country_vaccinations.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COVID-19 World Vaccination Progress\n",
    "\n",
    "This is COVID-19 World Vaccination Progress data which is collected daily from Our World in Data GitHub repository for covid-19, merged and uploaded.Content\n",
    "The data contains the following information:\n",
    "Country- this is the country for which the vaccination information is provided;\n",
    "Country ISO Code,Date,Total number of vaccinations,Total number of people vaccinated,Total number of people fully vaccinated,Daily vaccinations,Total vaccinations per hundred,Total number of people vaccinated per hundred, Total number of people fully vaccinated per hundred, Number of vaccinations per day, Daily vaccinations per million, Vaccines used in the country and Source name."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Downloading the Dataset\n",
    "\n",
    "Here we are downloading data which is required here from from kaggel.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install opendatasets --upgrade --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import opendatasets as od"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's begin by downloading the data, and listing the files within the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_url = 'https://www.kaggle.com/gpreda/covid-world-vaccination-progress' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Please provide your Kaggle credentials to download this dataset. Learn more: http://bit.ly/kaggle-creds\n",
      "Your Kaggle username: kunwarakash\n",
      "Your Kaggle Key: ········\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0.00/222k [00:00<?, ?B/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading covid-world-vaccination-progress.zip to ./covid-world-vaccination-progress\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 222k/222k [00:00<00:00, 892kB/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "od.download(dataset_url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset has been downloaded and extracted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = './covid-world-vaccination-progress'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['country_vaccinations.csv']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.listdir(data_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us save and upload our work to Jovian before continuing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "project_name = \"country_vaccinations_project\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preparation and Cleaning\n",
    "\n",
    "Here I arrange and clean data in understandable form by removing unnecessary column and add columns and data which are useful.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine_data = pd.read_csv(data_dir + '/country_vaccinations.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>iso_code</th>\n",
       "      <th>date</th>\n",
       "      <th>total_vaccinations</th>\n",
       "      <th>people_vaccinated</th>\n",
       "      <th>people_fully_vaccinated</th>\n",
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       "      <th>people_fully_vaccinated_per_hundred</th>\n",
       "      <th>daily_vaccinations_per_million</th>\n",
       "      <th>vaccines</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
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       "      <td>http://www.xinhuanet.com/english/asiapacific/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
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       "      <td>http://www.xinhuanet.com/english/asiapacific/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "      <td>Government of Afghanistan</td>\n",
       "      <td>http://www.xinhuanet.com/english/asiapacific/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
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       "    <tr>\n",
       "      <th>10194</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-02</td>\n",
       "      <td>124753.0</td>\n",
       "      <td>103815.0</td>\n",
       "      <td>20938.0</td>\n",
       "      <td>19446.0</td>\n",
       "      <td>8156.0</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.14</td>\n",
       "      <td>549.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "      <td>Ministry of Health</td>\n",
       "      <td>https://twitter.com/MoHCCZim/status/1379513713...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10195</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-03</td>\n",
       "      <td>132915.0</td>\n",
       "      <td>111588.0</td>\n",
       "      <td>21327.0</td>\n",
       "      <td>8162.0</td>\n",
       "      <td>8498.0</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.14</td>\n",
       "      <td>572.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "      <td>Ministry of Health</td>\n",
       "      <td>https://twitter.com/MoHCCZim/status/1379513713...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10196</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-04</td>\n",
       "      <td>138900.0</td>\n",
       "      <td>117297.0</td>\n",
       "      <td>21603.0</td>\n",
       "      <td>5985.0</td>\n",
       "      <td>8537.0</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.15</td>\n",
       "      <td>574.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "      <td>Ministry of Health</td>\n",
       "      <td>https://twitter.com/MoHCCZim/status/1379513713...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10197</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-05</td>\n",
       "      <td>145510.0</td>\n",
       "      <td>123454.0</td>\n",
       "      <td>22056.0</td>\n",
       "      <td>6610.0</td>\n",
       "      <td>9129.0</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.15</td>\n",
       "      <td>614.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "      <td>Ministry of Health</td>\n",
       "      <td>https://twitter.com/MoHCCZim/status/1379513713...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10198</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-06</td>\n",
       "      <td>162633.0</td>\n",
       "      <td>139133.0</td>\n",
       "      <td>23500.0</td>\n",
       "      <td>17123.0</td>\n",
       "      <td>10967.0</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.94</td>\n",
       "      <td>0.16</td>\n",
       "      <td>738.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "      <td>Ministry of Health</td>\n",
       "      <td>https://twitter.com/MoHCCZim/status/1379513713...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10199 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           country iso_code        date  total_vaccinations  \\\n",
       "0      Afghanistan      AFG  2021-02-22                 0.0   \n",
       "1      Afghanistan      AFG  2021-02-23                 NaN   \n",
       "2      Afghanistan      AFG  2021-02-24                 NaN   \n",
       "3      Afghanistan      AFG  2021-02-25                 NaN   \n",
       "4      Afghanistan      AFG  2021-02-26                 NaN   \n",
       "...            ...      ...         ...                 ...   \n",
       "10194     Zimbabwe      ZWE  2021-04-02            124753.0   \n",
       "10195     Zimbabwe      ZWE  2021-04-03            132915.0   \n",
       "10196     Zimbabwe      ZWE  2021-04-04            138900.0   \n",
       "10197     Zimbabwe      ZWE  2021-04-05            145510.0   \n",
       "10198     Zimbabwe      ZWE  2021-04-06            162633.0   \n",
       "\n",
       "       people_vaccinated  people_fully_vaccinated  daily_vaccinations_raw  \\\n",
       "0                    0.0                      NaN                     NaN   \n",
       "1                    NaN                      NaN                     NaN   \n",
       "2                    NaN                      NaN                     NaN   \n",
       "3                    NaN                      NaN                     NaN   \n",
       "4                    NaN                      NaN                     NaN   \n",
       "...                  ...                      ...                     ...   \n",
       "10194           103815.0                  20938.0                 19446.0   \n",
       "10195           111588.0                  21327.0                  8162.0   \n",
       "10196           117297.0                  21603.0                  5985.0   \n",
       "10197           123454.0                  22056.0                  6610.0   \n",
       "10198           139133.0                  23500.0                 17123.0   \n",
       "\n",
       "       daily_vaccinations  total_vaccinations_per_hundred  \\\n",
       "0                     NaN                            0.00   \n",
       "1                  1367.0                             NaN   \n",
       "2                  1367.0                             NaN   \n",
       "3                  1367.0                             NaN   \n",
       "4                  1367.0                             NaN   \n",
       "...                   ...                             ...   \n",
