       "Algeria        271385.0    6881.0        0.0      170786.0\n",
       "Andorra         47839.0     167.0        0.0        4802.0"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_clean.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "88bbb868",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_pop = owid.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "81a5f7c8",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "columns = owid_pop.columns\n",
    "columns_needed = ['location', 'population', 'median_age']\n",
    "columns_drop = [i for i in columns if i not in columns_needed]\n",
    "owid_pop.drop(columns_drop, axis=1, inplace=True)\n",
    "owid_pop = owid_pop.groupby('location').min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "04892156",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_merged = pd.merge(owid_clean, owid_pop, on='location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "8ac4a89e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cases</th>\n",
       "      <th>deaths</th>\n",
       "      <th>vaccinations</th>\n",
       "      <th>median_age</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>208560.0</td>\n",
       "      <td>7882.0</td>\n",
       "      <td>7.495900e+04</td>\n",
       "      <td>18.6</td>\n",
       "      <td>4.112877e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>12487999.0</td>\n",
       "      <td>257700.0</td>\n",
       "      <td>7.460180e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.426737e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>334177.0</td>\n",
       "      <td>3596.0</td>\n",
       "      <td>1.417691e+06</td>\n",
       "      <td>38.0</td>\n",
       "      <td>2.842318e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>271385.0</td>\n",
       "      <td>6881.0</td>\n",
       "      <td>1.707860e+05</td>\n",
       "      <td>29.1</td>\n",
       "      <td>4.490323e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>47839.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>4.802000e+03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.984300e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western Sahara</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>28.4</td>\n",
       "      <td>5.760050e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World</th>\n",
       "      <td>669300138.0</td>\n",
       "      <td>6797609.0</td>\n",
       "      <td>1.324616e+10</td>\n",
       "      <td>30.9</td>\n",
       "      <td>7.975105e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>11946.0</td>\n",
       "      <td>2159.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>20.3</td>\n",
       "      <td>3.369661e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>340944.0</td>\n",
       "      <td>4048.0</td>\n",
       "      <td>2.517495e+06</td>\n",
       "      <td>17.7</td>\n",
       "      <td>2.001767e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>262330.0</td>\n",
       "      <td>5658.0</td>\n",
       "      <td>1.080139e+07</td>\n",
       "      <td>19.6</td>\n",
       "      <td>1.632054e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>248 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      cases     deaths  vaccinations  median_age    population\n",
       "location                                                                      \n",
       "Afghanistan        208560.0     7882.0  7.495900e+04        18.6  4.112877e+07\n",
       "Africa           12487999.0   257700.0  7.460180e+08         NaN  1.426737e+09\n",
       "Albania            334177.0     3596.0  1.417691e+06        38.0  2.842318e+06\n",
       "Algeria            271385.0     6881.0  1.707860e+05        29.1  4.490323e+07\n",
       "Andorra             47839.0      167.0  4.802000e+03         NaN  7.984300e+04\n",
       "...                     ...        ...           ...         ...           ...\n",
       "Western Sahara          0.0        0.0  0.000000e+00        28.4  5.760050e+05\n",
       "World           669300138.0  6797609.0  1.324616e+10        30.9  7.975105e+09\n",
       "Yemen               11946.0     2159.0  0.000000e+00        20.3  3.369661e+07\n",
       "Zambia             340944.0     4048.0  2.517495e+06        17.7  2.001767e+07\n",
       "Zimbabwe           262330.0     5658.0  1.080139e+07        19.6  1.632054e+07\n",
       "\n",
       "[248 rows x 5 columns]"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "c08ef199",
