General updates
[covid19.git] / covid.ipynb
diff --git a/covid.ipynb b/covid.ipynb
deleted file mode 100644 (file)
index 0841cdf..0000000
+++ /dev/null
@@ -1,4388 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "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": 253,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import itertools\n",
-    "import collections\n",
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "from scipy.stats import gmean\n",
-    "\n",
-    "import matplotlib as mpl\n",
-    "import matplotlib.pyplot as plt\n",
-    "%matplotlib inline"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 254,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "DEATH_COUNT_THRESHOLD = 10\n",
-    "COUNTRIES_CORE = 'IT DE UK ES IE FR'.split()\n",
-    "COUNTRIES_NORDIC = 'SE NO DK FI UK'.split()\n",
-    "COUNTRIES_FRIENDS = 'IT UK ES BE SI MX'.split()\n",
-    "COUNTRIES_OF_INTEREST = list(set(COUNTRIES_CORE + COUNTRIES_FRIENDS))\n",
-    "COUNTRIES_ALL = list(set(COUNTRIES_CORE + COUNTRIES_FRIENDS + COUNTRIES_NORDIC))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 962,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
-      "                                 Dload  Upload   Total   Spent    Left  Speed\n",
-      "100  786k  100  786k    0     0   522k      0  0:00:01  0:00:01 --:--:--  521k\n"
-     ]
-    }
-   ],
-   "source": [
-    "!curl https://opendata.ecdc.europa.eu/covid19/casedistribution/csv/ > covid.csv"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 963,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# First col is a date, treat geoId of NA as 'Namibia', not \"NA\" value\n",
-    "raw_data = pd.read_csv('covid.csv', parse_dates=[0], keep_default_na=False, dayfirst=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 964,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "152119"
-      ]
-     },
-     "execution_count": 964,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.size"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 901,
-   "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>dateRep</th>\n",
-       "      <th>day</th>\n",
-       "      <th>month</th>\n",
-       "      <th>year</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>countriesAndTerritories</th>\n",
-       "      <th>geoId</th>\n",
-       "      <th>countryterritoryCode</th>\n",
-       "      <th>popData2018</th>\n",
-       "      <th>continentExp</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>124</td>\n",
-       "      <td>3</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>AF</td>\n",
-       "      <td>AFG</td>\n",
-       "      <td>37172386</td>\n",
-       "      <td>Asia</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>28</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>172</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>AF</td>\n",
-       "      <td>AFG</td>\n",
-       "      <td>37172386</td>\n",
-       "      <td>Asia</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>27</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>68</td>\n",
-       "      <td>10</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>AF</td>\n",
-       "      <td>AFG</td>\n",
-       "      <td>37172386</td>\n",
-       "      <td>Asia</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>26</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>112</td>\n",
-       "      <td>4</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>AF</td>\n",
-       "      <td>AFG</td>\n",
-       "      <td>37172386</td>\n",
-       "      <td>Asia</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>25</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>70</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>AF</td>\n",
-       "      <td>AFG</td>\n",
-       "      <td>37172386</td>\n",
-       "      <td>Asia</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     dateRep  day  month  year  cases  deaths countriesAndTerritories geoId  \\\n",
-       "0 2020-04-29   29      4  2020    124       3             Afghanistan    AF   \n",
-       "1 2020-04-28   28      4  2020    172       0             Afghanistan    AF   \n",
-       "2 2020-04-27   27      4  2020     68      10             Afghanistan    AF   \n",
-       "3 2020-04-26   26      4  2020    112       4             Afghanistan    AF   \n",
-       "4 2020-04-25   25      4  2020     70       1             Afghanistan    AF   \n",
-       "\n",
-       "  countryterritoryCode popData2018 continentExp  \n",
-       "0                  AFG    37172386         Asia  \n",
-       "1                  AFG    37172386         Asia  \n",
-       "2                  AFG    37172386         Asia  \n",
-       "3                  AFG    37172386         Asia  \n",
-       "4                  AFG    37172386         Asia  "
-      ]
-     },
-     "execution_count": 901,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 902,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "dateRep                    datetime64[ns]\n",
-       "day                                 int64\n",
-       "month                               int64\n",
-       "year                                int64\n",
-       "cases                               int64\n",
-       "deaths                              int64\n",
-       "countriesAndTerritories            object\n",
-       "geoId                              object\n",
-       "countryterritoryCode               object\n",
-       "popData2018                        object\n",
-       "continentExp                       object\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 902,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.dtypes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 903,
-   "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></th>\n",
-       "      <th>day</th>\n",
-       "      <th>month</th>\n",
