Now using py files, for automation
[covid19.git] / international_comparison.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "source": [
+    "Data from [European Centre for Disease Prevention and Control](https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The sql extension is already loaded. To reload it, use:\n",
+      "  %reload_ext sql\n"
+     ]
+    }
+   ],
+   "source": [
+    "import itertools\n",
+    "import collections\n",
+    "import json\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from scipy.stats import gmean\n",
+    "import datetime\n",
+    "\n",
+    "from sqlalchemy.types import Integer, Text, String, DateTime, Date, Float\n",
+    "from sqlalchemy import create_engine\n",
+    "\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "%load_ext sql"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [],
+   "source": [
+    "connection_string = 'postgresql://covid:3NbjJTkT63@localhost/covid'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'Connected: covid@covid'"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%sql $connection_string"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "engine = create_engine(connection_string)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [],
+   "source": [
+    "DEATH_COUNT_THRESHOLD = 10\n",
+    "COUNTRIES_CORE = tuple(sorted('IT DE UK ES IE FR BE'.split()))\n",
+    "COUNTRIES_NORDIC = tuple('SE NO DK FI UK'.split())\n",
+    "COUNTRIES_FRIENDS = tuple('IT UK ES BE SI MX'.split())\n",
+    "# COUNTRIES_FRIENDS = 'IT UK ES BE SI PT'.split()\n",
+    "\n",
+    "COUNTRIES_AMERICAS = ('AG', 'AR', 'AW', 'BS', 'BB', 'BZ', 'BM', 'BO', 'BR', 'VG', 'KY', # excluding Canada and USA\n",
+    "       'CL', 'CO', 'CR', 'CU', 'CW', 'DM', 'DO', 'EC', 'SV', 'GL', 'GD', 'GT',\n",
+    "       'GY', 'HT', 'HN', 'JM', 'MX', 'MS', 'NI', 'PA', 'PY', 'PE', 'PR', 'KN',\n",
+    "       'LC', 'VC', 'SX', 'SR', 'TT', 'TC', 'VI', 'UY', 'VE')\n",
+    "COUNTRIES_OF_INTEREST = tuple(set(COUNTRIES_CORE + COUNTRIES_FRIENDS))\n",
+    "COUNTRIES_ALL = tuple(set(COUNTRIES_CORE + COUNTRIES_FRIENDS + COUNTRIES_NORDIC + COUNTRIES_AMERICAS))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [],
+   "source": [
+    "# res = %sql select report_date, geo_id, deaths_weekly, culm_deaths from weekly_cases where geo_id in $COUNTRIES_CORE order by report_date, geo_id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [],
+   "source": [
+    "# country_data = res.DataFrame()\n",
+    "# country_data['report_date'] = country_data.report_date.astype('datetime64[ns]')\n",
+    "# country_data.set_index('report_date', inplace=True)\n",
+    "# country_data.tail(10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "query_string = f'''select report_date, geo_id, deaths_weekly, culm_deaths \n",
+    "from weekly_cases \n",
+    "where geo_id in {COUNTRIES_CORE} \n",
+    "order by report_date, geo_id'''\n",
+    "\n",
+    "country_data = pd.read_sql_query(query_string,\n",
+    "                  engine,\n",
+    "                  index_col = 'report_date',\n",
+    "                  parse_dates = ['report_date']\n",
+    "                 )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "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>geo_id</th>\n",
+       "      <th>BE</th>\n",
+       "      <th>DE</th>\n",
+       "      <th>ES</th>\n",
+       "      <th>FR</th>\n",
+       "      <th>IE</th>\n",
+       "      <th>IT</th>\n",
+       "      <th>UK</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>report_date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-12-21</th>\n",
+       "      <td>18789</td>\n",
+       "      <td>26275</td>\n",
+       "      <td>49260</td>\n",
+       "      <td>60549</td>\n",
+       "      <td>2158</td>\n",
+       "      <td>68799</td>\n",
+       "      <td>67401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-28</th>\n",
+       "      <td>19319</td>\n",