   "metadata": {},
   "outputs": [],
   "source": [
    "owid_merged['% cases'] = (owid_merged['cases'] / owid_merged['population']) * 100\n",
    "owid_merged = owid_merged.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "aedf9b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 248 artists>"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(owid_merged['location'], owid_merged['% cases'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "b6bcb72f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>cases</th>\n",
       "      <th>deaths</th>\n",
       "      <th>vaccinations</th>\n",
       "      <th>median_age</th>\n",
       "      <th>population</th>\n",
       "      <th>% cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>World</td>\n",
       "      <td>669300138.0</td>\n",
       "      <td>6797609.0</td>\n",
       "      <td>1.324616e+10</td>\n",
       "      <td>30.9</td>\n",
       "      <td>7.975105e+09</td>\n",
       "      <td>8.392368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Asia</td>\n",
       "      <td>207828900.0</td>\n",
       "      <td>1604741.0</td>\n",
       "      <td>8.962307e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.721383e+09</td>\n",
       "      <td>4.401865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Africa</td>\n",
       "      <td>12487999.0</td>\n",
       "      <td>257700.0</td>\n",
       "      <td>7.460180e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.426737e+09</td>\n",
       "      <td>0.875284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>China</td>\n",
       "      <td>2023378.0</td>\n",
       "      <td>83201.0</td>\n",
       "      <td>3.407595e+09</td>\n",
       "      <td>38.7</td>\n",
       "      <td>1.425887e+09</td>\n",
       "      <td>0.141903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>India</td>\n",
       "      <td>44686186.0</td>\n",
       "      <td>523368.0</td>\n",
       "      <td>2.110406e+09</td>\n",
       "      <td>28.2</td>\n",
       "      <td>1.417173e+09</td>\n",
       "      <td>3.153192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Europe</td>\n",
       "      <td>246347042.0</td>\n",
       "      <td>2023043.0</td>\n",
       "      <td>1.371213e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.448078e+08</td>\n",
       "      <td>33.075250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>North America</td>\n",
       "      <td>121185650.0</td>\n",
       "      <td>1565647.0</td>\n",
       "      <td>1.136533e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.003237e+08</td>\n",
       "      <td>20.186719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>European Union</td>\n",
       "      <td>183565174.0</td>\n",
       "      <td>1208409.0</td>\n",
       "      <td>9.365223e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.501468e+08</td>\n",
       "      <td>40.778959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>South America</td>\n",
       "      <td>67530887.0</td>\n",
       "      <td>1322856.0</td>\n",
       "      <td>9.493107e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.368167e+08</td>\n",
       "      <td>15.459778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>United States</td>\n",
       "      <td>102451345.0</td>\n",
       "      <td>1110101.0</td>\n",
       "      <td>6.687713e+08</td>\n",
       "      <td>38.3</td>\n",
       "      <td>3.382899e+08</td>\n",
       "      <td>30.285077</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           location        cases     deaths  vaccinations  median_age  \\\n",
       "244           World  669300138.0  6797609.0  1.324616e+10        30.9   \n",
       "11             Asia  207828900.0  1604741.0  8.962307e+09         NaN   \n",
       "1            Africa   12487999.0   257700.0  7.460180e+08         NaN   \n",
       "43            China    2023378.0    83201.0  3.407595e+09        38.7   \n",
       "98            India   44686186.0   523368.0  2.110406e+09        28.2   \n",
       "69           Europe  246347042.0  2023043.0  1.371213e+09         NaN   \n",
       "158   North America  121185650.0  1565647.0  1.136533e+09         NaN   \n",
       "70   European Union  183565174.0  1208409.0  9.365223e+08         NaN   \n",
       "204   South America   67530887.0  1322856.0  9.493107e+08         NaN   \n",
       "232   United States  102451345.0  1110101.0  6.687713e+08        38.3   \n",