-       "      <th>year</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>countriesAndTerritories</th>\n",
-       "      <th>countryterritoryCode</th>\n",
-       "      <th>popData2018</th>\n",
-       "      <th>continentExp</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th></th>\n",
-       "      <th></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",
-       "      <td rowspan=\"5\" valign=\"top\">AD</td>\n",
-       "      <td>2020-03-03</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>AND</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-14</td>\n",
-       "      <td>14</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>AND</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>AND</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>17</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>AND</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>18</td>\n",
-       "      <td>3</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>AND</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>25</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>ZWE</td>\n",
-       "      <td>14439018</td>\n",
-       "      <td>Africa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>26</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>ZWE</td>\n",
-       "      <td>14439018</td>\n",
-       "      <td>Africa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>27</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>ZWE</td>\n",
-       "      <td>14439018</td>\n",
-       "      <td>Africa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>28</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>ZWE</td>\n",
-       "      <td>14439018</td>\n",
-       "      <td>Africa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>ZWE</td>\n",
-       "      <td>14439018</td>\n",
-       "      <td>Africa</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>13829 rows × 9 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  day  month  year  cases  deaths countriesAndTerritories  \\\n",
-       "geoId dateRep                                                               \n",
-       "AD    2020-03-03    3      3  2020      1       0                 Andorra   \n",
-       "      2020-03-14   14      3  2020      1       0                 Andorra   \n",
-       "      2020-03-16   16      3  2020      3       0                 Andorra   \n",
-       "      2020-03-17   17      3  2020      9       0                 Andorra   \n",
-       "      2020-03-18   18      3  2020      0       0                 Andorra   \n",
-       "...               ...    ...   ...    ...     ...                     ...   \n",
-       "ZW    2020-04-25   25      4  2020      0       1                Zimbabwe   \n",
-       "      2020-04-26   26      4  2020      2       0                Zimbabwe   \n",
-       "      2020-04-27   27      4  2020      0       0                Zimbabwe   \n",
-       "      2020-04-28   28      4  2020      1       0                Zimbabwe   \n",
-       "      2020-04-29   29      4  2020      0       0                Zimbabwe   \n",
-       "\n",
-       "                 countryterritoryCode popData2018 continentExp  \n",
-       "geoId dateRep                                                   \n",
-       "AD    2020-03-03                  AND       77006       Europe  \n",
-       "      2020-03-14                  AND       77006       Europe  \n",
-       "      2020-03-16                  AND       77006       Europe  \n",
-       "      2020-03-17                  AND       77006       Europe  \n",
-       "      2020-03-18                  AND       77006       Europe  \n",
-       "...                               ...         ...          ...  \n",
-       "ZW    2020-04-25                  ZWE    14439018       Africa  \n",
-       "      2020-04-26                  ZWE    14439018       Africa  \n",
-       "      2020-04-27                  ZWE    14439018       Africa  \n",
-       "      2020-04-28                  ZWE    14439018       Africa  \n",
-       "      2020-04-29                  ZWE    14439018       Africa  \n",
-       "\n",
-       "[13829 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 903,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "base_data = raw_data.set_index(['geoId', 'dateRep'])\n",
-    "base_data.sort_index(inplace=True)\n",
-    "base_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 904,
-   "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>day</th>\n",
-       "      <th>month</th>\n",
-       "      <th>year</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>countriesAndTerritories</th>\n",
-       "      <th>countryterritoryCode</th>\n",
-       "      <th>popData2018</th>\n",
-       "      <th>continentExp</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>dateRep</th>\n",
-       "      <th></th>\n",
-       "      <th></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",
-       "      <td>2019-12-31</td>\n",
-       "      <td>31</td>\n",
-       "      <td>12</td>\n",
-       "      <td>2019</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-01</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-02</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-03</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-04</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>2020-04-25</td>\n",
-       "      <td>25</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>5386</td>\n",
-       "      <td>768</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>26</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>4913</td>\n",
-       "      <td>813</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>27</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>4463</td>\n",
-       "      <td>413</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>28</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>4309</td>\n",
