{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Содержание<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Данные\" data-toc-modified-id=\"Данные-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Данные</a></span><ul class=\"toc-item\"><li><span><a href=\"#Скачивание\" data-toc-modified-id=\"Скачивание-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Скачивание</a></span></li><li><span><a href=\"#Загрузка\" data-toc-modified-id=\"Загрузка-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Загрузка</a></span></li></ul></li><li><span><a href=\"#Визуализация-предварительная\" data-toc-modified-id=\"Визуализация-предварительная-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Визуализация предварительная</a></span></li><li><span><a href=\"#Сравнение\" data-toc-modified-id=\"Сравнение-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Сравнение</a></span></li><li><span><a href=\"#Обозначения\" data-toc-modified-id=\"Обозначения-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Обозначения</a></span><ul class=\"toc-item\"><li><span><a href=\"#Для-ориентирования:\" data-toc-modified-id=\"Для-ориентирования:-4.1\"><span class=\"toc-item-num\">4.1&nbsp;&nbsp;</span>Для ориентирования:</a></span></li></ul></li><li><span><a href=\"#Source-of-data:-Our-World-in-Data\" data-toc-modified-id=\"Source-of-data:-Our-World-in-Data-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>Source of data: Our World in Data</a></span></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:47.217237Z",
     "iopub.status.busy": "2020-12-25T11:19:47.215911Z",
     "iopub.status.idle": "2020-12-25T11:19:48.226271Z",
     "shell.execute_reply": "2020-12-25T11:19:48.224904Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy  as np\n",
    "from IPython.display import display, HTML, Markdown\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets.embed import embed_minimal_html, dependency_state\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "import humanize\n",
    "import gettext\n",
    "from babel import Locale\n",
    "import imgkit\n",
    "import warnings\n",
    "import urllib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Данные"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Скачивание"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Для скачивания используется команда [curl](https://ru.wikipedia.org/wiki/CURL) или [wget](https://ru.wikipedia.org/wiki/Wget)\n",
    "\n",
    "Сайт:  \n",
    "https://ourworldindata.org/grapher/excess-mortality-raw-death-count?tab=table&stackMode=absolute&country=~SWE&region=World\n",
    "\n",
    "Описание данных и репозиторий:  \n",
    "https://github.com/owid/covid-19-data/tree/master/public/data/excess_mortality\n",
    "\n",
    "Данные о населении:  \n",
    "https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/latest/\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "deletable": false,
    "editable": false,
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:48.234367Z",
     "iopub.status.busy": "2020-12-25T11:19:48.233401Z",
     "iopub.status.idle": "2020-12-25T11:19:48.906377Z",
     "shell.execute_reply": "2020-12-25T11:19:48.907157Z"
    },
    "run_control": {
     "frozen": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\r\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\r\n",
      "100  286k  100  286k    0     0   534k      0 --:--:-- --:--:-- --:--:--  533k\r\n"
     ]
    }
   ],
   "source": [
    "!curl https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/excess_mortality/excess_mortality.csv > excess_mortality.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "deletable": false,
    "editable": false,
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:48.923088Z",
     "iopub.status.busy": "2020-12-25T11:19:48.922115Z",
     "iopub.status.idle": "2020-12-25T11:19:49.450294Z",
     "shell.execute_reply": "2020-12-25T11:19:49.449228Z"
    },
    "run_control": {
     "frozen": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\r\n",
      "                                 Dload  Upload   Total   Spent    Left  Speed\r\n",
      "100 48171  100 48171    0     0   119k      0 --:--:-- --:--:-- --:--:--  119k\r\n"
     ]
    }
   ],
   "source": [
    "!curl https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/latest/owid-covid-latest.csv > owid-covid-latest.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "deletable": false,
    "editable": false,
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:49.460027Z",
     "iopub.status.busy": "2020-12-25T11:19:49.459089Z",
     "iopub.status.idle": "2020-12-25T11:19:49.993908Z",
     "shell.execute_reply": "2020-12-25T11:19:49.993079Z"
    },
    "run_control": {
     "frozen": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2020-12-25 14:19:49--  https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/excess_mortality/excess_mortality.csv\r\n",
      "Распознаётся raw.githubusercontent.com (raw.githubusercontent.com)… 151.101.36.133\r\n",
      "Подключение к raw.githubusercontent.com (raw.githubusercontent.com)|151.101.36.133|:443... соединение установлено.\r\n",
      "HTTP-запрос отправлен. Ожидание ответа… 200 OK\r\n",
      "Длина: 292888 (286K) [text/plain]\r\n",
      "Сохранение в: «excess_mortality.csv»\r\n",
      "\r\n",
      "excess_mortality.cs 100%[===================>] 286,02K  1,62MB/s    за 0,2s    \r\n",
      "\r\n",
      "2020-12-25 14:19:49 (1,62 MB/s) - «excess_mortality.csv» сохранён [292888/292888]\r\n",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!wget https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/excess_mortality/excess_mortality.csv -O excess_mortality.csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "deletable": false,
    "editable": false,
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.003545Z",
     "iopub.status.busy": "2020-12-25T11:19:50.002648Z",