       "10194              8156.0                            0.84   \n",
       "10195              8498.0                            0.89   \n",
       "10196              8537.0                            0.93   \n",
       "10197              9129.0                            0.98   \n",
       "10198             10967.0                            1.09   \n",
       "\n",
       "       people_vaccinated_per_hundred  people_fully_vaccinated_per_hundred  \\\n",
       "0                               0.00                                  NaN   \n",
       "1                                NaN                                  NaN   \n",
       "2                                NaN                                  NaN   \n",
       "3                                NaN                                  NaN   \n",
       "4                                NaN                                  NaN   \n",
       "...                              ...                                  ...   \n",
       "10194                           0.70                                 0.14   \n",
       "10195                           0.75                                 0.14   \n",
       "10196                           0.79                                 0.15   \n",
       "10197                           0.83                                 0.15   \n",
       "10198                           0.94                                 0.16   \n",
       "\n",
       "       daily_vaccinations_per_million            vaccines  \\\n",
       "0                                 NaN  Oxford/AstraZeneca   \n",
       "1                                35.0  Oxford/AstraZeneca   \n",
       "2                                35.0  Oxford/AstraZeneca   \n",
       "3                                35.0  Oxford/AstraZeneca   \n",
       "4                                35.0  Oxford/AstraZeneca   \n",
       "...                               ...                 ...   \n",
       "10194                           549.0   Sinopharm/Beijing   \n",
       "10195                           572.0   Sinopharm/Beijing   \n",
       "10196                           574.0   Sinopharm/Beijing   \n",
       "10197                           614.0   Sinopharm/Beijing   \n",
       "10198                           738.0   Sinopharm/Beijing   \n",
       "\n",
       "                     source_name  \\\n",
       "0      Government of Afghanistan   \n",
       "1      Government of Afghanistan   \n",
       "2      Government of Afghanistan   \n",
       "3      Government of Afghanistan   \n",
       "4      Government of Afghanistan   \n",
       "...                          ...   \n",
       "10194         Ministry of Health   \n",
       "10195         Ministry of Health   \n",
       "10196         Ministry of Health   \n",
       "10197         Ministry of Health   \n",
       "10198         Ministry of Health   \n",
       "\n",
       "                                          source_website  \n",
       "0      http://www.xinhuanet.com/english/asiapacific/2...  \n",
       "1      http://www.xinhuanet.com/english/asiapacific/2...  \n",
       "2      http://www.xinhuanet.com/english/asiapacific/2...  \n",
       "3      http://www.xinhuanet.com/english/asiapacific/2...  \n",
       "4      http://www.xinhuanet.com/english/asiapacific/2...  \n",
       "...                                                  ...  \n",
       "10194  https://twitter.com/MoHCCZim/status/1379513713...  \n",
       "10195  https://twitter.com/MoHCCZim/status/1379513713...  \n",
       "10196  https://twitter.com/MoHCCZim/status/1379513713...  \n",
       "10197  https://twitter.com/MoHCCZim/status/1379513713...  \n",
       "10198  https://twitter.com/MoHCCZim/status/1379513713...  \n",
       "\n",
       "[10199 rows x 15 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10199 entries, 0 to 10198\n",
      "Data columns (total 15 columns):\n",
      " #   Column                               Non-Null Count  Dtype  \n",
      "---  ------                               --------------  -----  \n",
      " 0   country                              10199 non-null  object \n",
      " 1   iso_code                             10199 non-null  object \n",
      " 2   date                                 10199 non-null  object \n",
      " 3   total_vaccinations                   6149 non-null   float64\n",
      " 4   people_vaccinated                    5524 non-null   float64\n",
      " 5   people_fully_vaccinated              3899 non-null   float64\n",
      " 6   daily_vaccinations_raw               5142 non-null   float64\n",
      " 7   daily_vaccinations                   10011 non-null  float64\n",
      " 8   total_vaccinations_per_hundred       6149 non-null   float64\n",
      " 9   people_vaccinated_per_hundred        5524 non-null   float64\n",
      " 10  people_fully_vaccinated_per_hundred  3899 non-null   float64\n",
      " 11  daily_vaccinations_per_million       10011 non-null  float64\n",
      " 12  vaccines                             10199 non-null  object \n",
      " 13  source_name                          10199 non-null  object \n",
      " 14  source_website                       10199 non-null  object \n",
      "dtypes: float64(9), object(6)\n",
      "memory usage: 1.2+ MB\n"
     ]
    }
   ],
   "source": [
    "vaccine_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_vaccinations</th>\n",
       "      <th>people_vaccinated</th>\n",
       "      <th>people_fully_vaccinated</th>\n",
       "      <th>daily_vaccinations_raw</th>\n",
       "      <th>daily_vaccinations</th>\n",
       "      <th>total_vaccinations_per_hundred</th>\n",
       "      <th>people_vaccinated_per_hundred</th>\n",
       "      <th>people_fully_vaccinated_per_hundred</th>\n",
       "      <th>daily_vaccinations_per_million</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6.149000e+03</td>\n",
       "      <td>5.524000e+03</td>\n",
       "      <td>3.899000e+03</td>\n",
       "      <td>5.142000e+03</td>\n",
       "      <td>1.001100e+04</td>\n",
       "      <td>6149.000000</td>\n",
       "      <td>5524.000000</td>\n",
       "      <td>3899.000000</td>\n",
       "      <td>10011.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.391143e+06</td>\n",
       "      <td>2.467662e+06</td>\n",
       "      <td>1.110361e+06</td>\n",
       "      <td>1.125974e+05</td>\n",
       "      <td>6.850635e+04</td>\n",
       "      <td>11.735648</td>\n",
       "      <td>8.710529</td>\n",
       "      <td>4.223837</td>\n",
       "      <td>2803.213365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.285232e+07</td>\n",
       "      <td>8.462677e+06</td>\n",
       "      <td>4.549831e+06</td>\n",
       "      <td>4.122897e+05</td>\n",
       "      <td>2.827622e+05</td>\n",
       "      <td>19.724402</td>\n",
       "      <td>13.128005</td>\n",
       "      <td>8.662024</td>\n",
       "      <td>4923.763406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.881900e+04</td>\n",
       "      <td>4.431625e+04</td>\n",
       "      <td>2.073350e+04</td>\n",
       "      <td>3.012250e+03</td>\n",
       "      <td>1.031000e+03</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.880000</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>347.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.240240e+05</td>\n",
       "      <td>2.823890e+05</td>\n",
       "      <td>1.367980e+05</td>\n",
       "      <td>1.459200e+04</td>\n",
       "      <td>5.956000e+03</td>\n",
       "      <td>4.490000</td>\n",
       "      <td>3.605000</td>\n",
       "      <td>1.640000</td>\n",
       "      <td>1389.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.557491e+06</td>\n",
       "      <td>1.166269e+06</td>\n",
       "      <td>5.586570e+05</td>\n",
       "      <td>5.874825e+04</td>\n",
       "      <td>2.796250e+04</td>\n",
       "      <td>13.770000</td>\n",
       "      <td>10.230000</td>\n",
       "      <td>4.080000</td>\n",
       "      <td>3468.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.685921e+08</td>\n",
       "      <td>1.083012e+08</td>\n",
       "      <td>6.301698e+07</td>\n",
       "      <td>7.185000e+06</td>\n",
       "      <td>5.190143e+06</td>\n",
       "      <td>180.780000</td>\n",
       "      <td>95.850000</td>\n",
       "      <td>84.930000</td>\n",
       "      <td>118759.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       total_vaccinations  people_vaccinated  people_fully_vaccinated  \\\n",
       "count        6.149000e+03       5.524000e+03             3.899000e+03   \n",
       "mean         3.391143e+06       2.467662e+06             1.110361e+06   \n",
       "std          1.285232e+07       8.462677e+06             4.549831e+06   \n",
       "min          0.000000e+00       0.000000e+00             1.000000e+00   \n",
       "25%          4.881900e+04       4.431625e+04             2.073350e+04   \n",
       "50%          3.240240e+05       2.823890e+05             1.367980e+05   \n",
       "75%          1.557491e+06       1.166269e+06             5.586570e+05   \n",
       "max          1.685921e+08       1.083012e+08             6.301698e+07   \n",