-       "      <td>360</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>3996</td>\n",
-       "      <td>586</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>121 rows × 9 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            day  month  year  cases  deaths countriesAndTerritories  \\\n",
-       "dateRep                                                               \n",
-       "2019-12-31   31     12  2019      0       0          United_Kingdom   \n",
-       "2020-01-01    1      1  2020      0       0          United_Kingdom   \n",
-       "2020-01-02    2      1  2020      0       0          United_Kingdom   \n",
-       "2020-01-03    3      1  2020      0       0          United_Kingdom   \n",
-       "2020-01-04    4      1  2020      0       0          United_Kingdom   \n",
-       "...         ...    ...   ...    ...     ...                     ...   \n",
-       "2020-04-25   25      4  2020   5386     768          United_Kingdom   \n",
-       "2020-04-26   26      4  2020   4913     813          United_Kingdom   \n",
-       "2020-04-27   27      4  2020   4463     413          United_Kingdom   \n",
-       "2020-04-28   28      4  2020   4309     360          United_Kingdom   \n",
-       "2020-04-29   29      4  2020   3996     586          United_Kingdom   \n",
-       "\n",
-       "           countryterritoryCode popData2018 continentExp  \n",
-       "dateRep                                                   \n",
-       "2019-12-31                  GBR    66488991       Europe  \n",
-       "2020-01-01                  GBR    66488991       Europe  \n",
-       "2020-01-02                  GBR    66488991       Europe  \n",
-       "2020-01-03                  GBR    66488991       Europe  \n",
-       "2020-01-04                  GBR    66488991       Europe  \n",
-       "...                         ...         ...          ...  \n",
-       "2020-04-25                  GBR    66488991       Europe  \n",
-       "2020-04-26                  GBR    66488991       Europe  \n",
-       "2020-04-27                  GBR    66488991       Europe  \n",
-       "2020-04-28                  GBR    66488991       Europe  \n",
-       "2020-04-29                  GBR    66488991       Europe  \n",
-       "\n",
-       "[121 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 904,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "base_data.loc['UK']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 905,
-   "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>countriesAndTerritories</th>\n",
-       "      <th>popData2018</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>AF</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>37172386</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>AL</td>\n",
-       "      <td>Albania</td>\n",
-       "      <td>2866376</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>DZ</td>\n",
-       "      <td>Algeria</td>\n",
-       "      <td>42228429</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>AD</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>AO</td>\n",
-       "      <td>Angola</td>\n",
-       "      <td>30809762</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      countriesAndTerritories  popData2018\n",
-       "geoId                                     \n",
-       "AF                Afghanistan     37172386\n",
-       "AL                    Albania      2866376\n",
-       "DZ                    Algeria     42228429\n",
-       "AD                    Andorra        77006\n",
-       "AO                     Angola     30809762"
-      ]
-     },
-     "execution_count": 905,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "countries = raw_data[['geoId', 'countriesAndTerritories', 'popData2018']]\n",
-    "countries = countries[countries['popData2018'] != '']\n",
-    "countries = countries.drop_duplicates()\n",
-    "countries.set_index('geoId', inplace=True)\n",
-    "countries = countries.astype({'popData2018': 'int64'})\n",
-    "countries.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 906,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(202, 2)"
-      ]
-     },
-     "execution_count": 906,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "countries.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 907,
-   "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>countriesAndTerritories</th>\n",
-       "      <th>popData2018</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>FI</td>\n",
-       "      <td>Finland</td>\n",
-       "      <td>5518050</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      countriesAndTerritories  popData2018\n",
-       "geoId                                     \n",
-       "FI                    Finland      5518050"
-      ]
-     },
-     "execution_count": 907,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "countries[countries.countriesAndTerritories == 'Finland']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 908,
-   "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>countriesAndTerritories</th>\n",
-       "      <th>popData2018</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>IT</td>\n",
-       "      <td>Italy</td>\n",
-       "      <td>60431283</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "      <td>66987244</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>UK</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>66488991</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>IE</td>\n",
-       "      <td>Ireland</td>\n",
-       "      <td>4853506</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>SI</td>\n",
-       "      <td>Slovenia</td>\n",
-       "      <td>2067372</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>ES</td>\n",
-       "      <td>Spain</td>\n",
-       "      <td>46723749</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>DE</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>82927922</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>BE</td>\n",