     "iopub.status.idle": "2020-12-25T11:19:50.369101Z",
     "shell.execute_reply": "2020-12-25T11:19:50.370181Z"
    },
    "run_control": {
     "frozen": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2020-12-25 14:19:50--  https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/latest/owid-covid-latest.csv\r\n",
      "Распознаётся raw.githubusercontent.com (raw.githubusercontent.com)… 151.101.36.133\r\n",
      "Подключение к raw.githubusercontent.com (raw.githubusercontent.com)|151.101.36.133|:443... соединение установлено.\r\n",
      "HTTP-запрос отправлен. Ожидание ответа… 200 OK\r\n",
      "Длина: 48171 (47K) [text/plain]\r\n",
      "Сохранение в: «owid-covid-latest.csv»\r\n",
      "\r\n",
      "owid-covid-latest.c 100%[===================>]  47,04K  --.-KB/s    за 0,05s   \r\n",
      "\r\n",
      "2020-12-25 14:19:50 (1007 KB/s) - «owid-covid-latest.csv» сохранён [48171/48171]\r\n",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!wget https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/latest/owid-covid-latest.csv -O owid-covid-latest.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Загрузка"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.380241Z",
     "iopub.status.busy": "2020-12-25T11:19:50.379324Z",
     "iopub.status.idle": "2020-12-25T11:19:50.404110Z",
     "shell.execute_reply": "2020-12-25T11:19:50.403424Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('excess_mortality.csv')\n",
    "df_population = pd.read_csv('owid-covid-latest.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.436304Z",
     "iopub.status.busy": "2020-12-25T11:19:50.434471Z",
     "iopub.status.idle": "2020-12-25T11:19:50.450237Z",
     "shell.execute_reply": "2020-12-25T11:19:50.451347Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>date</th>\n",
       "      <th>p_scores_all_ages</th>\n",
       "      <th>p_scores_15_64</th>\n",
       "      <th>p_scores_65_74</th>\n",
       "      <th>p_scores_75_84</th>\n",
       "      <th>p_scores_85plus</th>\n",
       "      <th>deaths_2020_all_ages</th>\n",
       "      <th>avg_deaths_2015_2019</th>\n",
       "      <th>deaths_2015_all_ages</th>\n",
       "      <th>...</th>\n",
       "      <th>deaths_2012_all_ages</th>\n",
       "      <th>deaths_2013_all_ages</th>\n",
       "      <th>deaths_2014_all_ages</th>\n",
       "      <th>Week</th>\n",
       "      <th>Cumulative excess deaths, all ages</th>\n",
       "      <th>Excess mortality cumulative P-scores, ages 15–64</th>\n",
       "      <th>Excess mortality cumulative P-scores, ages 65–74</th>\n",
       "      <th>Excess mortality cumulative P-scores, ages 75–84</th>\n",
       "      <th>Excess mortality cumulative P-scores, ages 85+</th>\n",
       "      <th>Excess mortality cumulative P-scores, all ages</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Austria</td>\n",
       "      <td>2020-01-05</td>\n",
       "      <td>-10.95</td>\n",
       "      <td>-5.42</td>\n",
       "      <td>-23.21</td>\n",
       "      <td>-5.30</td>\n",
       "      <td>-11.17</td>\n",
       "      <td>1611.0</td>\n",
       "      <td>1809.0</td>\n",
       "      <td>1704.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1574.0</td>\n",
       "      <td>1637.0</td>\n",
       "      <td>1549.0</td>\n",
       "      <td>1</td>\n",
       "      <td>-198.0</td>\n",
       "      <td>-5.42</td>\n",
       "      <td>-23.21</td>\n",
       "      <td>-5.30</td>\n",
       "      <td>-11.17</td>\n",
       "      <td>-10.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Austria</td>\n",
       "      <td>2020-01-12</td>\n",
       "      <td>-8.35</td>\n",
       "      <td>-1.45</td>\n",
       "      <td>-5.43</td>\n",
       "      <td>-5.30</td>\n",
       "      <td>-13.40</td>\n",
       "      <td>1702.0</td>\n",
       "      <td>1857.0</td>\n",
       "      <td>1768.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1563.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>1543.0</td>\n",
       "      <td>2</td>\n",
       "      <td>-353.0</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>-14.51</td>\n",
       "      <td>-5.30</td>\n",
       "      <td>-12.32</td>\n",
       "      <td>-9.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Austria</td>\n",
       "      <td>2020-01-19</td>\n",
       "      <td>0.59</td>\n",
       "      <td>-7.32</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>9.77</td>\n",
       "      <td>-2.91</td>\n",
       "      <td>1797.0</td>\n",
       "      <td>1786.4</td>\n",
       "      <td>1837.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1586.0</td>\n",
       "      <td>1612.0</td>\n",
       "      <td>1578.0</td>\n",
       "      <td>3</td>\n",
       "      <td>-342.4</td>\n",
       "      <td>-4.75</td>\n",
       "      <td>-10.11</td>\n",
       "      <td>-0.44</td>\n",
       "      <td>-9.24</td>\n",
       "      <td>-6.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Austria</td>\n",
       "      <td>2020-01-26</td>\n",
       "      <td>1.89</td>\n",
       "      <td>14.20</td>\n",
       "      <td>-5.11</td>\n",
       "      <td>10.18</td>\n",
       "      <td>-4.88</td>\n",
       "      <td>1780.0</td>\n",
       "      <td>1747.0</td>\n",
       "      <td>1792.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1595.0</td>\n",
       "      <td>1584.0</td>\n",
       "      <td>1463.0</td>\n",
       "      <td>4</td>\n",
       "      <td>-309.4</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>-8.89</td>\n",
       "      <td>2.07</td>\n",
       "      <td>-8.17</td>\n",
       "      <td>-4.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Austria</td>\n",
       "      <td>2020-02-02</td>\n",
       "      <td>7.06</td>\n",
       "      <td>-5.91</td>\n",
       "      <td>-0.22</td>\n",
       "      <td>19.98</td>\n",