+       "      <td>30126</td>\n",
+       "      <td>50122</td>\n",
+       "      <td>63109</td>\n",
+       "      <td>2204</td>\n",
+       "      <td>71925</td>\n",
+       "      <td>71109</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-04</th>\n",
+       "      <td>19774</td>\n",
+       "      <td>34574</td>\n",
+       "      <td>51078</td>\n",
+       "      <td>65037</td>\n",
+       "      <td>2259</td>\n",
+       "      <td>75332</td>\n",
+       "      <td>75024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-11</th>\n",
+       "      <td>20156</td>\n",
+       "      <td>40686</td>\n",
+       "      <td>52275</td>\n",
+       "      <td>67750</td>\n",
+       "      <td>2344</td>\n",
+       "      <td>78755</td>\n",
+       "      <td>81431</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>20491</td>\n",
+       "      <td>46633</td>\n",
+       "      <td>53769</td>\n",
+       "      <td>70283</td>\n",
+       "      <td>2608</td>\n",
+       "      <td>82177</td>\n",
+       "      <td>89261</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "geo_id          BE     DE     ES     FR    IE     IT     UK\n",
+       "report_date                                                \n",
+       "2020-12-21   18789  26275  49260  60549  2158  68799  67401\n",
+       "2020-12-28   19319  30126  50122  63109  2204  71925  71109\n",
+       "2021-01-04   19774  34574  51078  65037  2259  75332  75024\n",
+       "2021-01-11   20156  40686  52275  67750  2344  78755  81431\n",
+       "2021-01-18   20491  46633  53769  70283  2608  82177  89261"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "deaths_culm = country_data.pivot(columns='geo_id', values='culm_deaths')\n",
+    "deaths_culm.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='report_date'>"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "deaths_culm.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = deaths_culm.loc['2020-03-15':].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
+    "ax.set_xlabel(f\"Date\")\n",
+    "for c in COUNTRIES_CORE:\n",
+    "    lvi = deaths_culm[c].last_valid_index()\n",
+    "    ax.text(x = lvi + pd.Timedelta(days=1), y = deaths_culm[c][lvi], s = f\"{c}: {deaths_culm[c][lvi]:.0f}\")\n",
+    "plt.savefig('covid_deaths_total_linear.png')    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "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>geo_id</th>\n",
+       "      <th>BE</th>\n",
+       "      <th>DE</th>\n",
+       "      <th>ES</th>\n",
+       "      <th>FR</th>\n",
+       "      <th>IE</th>\n",
+       "      <th>IT</th>\n",
+       "      <th>UK</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>report_date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-12-21</th>\n",
+       "      <td>653</td>\n",
+       "      <td>4300</td>\n",
+       "      <td>1247</td>\n",
+       "      <td>2638</td>\n",
+       "      <td>34</td>\n",
+       "      <td>4279</td>\n",
+       "      <td>3231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-28</th>\n",
+       "      <td>530</td>\n",
+       "      <td>3851</td>\n",
+       "      <td>862</td>\n",
+       "      <td>2560</td>\n",
+       "      <td>46</td>\n",
+       "      <td>3126</td>\n",
+       "      <td>3708</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-04</th>\n",
+       "      <td>455</td>\n",
+       "      <td>4448</td>\n",
+       "      <td>956</td>\n",
+       "      <td>1928</td>\n",
+       "      <td>55</td>\n",
+       "      <td>3407</td>\n",
+       "      <td>3915</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-11</th>\n",
+       "      <td>382</td>\n",
+       "      <td>6112</td>\n",
+       "      <td>1197</td>\n",
+       "      <td>2713</td>\n",
+       "      <td>85</td>\n",
+       "      <td>3423</td>\n",
+       "      <td>6407</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>335</td>\n",
