{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4208f3fe",
   "metadata": {
    "papermill": {
     "duration": 0.009163,
     "end_time": "2021-06-01T21:50:28.783191",
     "exception": false,
     "start_time": "2021-06-01T21:50:28.774028",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "<a href=\"https://mybinder.org/v2/gh/shinokada/covid-19-stats/master\" target=\"_blank\"><img src=\"https://mybinder.org/badge_logo.svg\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8b3a3ac0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-01T21:50:28.804089Z",
     "iopub.status.busy": "2021-06-01T21:50:28.803351Z",
     "iopub.status.idle": "2021-06-01T21:50:29.702935Z",
     "shell.execute_reply": "2021-06-01T21:50:29.703632Z"
    },
    "papermill": {
     "duration": 0.911547,
     "end_time": "2021-06-01T21:50:29.703940",
     "exception": false,
     "start_time": "2021-06-01T21:50:28.792393",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Country/Region</th>\n",
       "      <th>US</th>\n",
       "      <th>India</th>\n",
       "      <th>Brazil</th>\n",
       "      <th>France</th>\n",
       "      <th>Turkey</th>\n",
       "      <th>Russia</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <th>Italy</th>\n",
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       "      <th>Germany</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1/22/20</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1/23/20</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/24/20</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/25/20</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1/26/20</th>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5/27/21</th>\n",
       "      <td>33217995</td>\n",
       "      <td>27555457</td>\n",
       "      <td>16342162</td>\n",
       "      <td>5697076</td>\n",
       "      <td>5220549</td>\n",
       "      <td>4977332</td>\n",
       "      <td>4489552</td>\n",
       "      <td>4205970</td>\n",
       "      <td>3663215</td>\n",
       "      <td>3673990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5/28/21</th>\n",
       "      <td>33239963</td>\n",
       "      <td>27729247</td>\n",
       "      <td>16391930</td>\n",
       "      <td>5708350</td>\n",
       "      <td>5228322</td>\n",
       "      <td>4986458</td>\n",
       "      <td>4493582</td>\n",
       "      <td>4209707</td>\n",
       "      <td>3702422</td>\n",
       "      <td>3680159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5/29/21</th>\n",
       "      <td>33251939</td>\n",
       "      <td>27894800</td>\n",
       "      <td>16471600</td>\n",
       "      <td>5719877</td>\n",
       "      <td>5235978</td>\n",
       "      <td>4995613</td>\n",
       "      <td>4496823</td>\n",
       "      <td>4213055</td>\n",
       "      <td>3732263</td>\n",
       "      <td>3684672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5/30/21</th>\n",
       "      <td>33258664</td>\n",
       "      <td>28047534</td>\n",
       "      <td>16515120</td>\n",
       "      <td>5728418</td>\n",
       "      <td>5242911</td>\n",
       "      <td>5005171</td>\n",
       "      <td>4499937</td>\n",
       "      <td>4216003</td>\n",
       "      <td>3753609</td>\n",
       "      <td>3687715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5/31/21</th>\n",
       "      <td>33264399</td>\n",
       "      <td>28175044</td>\n",
       "      <td>16545554</td>\n",
       "      <td>5728788</td>\n",
       "      <td>5249404</td>\n",
       "      <td>5013512</td>\n",
       "      <td>4503231</td>\n",
       "      <td>4217821</td>\n",
       "      <td>3781784</td>\n",
       "      <td>3689921</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>496 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Country/Region        US     India    Brazil   France   Turkey   Russia  \\\n",
       "1/22/20                1         0         0        0        0        0   \n",
       "1/23/20                1         0         0        0        0        0   \n",
       "1/24/20                2         0         0        2        0        0   \n",
       "1/25/20                2         0         0        3        0        0   \n",
       "1/26/20                5         0         0        3        0        0   \n",
       "...                  ...       ...       ...      ...      ...      ...   \n",
       "5/27/21         33217995  27555457  16342162  5697076  5220549  4977332   \n",
       "5/28/21         33239963  27729247  16391930  5708350  5228322  4986458   \n",
       "5/29/21         33251939  27894800  16471600  5719877  5235978  4995613   \n",
       "5/30/21         33258664  28047534  16515120  5728418  5242911  5005171   \n",
       "5/31/21         33264399  28175044  16545554  5728788  5249404  5013512   \n",
       "\n",
       "Country/Region  United Kingdom    Italy  Argentina  Germany  \n",
       "1/22/20                      0        0          0        0  \n",
       "1/23/20                      0        0          0        0  \n",
       "1/24/20                      0        0          0        0  \n",
       "1/25/20                      0        0          0        0  \n",
       "1/26/20                      0        0          0        0  \n",
       "...                        ...      ...        ...      ...  \n",
       "5/27/21                4489552  4205970    3663215  3673990  \n",
       "5/28/21                4493582  4209707    3702422  3680159  \n",
       "5/29/21                4496823  4213055    3732263  3684672  \n",
       "5/30/21                4499937  4216003    3753609  3687715  \n",