       "      <td>5.79</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>1818.6</td>\n",
       "      <td>1837.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1545.0</td>\n",
       "      <td>1752.0</td>\n",
       "      <td>1574.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-181.0</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-7.16</td>\n",
       "      <td>5.63</td>\n",
       "      <td>-5.35</td>\n",
       "      <td>-2.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  location        date  p_scores_all_ages  p_scores_15_64  p_scores_65_74  \\\n",
       "0  Austria  2020-01-05             -10.95           -5.42          -23.21   \n",
       "1  Austria  2020-01-12              -8.35           -1.45           -5.43   \n",
       "2  Austria  2020-01-19               0.59           -7.32           -1.09   \n",
       "3  Austria  2020-01-26               1.89           14.20           -5.11   \n",
       "4  Austria  2020-02-02               7.06           -5.91           -0.22   \n",
       "\n",
       "   p_scores_75_84  p_scores_85plus  deaths_2020_all_ages  \\\n",
       "0           -5.30           -11.17                1611.0   \n",
       "1           -5.30           -13.40                1702.0   \n",
       "2            9.77            -2.91                1797.0   \n",
       "3           10.18            -4.88                1780.0   \n",
       "4           19.98             5.79                1947.0   \n",
       "\n",
       "   avg_deaths_2015_2019  deaths_2015_all_ages  ...  deaths_2012_all_ages  \\\n",
       "0                1809.0                1704.0  ...                1574.0   \n",
       "1                1857.0                1768.0  ...                1563.0   \n",
       "2                1786.4                1837.0  ...                1586.0   \n",
       "3                1747.0                1792.0  ...                1595.0   \n",
       "4                1818.6                1837.0  ...                1545.0   \n",
       "\n",
       "   deaths_2013_all_ages  deaths_2014_all_ages  Week  \\\n",
       "0                1637.0                1549.0     1   \n",
       "1                1659.0                1543.0     2   \n",
       "2                1612.0                1578.0     3   \n",
       "3                1584.0                1463.0     4   \n",
       "4                1752.0                1574.0     5   \n",
       "\n",
       "   Cumulative excess deaths, all ages  \\\n",
       "0                              -198.0   \n",
       "1                              -353.0   \n",
       "2                              -342.4   \n",
       "3                              -309.4   \n",
       "4                              -181.0   \n",
       "\n",
       "   Excess mortality cumulative P-scores, ages 15–64  \\\n",
       "0                                             -5.42   \n",
       "1                                             -3.43   \n",
       "2                                             -4.75   \n",
       "3                                             -0.15   \n",
       "4                                             -1.33   \n",
       "\n",
       "   Excess mortality cumulative P-scores, ages 65–74  \\\n",
       "0                                            -23.21   \n",
       "1                                            -14.51   \n",
       "2                                            -10.11   \n",
       "3                                             -8.89   \n",
       "4                                             -7.16   \n",
       "\n",
       "   Excess mortality cumulative P-scores, ages 75–84  \\\n",
       "0                                             -5.30   \n",
       "1                                             -5.30   \n",
       "2                                             -0.44   \n",
       "3                                              2.07   \n",
       "4                                              5.63   \n",
       "\n",
       "   Excess mortality cumulative P-scores, ages 85+  \\\n",
       "0                                          -11.17   \n",
       "1                                          -12.32   \n",
       "2                                           -9.24   \n",
       "3                                           -8.17   \n",
       "4                                           -5.35   \n",
       "\n",
       "   Excess mortality cumulative P-scores, all ages  \n",
       "0                                          -10.95  \n",
       "1                                           -9.63  \n",
       "2                                           -6.28  \n",
       "3                                           -4.30  \n",
       "4                                           -2.01  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.461421Z",
     "iopub.status.busy": "2020-12-25T11:19:50.460315Z",
     "iopub.status.idle": "2020-12-25T11:19:50.464912Z",
     "shell.execute_reply": "2020-12-25T11:19:50.465652Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Austria', 'Belgium', 'Bulgaria', 'Canada', 'Chile', 'Croatia',\n",
       "       'Czechia', 'Denmark', 'England & Wales', 'Estonia', 'Finland',\n",
       "       'France', 'Germany', 'Greece', 'Hungary', 'Iceland', 'Israel',\n",
       "       'Italy', 'Latvia', 'Lithuania', 'Luxembourg', 'Netherlands',\n",
       "       'New Zealand', 'Northern Ireland', 'Norway', 'Poland', 'Portugal',\n",
       "       'Scotland', 'Slovakia', 'Slovenia', 'South Korea', 'Spain',\n",
       "       'Sweden', 'Switzerland', 'Taiwan', 'United Kingdom',\n",
       "       'United States'], dtype=object)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.location.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.471203Z",
     "iopub.status.busy": "2020-12-25T11:19:50.470456Z",
     "iopub.status.idle": "2020-12-25T11:19:50.477858Z",