       "\n",
       "       daily_vaccinations_raw  daily_vaccinations  \\\n",
       "count            5.142000e+03        1.001100e+04   \n",
       "mean             1.125974e+05        6.850635e+04   \n",
       "std              4.122897e+05        2.827622e+05   \n",
       "min              0.000000e+00        0.000000e+00   \n",
       "25%              3.012250e+03        1.031000e+03   \n",
       "50%              1.459200e+04        5.956000e+03   \n",
       "75%              5.874825e+04        2.796250e+04   \n",
       "max              7.185000e+06        5.190143e+06   \n",
       "\n",
       "       total_vaccinations_per_hundred  people_vaccinated_per_hundred  \\\n",
       "count                     6149.000000                    5524.000000   \n",
       "mean                        11.735648                       8.710529   \n",
       "std                         19.724402                      13.128005   \n",
       "min                          0.000000                       0.000000   \n",
       "25%                          0.900000                       0.880000   \n",
       "50%                          4.490000                       3.605000   \n",
       "75%                         13.770000                      10.230000   \n",
       "max                        180.780000                      95.850000   \n",
       "\n",
       "       people_fully_vaccinated_per_hundred  daily_vaccinations_per_million  \n",
       "count                          3899.000000                    10011.000000  \n",
       "mean                              4.223837                     2803.213365  \n",
       "std                               8.662024                     4923.763406  \n",
       "min                               0.000000                        0.000000  \n",
       "25%                               0.450000                      347.000000  \n",
       "50%                               1.640000                     1389.000000  \n",
       "75%                               4.080000                     3468.500000  \n",
       "max                              84.930000                   118759.000000  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine_data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\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>country</th>\n",
       "      <th>iso_code</th>\n",
       "      <th>date</th>\n",
       "      <th>total_vaccinations</th>\n",
       "      <th>people_vaccinated</th>\n",
       "      <th>people_fully_vaccinated</th>\n",
       "      <th>daily_vaccinations_raw</th>\n",
       "      <th>daily_vaccinations</th>\n",
       "      <th>total_vaccinations_per_hundred</th>\n",
       "      <th>people_vaccinated_per_hundred</th>\n",
       "      <th>people_fully_vaccinated_per_hundred</th>\n",
       "      <th>daily_vaccinations_per_million</th>\n",
       "      <th>vaccines</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_website</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "      <td>Government of Afghanistan</td>\n",
       "      <td>http://www.xinhuanet.com/english/asiapacific/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "      <td>Government of Afghanistan</td>\n",
       "      <td>http://www.xinhuanet.com/english/asiapacific/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "      <td>Government of Afghanistan</td>\n",
       "      <td>http://www.xinhuanet.com/english/asiapacific/2...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country iso_code        date  total_vaccinations  people_vaccinated  \\\n",
       "0  Afghanistan      AFG  2021-02-22                 0.0                0.0   \n",
       "1  Afghanistan      AFG  2021-02-23                 NaN                NaN   \n",
       "2  Afghanistan      AFG  2021-02-24                 NaN                NaN   \n",
       "\n",
       "   people_fully_vaccinated  daily_vaccinations_raw  daily_vaccinations  \\\n",
       "0                      NaN                     NaN                 NaN   \n",
       "1                      NaN                     NaN              1367.0   \n",
       "2                      NaN                     NaN              1367.0   \n",
       "\n",
       "   total_vaccinations_per_hundred  people_vaccinated_per_hundred  \\\n",
       "0                             0.0                            0.0   \n",
       "1                             NaN                            NaN   \n",
       "2                             NaN                            NaN   \n",
       "\n",
       "   people_fully_vaccinated_per_hundred  daily_vaccinations_per_million  \\\n",
       "0                                  NaN                             NaN   \n",
       "1                                  NaN                            35.0   \n",
       "2                                  NaN                            35.0   \n",
       "\n",
       "             vaccines                source_name  \\\n",
       "0  Oxford/AstraZeneca  Government of Afghanistan   \n",
       "1  Oxford/AstraZeneca  Government of Afghanistan   \n",
       "2  Oxford/AstraZeneca  Government of Afghanistan   \n",
       "\n",
       "                                      source_website  \n",
       "0  http://www.xinhuanet.com/english/asiapacific/2...  \n",
       "1  http://www.xinhuanet.com/english/asiapacific/2...  \n",
       "2  http://www.xinhuanet.com/english/asiapacific/2...  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine_data.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        2021-02-22\n",
       "1        2021-02-23\n",
       "2        2021-02-24\n",
       "3        2021-02-25\n",
       "4        2021-02-26\n",
       "            ...    \n",
       "10194    2021-04-02\n",
       "10195    2021-04-03\n",
       "10196    2021-04-04\n",
       "10197    2021-04-05\n",
       "10198    2021-04-06\n",
       "Name: date, Length: 10199, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine_data.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine_data['date']=pd.to_datetime(vaccine_data.date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2021-02-22\n",
       "1       2021-02-23\n",
       "2       2021-02-24\n",
       "3       2021-02-25\n",
       "4       2021-02-26\n",
       "           ...    \n",
       "10194   2021-04-02\n",
       "10195   2021-04-03\n",
       "10196   2021-04-04\n",
       "10197   2021-04-05\n",
       "10198   2021-04-06\n",
       "Name: date, Length: 10199, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine_data.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Date format change\n",
    "vaccine_data['date'] = pd.to_datetime(vaccine_data['date'],format='%y-%m-%d').dt.date\n",
    "\n",
    "#Dropping uncecessary data\n",
    "vaccine_data.drop(['source_name', 'source_website','total_vaccinations_per_hundred', 'people_vaccinated_per_hundred','people_fully_vaccinated_per_hundred','daily_vaccinations_per_million','daily_vaccinations_raw','total_vaccinations','people_vaccinated'], inplace=True, axis=1)\n",
    "\n",
    "#Rename vaccines to vaccine_name\n",
    "vaccine_data.rename(columns = {'vaccines':'vaccine_name'}, inplace = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>country</th>\n",
       "      <th>iso_code</th>\n",
       "      <th>date</th>\n",
       "      <th>people_fully_vaccinated</th>\n",
       "      <th>daily_vaccinations</th>\n",
       "      <th>vaccine_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10194</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-02</td>\n",
       "      <td>20938.0</td>\n",
       "      <td>8156.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10195</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-03</td>\n",
       "      <td>21327.0</td>\n",
       "      <td>8498.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10196</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-04</td>\n",
       "      <td>21603.0</td>\n",
       "      <td>8537.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10197</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-05</td>\n",
       "      <td>22056.0</td>\n",
       "      <td>9129.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10198</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-06</td>\n",
       "      <td>23500.0</td>\n",
       "      <td>10967.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10199 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           country iso_code        date  people_fully_vaccinated  \\\n",
       "0      Afghanistan      AFG  2021-02-22                      NaN   \n",
       "1      Afghanistan      AFG  2021-02-23                      NaN   \n",
       "2      Afghanistan      AFG  2021-02-24                      NaN   \n",
       "3      Afghanistan      AFG  2021-02-25                      NaN   \n",
       "4      Afghanistan      AFG  2021-02-26                      NaN   \n",
       "...            ...      ...         ...                      ...   \n",
       "10194     Zimbabwe      ZWE  2021-04-02                  20938.0   \n",