       "\n",
       "       population    % cases  \n",
       "244  7.975105e+09   8.392368  \n",
       "11   4.721383e+09   4.401865  \n",
       "1    1.426737e+09   0.875284  \n",
       "43   1.425887e+09   0.141903  \n",
       "98   1.417173e+09   3.153192  \n",
       "69   7.448078e+08  33.075250  \n",
       "158  6.003237e+08  20.186719  \n",
       "70   4.501468e+08  40.778959  \n",
       "204  4.368167e+08  15.459778  \n",
       "232  3.382899e+08  30.285077  "
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_merged = owid_merged.drop(index=[126, 234, 93, 125])\n",
    "owid_top10 = owid_merged.sort_values(by='population', ascending=False)[:10]\n",
    "owid_top10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "a8e69e6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '% cases each location')"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(owid_top10['location'], owid_top10['% cases'])\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('location')\n",
    "plt.ylabel('% cases')\n",
    "plt.title('% cases each location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "2ad39a62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>cases</th>\n",
       "      <th>deaths</th>\n",
       "      <th>vaccinations</th>\n",
       "      <th>median_age</th>\n",
       "      <th>population</th>\n",
       "      <th>% cases</th>\n",
       "      <th>% vaccined</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>World</td>\n",
       "      <td>669300138.0</td>\n",
       "      <td>6797609.0</td>\n",
       "      <td>1.324616e+10</td>\n",
       "      <td>30.9</td>\n",
       "      <td>7.975105e+09</td>\n",
       "      <td>8.392368</td>\n",
       "      <td>5.052786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Asia</td>\n",
       "      <td>207828900.0</td>\n",
       "      <td>1604741.0</td>\n",
       "      <td>8.962307e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.721383e+09</td>\n",
       "      <td>4.401865</td>\n",
       "      <td>2.318922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Africa</td>\n",
       "      <td>12487999.0</td>\n",
       "      <td>257700.0</td>\n",
       "      <td>7.460180e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.426737e+09</td>\n",
       "      <td>0.875284</td>\n",
       "      <td>1.673954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>China</td>\n",
       "      <td>2023378.0</td>\n",
       "      <td>83201.0</td>\n",
       "      <td>3.407595e+09</td>\n",
       "      <td>38.7</td>\n",
       "      <td>1.425887e+09</td>\n",
       "      <td>0.141903</td>\n",
       "      <td>0.059378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>India</td>\n",
       "      <td>44686186.0</td>\n",
       "      <td>523368.0</td>\n",
       "      <td>2.110406e+09</td>\n",
       "      <td>28.2</td>\n",
       "      <td>1.417173e+09</td>\n",
       "      <td>3.153192</td>\n",
       "      <td>2.117421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Europe</td>\n",
       "      <td>246347042.0</td>\n",
       "      <td>2023043.0</td>\n",
       "      <td>1.371213e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.448078e+08</td>\n",
       "      <td>33.075250</td>\n",
       "      <td>17.965628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>North America</td>\n",
       "      <td>121185650.0</td>\n",
       "      <td>1565647.0</td>\n",
       "      <td>1.136533e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.003237e+08</td>\n",
       "      <td>20.186719</td>\n",
       "      <td>10.662752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>European Union</td>\n",
       "      <td>183565174.0</td>\n",
       "      <td>1208409.0</td>\n",
       "      <td>9.365223e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.501468e+08</td>\n",
       "      <td>40.778959</td>\n",
       "      <td>19.600727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>South America</td>\n",
       "      <td>67530887.0</td>\n",
       "      <td>1322856.0</td>\n",
       "      <td>9.493107e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.368167e+08</td>\n",
       "      <td>15.459778</td>\n",
       "      <td>7.113676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>United States</td>\n",
       "      <td>102451345.0</td>\n",
       "      <td>1110101.0</td>\n",
       "      <td>6.687713e+08</td>\n",
       "      <td>38.3</td>\n",