     "shell.execute_reply": "2020-12-25T11:19:50.476769Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['location', 'date', 'p_scores_all_ages', 'p_scores_15_64',\n",
       "       'p_scores_65_74', 'p_scores_75_84', 'p_scores_85plus',\n",
       "       'deaths_2020_all_ages', 'avg_deaths_2015_2019', 'deaths_2015_all_ages',\n",
       "       'deaths_2016_all_ages', 'deaths_2017_all_ages', 'deaths_2018_all_ages',\n",
       "       'deaths_2019_all_ages', 'deaths_2010_all_ages', 'deaths_2011_all_ages',\n",
       "       'deaths_2012_all_ages', 'deaths_2013_all_ages', 'deaths_2014_all_ages',\n",
       "       'Week', 'Cumulative excess deaths, all ages',\n",
       "       'Excess mortality cumulative P-scores, ages 15–64',\n",
       "       'Excess mortality cumulative P-scores, ages 65–74',\n",
       "       'Excess mortality cumulative P-scores, ages 75–84',\n",
       "       'Excess mortality cumulative P-scores, ages 85+',\n",
       "       'Excess mortality cumulative P-scores, all ages'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.486979Z",
     "iopub.status.busy": "2020-12-25T11:19:50.486222Z",
     "iopub.status.idle": "2020-12-25T11:19:50.490280Z",
     "shell.execute_reply": "2020-12-25T11:19:50.489509Z"
    }
   },
   "outputs": [],
   "source": [
    "if False:\n",
    "    df_population.columns\n",
    "    columns = ['iso_code', 'continent', 'location', 'total_cases', 'population', 'population_density']\n",
    "\n",
    "    with pd.option_context('display.float_format', '{: .2f}'.format):\n",
    "        display(df_population[columns])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Визуализация предварительная"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.503264Z",
     "iopub.status.busy": "2020-12-25T11:19:50.502493Z",
     "iopub.status.idle": "2020-12-25T11:19:50.506140Z",
     "shell.execute_reply": "2020-12-25T11:19:50.506632Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "country = 'Sweden'\n",
    "dfc =df[df.location==country]\n",
    "# dfc\n",
    "\n",
    "df_messages = pd.read_csv('locale/ru_RU/LC_MESSAGES/messages.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.547959Z",
     "iopub.status.busy": "2020-12-25T11:19:50.532770Z",
     "iopub.status.idle": "2020-12-25T11:19:50.550359Z",
     "shell.execute_reply": "2020-12-25T11:19:50.551409Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_deaths(df, country='Sweden', ax=None):\n",
    "    df = df[df.location==country]\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(figsize=(10, 8))\n",
    "    \n",
    "    sns.relplot(data=df, x='Week', y='deaths_2020_all_ages', ax=ax, kind=\"line\", color='red', label='2020')\n",
    "    ax.set_title(f'Deaths by week, {country}')\n",
    "    ax.legend()\n",
    "    plt.close()\n",
    "    sns.relplot(data=df, x='Week', y='avg_deaths_2015_2019', ax=ax, kind=\"line\", color='black', label='average 2015-2019')\n",
    "    ax.legend()\n",
    "    ax.set_ylim(ymin=0)\n",
    "    plt.close()\n",
    "    \n",
    "    df_deaths = agregate_by_years(df)\n",
    "    sns.relplot(x=\"Week\", y=\"deaths\", kind=\"line\", ci=\"sd\", data=df_deaths, ax=ax, label='average 2010-2019 (with std)')\n",
    "    ax.legend()\n",
    "    plt.close()\n",
    "    \n",
    "def plot_cumsum(df, country='Sweden', ax=None):\n",
    "    df = df[df.location==country]\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(figsize=(10, 8))\n",
    "    sns.relplot(data=df, x='Week', y='Cumulative excess deaths, all ages', ax=ax, kind=\"line\")\n",
    "    ax.set_title(f'excess mortality by week, {country}')\n",
    "    plt.close()\n",
    "\n",
    "    \n",
    "def report(df, country='Sweden', display=True):\n",
    "    df = df[df.location==country]\n",
    "    cumsum = df['Cumulative excess deaths, all ages']\n",
    "    available = cumsum.notnull()\n",
    "    cumsum = cumsum[available]\n",
    "    \n",
    "    d = {}\n",
    "    d['location'] = country\n",
    "    d['Weeks'] = len(cumsum)\n",
    "    \n",
    "    deaths = df.avg_deaths_2015_2019[available].sum()\n",
    "    deaths2020 = df.deaths_2020_all_ages[available].sum()\n",
    "    \n",
    "    d['deaths avg'] = deaths\n",
    "    d['deaths 2020'] = deaths2020\n",
    "    d['delta'] = deaths2020 - deaths\n",
    "    if len(cumsum) > 0:\n",
    "        d['comsum last'] = cumsum.values[-1]\n",
    "    d['excess'] = (deaths2020 - deaths) / deaths\n",
    "    \n",
    "    population = df_population[df_population.location==country]\n",
    "    if len(population) != 1:\n",
    "        print(country, 'Population data is not available')\n",
    "    else:\n",
    "        d['population'] = int(population.iloc[0]['population'])\n",
    "\n",
    "        d['excess per population'] = d['delta'] / d['population']\n",
    "        d['deaths avg per population'] = d['deaths avg'] / d['population']\n",
    "    if display:\n",
    "        display_dict(d)\n",
    "        return d\n",
    "    else:\n",
    "        return d\n",
    "\n",
    "def agregate_by_years(dfc):\n",
    "    df_deaths = []\n",
    "    for year in range(2010, 2020):\n",
    "        key = f'deaths_{year}_all_ages'\n",
    "        df_item = dfc[['date', 'Week']]\n",
    "        df_item = df_item.assign(year=key, deaths=dfc[key])\n",
    "        df_deaths.append(df_item)\n",
    "    df_deaths = pd.concat(df_deaths, axis=0)\n",
    "    df_deaths = df_deaths.reset_index(drop=True)\n",
    "    return df_deaths\n",
    "    \n",
    "def dict_to_html(d):\n",
    "    d2 = {}\n",
    "    for k, v in d.items():\n",
    "        if isinstance(v, (int, float)):\n",
    "            v = humanize.intcomma(v)\n",
    "        d2[k] = v\n",
    "    d = d2\n",
    "\n",
    "    dfr = pd.DataFrame(d.values(), index=d.keys())\n",
    "    with pd.option_context('display.float_format', '{: .2f}'.format):\n",