-       "      <td>Belgium</td>\n",
-       "      <td>11422068</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>MX</td>\n",
-       "      <td>Mexico</td>\n",
-       "      <td>126190788</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      countriesAndTerritories  popData2018\n",
-       "geoId                                     \n",
-       "IT                      Italy     60431283\n",
-       "FR                     France     66987244\n",
-       "UK             United_Kingdom     66488991\n",
-       "IE                    Ireland      4853506\n",
-       "SI                   Slovenia      2067372\n",
-       "ES                      Spain     46723749\n",
-       "DE                    Germany     82927922\n",
-       "BE                    Belgium     11422068\n",
-       "MX                     Mexico    126190788"
-      ]
-     },
-     "execution_count": 908,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "countries.loc[COUNTRIES_OF_INTEREST]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 909,
-   "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></th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">AD</td>\n",
-       "      <td>2020-03-03</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-14</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  cases  deaths\n",
-       "geoId dateRep                  \n",
-       "AD    2020-03-03      1       0\n",
-       "      2020-03-14      1       0\n",
-       "      2020-03-16      3       0\n",
-       "      2020-03-17      9       0\n",
-       "      2020-03-18      0       0"
-      ]
-     },
-     "execution_count": 909,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date = base_data[['cases', 'deaths']]\n",
-    "data_by_date.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 910,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>dateRep</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>2019-12-31</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-01</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-02</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-03</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-04</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>5386</td>\n",
-       "      <td>768</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>4913</td>\n",
-       "      <td>813</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>4463</td>\n",
-       "      <td>413</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>4309</td>\n",
-       "      <td>360</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>3996</td>\n",
-       "      <td>586</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>121 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            cases  deaths\n",
-       "dateRep                  \n",
-       "2019-12-31      0       0\n",
-       "2020-01-01      0       0\n",
-       "2020-01-02      0       0\n",
-       "2020-01-03      0       0\n",
-       "2020-01-04      0       0\n",
-       "...           ...     ...\n",
-       "2020-04-25   5386     768\n",
-       "2020-04-26   4913     813\n",
-       "2020-04-27   4463     413\n",
-       "2020-04-28   4309     360\n",
-       "2020-04-29   3996     586\n",
-       "\n",
-       "[121 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 910,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date.loc['UK']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 911,
-   "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></th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">AD</td>\n",
-       "      <td>2020-03-03</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-14</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>31</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>31</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>32</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>32</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>13829 rows × 2 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  cases  deaths\n",
-       "geoId dateRep                  \n",
-       "AD    2020-03-03      1       0\n",
-       "      2020-03-14      2       0\n",
-       "      2020-03-16      5       0\n",
-       "      2020-03-17     14       0\n",
-       "      2020-03-18     14       0\n",
-       "...                 ...     ...\n",
-       "ZW    2020-04-25     29       4\n",
-       "      2020-04-26     31       4\n",
-       "      2020-04-27     31       4\n",
-       "      2020-04-28     32       4\n",
-       "      2020-04-29     32       4\n",
-       "\n",
-       "[13829 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 911,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date.groupby(level=0).cumsum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 912,
-   "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></th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">AD</td>\n",
-       "      <td>2020-03-03</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-14</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>9</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>31</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>31</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>32</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>32</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>13829 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  cases  deaths  cases_culm  deaths_culm\n",
-       "geoId dateRep                                           \n",
-       "AD    2020-03-03      1       0           1            0\n",
-       "      2020-03-14      1       0           2            0\n",
-       "      2020-03-16      3       0           5            0\n",
-       "      2020-03-17      9       0          14            0\n",