+       "      <td>5947</td>\n",
+       "      <td>1494</td>\n",
+       "      <td>2533</td>\n",
+       "      <td>264</td>\n",
+       "      <td>3422</td>\n",
+       "      <td>7830</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "geo_id        BE    DE    ES    FR   IE    IT    UK\n",
+       "report_date                                        \n",
+       "2020-12-21   653  4300  1247  2638   34  4279  3231\n",
+       "2020-12-28   530  3851   862  2560   46  3126  3708\n",
+       "2021-01-04   455  4448   956  1928   55  3407  3915\n",
+       "2021-01-11   382  6112  1197  2713   85  3423  6407\n",
+       "2021-01-18   335  5947  1494  2533  264  3422  7830"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "deaths_weekly = country_data.pivot(columns='geo_id', values='deaths_weekly')\n",
+    "deaths_weekly.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='report_date'>"
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "deaths_weekly.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = deaths_weekly.loc['2020-03-01':, COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per week\")\n",
+    "ax.set_xlabel('Date')\n",
+    "for c in COUNTRIES_CORE:\n",
+    "    lvi = deaths_weekly[c].last_valid_index()\n",
+    "    ax.text(x = lvi + pd.Timedelta(days=1), y = deaths_weekly[c][lvi], s = c)\n",
+    "plt.savefig('covid_deaths_per_week.png') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = deaths_weekly.iloc[-6:].plot(figsize=(10, 6), title=\"Deaths per week\")#, ylim=(-10, 100))\n",
+    "ax.set_xlabel(\"Date\")\n",
+    "\n",
+    "text_x_pos = deaths_weekly.last_valid_index() + pd.Timedelta(days=0.5)\n",
+    "\n",
+    "for c in COUNTRIES_CORE:\n",
+    "    lvi = deaths_weekly[c].last_valid_index()\n",
+    "#     if c != 'ES':\n",
+    "    ax.text(x = text_x_pos, y = deaths_weekly[c][lvi], s = f\"{c}: {deaths_weekly[c][lvi]:.0f}\")\n",
+    "plt.savefig('deaths_by_date_last_6_weeks.png') "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "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>geo_id</th>\n",
+       "      <th>deaths_weekly_pc</th>\n",
+       "      <th>culm_deaths_pc</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>report_date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>ES</td>\n",
+       "      <td>0.000032</td>\n",
+       "      <td>0.001146</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>FR</td>\n",
+       "      <td>0.000038</td>\n",
+       "      <td>0.001049</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>IE</td>\n",
+       "      <td>0.000054</td>\n",
+       "      <td>0.000532</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>IT</td>\n",
+       "      <td>0.000057</td>\n",
+       "      <td>0.001361</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>UK</td>\n",
+       "      <td>0.000117</td>\n",
+       "      <td>0.001339</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            geo_id  deaths_weekly_pc  culm_deaths_pc\n",
+       "report_date                                         \n",
+       "2021-01-18      ES          0.000032        0.001146\n",
+       "2021-01-18      FR          0.000038        0.001049\n",
+       "2021-01-18      IE          0.000054        0.000532\n",
+       "2021-01-18      IT          0.000057        0.001361\n",
+       "2021-01-18      UK          0.000117        0.001339"
+      ]
+     },
+     "execution_count": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "query_string = f'''select report_date, geo_id, \n",
+    "(cast(deaths_weekly as float) / population_2019) deaths_weekly_pc,\n",
+    "(cast(culm_deaths as float) / population_2019) as culm_deaths_pc\n",
+    "from weekly_cases join countries using (geo_id)\n",
+    "where  geo_id in {COUNTRIES_CORE} \n",
+    "order by report_date, geo_id'''\n",
+    "\n",
+    "deaths_pc_data = pd.read_sql_query(query_string,\n",