       "5/31/21                4503231  4217821    3781784  3689921  \n",
       "\n",
       "[496 rows x 10 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run covid-19-data.ipynb\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c3f95b89",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-01T21:50:29.753339Z",
     "iopub.status.busy": "2021-06-01T21:50:29.752207Z",
     "iopub.status.idle": "2021-06-01T21:50:31.035741Z",
     "shell.execute_reply": "2021-06-01T21:50:31.036407Z"
    },
    "papermill": {
     "duration": 1.324881,
     "end_time": "2021-06-01T21:50:31.036618",
     "exception": false,
     "start_time": "2021-06-01T21:50:29.711737",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=covid19_deaths.groupby('Country/Region').sum().reset_index()\n",
    "filter = df[\"Country/Region\"] == \"United Kingdom\"\n",
    "df=df[filter].drop(['Lat', 'Long'],axis=1).set_index(\"Country/Region\").T\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "df.plot(ax=ax,figsize=(20,20))\n",
    "ax.set_title(f'Logarithmic COVID-19 Time series Death as of {deaths_latest}',fontsize= 30)\n",
    "plt.xlabel('Date',fontsize= 20)\n",
    "plt.ylabel('Number',fontsize= 20)\n",
    "plt.yscale(\"log\")\n",
    "plt.grid(True, which=\"both\")\n",
    "plt.rc('legend', fontsize=16)\n",
    "plt.tick_params(labelsize=16)\n",
    "fig.autofmt_xdate() # mke space for and rotate the x-axis tick labels\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "235f9047",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-01T21:50:31.082108Z",
     "iopub.status.busy": "2021-06-01T21:50:31.080980Z",
     "iopub.status.idle": "2021-06-01T21:50:31.514086Z",
     "shell.execute_reply": "2021-06-01T21:50:31.513113Z"
    },
    "papermill": {
     "duration": 0.470002,
     "end_time": "2021-06-01T21:50:31.514478",
     "exception": false,
     "start_time": "2021-06-01T21:50:31.044476",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=covid19_confirmed.groupby('Country/Region').sum().reset_index()\n",
    "filter = df[\"Country/Region\"] == \"United Kingdom\"\n",
    "df=df[filter].drop(['Lat', 'Long'],axis=1).set_index(\"Country/Region\").T\n",
    "\n",
    "# df=df.sort_values(confirmed_latest,ascending=False).head(30).drop(['Lat', 'Long'],axis=1).set_index(\"Country/Region\").T\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "df.plot(ax=ax,figsize=(20,20))\n",
    "ax.set_title(f'COVID-19 Time series Confirmed as of {confirmed_latest}',fontsize= 30)\n",
    "plt.xlabel('Date',fontsize= 20)\n",
    "plt.ylabel('Number',fontsize= 20)\n",
    "plt.rc('legend', fontsize=16)\n",
    "plt.tick_params(labelsize=16)\n",
    "fig.autofmt_xdate() # mke space for and rotate the x-axis tick labels\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2886d26f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-01T21:50:31.546119Z",
     "iopub.status.busy": "2021-06-01T21:50:31.544564Z",
     "iopub.status.idle": "2021-06-01T21:50:31.996919Z",
     "shell.execute_reply": "2021-06-01T21:50:31.997414Z"
    },
    "papermill": {
     "duration": 0.471546,
     "end_time": "2021-06-01T21:50:31.997617",
     "exception": false,
     "start_time": "2021-06-01T21:50:31.526071",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=covid19_deaths.groupby('Country/Region').sum().reset_index()\n",
    "filter = df[\"Country/Region\"] == \"United Kingdom\"\n",
    "df=df[filter].drop(['Lat', 'Long'],axis=1).set_index(\"Country/Region\").T\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "df.plot(ax=ax,figsize=(20,20))\n",
    "ax.set_title(f'COVID-19 Time series Death as of {deaths_latest}',fontsize= 30)\n",
    "plt.xlabel('Date',fontsize= 20)\n",
    "plt.ylabel('Number',fontsize= 20)\n",
    "plt.rc('legend', fontsize=16)\n",
    "plt.tick_params(labelsize=16)\n",
    "fig.autofmt_xdate() # mke space for and rotate the x-axis tick labels\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "88ec475d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-06-01T21:50:32.031793Z",
     "iopub.status.busy": "2021-06-01T21:50:32.030617Z",
     "iopub.status.idle": "2021-06-01T21:50:32.509108Z",
     "shell.execute_reply": "2021-06-01T21:50:32.509721Z"
    },
    "papermill": {
     "duration": 0.499461,
     "end_time": "2021-06-01T21:50:32.509926",
     "exception": false,
     "start_time": "2021-06-01T21:50:32.010465",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=covid19_recovered.groupby('Country/Region').sum().reset_index()\n",
    "filter = df[\"Country/Region\"] == \"United Kingdom\"\n",
    "df=df[filter].drop(['Lat', 'Long'],axis=1).set_index(\"Country/Region\").T\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "df.plot(ax=ax,figsize=(20,20))\n",
    "ax.set_title(f'COVID-19 Time series Recovered as of {recovered_latest}',fontsize= 30)\n",
    "plt.xlabel('Date',fontsize= 20)\n",
    "plt.ylabel('Number',fontsize= 20)\n",
    "plt.rc('legend', fontsize=16)\n",
    "plt.tick_params(labelsize=16)\n",
    "fig.autofmt_xdate() # mke space for and rotate the x-axis tick labels\n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93c895df",
   "metadata": {
    "papermill": {
     "duration": 0.017777,
     "end_time": "2021-06-01T21:50:32.543124",
     "exception": false,
     "start_time": "2021-06-01T21:50:32.525347",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 6.400747,
   "end_time": "2021-06-01T21:50:33.061278",
   "environment_variables": {},
   "exception": null,
   "input_path": "uk.ipynb",
   "output_path": "./latest/uk.ipynb",
   "parameters": {},
   "start_time": "2021-06-01T21:50:26.660531",
   "version": "2.3.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}