-       "      2020-03-18      0       0          14            0\n",
-       "...                 ...     ...         ...          ...\n",
-       "ZW    2020-04-25      0       1          29            4\n",
-       "      2020-04-26      2       0          31            4\n",
-       "      2020-04-27      0       0          31            4\n",
-       "      2020-04-28      1       0          32            4\n",
-       "      2020-04-29      0       0          32            4\n",
-       "\n",
-       "[13829 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 912,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date = data_by_date.merge(\n",
-    "    data_by_date.groupby(level=0).cumsum(), \n",
-    "    suffixes=('', '_culm'), \n",
-    "    left_index=True, right_index=True)\n",
-    "data_by_date"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 913,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 914,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# days_since_threshold = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].groupby(level=0).cumcount()\n",
-    "# days_since_threshold.rename('since_threshold', inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 915,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "geoId  dateRep   \n",
-       "AD     2020-04-01     0\n",
-       "       2020-04-02     1\n",
-       "       2020-04-03     2\n",
-       "       2020-04-04     3\n",
-       "       2020-04-05     4\n",
-       "                     ..\n",
-       "ZA     2020-04-25    19\n",
-       "       2020-04-26    20\n",
-       "       2020-04-27    21\n",
-       "       2020-04-28    22\n",
-       "       2020-04-29    23\n",
-       "Name: since_threshold, Length: 3082, dtype: int64"
-      ]
-     },
-     "execution_count": 915,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "dbd = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].reset_index(level=1)\n",
-    "dbd['since_threshold'] = dbd.dateRep\n",
-    "dbd.set_index('dateRep', append=True, inplace=True)\n",
-    "dbd.sort_index(inplace=True)\n",
-    "days_since_threshold = dbd.groupby(level=0).diff().since_threshold.dt.days.fillna(0).astype(int).groupby(level=0).cumsum()\n",
-    "# days_since_threshold.groupby(level=0).cumsum()\n",
-    "\n",
-    "# days_since_threshold = dbd.rename('since_threshold')\n",
-    "days_since_threshold"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 916,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# days_since_threshold = (data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]\n",
-    "#                         .reset_index(level=1).groupby(level=0)\n",
-    "#                         .diff().dateRep.dt.days\n",
-    "#                         .groupby(level=0).cumcount()\n",
-    "#                        )\n",
-    "# days_since_threshold.rename('since_threshold', inplace=True)\n",
-    "# days_since_threshold"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 917,
-   "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></th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "      <th>since_threshold</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th>dateRep</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",
-       "      <td rowspan=\"5\" valign=\"top\">AD</td>\n",
-       "      <td>2020-04-01</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4</td>\n",
-       "      <td>376</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-02</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2</td>\n",
-       "      <td>390</td>\n",
-       "      <td>14</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-03</td>\n",
-       "      <td>38</td>\n",
-       "      <td>1</td>\n",
-       "      <td>428</td>\n",
-       "      <td>15</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-04</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>439</td>\n",
-       "      <td>16</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-05</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>466</td>\n",
-       "      <td>17</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td rowspan=\"5\" valign=\"top\">ZA</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>267</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4220</td>\n",
-       "      <td>79</td>\n",
-       "      <td>19</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>141</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4361</td>\n",
-       "      <td>86</td>\n",
-       "      <td>20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>185</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4546</td>\n",
-       "      <td>87</td>\n",
-       "      <td>21</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>247</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4793</td>\n",
-       "      <td>90</td>\n",
-       "      <td>22</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>203</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>93</td>\n",
-       "      <td>23</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>3082 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  cases  deaths  cases_culm  deaths_culm  since_threshold\n",
-       "geoId dateRep                                                            \n",
-       "AD    2020-04-01      6       4         376           12                0\n",
-       "      2020-04-02     14       2         390           14                1\n",
-       "      2020-04-03     38       1         428           15                2\n",
-       "      2020-04-04     11       1         439           16                3\n",
-       "      2020-04-05     27       1         466           17                4\n",
-       "...                 ...     ...         ...          ...              ...\n",
-       "ZA    2020-04-25    267       4        4220           79               19\n",
-       "      2020-04-26    141       7        4361           86               20\n",