    "        res = dfr.to_html(header=False)\n",
    "    return res\n",
    "        \n",
    "def display_dict(d):\n",
    "    html = dict_to_html(d)\n",
    "    display(HTML(html))\n",
    "    \n",
    "        \n",
    "def plot_and_report(df, country='Sweden'):\n",
    "    fig, axes = plt.subplots(figsize=(20, 8), ncols=2)\n",
    "    fig.suptitle(f'{country}')\n",
    "    plot_deaths(df, country, ax=axes[0])\n",
    "    plot_cumsum(df, country, ax=axes[1])\n",
    "    fn = f'images/{country}.png'\n",
    "    fig.savefig(fn)\n",
    "\n",
    "    d = report(df, country)\n",
    "    html = dict_to_html(d)\n",
    "    fn = f'images/{country}_report.png'\n",
    "    imgkit.from_string(html, fn, )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:50.626784Z",
     "iopub.status.busy": "2020-12-25T11:19:50.621983Z",
     "iopub.status.idle": "2020-12-25T11:19:52.014692Z",
     "shell.execute_reply": "2020-12-25T11:19:52.013861Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>Sweden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weeks</th>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg</th>\n",
       "      <td>81,423.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths 2020</th>\n",
       "      <td>85,567.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>4,143.600000000006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comsum last</th>\n",
       "      <td>4,143.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess</th>\n",
       "      <td>0.05088954772215366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>10,099,270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess per population</th>\n",
       "      <td>0.0004102870801552989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg per population</th>\n",
       "      <td>0.008062305493367342</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading page (1/2)\n",
      "Rendering (2/2)                                                    \n",
      "Done                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_and_report(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:52.087536Z",
     "iopub.status.busy": "2020-12-25T11:19:52.074455Z",
     "iopub.status.idle": "2020-12-25T11:19:53.485370Z",
     "shell.execute_reply": "2020-12-25T11:19:53.484538Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>Norway</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weeks</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg</th>\n",
       "      <td>36,427.000000000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths 2020</th>\n",
       "      <td>36,185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>-242.00000000001455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comsum last</th>\n",
       "      <td>-242.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess</th>\n",
       "      <td>-0.006643423833969706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>5,421,242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess per population</th>\n",
       "      <td>-4.4639217360157424e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg per population</th>\n",
       "      <td>0.0067193089701585015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading page (1/2)\n",
      "Rendering (2/2)                                                    \n",
      "Done                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_and_report(df, country='Norway')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:53.533423Z",
     "iopub.status.busy": "2020-12-25T11:19:53.525486Z",
     "iopub.status.idle": "2020-12-25T11:19:54.893042Z",
     "shell.execute_reply": "2020-12-25T11:19:54.893635Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>Finland</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weeks</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg</th>\n",
       "      <td>48,132.80000000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths 2020</th>\n",
       "      <td>49,333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>1,200.1999999999898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comsum last</th>\n",
       "      <td>1,200.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess</th>\n",
       "      <td>0.024935179337166952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>5,540,718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess per population</th>\n",
       "      <td>0.00021661452540988187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg per population</th>\n",
       "      <td>0.008687105173011874</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading page (1/2)\n",
      "Rendering (2/2)                                                    \n",
      "Done                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_and_report(df, country='Finland')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:54.947371Z",
     "iopub.status.busy": "2020-12-25T11:19:54.946558Z",
     "iopub.status.idle": "2020-12-25T11:19:56.393761Z",
     "shell.execute_reply": "2020-12-25T11:19:56.392986Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>United States</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weeks</th>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg</th>\n",
       "      <td>2,446,576.0000000005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths 2020</th>\n",
       "      <td>2,836,704.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>390,127.99999999953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comsum last</th>\n",
       "      <td>390,128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess</th>\n",
       "      <td>0.15945877013426088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>331,002,647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess per population</th>\n",
       "      <td>0.0011786250156482873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg per population</th>\n",