       "10195     Zimbabwe      ZWE  2021-04-03                  21327.0   \n",
       "10196     Zimbabwe      ZWE  2021-04-04                  21603.0   \n",
       "10197     Zimbabwe      ZWE  2021-04-05                  22056.0   \n",
       "10198     Zimbabwe      ZWE  2021-04-06                  23500.0   \n",
       "\n",
       "       daily_vaccinations        vaccine_name  \n",
       "0                     NaN  Oxford/AstraZeneca  \n",
       "1                  1367.0  Oxford/AstraZeneca  \n",
       "2                  1367.0  Oxford/AstraZeneca  \n",
       "3                  1367.0  Oxford/AstraZeneca  \n",
       "4                  1367.0  Oxford/AstraZeneca  \n",
       "...                   ...                 ...  \n",
       "10194              8156.0   Sinopharm/Beijing  \n",
       "10195              8498.0   Sinopharm/Beijing  \n",
       "10196              8537.0   Sinopharm/Beijing  \n",
       "10197              9129.0   Sinopharm/Beijing  \n",
       "10198             10967.0   Sinopharm/Beijing  \n",
       "\n",
       "[10199 rows x 6 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "Total_vaccinations=vaccine_data.groupby('country')['daily_vaccinations'].cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0             NaN\n",
       "1          1367.0\n",
       "2          2734.0\n",
       "3          4101.0\n",
       "4          5468.0\n",
       "           ...   \n",
       "10194     92971.0\n",
       "10195    101469.0\n",
       "10196    110006.0\n",
       "10197    119135.0\n",
       "10198    130102.0\n",
       "Name: daily_vaccinations, Length: 10199, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Total_vaccinations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine_data.insert(5,'Total_vaccinations',Total_vaccinations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>country</th>\n",
       "      <th>iso_code</th>\n",
       "      <th>date</th>\n",
       "      <th>people_fully_vaccinated</th>\n",
       "      <th>daily_vaccinations</th>\n",
       "      <th>Total_vaccinations</th>\n",
       "      <th>vaccine_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>2734.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>4101.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>2021-02-26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>5468.0</td>\n",
       "      <td>Oxford/AstraZeneca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10194</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-02</td>\n",
       "      <td>20938.0</td>\n",
       "      <td>8156.0</td>\n",
       "      <td>92971.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10195</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-03</td>\n",
       "      <td>21327.0</td>\n",
       "      <td>8498.0</td>\n",
       "      <td>101469.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10196</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-04</td>\n",
       "      <td>21603.0</td>\n",
       "      <td>8537.0</td>\n",
       "      <td>110006.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10197</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-05</td>\n",
       "      <td>22056.0</td>\n",
       "      <td>9129.0</td>\n",
       "      <td>119135.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10198</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>ZWE</td>\n",
       "      <td>2021-04-06</td>\n",
       "      <td>23500.0</td>\n",
       "      <td>10967.0</td>\n",
       "      <td>130102.0</td>\n",
       "      <td>Sinopharm/Beijing</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10199 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           country iso_code        date  people_fully_vaccinated  \\\n",
       "0      Afghanistan      AFG  2021-02-22                      NaN   \n",
       "1      Afghanistan      AFG  2021-02-23                      NaN   \n",
       "2      Afghanistan      AFG  2021-02-24                      NaN   \n",
       "3      Afghanistan      AFG  2021-02-25                      NaN   \n",
       "4      Afghanistan      AFG  2021-02-26                      NaN   \n",
       "...            ...      ...         ...                      ...   \n",
       "10194     Zimbabwe      ZWE  2021-04-02                  20938.0   \n",
       "10195     Zimbabwe      ZWE  2021-04-03                  21327.0   \n",
       "10196     Zimbabwe      ZWE  2021-04-04                  21603.0   \n",
       "10197     Zimbabwe      ZWE  2021-04-05                  22056.0   \n",
       "10198     Zimbabwe      ZWE  2021-04-06                  23500.0   \n",
       "\n",
       "       daily_vaccinations  Total_vaccinations        vaccine_name  \n",
       "0                     NaN                 NaN  Oxford/AstraZeneca  \n",
       "1                  1367.0              1367.0  Oxford/AstraZeneca  \n",
       "2                  1367.0              2734.0  Oxford/AstraZeneca  \n",
       "3                  1367.0              4101.0  Oxford/AstraZeneca  \n",
       "4                  1367.0              5468.0  Oxford/AstraZeneca  \n",
       "...                   ...                 ...                 ...  \n",
       "10194              8156.0             92971.0   Sinopharm/Beijing  \n",
       "10195              8498.0            101469.0   Sinopharm/Beijing  \n",
       "10196              8537.0            110006.0   Sinopharm/Beijing  \n",
       "10197              9129.0            119135.0   Sinopharm/Beijing  \n",
       "10198             10967.0            130102.0   Sinopharm/Beijing  \n",
       "\n",
       "[10199 rows x 7 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vaccine_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Analysis and Visualization\n",
    "\n",
    "First let's find out some of the basic information from data. Such as Total number of countries, total number or total combination of vaccines used of certain company, duration of the data.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's begin by importing`matplotlib.pyplot` and `seaborn`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "sns.set_style('darkgrid')\n",
    "matplotlib.rcParams['font.size'] = 14\n",
    "matplotlib.rcParams['figure.figsize'] = (9, 5)\n",
    "matplotlib.rcParams['figure.facecolor'] = '#00000000'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### First let's find out some of the basic information from data. Such as Total number of countries, total number or total combination of vaccines used of certain company, duration of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Total number** of countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of countries present in the data is 170\n"
     ]
    }
   ],
   "source": [
    "#Such as Total number of countries\n",
    "print(\"Total number of countries present in the data is\",vaccine_data['country'].nunique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Total number or total combination** of vaccines used of certain company"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number or total combination of vaccines used of certain company is 28\n"
     ]
    }
   ],
   "source": [
    "#Total number or total combination of vaccines used of certain company\n",
    "print(\"Total number or total combination of vaccines used of certain company is\",vaccine_data['vaccine_name'].nunique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Duration** of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Duration of the data is 3.8333333333333335  Months\n"
     ]
    }
   ],
   "source": [
    "#Duration of the data\n",
    "print(\"Duration of the data is\",vaccine_data['date'].nunique()/30,\" Months\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Total number** of vaccination given in all around the world"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of vaccination doses given in all around the world is 685.817041 Million\n"
     ]
    }
   ],
   "source": [
    "#Total number of vaccination doses given in all around the world\n",
    "print(\"Total number of vaccination doses given in all around the world is\",vaccine_data.daily_vaccinations.sum()/1000000,\"Million\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us save and upload our work to Jovian before continuing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Asking and Answering Questions\n",
    "\n",
    "Here we will ask some question and try to get some satisfactory fesult from ir\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q1: What is the progress in vaccination in major countries?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vaccine_data[vaccine_data['country']=='India'].plot();\n",
    "#Unorganised"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Here we find out What is the progress in vaccination in India"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].people_fully_vaccinated);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination drive of India\");\n",