-       "      2020-04-27    185       1        4546           87               21\n",
-       "      2020-04-28    247       3        4793           90               22\n",
-       "      2020-04-29    203       3        4996           93               23\n",
-       "\n",
-       "[3082 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 917,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold = data_by_date.merge(days_since_threshold, \n",
-    "    left_index=True, right_index=True)\n",
-    "data_since_threshold"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 918,
-   "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></th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th>geoId</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",
-       "      <td>0</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-01</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4</td>\n",
-       "      <td>376</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-02</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2</td>\n",
-       "      <td>390</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-03</td>\n",
-       "      <td>38</td>\n",
-       "      <td>1</td>\n",
-       "      <td>428</td>\n",
-       "      <td>15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-04</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>439</td>\n",
-       "      <td>16</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-05</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>466</td>\n",
-       "      <td>17</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>19</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>267</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4220</td>\n",
-       "      <td>79</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>20</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>141</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4361</td>\n",
-       "      <td>86</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>21</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>185</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4546</td>\n",
-       "      <td>87</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>22</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>247</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4793</td>\n",
-       "      <td>90</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>23</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>203</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>93</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>3082 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         dateRep  cases  deaths  cases_culm  deaths_culm\n",
-       "since_threshold geoId                                                   \n",
-       "0               AD    2020-04-01      6       4         376           12\n",
-       "1               AD    2020-04-02     14       2         390           14\n",
-       "2               AD    2020-04-03     38       1         428           15\n",
-       "3               AD    2020-04-04     11       1         439           16\n",
-       "4               AD    2020-04-05     27       1         466           17\n",
-       "...                          ...    ...     ...         ...          ...\n",
-       "19              ZA    2020-04-25    267       4        4220           79\n",
-       "20              ZA    2020-04-26    141       7        4361           86\n",
-       "21              ZA    2020-04-27    185       1        4546           87\n",
-       "22              ZA    2020-04-28    247       3        4793           90\n",
-       "23              ZA    2020-04-29    203       3        4996           93\n",
-       "\n",
-       "[3082 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 918,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold = data_since_threshold.set_index('since_threshold', append=True\n",
-    "                              ).reorder_levels(['since_threshold', 'geoId', 'dateRep']\n",
-    "                                              ).reset_index('dateRep')\n",
-    "data_since_threshold"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 919,
-   "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></th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th>geoId</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",
-       "      <td>0</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>1043</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4838</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>1174</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6012</td>\n",
-       "      <td>13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>1144</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7156</td>\n",
-       "      <td>13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-19</td>\n",
-       "      <td>1042</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8198</td>\n",
-       "      <td>13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-20</td>\n",
-       "      <td>5940</td>\n",
-       "      <td>30</td>\n",
-       "      <td>14138</td>\n",
-       "      <td>43</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>41</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>5386</td>\n",
-       "      <td>768</td>\n",
-       "      <td>143464</td>\n",
-       "      <td>19506</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>42</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>4913</td>\n",
-       "      <td>813</td>\n",
-       "      <td>148377</td>\n",
-       "      <td>20319</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>43</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>4463</td>\n",
-       "      <td>413</td>\n",
-       "      <td>152840</td>\n",