+    "                  engine,\n",
+    "                  index_col = 'report_date',\n",
+    "                  parse_dates = ['report_date']\n",
+    "                 )\n",
+    "deaths_pc_data.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "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>geo_id</th>\n",
+       "      <th>BE</th>\n",
+       "      <th>DE</th>\n",
+       "      <th>ES</th>\n",
+       "      <th>FR</th>\n",
+       "      <th>IE</th>\n",
+       "      <th>IT</th>\n",
+       "      <th>UK</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>report_date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-12-21</th>\n",
+       "      <td>0.001640</td>\n",
+       "      <td>0.000316</td>\n",
+       "      <td>0.001049</td>\n",
+       "      <td>0.000904</td>\n",
+       "      <td>0.000440</td>\n",
+       "      <td>0.001140</td>\n",
+       "      <td>0.001011</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-28</th>\n",
+       "      <td>0.001686</td>\n",
+       "      <td>0.000363</td>\n",
+       "      <td>0.001068</td>\n",
+       "      <td>0.000942</td>\n",
+       "      <td>0.000449</td>\n",
+       "      <td>0.001192</td>\n",
+       "      <td>0.001067</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-04</th>\n",
+       "      <td>0.001726</td>\n",
+       "      <td>0.000416</td>\n",
+       "      <td>0.001088</td>\n",
+       "      <td>0.000971</td>\n",
+       "      <td>0.000461</td>\n",
+       "      <td>0.001248</td>\n",
+       "      <td>0.001126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-11</th>\n",
+       "      <td>0.001760</td>\n",
+       "      <td>0.000490</td>\n",
+       "      <td>0.001114</td>\n",
+       "      <td>0.001011</td>\n",
+       "      <td>0.000478</td>\n",
+       "      <td>0.001305</td>\n",
+       "      <td>0.001222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>0.001789</td>\n",
+       "      <td>0.000562</td>\n",
+       "      <td>0.001146</td>\n",
+       "      <td>0.001049</td>\n",
+       "      <td>0.000532</td>\n",
+       "      <td>0.001361</td>\n",
+       "      <td>0.001339</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "geo_id             BE        DE        ES        FR        IE        IT  \\\n",
+       "report_date                                                               \n",
+       "2020-12-21   0.001640  0.000316  0.001049  0.000904  0.000440  0.001140   \n",
+       "2020-12-28   0.001686  0.000363  0.001068  0.000942  0.000449  0.001192   \n",
+       "2021-01-04   0.001726  0.000416  0.001088  0.000971  0.000461  0.001248   \n",
+       "2021-01-11   0.001760  0.000490  0.001114  0.001011  0.000478  0.001305   \n",
+       "2021-01-18   0.001789  0.000562  0.001146  0.001049  0.000532  0.001361   \n",
+       "\n",
+       "geo_id             UK  \n",
+       "report_date            \n",
+       "2020-12-21   0.001011  \n",
+       "2020-12-28   0.001067  \n",
+       "2021-01-04   0.001126  \n",
+       "2021-01-11   0.001222  \n",
+       "2021-01-18   0.001339  "
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "deaths_pc_culm = deaths_pc_data.pivot(columns='geo_id', values='culm_deaths_pc')\n",
+    "deaths_pc_culm.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = deaths_pc_culm.loc['2020-03-15':].plot(figsize=(10, 6), title=\"Deaths per million, linear\")\n",
+    "ax.set_xlabel(f\"Date\")\n",
+    "for c in COUNTRIES_CORE:\n",
+    "    lvi = deaths_pc_culm[c].last_valid_index()\n",
+    "    ax.text(x = lvi + pd.Timedelta(days=1), y = deaths_pc_culm[c][lvi], s = f\"{c}: {deaths_pc_culm[c][lvi]*10**6:.0f}\")\n",
+    "# plt.savefig('covid_deaths_total_linear.png')    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {
+    "Collapsed": "false"
+   },
+   "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>geo_id</th>\n",
+       "      <th>BE</th>\n",
+       "      <th>DE</th>\n",