    "plt.legend(['Total vaccinations','Daily vaccinations','People fully vaccinated']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Here we find out What is the progress in vaccination in France"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='France'].date,vaccine_data[vaccine_data['country']=='France'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='France'].date,vaccine_data[vaccine_data['country']=='France'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='France'].date,vaccine_data[vaccine_data['country']=='France'].people_fully_vaccinated);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination drive of France\");\n",
    "plt.legend(['Total vaccinations','Daily vaccinations','People fully vaccinated']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Here we find out What is the progress in vaccination in Germany"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='Germany'].date,vaccine_data[vaccine_data['country']=='Germany'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='Germany'].date,vaccine_data[vaccine_data['country']=='Germany'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='Germany'].date,vaccine_data[vaccine_data['country']=='Germany'].people_fully_vaccinated);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination drive of Germany\");\n",
    "plt.legend(['Total vaccinations','Daily vaccinations','People fully vaccinated']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. Here we find out What is the progress in vaccination in China"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='China'].date,vaccine_data[vaccine_data['country']=='China'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='China'].date,vaccine_data[vaccine_data['country']=='China'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='China'].date,vaccine_data[vaccine_data['country']=='China'].people_fully_vaccinated);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 100 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination drive of China\");\n",
    "plt.legend(['Total vaccinations','Daily vaccinations','People fully vaccinated']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5. Here we find out What is the progress in vaccination in United Kingdom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United Kingdom'].date,vaccine_data[vaccine_data['country']=='United Kingdom'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United Kingdom'].date,vaccine_data[vaccine_data['country']=='United Kingdom'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United Kingdom'].date,vaccine_data[vaccine_data['country']=='United Kingdom'].people_fully_vaccinated);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination drive of United Kingdom\");\n",
    "plt.legend(['Total vaccinations','Daily vaccinations','People fully vaccinated']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6. Here we find out What is the progress in vaccination in United States"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United States'].date,vaccine_data[vaccine_data['country']=='United States'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United States'].date,vaccine_data[vaccine_data['country']=='United States'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United States'].date,vaccine_data[vaccine_data['country']=='United States'].people_fully_vaccinated);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 100 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination drive of United States\");\n",
    "plt.legend(['Total vaccinations','Daily vaccinations','People fully vaccinated']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From the above line graph for the states:\n",
    "-  The progress in vaccination in major countries individually that how they have run vaccination drive in their respective countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q2: What is the comparision with major countries in vaccination process in line graph?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Comparision with major countries in vaccination process in terms of **Total vaccination**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='France'].date,vaccine_data[vaccine_data['country']=='France'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United States'].date,vaccine_data[vaccine_data['country']=='United States'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='Germany'].date,vaccine_data[vaccine_data['country']=='Germany'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='China'].date,vaccine_data[vaccine_data['country']=='China'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United Kingdom'].date,vaccine_data[vaccine_data['country']=='United Kingdom'].Total_vaccinations);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 100 Millions\")\n",
    "\n",
    "plt.title(\"Major countries in vaccination process by Total vaccination\");\n",
    "plt.legend(['India','France','United States','Germany','China','United Kingdom']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Comparision with major countries in vaccination process in terms of **Daily vaccinations**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='France'].date,vaccine_data[vaccine_data['country']=='France'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United States'].date,vaccine_data[vaccine_data['country']=='United States'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='Germany'].date,vaccine_data[vaccine_data['country']=='Germany'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='China'].date,vaccine_data[vaccine_data['country']=='China'].daily_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United Kingdom'].date,vaccine_data[vaccine_data['country']=='United Kingdom'].daily_vaccinations);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Daily vaccinations in 10 Millions\")\n",
    "\n",
    "plt.title(\"Major countries in vaccination process by Daily vaccination\");\n",
    "plt.legend(['India','France','United States','Germany','China','United Kingdom']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Comparision with major countries in vaccination process in terms of People fully vaccinated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].people_fully_vaccinated);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='France'].date,vaccine_data[vaccine_data['country']=='France'].people_fully_vaccinated);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United States'].date,vaccine_data[vaccine_data['country']=='United States'].people_fully_vaccinated);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='Germany'].date,vaccine_data[vaccine_data['country']=='Germany'].people_fully_vaccinated);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='China'].date,vaccine_data[vaccine_data['country']=='China'].people_fully_vaccinated);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United Kingdom'].date,vaccine_data[vaccine_data['country']=='United Kingdom'].people_fully_vaccinated);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"People fully vaccinated in 10 Millions\")\n",
    "\n",
    "plt.title(\"Major countries in vaccination process by People fully vaccinated\");\n",
    "plt.legend(['India','France','United States','Germany','China','United Kingdom']);\n",
    "#Well organised graph country wise"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From the above line graph for the states:\n",
    "-  It compares the progress of vaccination in major countries to each other by line graph in  Total vaccination,  Daily vaccination, People fully vaccination."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q3. What is the comparision with major countries in vaccination process in bar graph?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Direct comparision of total vaccination in major countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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L3TrcPLuISJIkSR1kgi1JkiR1kAm2JEmS1EEm2JIkSVIHmWBLkiRJHWSCLUmSJHWQCbYkSZLUQSbYkiRJUgeZYEuSJEkdNC53coyIacBVwMcz8/xhllkNOBp4FfA3YO/M/GH3opQkSZJGr+st2BGxNHAasGabZZ4CnE9JrNcCjgROi4g1uhKkJEmStIi62oJdJcinAlNGWPT9wKPAjpn5KHBjRLweWA/409hGKUmSJC26bncR2RD4BXAA8O82y20CnF0l1wBk5pZjG5okSZK0+LqaYGfmcY3HEdFu0VWAqyPiaOBtwJ3Afpn5k7GNcNE9ZfllWGbauHRpH7WZM5cb7xBGNP/hx3jwgfnjHYYkSdKo9WpGuBzwKcpFjm8CXg/8OCLWzcyr2q04MDCFGTOmdyHEJ1pyyQGe/5mfdr3cieqWQ7Zg6jjUYy8YGFhiXD7Dqs866n3WUe+zjnqfdbToejXBfgy4NjM/Wz2/OiI2BHYBPthuxQULBpkzZ95Yx/ck/dAq3G/Gox57wYwZ0yfta+8X1lHvs456n3XU+6yj9trlfr06DvbfgRtapiXw3HGIRZIkSaqtVxPs3wAvb5m2BnBL90ORJEmS6uuZLiIRMQuYm5nzgeOAj0bEl4FvAVsBmwLrjGOIkiRJ0oh6qQX7TmAbgMy8DdgM2Bi4jtL3+h2ZefX4hSdJkiSNbNxasDNzygjPL8cWa0mSJPWZXmrBliRJkvqeCbYkSZLUQSbYkiRJUgeZYEuSJEkdZIItSZIkdZAJtiRJktRBJtiSJElSB5lgS5IkSR1kgi1JkiR1kAm2JEmS1EEm2JIkSVIHmWBLkiRJHWSCLUmSJHWQCbYkSZLUQSbYkiRJUgeZYEuSJEkdZIItSZIkdZAJtiRJktRBJtiSJElSB5lgS5IkSR1kgi1JkiR1kAm2JEmS1EEm2JIkSVIHmWBLkiRJHWSCLUmSJHWQCbYkSZLUQSbYkiRJUgeNS4IdEdMi4o8RsWmNZZ8eEXdFxPZdCE2SJElaLF1PsCNiaeA0YM2aq3wDeOaYBSRJkiR1UFcT7IhYA7gcWKXm8m8E1gHuGcu4JEmSpE7pdgv2hsAvgPVGWjAilgOOBXYBHhnjuCRJkqSOmNrNwjLzuMbjiBhp8UOBczPz4hrLSpIkST2hqwl2XRHxWmAr6vfT/o+BgSnMmDG980Gp6yZrPQ4MLDFpX3u/sI56n3XU+6yj3mcdLbqeS7AjYhng28DumTl3tOsvWDDInDnzOh/YCGbOXK7rZU5041GPvWDGjOmT9rX3C+uo91lHvc866n3WUXvtcr9eHAd7HeC/ge9FxIMR8SDwbODYiDh2fEOTJEmS2uu5Fmzgt8CqLdMuAb4OnNj1aCRJkqRR6JkEOyJmAXMzcz5wU8u8BcDdmXn3uAQnSZIk1dRLXUTuBLYZ7yAkSZKkxTFuLdiZOaXd85Z5K419RJIkSdLi66UWbEmSJKnvmWBLkiRJHWSCLUmSJHWQCbYkSZLUQYt0kWNETANeAvx5Ue62KElDecqMJVlmyaXHO4xa+uHurfMffYgH5zw63mFI0qRTK8GOiBcCJwCfAv4IXAasAfwrIrbIzNljF6KkyWKZJZfmxSe9eLzDmDCu3e5aHsQEW5K6rW4XkSMp41TfCOwAzASeA3wF+NrYhCZJkiT1n7oJ9quBT2fmPcBbgLMy8w7gZOBFYxWcJEmS1G/qJtgPAjMiYgVgA+Cn1fQXAveNRWCSJElSP6p7keOPgNOB+cDfgZ9HxDbA4cB3xyg2SZIkqe/UbcHeHTgauADYNDMfAZYCDgI+N0axSZIkSX2nVgt2Zj4GfL1l2vfGJCJJkiSpj9Udpu/plCH61gaWBKY0z8/M13Q+NEmSJKn/1O2DfQKwLnAK8MDYhSNJkiT1t7oJ9muBLb2hjCRJktRe3Ysc7wEeGstAJEmSpImgbgv2XsDREXEA8FfgkeaZmfnXDsclSZIk9aW6CfYZ1f+fNE0bpFzsOAgMdDIoSZIkqV/VTbBXHtMoJEmSpAmiVh/szLwVuA1YA3gH8C7gJcCd1TxJkiRJ1B8H+7nA2cB/A0npErIqcHtEvC4z7xi7ECVJkqT+UXcUkSOBvwPPycxXZOZLgedSLng8fIxikyRJkvpO3QR7E+BTmfnPxoTMvI8yushmYxGYJEmS1I/qJtj3A88YYvozaBmyT5IkSZrM6o4icipwfETsDvy2mrYu8E3gtLEITJIkSepHdRPs/YFZwM8oY18DLACOBT49BnFJkiRJfalWgp2ZDwPbR8THgRdSbpt+U2bOG8PYJEmSpL4zbIIdEZsAF2fmY9XjZk8BVogIADLzgtEUGhHTgKuAj2fm+cMssw2wL+UmNzcB+2TmOaMpR5IkSeq2di3Y51O6hdxdPR7OqG6VHhFLU/p0r9lmmQ2B7wG7Ar8G3gT8KCLWycyr65YlSZIkdduwCXZmLjHU48UREWtQkuspIyy6HfDDzDy+ev7NiNgS2AYwwZYkSVLPatdF5AU1tzGYmTfXXHZD4BfAAcC/2yx3BPBoaznA0jXLkSRJksZFuy4iN1GSWhi6xXmwml67i0hmHtd43Oi/Pcxy/9f8PCLWBF4HHDf0GgsNDExhxozpdcJRj5us9TgwsMSkfe3qvMn6WXI/6n3WUe+zjhZduwR75a5F0UZEPBM4E7gE+PFIyy9YMMicOd0f3GTmzOW6XuZENx712AtmzJg+aV+7+1HnTdbP0mTej/qFddT7rKP22n1ntUuwb+98KKMTEStRupQsAN6ZmY+Pc0iSJElSW+0S7MdY2EVkJLVHEamr6gP+K2AesHFm3tfpMiRJkqROa5dgb0L9BLujIuLpwC+BucCmmXnveMQhSZIkjVa7Yfou7GIcRMQsYG5mzge+CKwAvAOYWs0DmJ+Zc7sZlyRJkjQa7Ybpuw14WWbeFxG306Y1OzOf24FY7gR2AE4EtgaW58ljXp8CbNuBsiRJkqQx0a6LyL7Ag02PO9pdJDOnDPc8M1foZFmSJElSt7TrInJS0+MTuxKNJEmS1OfadRE5ue5GMvP9nQlHkiRJ6m/tuohsCzwOXAEkQ9/NUZIkSVKTdgn2G4G3AVtRLjj8MXBmZv6+C3FJkiRJfaldH+zzgPOAD0XEusBbgO9HxHSqZBu4xLsrSpIkSQstUWehzLwiMz+bmWsArwfuoIxV/feI+M5YBihJkiT1k1oJdov7gLuAfwDLAht1MiBJkiSpn7Xrg/0fEbEa8Obqb13gGuBs4MDM/MOYRSdJkiT1mXbD9G1EucDxzcBzgAuBU4FtMvOObgQnSZIk9Zt2LdgXAI8AFwNHA3Or6W+IiCcsmJnfHZPoJEmSpD7TLsG+jXJ79FWrv+EMAibYkiRJEu2H6Xt+F+OQJEmSJoRFGUVEkiRJ0jBMsCVJkqQOMsGWJEmSOsgEW5IkSeqgEW80ExGbAOsBKwHTgHnAncDlmfmrsQ1PkiRJ6i/tbjSzCnAW5SYzv6fcHv1hYAXgRcCnI+JW4C2ZeXMXYpUkSZJ6XrsW7OOBa4G1M3N+68yImA58B/gWsNnYhCdJkiT1l3Z9sNcFPj9Ucg2QmfOAAyndRyRJkiTRPsG+CdhihPXfCtzesWgkSZKkPteui8jHgbMi4i3AxcDfKX2wpwGzgA0ordxvH+MYJUmSpL7R7lbpv46INYBdKIn0isB04CHgDuASYIfMvLUbgUqSJEn9oO0wfZn5N2C/LsUiSZIk9b22CXZEPA/YkWHGwQaOz8zbxjpISZIkqV+0Gwd7c+CHwGXAbBaOg93cB/vjEfFWbzgjSZIkFe1asL8KHJiZXx5ugYjYC/gG8OLRFBoR04CrgI9n5vnDLLMWcCywFnA98KHMvHI05UiSJEnd1m6YvudR7uTYzjnAKqMpMCKWBk4D1myzzLLAzyndUF5BuaDypxGx3GjKkiRJkrqtXYJ9GbBPdcfGJ4mIZYADgCvqFlaNSnI5Iyfl2wCPAntm5vXAHsDcarokSZLUs9p1EdkJOBu4JyKu5snjYL8UuBV4yyjK2xD4BSUx/3eb5V4FXJqZjwNk5mBEXEq52PLboyhPkiRJ6qp242DfBrw0IjbhieNgzwWuBvYHLmokwXVk5nGNxxHRbtEVgWyZdhclqZckSZJ6Vtth+gAy8wLggi7E0mw6pbW8WaP1vK2BgSnMmDFkrxb1mclajwMDS0za167Om6yfJfej3mcd9T7raNGNmGCPk4d4cjLdGIO7rQULBpkzZ8TFOm7mTK+/7LTxqMdeMGPG9En72t2POm+yfpYm837UL6yj3mcdtdfuO6vdONib1C2gauXupDso/bybzaLc4EaSJEnqWe1asA8H1qgeT2mz3CAw0LGIisspI5hMqS5wnAKsDxza4XIkSZKkjmqXYL+SMl71ysB6mfnQWAYSEbOAuZk5HzgDOAQ4IiKOBnYGlgd+MJYxSJIkSYtr2HGwM/Nh4H+qp/t3IZY7qca5zswHgC0orda/B14NvCkz/9WFOCRJkqRF1vYix8x8OCLeQxm/uqMyc8oIz68EXt7pciVJkqSxVGeYvuuB67sQiyRJktT32t0qXZIkSdIomWBLkiRJHWSCLUmSJHWQCbYkSZLUQbVvlV7d7OW/gCVpufFMZv61w3FJkiRJfalWgh0RbwSOB1ZsmTWFsbmToyRJktSX6rZgfxm4DPgC8MDYhSNJkiT1t7oJ9irA1pmZYxmMJEmS1O/qXuR4MbDOWAYiSZIkTQR1W7AvBY6JiDcDfwEeaZ6Zmft1OjBJkiSpH9VNsF8HXAmsUP01G+xoRJIkSVIfq5VgZ+bGYx2IJEmSNBEMm2BHxAeAUzLz4erxcAYz84TOhyZJkiT1n3Yt2PsCZwEPV4+HMwiYYEuSJEm0SbAzc+WhHkuSJEkaXt1h+iRJkiTVYIItSZIkdZAJtiRJktRBJtiSJElSB9W90QwRsRrwSmBJYErzvMz8bofjkiRJkvpSrQQ7Ij4DfBH4J/CvltmDgAm2JEmSRP0W7A8B+2Tml8YyGEmSJKnf1e2DPQM4YwzjkCRJkiaEugn294APRcSUEZeUJEmSJrG6XURWAN4OvDcibgEeaZ6Zma/pcFySJElSX6qbYN8AHDyWgUiSJEkTQa0EOzM/33gcEU8HBjLzntEWFhHTgCOArYGHga9l5qHDLLsh8A1gNeBG4NOZ+YvRlilJkiR1U+0bzUTEnhFxF3AP8I+IuCciPj/Sei0OA9YHNgU+COwTEe8eoqxnAucA/wu8BPh/wI8j4nmjLE+SJEnqqloJdkTsD+wF7Ae8FHgFsD/w4YjYu+Y2lgV2Bj6emVdl5lnAocBuQyz+aoDMPCQz/5KZBwPzgVfVKUuSJEkaL3X7YO8M7JiZ5zRNuyYi/kbp8lFnfOy1gGnA7KZps4F9I2JqZj7WNP0+4KkRsTVleMC3AMsBf6gZryRJkjQu6ibYywF/HmL6n4GZNbexInB/Zj7UNO0uYKlqG3c2Tb8EOBI4HXgcGAB2yszra5YlSZIkjYu6CfZlwCcj4kOZuQAgIgaATwJX1NzGdMqFjc0az6e1TF8WWBk4CDgT2Aw4PCKuy8zL2xUyMDCFGTOm1wxJvWyy1uPAwBKT9rWr8ybrZ8n9qPdZR73POlp0dRPsPSitym+IiN9X015OaVnevOY2HuLJiXTj+byW6Z8CpmXmftXzqyNiTWAfYMt2hSxYMMicOa2bG3szZy7X9TInuvGox14wY8b0Sfva3Y86b7J+libzftQvrKPeZx211+47q9ZFjpl5A2W4vK8Afwf+CnwBeGFmXlszjjuAp0XEUk3TZlFase9vWXZt4I8t064CXlCzLEmSJGlc1G3BJjPvA765GGVdQ7kD5PrAhdW0DYCrWi5whJLEv6Rl2urAXxajfEmSJGnMDZtgR8RtwMsy876IuB0YHG7ZzHzuSAVl5ryIOAk4OiK2p7RefxLYpSpvFjA3M+cD3wIui4hPU0YR2RjYAXhT3RcmSZIkjYd2Ldj7Ag9Wj/fpUHmfAI4BLgAeAA7MzNOreXdSkugTM/O3EfFmSjeU/YCbgfdm5gUdikOSJEkaE8Mm2Jl5UtPT5wFfycwn9HSPiOUpCXAt1frbVX+t86a0PP8Z8LO625YkSZJ6QbsuImtQunFAuWvjHyNiTstiawIfpnT1kHraM546lSWWWma8w6ilH0bTePyR+dw3t/XyCUmS1K6LyDOB85uenzHEMg9SRhaRet4SSy0DBzx1vMOYMJY4YC7wr/EOQ5KkntOui8iFVMP4RcTNwNqZeW+X4pIkSZL6Ut1xsFceLrmOiJU6G5IkSZLUv2qNgx0RqwOHUfpcD1STp1DuxPiMpmmSJEnSpFarBZsyLvXTgC8BKwBfBk4DlqUMrSdJkiSJ+gn2K4FdM/NbwO+B6zPz08DHgJ3HKjhJkiSp39RNsB8F5lSPbwBeVj3+JfDiDsckSZIk9a26CfZs4FMRMR34HfDWiFgCWBd4aKyCkyRJkvpN3QT7E8CmwEeA71H6Yc8BTgWOGpPIJEmSpD5UaxSRzLwBiIiYnpnzIuKVwEbAfZl5+VgGKEmSJPWTui3YRMQU4OkRsTLwLOB64O6IeMFYBSdJkiT1m7rjYL8ROB5YsZo0BRhs+u842JIkSRI1E2zKuNeXAV8AHhi7cCRJkqT+VjfBXgXYOjNzLIORJEmS+l3dPtgXA+uMZSCSJEnSRFC3BftS4JiIeDPwF+CR5pmZuV+nA5MkSZL6Ud0E+3XAlZTxr1domTfY0YgkSZKkPlZ3HOyNxzoQSZIkaSIYNsGOiA8Ap2Tmw9Xj4Qxm5gmdD02SJEnqP+1asPcFzgIerh4PZxAwwZYkSZJok2Bn5spDPW6IiCmZaf9rSZIkqUmtYfoiYtmIOC4i9myafENEHBkRy4xRbJIkSVLfqTsO9tHAK4GLmqbtCqwHfK3TQUmSJEn9qm6CvQWwfWb+rjEhM88HdgLeMRaBSZIkSf2oboL9OLDcENOXov5Y2pIkSdKEVzc5/n/A8RGxG/D7atrLgMOBH45FYJIkSVI/qptgfwr4FnAeMFBNe5wyPN8edQuLiGnAEcDWlOH/vpaZhw6z7GqUvt+vAv4G7J2ZJvOSJEnqabW6iGTm/Mx8H+U26etSWq+fkZm7ZOa/R1HeYcD6wKbAB4F9IuLdrQtFxFOA8ymJ9VrAkcBpEbHGKMqSJEmSuq5WC3aV8H4V+HNmfrWalhHxS+BTmTm/xjaWBXYGtsrMq4CrIuJQYDfgBy2Lvx94FNgxMx8FboyI11NGLflTvZcmSZIkdV/dixyPYvGH6VsLmAbMbpo2G1g7IloT/U2As6vkGoDM3DIzv1OzLEmSJGlcdHOYvhWB+zPzoaZpd1FGIpnZsuwqwN0RcXRE3BkRv4+ILWuWI0mSJI2buhc5dmKYvumUCxubNZ5Pa5m+HOXCyqOBNwGvB34cEetW3UuGNTAwhRkzptcMSb3Meux91lHvm6x1NDCwxKR97f3COup91tGi6+YwfQ/x5ES68Xxey/THgGsz87PV86sjYkNgF8rFkcNasGCQOXNaNzf2Zs4c6veHFken69E66jzrqPeNx/GwF8yYMX3SvvZ+YR31PuuovXbfWXW7iHyKklifB9xf/f0SuAL4eM1t3AE8LSKWapo2i9KKfX/Lsn8HbmiZlsBza5YlSZIkjYtaLdjVKCHvi4hdgRcCjwB/zcwHR1HWNdV66wMXVtM2AK7KzMdalv0NsHnLtDWAW0ZRniRJktR1tW9zHhGzgGDhjWZmVjeOeVlmfnGk9TNzXkScBBwdEdtTWq8/Sen20dj+3CqZPw74aER8mXKDm60oY2evUzdeSZIkaTzU6iISER8Cbgd+Tekacn71/xzKRYh1fQK4ErgAOBY4MDNPr+bdCWwDkJm3AZsBGwPXUZLwd2Tm1aMoS5IkSeq6ui3YnwEOAg4BbqbczXE54GTgrLqFZeY8YLvqr3XelJbnl2OLtSRJkvpM3Yscnw2clJkPUy52XC8z/wR8jHJ3RkmSJEnUT7DvYuHNYG6gDNEHZbSPZ3c6KEmSJKlf1e0i8gPg5IjYCTgXOCUirgG2BG4co9gkSZKkvlO3BXtv4PvAM6pbpB8PHAmsDXx4jGKTJEmS+k7dFuxVm4fiy8x9gH3GJiRJkiSpf9VNsK+NiOuA04DTM/PmMYxJkiRJ6lt1u4isROkWsjlwY0RcERF7RMR/jV1okiRJUv+plWBn5j8y88jM3IiSbJ8EvJGSbF84duFJkiRJ/aVuC3azgepvCjAIPNLRiCRJkqQ+VqsPdkSsArwdeAfwCuAK4HRg28y8a+zCkyRJkvpL3YscbwSuoYyH/a7MvG3MIpIkSZL6WN0Ee/XMzDGNRJIkSZoA6l7kaHItSZIk1bAoFzlKkiRJGoYJtiRJktRBJtiSJElSBw17kWNEnFx3I5n5/s6EI0mSJPW3dqOILOhaFJIkSdIEMWyCnZk7dDMQSZIkaSKoeyfHJSh3clyTcpt0KLdKnwa8LDM3G5vwJEmSpP5S90YzRwI7AFcD6wCXAasAs4CjxiY0SZIkqf/UHUVka+C9mbk+cBPwYeC5wGnA9DGKTZIkSeo7dRPs5YErq8fXAutm5gLgS8AbxyIwSZIkqR/VTbD/Ary8enwdpZtIY/3lOx2UJEmS1K/q9sE+DDgtIj4AnA78PiIGgfWAS8cqOEmSJKnf1GrBzswTgM2AP2fm9cBbgRWAy4Htxiw6SZIkqc/UHaZvP+ArmTkPIDPPA86LiOWB/YBP1tzONOAIykWTDwNfy8xDR1jn6cD1wF6ZeWKdciRJkqTx0u5W6WtQhuED2B/4Y0TMaVlsTcqIIrUSbEpXk/WBTYGVgO9FxG2Z+YM263wDeGbN7UuSJEnjql0L9jOB85uenzHEMg8CX6lTUEQsC+wMbJWZVwFXRcShwG7AkAl2RLyRckHlPXXKkCRJksZbu1ulX0jVRzsibgbWzsx7F6OstSh3fpzdNG02sG9ETM3Mx5oXjojlgGOB9wGnLka5kiRJUtfU6oOdmSsDRMTqwOqU26XfkJnXjqKsFYH7M/Ohpml3AUsBM4E7W5Y/FDg3My+OiFEUI0mSJI2fuhc5zgC+D7wJ+CclwV4+Ii4G3pKZc2tsZjrlwsZmjefTWsp7LbAVpY/3qAwMTGHGDG8uORFYj73POup9k7WOBgaWmLSvvV9YR73POlp0dcfBPhJ4FrBaZv4Z/nMR5InA14Ada2zjIVoS6abn8xoTImIZ4NvA7jUT9ydYsGCQOXPmjbxgh82cuVzXy5zoOl2P1lHnWUe9bzyOh71gxozpk/a19wvrqPdZR+21+86qeyfHrYAPNZJrgMz8E7ArZUzsOu4AnhYRSzVNm0Vpxb6/ado6wH9TRhh5MCIeBJ4NHBsRx9YsS5IkSRoXdVuw5w8zfZDSXaSOa4BHKMP0XVhN2wC4quUCx98Cq7asewnwdUqLuSRJktSz6ibYZwNHRcT7m7qIBKXryDl1NpCZ8yLiJODoiNie0nr9SWCXanuzgLmZOR+4qXndiFgA3J2Zd9eMV5IkSRoXw3YRiYj3V3deBPg0pQ/1DRExp7rhzJ+Au4HdR1HeJ4ArgQsoQ/AdmJmnV/PuBLYZXfiSJElSb2nXgn0CcC6l5XgOsFFEvJgyTN9DlGH6/txm/SepbrW+XfXXOm9Km/VWGk05kiRJ0nhpl2A/KeGtxr0ezdjXkiRJavLU5ZZiqaVbB1brTf0wutMjDz3M3H89Mt5hPMFIfbAHuxKFJEnSJLHU0tP46jZbjncYE8aep/8E+izB/keduyhmZt2RRCRJkqQJbaQEexvKnRslSZIk1dAuwR4ELnZoPEmSJKm+dndyHHZUD0mSJElDa5dgn8Twd3CUJEmSNIRhu4hk5g7dDESSJEmaCNq1YEuSJEkaJRNsSZIkqYNMsCVJkqQOMsGWJEmSOsgEW5IkSeogE2xJkiSpg0ywJUmSpA4ywZYkSZI6yARbkiRJ6iATbEmSJKmDTLAlSZKkDjLBliRJkjrIBFuSJEnqIBNsSZIkqYNMsCVJkqQOMsGWJEmSOsgEW5IkSeogE2xJkiSpg0ywJUmSpA6a2s3CImIacASwNfAw8LXMPHSYZbcB9gVWBm4C9snMc7oVqyRJkrQout2CfRiwPrAp8EFgn4h4d+tCEbEh8D3gcGAt4DvAjyLiZV2MVZIkSRq1rrVgR8SywM7AVpl5FXBVRBwK7Ab8oGXx7YAfZubx1fNvRsSWwDbA1d2KWZIkSRqtbrZgrwVMA2Y3TZsNrB0RrYn+EcAXWqYNAkuPXXiSJEnS4utmH+wVgfsz86GmaXcBSwEzgTsbEzPz/5pXjIg1gdcBx3UhTkmSJGmRdTPBnk65sLFZ4/m04VaKiGcCZwKXAD8eqZCBgSnMmDF9EUNUL7Eee5911Psmax0NDCwxaV97v7CO1Em99lnqZoL9EE9OpBvP5w21QkSsBPwCWAC8MzMfH6mQBQsGmTNnyM2NqZkzl+t6mRNdp+vROuo866j3jcfxsBfMmDF90r72fjGZ68hjXef1Wu7XzT7YdwBPi4ilmqbNorRi39+6cES8gNJqPQhslJn3dSVKSZIkaTF0M8G+BniEMkxfwwbAVZn5WPOCEfF04JfAXOC1mXlXt4KUJEmSFkfXuohk5ryIOAk4OiK2p7RefxLYBSAiZgFzM3M+8EVgBeAdwNRqHsD8zJzbrZglSZKk0er2jWY+AVwJXAAcCxyYmadX8+6kjHMN5U6Py1PGvL6