-       "      <td>20732</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>44</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>4309</td>\n",
-       "      <td>360</td>\n",
-       "      <td>157149</td>\n",
-       "      <td>21092</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>45</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>3996</td>\n",
-       "      <td>586</td>\n",
-       "      <td>161145</td>\n",
-       "      <td>21678</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>155 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         dateRep  cases  deaths  cases_culm  deaths_culm\n",
-       "since_threshold geoId                                                   \n",
-       "0               DE    2020-03-16   1043       4        4838           12\n",
-       "1               DE    2020-03-17   1174       1        6012           13\n",
-       "2               DE    2020-03-18   1144       0        7156           13\n",
-       "3               DE    2020-03-19   1042       0        8198           13\n",
-       "4               DE    2020-03-20   5940      30       14138           43\n",
-       "...                          ...    ...     ...         ...          ...\n",
-       "41              UK    2020-04-25   5386     768      143464        19506\n",
-       "42              UK    2020-04-26   4913     813      148377        20319\n",
-       "43              UK    2020-04-27   4463     413      152840        20732\n",
-       "44              UK    2020-04-28   4309     360      157149        21092\n",
-       "45              UK    2020-04-29   3996     586      161145        21678\n",
-       "\n",
-       "[155 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 919,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 920,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1714dd1710>"
-      ]
-     },
-     "execution_count": 920,
-     "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": [
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), ['deaths_culm']].unstack().plot(logy=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 921,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths = data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 922,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 923,
-   "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></th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "      <th>countriesAndTerritories</th>\n",
-       "      <th>popData2018</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th>geoId</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",
-       "      <td>0</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-01</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4</td>\n",
-       "      <td>376</td>\n",
-       "      <td>12</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-02</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2</td>\n",
-       "      <td>390</td>\n",
-       "      <td>14</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-03</td>\n",
-       "      <td>38</td>\n",
-       "      <td>1</td>\n",
-       "      <td>428</td>\n",
-       "      <td>15</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-04</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>439</td>\n",
-       "      <td>16</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-05</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>466</td>\n",
-       "      <td>17</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>19</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>267</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4220</td>\n",
-       "      <td>79</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>20</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>141</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4361</td>\n",
-       "      <td>86</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>21</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>185</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4546</td>\n",
-       "      <td>87</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>22</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>247</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4793</td>\n",
-       "      <td>90</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>23</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>203</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>93</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>3082 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         dateRep  cases  deaths  cases_culm  deaths_culm  \\\n",
-       "since_threshold geoId                                                      \n",
-       "0               AD    2020-04-01      6       4         376           12   \n",
-       "1               AD    2020-04-02     14       2         390           14   \n",
-       "2               AD    2020-04-03     38       1         428           15   \n",
-       "3               AD    2020-04-04     11       1         439           16   \n",
-       "4               AD    2020-04-05     27       1         466           17   \n",
-       "...                          ...    ...     ...         ...          ...   \n",
-       "19              ZA    2020-04-25    267       4        4220           79   \n",
-       "20              ZA    2020-04-26    141       7        4361           86   \n",
-       "21              ZA    2020-04-27    185       1        4546           87   \n",
-       "22              ZA    2020-04-28    247       3        4793           90   \n",
-       "23              ZA    2020-04-29    203       3        4996           93   \n",
-       "\n",
-       "                      countriesAndTerritories  popData2018  \n",
-       "since_threshold geoId                                       \n",
-       "0               AD                    Andorra        77006  \n",