       "      <td>0.00739140916900281</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading page (1/2)\n",
      "Rendering (2/2)                                                    \n",
      "Done                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_and_report(df, country='United States')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:56.412275Z",
     "iopub.status.busy": "2020-12-25T11:19:56.407290Z",
     "iopub.status.idle": "2020-12-25T11:19:57.812093Z",
     "shell.execute_reply": "2020-12-25T11:19:57.813036Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>Lithuania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weeks</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg</th>\n",
       "      <td>37,673.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths 2020</th>\n",
       "      <td>38,665.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>991.4000000000015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comsum last</th>\n",
       "      <td>991.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess</th>\n",
       "      <td>0.02631551006540393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>2,722,291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess per population</th>\n",
       "      <td>0.0003641785540193908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg per population</th>\n",
       "      <td>0.013838931987799981</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading page (1/2)\n",
      "Rendering (2/2)                                                    \n",
      "Done                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_and_report(df, 'Lithuania')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:57.902909Z",
     "iopub.status.busy": "2020-12-25T11:19:57.893642Z",
     "iopub.status.idle": "2020-12-25T11:19:59.251750Z",
     "shell.execute_reply": "2020-12-25T11:19:59.252372Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>location</th>\n",
       "      <td>Latvia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Weeks</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg</th>\n",
       "      <td>27,200.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths 2020</th>\n",
       "      <td>26,660.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>delta</th>\n",
       "      <td>-540.2000000000007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comsum last</th>\n",
       "      <td>-540.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess</th>\n",
       "      <td>-0.019860148087146444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>1,886,202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>excess per population</th>\n",
       "      <td>-0.00028639562464677733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>deaths avg per population</th>\n",
       "      <td>0.014420618788443655</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading page (1/2)\n",
      "Rendering (2/2)                                                    \n",
      "Done                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_and_report(df, 'Latvia')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:59.260305Z",
     "iopub.status.busy": "2020-12-25T11:19:59.259551Z",
     "iopub.status.idle": "2020-12-25T11:19:59.263923Z",
     "shell.execute_reply": "2020-12-25T11:19:59.263130Z"
    }
   },
   "outputs": [],
   "source": [
    "if False:\n",
    "    for country in df.location.unique():\n",
    "        try:\n",
    "            plot_and_report(df, country)\n",
    "        except:\n",
    "            print(country)\n",
    "\n",
    "if False:   \n",
    "    html = ''\n",
    "    for country in selected:\n",
    "        url = urllib.parse.quote(f'{country}.png')\n",
    "        url = f\"https://normalized2.github.io/covid/excess_mortality/images/{url}\"\n",
    "\n",
    "        html += f'<a href=\"{url}\">{country}</a> <br />\\n'\n",
    "\n",
    "    display(HTML(html))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Сравнение"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:59.275971Z",
     "iopub.status.busy": "2020-12-25T11:19:59.274995Z",
     "iopub.status.idle": "2020-12-25T11:19:59.436913Z",
     "shell.execute_reply": "2020-12-25T11:19:59.437507Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "England & Wales Population data is not available\n",
      "Northern Ireland Population data is not available\n",
      "Scotland Population data is not available\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>location</th>\n",
       "      <th>Weeks</th>\n",
       "      <th>deaths avg</th>\n",
       "      <th>deaths 2020</th>\n",
       "      <th>delta</th>\n",
       "      <th>comsum last</th>\n",
       "      <th>excess</th>\n",
       "      <th>population</th>\n",
       "      <th>excess per population</th>\n",
       "      <th>deaths avg per population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Estonia</td>\n",
       "      <td>50</td>\n",
       "      <td>14779.2</td>\n",
       "      <td>15100.0</td>\n",
       "      <td>320.8</td>\n",
       "      <td>320.8</td>\n",
       "      <td>0.021706</td>\n",
       "      <td>1326539.0</td>\n",
       "      <td>0.000242</td>\n",
       "      <td>0.011141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Finland</td>\n",
       "      <td>47</td>\n",
       "      <td>48132.8</td>\n",
       "      <td>49333.0</td>\n",
       "      <td>1200.2</td>\n",
       "      <td>1200.2</td>\n",
       "      <td>0.024935</td>\n",
       "      <td>5540718.0</td>\n",
       "      <td>0.000217</td>\n",
       "      <td>0.008687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Germany</td>\n",
       "      <td>47</td>\n",
       "      <td>838136.0</td>\n",
       "      <td>855309.0</td>\n",