z6e+orkYrSZIkjVJXb5WemfMoN5HZboh5U5oer9DNuCRJkqRO6XYLtiRJkjShmWBLkiRJHWSCLUmSJHWQCbYkSZLUQV29yFGSJI2tpy6/DEtN64+v9364o+EjDz/G3Afmj3cY6jP9sQdKkqRalpo2laM+dMF4hzFh7HrsJuMdgvqQXUQkSZKkDjLBliRJkjrIBFuSJEnqIPtgS5Jqe9pTlmTqMkuPdxi19MMFdI/Nf4h/PvjoeIchqcNMsCVJtU1dZmmuX2318Q5jwlj9huvBBFuacOwiIkmSJHWQCbYkSZLUQSbYkiRJUgeZYEuSJEkdZIItSZIkdZAJtiRJktRBJtiSJElSB5lgS5IkSR1kgi1JkiR1kAm2JEmS1EEm2JIkSVIHmWBLkiRJHWSCLUmSJHWQCbYkSZLUQSbYkiRJUgeZYEuSJEkdNLWbhUXENOAIYGvgYeBrmXnoMMuuBRwLrAVcD3woM6/sVqySJEnSouh2C/ZhwPrApsAHgX0i4t2tC0XEssDPgcuBVwCXAD+NiOW6GKskSZI0al1LsKukeWfg45l5VWaeBRwK7DbE4tsAjwJ7Zub1wB7A3Gq6JEmS1LO62YK9FjANmN00bTawdkS0dlV5FXBpZj4OkJmDwKXAet0IVJIkSVpU3UywVwTuz8yHmqbdBSwFzBxi2b+3TLsLWGnswpMkSZIWXzcvcpxOubCxWeP5tJrLti73JEsuOXDvzJnL3bpIES6mWw7ZYjyKnbBmzhyDLvcHzO38Niexsaija7e7tuPbnMzGoo5Wv+H6jm9zMhuLOtr12E06vs3JbCzqaM/Tf9LxbU5mY5IzjOx5w83oZoL9EE9OkBvP59VctnW5obS2hkuSJEld080uIncAT4uIpZqmzaK0TN8/xLKzWqbNAu4cu/AkSZKkxdfNBPsa4BHKMH0NGwBXZeZjLcteDqwfEVMAqv/rV9MlSZKkntW1BDsz5wEnAUdHxDoR8Wbgk8A3ASJiVkQsUy1+BvAU4IiIWAP4GrA88INuxStJkiQtim7faOYTwJXABZS7NB6YmadX8+6kGuc6Mx8AtqC0Wv8eeDXwpsz8V5fjlSRJkkZlyuDg4HjHIEmSJE0Y3RxFZMKLiFuAgzLz2y3TNwV+mZlTamxjI+DXwJKZ+VhEvBRYLjMvWcSY/gbsk5knDjN/a+DTwIsoo7fMBvbLzKur+VMot7X/VuPGPyOU90xg46YzE5NWRFwIzM7MfUa53lTKnUw3zswLh/tcadFFxAzgc8A7KBdQ3w6cAHw1Mx+NiEFgs8w8f4h1N6JpH+1a0BNY9Rkfarir6zLzRV0OZ9KLiOmULpzbACtTvhsuA76QmVeMZ2z9pN9ygqG+syLiWZS6vxvYFDgKmJqZ2y5K+SPEVvt96Qfd7iKikV0GrNj0xX0mEGNRUERsAXwHOJySYL8WuBe4MCKeWy32GuAY6n9Wvgxs1eFQJ7u1gVPGO4iJIiKeDlxBuWPszsCawGeB3SlJ9kha91F1xp6Um4w1/712XCOahKrk+mJge2BfYA1gY+BG4KKIWGf8opuUupYTtIqI5YFzgX8Bb8zMfwMfA3btRvn9zhbsHpOZjwD/aJo0lr/kPgCcnJnfb0yIiB2BjYD3AIcsQvkT4pdnL8nMe8Y7hgnmy5QzBJs13Vn25oho/Lg8ot3KQ+yj6owHMtP3dfztAzwHWD0zm4fQ3SMinkE58/OWcYlsEupyTvAfEbE0cDblxn8bZuacKh7v1laTCfY4qE4/b0c5BfcCyoWfO2XmX5pPBwHnU06bHh8RG2Tm9hGxJnAEsB5lvPBjgK9l5mC17Q9SDpDLUxLkdgaBdSNi+erCUjLz8YjYGHggIp5fxQLwaDX9UuBg4H+AZ1FuaX9IZh4TEQdUr4sq3udHxFMpI8W8FZhP2WH3bFywGhEHAjsCzwCuBj6Rmb8Z5Vva0yJie2An4BeUVtLHgNMpr/Xxapn9gN0oB8+9W9a/heo0Y0QsB3wdeDMwA7gZ+Gxm/rAbr6XfRcQ04N3Ap5qSawAy86KI2ARo3Epy/Yj4KqW16Erg/Zl5c8s+uhKlDt5JSdxnAhcBH8jMe6syd6B0w1oFeAD4X2B3W8DriYgTKfvFSyiJ38aUH0hfpwz1uiTwO+CDmXldVT/fBw4E9gOWAX4G7JKZ86ttvpvSOrsy8EfgY43jTkS8FfhiNe8Gyv51bhde6riLiCUoDS9fa0muG/akustyu++i6rvg5cBywEsp3xfHUr47dqacMb0Y2IVSj5sDCbwnM6+vtj/sflN9JuYCz6QcC+8ADs7ME6u6PQZ4VpWcEhGbU84CzsrMRzvxXnVSD+UEjXgGgNMo+8AGmXl307wTqbqIVPW8GuXM9/uAOcCxmfmlatklKHW+E2Uf/jrlzMhOVffH5YHjgC0pucR3WuJYiTKK3KbA45SR5D6ZmQ81fa/+DPgU5XP5Ccr361con71jMvOzdV7zWLCLyPjZH9iD0lo8i/IhbPV24G+Ug9rHqmEMz6WMB/4SSrL2cUpiRkS8gdLd47OUEVheBfxXmxiOohz87oiIMyLiwxHxvMy8pTq43k7powolkbgM2ItyQHsnJfE4kTKc4rMpH+r/B/yQ0q0B4LvACsCGlJFhGusQEW+rYn8vsDplxJgzqp1yolmHcqp1Q0oL0O7AGwAiYhdKPX4A2Kz6P5yvU96r11O6NlxMOdi23vlUQ1uFMgTolUPNzMxfV0OKQvny34PyWX4qcFib7e5N+RxvBaxLOeATERsAR1PqfFXgQ8AOlH1b9W1LSZjfCPyJ8kP9Vsrxa31ggCfWz7Mo/YffRNmf3kH5YiciXgd8j3L8ewkleflpRCwXEWtV8w4BXgx8Cziz6vc6GbyA8t5dNNTMzLwnMx8Y6buoshXlu+C1lIYZKHX4Ocpx8JWURpVzKcfHBcBBUHu/+XC1/suB84Bjqu5fZ1MaD1/ftOy7gDN6Mblu0gs5QcNxlEaxD2fm7SMs+3ZKUrtOtd7B1fDKUI6L21GOjZtSEukXNK17LCVBfy3wUUqCTBX7UpQR555CeU+2puz/X21af23ghdX//0fZX3ej5Bp7A3tHxItrvN4xYQv2+PlGZv4KICKOoewUT5CZ90fEAsqp07lV9437m36R3RgR+1BaaY6g/Jr7QWZ+r9rujpSdcUiZ+euIWJ/SSrA55UtoMCJOA3asfiU2WjHuqloO/kj59Xl5VcbBVflRbW8+5dftPRGxCvA2YIVGa0hEvB+4JSKeAzyf0hJ1a9Uy+BngR5QffiNeUNlnplJa2OYCN0TEbpSDws8pLTrfzMyfwH8S7muH2c5s4PDMvLZa9iuUen82pSVV7c2o/tc5zXlwZl4AEBHf4YnJQ6vPNy7+iohTWPgDcz5lX/pR9fzWiNiT8uNIT3RkRHyjZVrjy/jqzDwTICKWBb4NHJ2ZD1bTTqQkEQ1TgY9X+8kfIuJcSp0cQ0nWTs/Mo6t196a0rj2N0oL43cYxFPhLRKxLSVx27OBr7VUzq//3NSZExNosPJPZ8DHafxcB3JeZRzZtB0qXxF9Uzy+kfDd8q3p+CuVYBvX2m2sz89Bq3c9R9s8XZebFEXEWJSH7SZWova3662XjnhNUdgSWonwH7RsR52XmgjbLz6GclV5ASa73pPx4+hPwEWD/zDyvKn87ylkhqrPb7wI2zczfV9MOYuHnZ3NKw96rmvKHXSl12ni9A5SzGv+KiOMp++n+1X5/bUQcQkngh/s+HVMm2J31KEOfFViC8guv2V+aHj9AOf0zktWBNSPiwZZtT6sOImtQvngAyMx7q+4Fw8rMK4Gtq/VfTTmVtyPliuE9hlj+xxGxWXXqfDVK6wGUD/pQ8U4BbqsOrs1eSDlltz3lS+xKSsvDdyboqfN7W/quNdf5GjS1VmTmHyPiCd0XmpwMvDUidqa8/6+opg/1/uvJ7q3+P63Gss376Fxg6ZrL/qduM/OqiJgfEZ+nJAcvprTI/ap2xJPH5yndAJo1Er1bGhMy898RcTTwvoh4JQuPQ/e1rDvcMbb1OPk4pZGBiFgdeHGViDQsCfx2EV5PP/pn9X9G07Q/UM4UQGkFPYmRv4ugqc6a/LXp8XzKWYjm59Og9n7zn/qtWtVhYR2fCpxaxfJ6YB7lbF+39V1OACwLvI7S5eIqSqtyu7N3t7Qk4P8CloyIFSgNP/85W5iZGRGNz9gLKd9b/9e07u9aXttNLV2VLqvWWbV6fm8uvD/K/Op/82fqIarP1Hgwwe6sOZR+Tq2eVs1r9kjL8zoXLkwFLqS0wLRq7Kyt2xnylFhEPAX4EmVYsluqvmq/Bn4dEQ9Qfj0Otd5BlGH7vks5lfoRhj6QNuL9NwsPzs3urL4oX0HZmbeotrtrRLwyM/8+zDb7VWt9wxPrqrXehvuRcTLlh9D3KK1xdwITqs/6GPsLcD/ldOaTuolExOmUvodQTlk3a7ePDrk/V6doz6LU27mUJPLoUUc9OdyTmTe1TqwSp4eanje6+NwP/JhSX6sBn2lZdbhj7FD7YsNUSle31tFkHm4f+oRxE+WHyvpU+0dmPlxNJ8p1OVDvu2ioRoLW49qQZypr7jftjqm/oLqQmdKSfXrWGGZ2DMyhT3KCJkdXDW9ExGHAgRFxTmbeMMzyw9XDcOW3e94c21Cfn4GW/0N9T/bM2e+J2Nd1PP2BcmBqtR6lr9iiaL4TUFJ+9d2SmTdVX0YvBfaqDh5/ZOGp6cYQO839nZrNp/RrfPcQ8+YAjZErWu9E9CHgo5m5V2b+gPJrFxbuJK3xLgsMNMUL5aKF5aMME/jBzDwvMz9K6Z+9HKV/3mTSWm//Tel39gRVfb6HciHQftUp86dXsx29pYaqpeU0YLfWfutRLuJ9Fws/+52wM3BSZu6SZSzc6yn9wK2vRbcR5WLHjTLzsCxjlT+X+u/pjcDLGk8iYkpE/CnKhXAJvKBxvKqOWe+j97sXdER19vC7lBFDnjrEIo3+uyN9Fy2uxdpvqtdxBmW0k81Z+KO52/opJ2hoTloPBG4DToxy4WNtWUYd+TsLz7ISES9g4dmRpCTUazet9rKmx9cD/131q29Yj9Lw8aQf4r3IFuzOOgq4PMqVtadSTvG8gXKwWNSLmh4EVqs+ZN8HDgC+HRFfpvRPOorqosHq8flRrhq+iPKrf8jT2pm5oGqNPjgilqQcjKBclf9JykUJjfIBXh4Rf6C0bmwZEVdQxqn9ZjV/WtPyL42I/8rM66u+j9+LiN0pv0iPoSTcd0a5mPGwiLiLcmrodVW814z+beprRwJHR8TvKQeVIxj6V/h8yhmBt0fEnZQDa6OPoxc51vd5yhmTX0bE/pQvkA2oWi4z89IhujQtqvuA9SLiJZQvhr0p+431tejuowwd9vbqOLQppf/tvLZrLXQ4cEFEXExp/duZ8kP1N5TGhdkR8VvgnGrbk21Yuv0pSeHlVReN31Iu8t2W0sd1NiN/Fy2uTuw3p1Jasu9otMiOg77JCYZSXYe1C+Xs9p7AoaOM9Qhg/6pbyt0szBcGq2493wMOjzIiyDKUkX0azgf+TMkf9qbso9+k9Cm/r4PH6DFjC3YHVR3130BpYbmScjOLdwHbNDr5L4IjKV0njq/6Gm1OuTjw95S+cCdSvgDIzMbNAfaiJKx30KZzf2Z+lTJSwhaUg+hVlCvu35eZP60Wu5ZyhfYllCt4P0DpD3cd5fTd/1KuYG788jyZ0tLwf1HuAvk+SovRLyg7+B1UX1aZeQ5l+KDDKL9m9wT+JzNz1O9SH6suQNmP8sV/CfBTSj+21uUepXzJvY2SiH+DMpzYHTzxl7/ayDKu+Ksp7+HJlFaevSgjR3yww8UdwMJuPOdTTqcehfW1yLIMp/d5ypf3HyijS3wEeEYsvEFWu/UvpRz39qYc3zYAtsjMudXF2++lJEDXUa5D2aHpeDjhZRnKcGPgeMp+8QfKD5GXUa7Pee1I30UdcACLv9/MplxzMV6t132XEwzzGi6i9OM+sLpGYTS+QhlJ5n8pI4L8lNJC3uhWshulnn5B6Zb1n3sQVC3wb6W02F9OGSXkHBZeCNvzpgwOtvYAkCRJ6l9R7kh5F7BOVmNrq7uqbldXVY0aVBc+3gOsnJm3jGds3WCCLUmSJoyIeCflfg0vyMwNxjueySoizqR0i/k0pSX6QOB5mbnOuAbWJXYRkSRJE8nBlK4/Hx7vQCa53ShdQi6jdPMYYJJcMAy2YEuSJEkdZQu2JEmS1EEm2JIkSVIHmWBLkiRJHeSNZiSpB0XEDMp4tu8AZgG3U8aK/Wo1JvpYlv0U4J2ZeeIw8zei3HxiyequeZKkJibYktRjqru0/YZy97Odgb8CL6fcyexFlBsOjaU9gc0Y/s58lwErmlxL0tBMsCWp93wZeBTYLDMfqqbdHBH3AhdGxBGZecUYlj+l3czMfAT4xxiWL0l9zWH6JKmHRMQ0yi2eP5WZxw4xf2PKLZenURLxtwDLUG4jvHtm3j9UF46IOBGYmpnbRsQBwGpVOe8D5gDHZuaXImJ7SlcUADJzSkTcQrlV8bbVsh8FftnYfkSsRLmF82bAfcCpwH6Z+UhELElpeX8H8BTgUmC3zMwOvF2S1JO8yFGSessqlET0yqFmZuavM3MecCbwUmAr4HVAAN8bRTlvp9wEYh3gOODgiFgDOB34KvBbYMWm5d8HbA68p1oPgIiYUsXyT+AVwHuBLYEvVYvsBrwe2AJ4CfAvhu96IkkTggm2JPWWGdX/ucMtEBEvAV4LbJeZv83MKymJ7ZsiYs2a5cwB9sziYOB+4JWZOR94EHg0M5u7gZySmX/IzGtatrMJ8AJgp8y8ITMvAXYFdouIqcDzgfnALZl5E+Xuep+qGaMk9SUTbEnqLfdW/5/WZpnVgX9l5vWNCVWXi39W8+q4JTMXND3/F7Bku+XbxDIDmBsRD0bEg8DPgKWA51G6jiwP/D0ifg38D3BtzRglqS+ZYEtSb/kLpTV5naFmRsTpwNLDrDtQ/Q11cU3rRe2PDLFMu4sbHxpm+lTgRkp3lcbfWsCqwO2ZeSPwQuBdlNf2OeA3EbFMm7Ikqa+ZYEtSD6lalU+jdLGY1jyvusDxXZTW5OUiYvWmeWtQWoqThcnz8k2rv2AUYYzm6vcEngPcl5k3Vd1AZlH6YC8REe8H3pqZZ2bmTsDLKK3eLxlFGZLUV0ywJan3fJ7SSv3LiNg4IlaJiO0oI3mckJkXAT8BToqItSNibeAkYHbVR/o6Sr/nAyJi5Yj4BCWxretBYMWIWLnGsr+gjNN9SkSsFRHrAd8GHq+GGHwqcHhEvD4ing/sUG3/z6OIR5L6igm2JPWYzLwHeDVwPXAy8EdgL+AQ4IPVYttRumb8ipLkXge8uVr/AcoNat5STX8FcPgoQvgh8DhwXUQ8c4RYF1TlLqDcgOYc4BJgp2qRoyjD/p0A3FDFtGVm/nMU8UhSX3EcbEmSJKmDbMGWJEmSOsgEW5IkSeogE2xJkiSpg0ywJUmSpA4ywZYkSZI6yARbkiRJ6iATbEmSJKmDTLAlSZKkDjLBliRJkjro/wPWigSJBTlzcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='United States'].country.tail(1),vaccine_data[vaccine_data['country']=='United States'].Total_vaccinations.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='India'].country.tail(1),vaccine_data[vaccine_data['country']=='India'].Total_vaccinations.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='China'].country.tail(1),vaccine_data[vaccine_data['country']=='China'].Total_vaccinations.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='France'].country.tail(1),vaccine_data[vaccine_data['country']=='France'].Total_vaccinations.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='Germany'].country.tail(1),vaccine_data[vaccine_data['country']=='Germany'].Total_vaccinations.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='United Kingdom'].country.tail(1),vaccine_data[vaccine_data['country']=='United Kingdom'].Total_vaccinations.tail(1));\n",
    "\n",
    "plt.title(\"Total vaccination in major countries\");\n",
    "\n",
    "plt.xlabel(\"Countries\");\n",
    "plt.ylabel(\"Total vaccination in 100 Millions\");\n",
    "\n",
    "#Direct comparision of total vaccination in major countries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Direct comparision of daily vaccination in major countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='United States'].country.tail(1),vaccine_data[vaccine_data['country']=='United States'].people_fully_vaccinated.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='India'].country.tail(1),vaccine_data[vaccine_data['country']=='India'].people_fully_vaccinated.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='China'].country.tail(1),vaccine_data[vaccine_data['country']=='China'].people_fully_vaccinated.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='France'].country.tail(1),vaccine_data[vaccine_data['country']=='France'].people_fully_vaccinated.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='Germany'].country.tail(1),vaccine_data[vaccine_data['country']=='Germany'].people_fully_vaccinated.tail(1));\n",