       "      <td>3.382899e+08</td>\n",
       "      <td>30.285077</td>\n",
       "      <td>15.319339</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           location        cases     deaths  vaccinations  median_age  \\\n",
       "244           World  669300138.0  6797609.0  1.324616e+10        30.9   \n",
       "11             Asia  207828900.0  1604741.0  8.962307e+09         NaN   \n",
       "1            Africa   12487999.0   257700.0  7.460180e+08         NaN   \n",
       "43            China    2023378.0    83201.0  3.407595e+09        38.7   \n",
       "98            India   44686186.0   523368.0  2.110406e+09        28.2   \n",
       "69           Europe  246347042.0  2023043.0  1.371213e+09         NaN   \n",
       "158   North America  121185650.0  1565647.0  1.136533e+09         NaN   \n",
       "70   European Union  183565174.0  1208409.0  9.365223e+08         NaN   \n",
       "204   South America   67530887.0  1322856.0  9.493107e+08         NaN   \n",
       "232   United States  102451345.0  1110101.0  6.687713e+08        38.3   \n",
       "\n",
       "       population    % cases  % vaccined  \n",
       "244  7.975105e+09   8.392368    5.052786  \n",
       "11   4.721383e+09   4.401865    2.318922  \n",
       "1    1.426737e+09   0.875284    1.673954  \n",
       "43   1.425887e+09   0.141903    0.059378  \n",
       "98   1.417173e+09   3.153192    2.117421  \n",
       "69   7.448078e+08  33.075250   17.965628  \n",
       "158  6.003237e+08  20.186719   10.662752  \n",
       "70   4.501468e+08  40.778959   19.600727  \n",
       "204  4.368167e+08  15.459778    7.113676  \n",
       "232  3.382899e+08  30.285077   15.319339  "
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_top10['% vaccined'] = (owid_top10['cases'] / owid_top10['vaccinations']) * 100\n",
    "owid_top10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "ac016ff1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '% vaccinated each location')"
      ]
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(owid_top10['location'], owid_top10['% vaccined'])\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('location')\n",
    "plt.ylabel('% vaccined')\n",
    "plt.title('% vaccinated each location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "5a1e8e9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>cases</th>\n",
       "      <th>deaths</th>\n",
       "      <th>vaccinations</th>\n",
       "      <th>median_age</th>\n",
       "      <th>population</th>\n",
       "      <th>% cases</th>\n",
       "      <th>% vaccined</th>\n",
       "      <th>% deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>World</td>\n",
       "      <td>669300138.0</td>\n",
       "      <td>6797609.0</td>\n",
       "      <td>1.324616e+10</td>\n",
       "      <td>30.9</td>\n",
       "      <td>7.975105e+09</td>\n",
       "      <td>8.392368</td>\n",
       "      <td>5.052786</td>\n",
       "      <td>0.085235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Asia</td>\n",
       "      <td>207828900.0</td>\n",
       "      <td>1604741.0</td>\n",
       "      <td>8.962307e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.721383e+09</td>\n",
       "      <td>4.401865</td>\n",
       "      <td>2.318922</td>\n",
       "      <td>0.033989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Africa</td>\n",
       "      <td>12487999.0</td>\n",
       "      <td>257700.0</td>\n",
       "      <td>7.460180e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.426737e+09</td>\n",
       "      <td>0.875284</td>\n",
       "      <td>1.673954</td>\n",
       "      <td>0.018062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>China</td>\n",
       "      <td>2023378.0</td>\n",
       "      <td>83201.0</td>\n",
       "      <td>3.407595e+09</td>\n",
       "      <td>38.7</td>\n",
       "      <td>1.425887e+09</td>\n",
       "      <td>0.141903</td>\n",
       "      <td>0.059378</td>\n",
       "      <td>0.005835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>India</td>\n",
       "      <td>44686186.0</td>\n",
       "      <td>523368.0</td>\n",
       "      <td>2.110406e+09</td>\n",
       "      <td>28.2</td>\n",
       "      <td>1.417173e+09</td>\n",
       "      <td>3.153192</td>\n",
       "      <td>2.117421</td>\n",
       "      <td>0.036930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Europe</td>\n",
       "      <td>246347042.0</td>\n",
       "      <td>2023043.0</td>\n",