       "      <td>17173.0</td>\n",
       "      <td>17173.0</td>\n",
       "      <td>0.020490</td>\n",
       "      <td>83783945.0</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.010004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Latvia</td>\n",
       "      <td>50</td>\n",
       "      <td>27200.2</td>\n",
       "      <td>26660.0</td>\n",
       "      <td>-540.2</td>\n",
       "      <td>-540.2</td>\n",
       "      <td>-0.019860</td>\n",
       "      <td>1886202.0</td>\n",
       "      <td>-0.000286</td>\n",
       "      <td>0.014421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Lithuania</td>\n",
       "      <td>49</td>\n",
       "      <td>37673.6</td>\n",
       "      <td>38665.0</td>\n",
       "      <td>991.4</td>\n",
       "      <td>991.4</td>\n",
       "      <td>0.026316</td>\n",
       "      <td>2722291.0</td>\n",
       "      <td>0.000364</td>\n",
       "      <td>0.013839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Norway</td>\n",
       "      <td>47</td>\n",
       "      <td>36427.0</td>\n",
       "      <td>36185.0</td>\n",
       "      <td>-242.0</td>\n",
       "      <td>-242.0</td>\n",
       "      <td>-0.006643</td>\n",
       "      <td>5421242.0</td>\n",
       "      <td>-0.000045</td>\n",
       "      <td>0.006719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Spain</td>\n",
       "      <td>48</td>\n",
       "      <td>382508.8</td>\n",
       "      <td>453502.0</td>\n",
       "      <td>70993.2</td>\n",
       "      <td>70993.2</td>\n",
       "      <td>0.185599</td>\n",
       "      <td>46754783.0</td>\n",
       "      <td>0.001518</td>\n",
       "      <td>0.008181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>48</td>\n",
       "      <td>81423.4</td>\n",
       "      <td>85567.0</td>\n",
       "      <td>4143.6</td>\n",
       "      <td>4143.6</td>\n",
       "      <td>0.050890</td>\n",
       "      <td>10099270.0</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0.008062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>United States</td>\n",
       "      <td>46</td>\n",
       "      <td>2446576.0</td>\n",
       "      <td>2836704.0</td>\n",
       "      <td>390128.0</td>\n",
       "      <td>390128.0</td>\n",
       "      <td>0.159459</td>\n",
       "      <td>331002647.0</td>\n",
       "      <td>0.001179</td>\n",
       "      <td>0.007391</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         location  Weeks  deaths avg  deaths 2020     delta  comsum last  \\\n",
       "9         Estonia     50     14779.2      15100.0     320.8        320.8   \n",
       "10        Finland     47     48132.8      49333.0    1200.2       1200.2   \n",
       "12        Germany     47    838136.0     855309.0   17173.0      17173.0   \n",
       "18         Latvia     50     27200.2      26660.0    -540.2       -540.2   \n",
       "19      Lithuania     49     37673.6      38665.0     991.4        991.4   \n",
       "24         Norway     47     36427.0      36185.0    -242.0       -242.0   \n",
       "31          Spain     48    382508.8     453502.0   70993.2      70993.2   \n",
       "32         Sweden     48     81423.4      85567.0    4143.6       4143.6   \n",
       "36  United States     46   2446576.0    2836704.0  390128.0     390128.0   \n",
       "\n",
       "      excess   population  excess per population  deaths avg per population  \n",
       "9   0.021706    1326539.0               0.000242                   0.011141  \n",
       "10  0.024935    5540718.0               0.000217                   0.008687  \n",
       "12  0.020490   83783945.0               0.000205                   0.010004  \n",
       "18 -0.019860    1886202.0              -0.000286                   0.014421  \n",
       "19  0.026316    2722291.0               0.000364                   0.013839  \n",
       "24 -0.006643    5421242.0              -0.000045                   0.006719  \n",
       "31  0.185599   46754783.0               0.001518                   0.008181  \n",
       "32  0.050890   10099270.0               0.000410                   0.008062  \n",
       "36  0.159459  331002647.0               0.001179                   0.007391  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter('ignore')\n",
    "    df_compare = pd.DataFrame([report(df, country, display=False) for country in df.location.unique()])\n",
    "df_compare.to_csv('report.csv', index=False)\n",
    "df_compare = df_compare.dropna()\n",
    "# df_compare = df_compare[df_compare.location.isin(selected)]\n",
    "# df_compare\n",
    "\n",
    "selected = ['United States', 'Finland', 'Sweden', 'Norway', 'Latvia', 'Lithuania', 'Spain', 'Germany', 'Estonia']\n",
    "\n",
    "df_compare[df_compare.location.isin(selected)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:59.448135Z",
     "iopub.status.busy": "2020-12-25T11:19:59.447014Z",
     "iopub.status.idle": "2020-12-25T11:19:59.450570Z",
     "shell.execute_reply": "2020-12-25T11:19:59.451180Z"
    }
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "def compare(data=df_compare, y='excess', select=selected, title=None):\n",
    "    data=data[data.location.isin(select)]\n",
    "    fig, ax = plt.subplots(figsize=(10, 6))\n",
    "    sns.barplot(x=\"location\", y=y, data=data, ax=ax)\n",
    "    if title is None:\n",
    "        title = y\n",
    "    ax.set_title(title)\n",
    "    #plt.close()\n",
    "    fig.savefig(f'images/compare_{y}.png')\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:59.492638Z",
     "iopub.status.busy": "2020-12-25T11:19:59.457982Z",
     "iopub.status.idle": "2020-12-25T11:19:59.737999Z",
     "shell.execute_reply": "2020-12-25T11:19:59.737341Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare(data=df_compare, y='excess', select=selected, title='Превышение смертей относительно среднего числа смертей за 2015-2019 года\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:19:59.849578Z",