    "plt.bar(vaccine_data[vaccine_data['country']=='United Kingdom'].country.tail(1),vaccine_data[vaccine_data['country']=='United Kingdom'].people_fully_vaccinated.tail(1));\n",
    "\n",
    "plt.title(\"People fully vaccinated in major countries\");\n",
    "\n",
    "plt.xlabel(\"Countries\");\n",
    "plt.ylabel(\"People fully vaccinated in 10 Millions\");\n",
    "\n",
    "#Data of China is missing\n",
    "#Direct comparision of People fully vaccinated in major countries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From the above bar plots for the states:\n",
    "-  It compares the progress of vaccination in major countries to each other by bar graph in  Total vaccination & People fully vaccination."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q4. What is the progress of India in comparision with major countries?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Progress of India in comparision with United Kingdom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United Kingdom'].date,vaccine_data[vaccine_data['country']=='United Kingdom'].Total_vaccinations);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination progress of India in comparision with United Kingdom\");\n",
    "plt.legend(['India','United Kingdom']);\n",
    "#Well organised graph of Vaccination progress of India in comparision with United Kingdom"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Progress of India in comparision with China"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='China'].date,vaccine_data[vaccine_data['country']=='China'].Total_vaccinations);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination progress of India in comparision with China\");\n",
    "plt.legend(['India','China']);\n",
    "#Well organised graph of Vaccination progress of India in comparision with China"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Progress of India in comparision with France"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='France'].date,vaccine_data[vaccine_data['country']=='France'].Total_vaccinations);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination progress of India in comparision with France\");\n",
    "plt.legend(['India','France']);\n",
    "#Well organised graph of Vaccination progress of India in comparision with France"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. Progress of India in comparision with Germany"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='Germany'].date,vaccine_data[vaccine_data['country']=='Germany'].Total_vaccinations);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 10 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination progress of India in comparision with Germany\");\n",
    "plt.legend(['India','Germany']);\n",
    "#Well organised graph of Vaccination progress of India in comparision with Germany"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5. Progress of India in comparision with United States"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='India'].date,vaccine_data[vaccine_data['country']=='India'].Total_vaccinations);\n",
    "plt.plot(vaccine_data[vaccine_data['country']=='United States'].date,vaccine_data[vaccine_data['country']=='United States'].Total_vaccinations);\n",
    "\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Total vaccination in 100 Millions\")\n",
    "\n",
    "plt.title(\"Vaccination progress of India in comparision with United States\");\n",
    "plt.legend(['India','United States']);\n",
    "#Well organised graph of Vaccination progress of India in comparision with Germany"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From the above line graph for the states:\n",
    "-  It compares the progress of vaccination in major countries to progress of India by line graph."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q5. How many people vaccinated per 10 thousand in major countries?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "vaccine_data1 = pd.read_csv(data_dir + '/country_vaccinations.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.bar(vaccine_data1[vaccine_data1['country']=='India'].country.tail(1),vaccine_data1[vaccine_data['country']=='India'].total_vaccinations_per_hundred.tail(1));\n",
    "plt.bar(vaccine_data1[vaccine_data1['country']=='China'].country.tail(1),vaccine_data1[vaccine_data['country']=='China'].total_vaccinations_per_hundred.tail(1));\n",
    "plt.bar(vaccine_data1[vaccine_data1['country']=='United States'].country.tail(1),vaccine_data1[vaccine_data['country']=='United States'].total_vaccinations_per_hundred.tail(1));\n",
    "plt.bar(vaccine_data1[vaccine_data1['country']=='United Kingdom'].country.tail(1),vaccine_data1[vaccine_data['country']=='United Kingdom'].total_vaccinations_per_hundred.tail(1));\n",
    "plt.bar(vaccine_data1[vaccine_data1['country']=='France'].country.tail(1),vaccine_data1[vaccine_data['country']=='France'].total_vaccinations_per_hundred.tail(1));\n",
    "plt.bar(vaccine_data1[vaccine_data1['country']=='Germany'].country.tail(1),vaccine_data1[vaccine_data['country']=='Germany'].total_vaccinations_per_hundred.tail(1));\n",
    "\n",
    "plt.title(\"People vaccinated per 10 thousand in major countries\");\n",
    "\n",
    "plt.xlabel(\"Countries\");\n",
    "plt.ylabel(\"People vaccinated per 10 thousand\");\n",
    "#People vaccinated per 10 thousand in major countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### From the above bar plots for the states:\n",
    "-  It compares the People vaccinated per 10 thousand in major countries in bar graph."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inferences and Conclusion\n",
    "\n",
    "In this report we concluded various thing that as we move further the effeciency of all the countries in handling COVID-19 increases as there many vaccines introduces by many companies. In this project we compared various things from the data which is imported from Kaggle after cleaning and arranging data,\n",
    "\n",
    "**Like:**\n",
    "\n",
    "Q1: What is the progress in vaccination in major countries?\n",
    "\n",
    "Q2: What is the comparision with major countries in vaccination process by line graph?\n",
    "\n",
    "Q3. What is the comparision with major countries in vaccination process by bar graph?\n",
    "\n",
    "Q4. What is the progress of India in comparision with major countries?\n",
    "\n",
    "Q5. How many people vaccinated per 10 thousand in major countries?\n",
    "\n",
    "We concluded answers such as every country is making efforts in to save the citizens of their respective countries. (Total people vaccinated data is not given by China)\n",
    "By comparision of data with major countries in vaccination process till 9th April 2021, we get answer that United States is at the top in giving total vaccination to their citizens than followed by China, India, United Kingdom, Germany than France in these major countries and in giving daily vaccination top company is China followed by India which surpassed United States than followed by United States, United Kingdom, Germany and then France.\n",
    "\n",
    "If we talk about India, while keep in mind India is one of the largest vaccine manufacturer in the world India is doing well in providing vaccinations to other countries and also running vaccination drive in indian citizens. \n",
    "India is doing quite well but if we look to huge population of India, India has to provide vaccination to their citizens in a massive scale than any country in the world. Because if we compare people vaccinated per 10 thousand in major countries United Kingdom is leading than followed by United States, France, Germany, China and than India comes at last spot in these 5 countries. But it is also a fact that there ate hundreds of country  who are below India in this aspects but we have to compare ourself with best not with worst. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References and Future Work\n",
    "\n",
    "This work can be used in various purpuses such as comparing data of past to present. This work is real time indicator of covid vaccination drive. So, if data used in this will get automatically updated every time user run the codes.\n",
    "\n",
    "links to resources you found useful:\n",
    "\n",
    " References:\n",
    "[Stack Overflow Developer Survey](https://insights.stackoverflow.com)\n",
    "[Pandas user guide](https://pandas.pydata.org)\n",
    "[Matplotlib user guide](https://matplotlib.org)\n",
    "[Seaborn user guide & tutorial](https://seaborn.pydata.org/tutorial.html)\n",
    "[opendatasets Python library](https://github.com/JovianML/opendatasets)\n",
    "[Kaggle dataset](https://www.kaggle.com/)\n",
    "[geeksforgeeks](https://www.geeksforgeeks.org)"
   ]
  }
 ],
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