+       "      <th>ES</th>\n",
+       "      <th>FR</th>\n",
+       "      <th>IE</th>\n",
+       "      <th>IT</th>\n",
+       "      <th>UK</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>report_date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2020-12-21</th>\n",
+       "      <td>0.000057</td>\n",
+       "      <td>0.000052</td>\n",
+       "      <td>0.000027</td>\n",
+       "      <td>0.000039</td>\n",
+       "      <td>0.000007</td>\n",
+       "      <td>0.000071</td>\n",
+       "      <td>0.000048</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2020-12-28</th>\n",
+       "      <td>0.000046</td>\n",
+       "      <td>0.000046</td>\n",
+       "      <td>0.000018</td>\n",
+       "      <td>0.000038</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>0.000052</td>\n",
+       "      <td>0.000056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-04</th>\n",
+       "      <td>0.000040</td>\n",
+       "      <td>0.000054</td>\n",
+       "      <td>0.000020</td>\n",
+       "      <td>0.000029</td>\n",
+       "      <td>0.000011</td>\n",
+       "      <td>0.000056</td>\n",
+       "      <td>0.000059</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-11</th>\n",
+       "      <td>0.000033</td>\n",
+       "      <td>0.000074</td>\n",
+       "      <td>0.000026</td>\n",
+       "      <td>0.000040</td>\n",
+       "      <td>0.000017</td>\n",
+       "      <td>0.000057</td>\n",
+       "      <td>0.000096</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-01-18</th>\n",
+       "      <td>0.000029</td>\n",
+       "      <td>0.000072</td>\n",
+       "      <td>0.000032</td>\n",
+       "      <td>0.000038</td>\n",
+       "      <td>0.000054</td>\n",
+       "      <td>0.000057</td>\n",
+       "      <td>0.000117</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "geo_id             BE        DE        ES        FR        IE        IT  \\\n",
+       "report_date                                                               \n",
+       "2020-12-21   0.000057  0.000052  0.000027  0.000039  0.000007  0.000071   \n",
+       "2020-12-28   0.000046  0.000046  0.000018  0.000038  0.000009  0.000052   \n",
+       "2021-01-04   0.000040  0.000054  0.000020  0.000029  0.000011  0.000056   \n",
+       "2021-01-11   0.000033  0.000074  0.000026  0.000040  0.000017  0.000057   \n",
+       "2021-01-18   0.000029  0.000072  0.000032  0.000038  0.000054  0.000057   \n",
+       "\n",
+       "geo_id             UK  \n",
+       "report_date            \n",
+       "2020-12-21   0.000048  \n",
+       "2020-12-28   0.000056  \n",
+       "2021-01-04   0.000059  \n",
+       "2021-01-11   0.000096  \n",
+       "2021-01-18   0.000117  "
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "deaths_pc = deaths_pc_data.pivot(columns='geo_id', values='deaths_weekly_pc')\n",
+    "deaths_pc.tail()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = deaths_pc.loc['2020-03-15':].plot(figsize=(10, 6), title=\"Deaths per million, linear\")\n",
+    "ax.set_xlabel(f\"Date\")\n",
+    "for c in COUNTRIES_CORE:\n",
+    "    lvi = deaths_pc[c].last_valid_index()\n",
+    "    ax.text(x = lvi + pd.Timedelta(days=1), y = deaths_pc[c][lvi], s = f\"{c}: {deaths_pc[c][lvi]*10**6:.0f}\")\n",
+    "# plt.savefig('covid_deaths_total_linear.png')    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = deaths_pc.iloc[-6:].plot(figsize=(10, 6), title=\"Deaths per million, linear\")\n",
+    "ax.set_xlabel(f\"Date\")\n",
+    "for c in COUNTRIES_CORE:\n",
+    "    lvi = deaths_pc[c].last_valid_index()\n",
+    "    ax.text(x = lvi, y = deaths_pc[c][lvi], s = f\"{c}: {deaths_pc[c][lvi]*10**6:.0f}\")\n",
+    "# plt.savefig('covid_deaths_total_linear.png')    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,md"
+  },
+  "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": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}