     "iopub.status.busy": "2020-12-25T11:19:59.840840Z",
     "iopub.status.idle": "2020-12-25T11:20:00.126160Z",
     "shell.execute_reply": "2020-12-25T11:20:00.126650Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare(data=df_compare, y='excess per population', select=selected, title='Превышение смертности, превышение числа смертей относительно численности населения')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:20:00.179859Z",
     "iopub.status.busy": "2020-12-25T11:20:00.158925Z",
     "iopub.status.idle": "2020-12-25T11:20:00.421413Z",
     "shell.execute_reply": "2020-12-25T11:20:00.420903Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "compare(data=df_compare, y='deaths avg per population', select=selected, title='Cредняя смертность за 2015-2019 года')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-25T11:20:00.456117Z",
     "iopub.status.busy": "2020-12-25T11:20:00.455320Z",
     "iopub.status.idle": "2020-12-25T11:20:00.693357Z",
     "shell.execute_reply": "2020-12-25T11:20:00.692750Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
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     },
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    }
   ],
   "source": [
    "compare(data=df_compare, y='Weeks', select=selected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Обозначения\n",
    "\n",
    "**Week** - количество недель за которые доступны данные\n",
    "\n",
    "**excess** - превышение смертей относительно среднего числа смертей за 2015-2019 года, за доступное число недель\n",
    "\n",
    "**excess per population** - превышение смертности, превышение числа смертей относительно численности населения, за доступное число недель\n",
    "\n",
    "**deaths avg per population** - средняя смертность за 2015-2019 года, за доступное число недель\n",
    "\n",
    "\n",
    "\n",
    "## Для ориентирования:\n",
    "\n",
    "Допустим, средняя продолжительность жизни составляет 100 лет.\n",
    "И предположим, что в устойчивой популяции рождается столько же сколько умирает. Тогда смертность будет в среднем 1 из 100, умирает 10 человек на каждую 1000.  \n",
    "В Литве примерно  14 на тысячу, в США примерно 7 на тысячу. См. соотв. рис. выше.\n",
    "\n",
    "Что означает, что превышение смертности в США равно 0.15 (относительно среднего числа смертей за 2015-2019 года)? Это значит, что вместо 10 человек в год на тысячу умерло на 15% больше. То есть 11,5.  \n",
    "И если судить субъективно только по своему окружению и по знакомым, то такое увеличение смертности практически незаметно.\n",
    "Особенно среди детей и молодых.  \n",
    "В соответствии с возрастным [распределением](https://static.dw.com/image/52430882_7.png) летальности.  \n",
    "Например, среди московской епархии за 2020 год умерло [почти в три раза больше](https://www.interfax.ru/russia/742777) чем в прошлом.\n",
    "\n",
    "С другой стороны если в среднем за год умирало 2,5 миллиона человек, то увеличение смертности на 15% означает на 375 тысяч больше умерло. Не мало.\n",
    "Так же нужно учитывать запаздывание данных о превышении смертности на несколько недель.\n",
    "Ср [рис 1](https://glav.su/files/messages/2020/12/17/5910800_162bb2d9e90cbe92a319fbf1ecfc019c.png) с [рис 2](https://glav.su/files/messages/2020/12/16/5910443_82b473598f3d40691d9f7015ce36f9f9.png)\n",
    "  \n",
    "  \n",
    "Средняя смертность за январь-октябрь 2020 складывается в основном за счет первой волны в марте-апреле, примерно два месяца. А так как ноябрь-декабрь-январь-февраль будет нелегким, то можно предположить (в зависимости от страны), что текущие оценки по превышению смертность к марту удвоятся или утроятся. За сезон 2020-03 - 2021-02.\n",
    "\n",
    "\n",
    "\n",
    "Средняя смертность за январь-октябрь 2020 складывается в основном за счет первой волны в марте-апреле, примерно два месяца. А так как ноябрь-декабрь-январь-февраль будет нелегким, то можно предположить (в зависимости от страны), что текущие оценки по превышению смертность к марту удвоятся или утроятся. За сезон 2020-03 - 2021-02.\n",
    "\n",
    "Как видно, данные о смертности можно использовать в двух вариантах:\n",
    "\n",
    "\"Ерунда, вместо 10 человек умерло всего лишь на 1,5 человека больше, обычный грипп\"\n",
    "В этом варианте не учитывается\n",
    "- запаздывание данных о смертности\n",
    "- перспектива второй волны\n",
    "- в отсутствия принятых мер, смертность бы увеличилась в разы, с коллапсом медицины.\n",
    "\n",
    "\"Вау, умерло на 375 тысяч больше\"\n",
    "- но на фоне 2,5 миллионов умирающих ежегодно пока немного. Особенно среди окружения детей, подростков, молодых.\n",
    "- Как это не цинично, но старики умершие в 2020 году, вряд ли умрут в 2021, 2022, 2023.\n",
    "\n",
    "Третий вариант, переболеем все за 12 месяцев без вакцины. Если принять во внимание, что данные о летальности около 2-4%, а в Москве, например, [2,2% -4,4%](https://mosgorzdrav.ru/ru-RU/news/default/card/5028.html). Предположим, что за 12 месяцев переболеют 50%, тогда к фоновому уровню смертности 1 из 100 добавится еще 1-2 из 100, и превышение смертности достигнет 100-200%, в среднем за эти 12 месяцев.\n",
    "\n",
    "Существенная циркуляция в обществе первого варианта приводит большим рискам, что получится третий. Насколько потеряет экономика судить не берусь. А если понимать опасность и не пренебрегать ею, то возможно удастся не доводить до существенных потерь. А при быстрой ликвидации вспышки, и как следствие снятия мер, экономика начала бы уже восстанавливаться.\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Source of data: Our World in Data\n",
    "\n",
    "Как сказать \"Спасибо\" источнику данных  \n",
    "https://ourworldindata.org/donate\n",
    "\n"
   ]
  },
  {
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