       "      <td>1.371213e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.448078e+08</td>\n",
       "      <td>33.075250</td>\n",
       "      <td>17.965628</td>\n",
       "      <td>0.271619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>North America</td>\n",
       "      <td>121185650.0</td>\n",
       "      <td>1565647.0</td>\n",
       "      <td>1.136533e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.003237e+08</td>\n",
       "      <td>20.186719</td>\n",
       "      <td>10.662752</td>\n",
       "      <td>0.260800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>European Union</td>\n",
       "      <td>183565174.0</td>\n",
       "      <td>1208409.0</td>\n",
       "      <td>9.365223e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.501468e+08</td>\n",
       "      <td>40.778959</td>\n",
       "      <td>19.600727</td>\n",
       "      <td>0.268448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>South America</td>\n",
       "      <td>67530887.0</td>\n",
       "      <td>1322856.0</td>\n",
       "      <td>9.493107e+08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.368167e+08</td>\n",
       "      <td>15.459778</td>\n",
       "      <td>7.113676</td>\n",
       "      <td>0.302840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>United States</td>\n",
       "      <td>102451345.0</td>\n",
       "      <td>1110101.0</td>\n",
       "      <td>6.687713e+08</td>\n",
       "      <td>38.3</td>\n",
       "      <td>3.382899e+08</td>\n",
       "      <td>30.285077</td>\n",
       "      <td>15.319339</td>\n",
       "      <td>0.328151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           location        cases     deaths  vaccinations  median_age  \\\n",
       "244           World  669300138.0  6797609.0  1.324616e+10        30.9   \n",
       "11             Asia  207828900.0  1604741.0  8.962307e+09         NaN   \n",
       "1            Africa   12487999.0   257700.0  7.460180e+08         NaN   \n",
       "43            China    2023378.0    83201.0  3.407595e+09        38.7   \n",
       "98            India   44686186.0   523368.0  2.110406e+09        28.2   \n",
       "69           Europe  246347042.0  2023043.0  1.371213e+09         NaN   \n",
       "158   North America  121185650.0  1565647.0  1.136533e+09         NaN   \n",
       "70   European Union  183565174.0  1208409.0  9.365223e+08         NaN   \n",
       "204   South America   67530887.0  1322856.0  9.493107e+08         NaN   \n",
       "232   United States  102451345.0  1110101.0  6.687713e+08        38.3   \n",
       "\n",
       "       population    % cases  % vaccined  % deaths  \n",
       "244  7.975105e+09   8.392368    5.052786  0.085235  \n",
       "11   4.721383e+09   4.401865    2.318922  0.033989  \n",
       "1    1.426737e+09   0.875284    1.673954  0.018062  \n",
       "43   1.425887e+09   0.141903    0.059378  0.005835  \n",
       "98   1.417173e+09   3.153192    2.117421  0.036930  \n",
       "69   7.448078e+08  33.075250   17.965628  0.271619  \n",
       "158  6.003237e+08  20.186719   10.662752  0.260800  \n",
       "70   4.501468e+08  40.778959   19.600727  0.268448  \n",
       "204  4.368167e+08  15.459778    7.113676  0.302840  \n",
       "232  3.382899e+08  30.285077   15.319339  0.328151  "
      ]
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "owid_top10['% deaths'] = (owid_top10['deaths'] / owid_top10['population']) * 100\n",
    "owid_top10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "201ac923",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '% deaths each location')"
      ]
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(owid_top10['location'], owid_top10['% deaths'])\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('location')\n",
    "plt.ylabel('% deaths')\n",
    "plt.title('% deaths each location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "77f5bc85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'deaths to vaccinated location')"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(owid_top10['location'], owid_top10['% vaccined'])\n",
    "plt.bar(owid_top10['location'], owid_top10['% deaths'], color='r')\n",
    "plt.xticks(rotation=45)\n",
    "plt.xlabel('location')\n",
    "plt.ylabel('%')\n",
    "plt.title('deaths to vaccinated location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da4e1428",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}