-       "1               AD                    Andorra        77006  \n",
-       "2               AD                    Andorra        77006  \n",
-       "3               AD                    Andorra        77006  \n",
-       "4               AD                    Andorra        77006  \n",
-       "...                                       ...          ...  \n",
-       "19              ZA               South_Africa     57779622  \n",
-       "20              ZA               South_Africa     57779622  \n",
-       "21              ZA               South_Africa     57779622  \n",
-       "22              ZA               South_Africa     57779622  \n",
-       "23              ZA               South_Africa     57779622  \n",
-       "\n",
-       "[3082 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 923,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 924,
-   "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></th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "      <th>countriesAndTerritories</th>\n",
-       "      <th>popData2018</th>\n",
-       "      <th>cases_culm_pc</th>\n",
-       "      <th>deaths_culm_pc</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th>geoId</th>\n",
-       "      <th></th>\n",
-       "      <th></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",
-       "      <td>0</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-01</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4</td>\n",
-       "      <td>376</td>\n",
-       "      <td>12</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>0.004883</td>\n",
-       "      <td>0.000156</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-02</td>\n",
-       "      <td>14</td>\n",
-       "      <td>2</td>\n",
-       "      <td>390</td>\n",
-       "      <td>14</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>0.005065</td>\n",
-       "      <td>0.000182</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-03</td>\n",
-       "      <td>38</td>\n",
-       "      <td>1</td>\n",
-       "      <td>428</td>\n",
-       "      <td>15</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>0.005558</td>\n",
-       "      <td>0.000195</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-04</td>\n",
-       "      <td>11</td>\n",
-       "      <td>1</td>\n",
-       "      <td>439</td>\n",
-       "      <td>16</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>0.005701</td>\n",
-       "      <td>0.000208</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>AD</td>\n",
-       "      <td>2020-04-05</td>\n",
-       "      <td>27</td>\n",
-       "      <td>1</td>\n",
-       "      <td>466</td>\n",
-       "      <td>17</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>77006</td>\n",
-       "      <td>0.006051</td>\n",
-       "      <td>0.000221</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>19</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>267</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4220</td>\n",
-       "      <td>79</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000073</td>\n",
-       "      <td>0.000001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>20</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>141</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4361</td>\n",
-       "      <td>86</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000075</td>\n",
-       "      <td>0.000001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>21</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>185</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4546</td>\n",
-       "      <td>87</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000079</td>\n",
-       "      <td>0.000002</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>22</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>247</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4793</td>\n",
-       "      <td>90</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000083</td>\n",
-       "      <td>0.000002</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>23</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>203</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>93</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000086</td>\n",
-       "      <td>0.000002</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>3082 rows × 9 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         dateRep  cases  deaths  cases_culm  deaths_culm  \\\n",
-       "since_threshold geoId                                                      \n",
-       "0               AD    2020-04-01      6       4         376           12   \n",
-       "1               AD    2020-04-02     14       2         390           14   \n",
-       "2               AD    2020-04-03     38       1         428           15   \n",
-       "3               AD    2020-04-04     11       1         439           16   \n",
-       "4               AD    2020-04-05     27       1         466           17   \n",
-       "...                          ...    ...     ...         ...          ...   \n",
-       "19              ZA    2020-04-25    267       4        4220           79   \n",
-       "20              ZA    2020-04-26    141       7        4361           86   \n",
-       "21              ZA    2020-04-27    185       1        4546           87   \n",
-       "22              ZA    2020-04-28    247       3        4793           90   \n",
-       "23              ZA    2020-04-29    203       3        4996           93   \n",
-       "\n",
-       "                      countriesAndTerritories  popData2018  cases_culm_pc  \\\n",
-       "since_threshold geoId                                                       \n",
-       "0               AD                    Andorra        77006       0.004883   \n",
-       "1               AD                    Andorra        77006       0.005065   \n",
-       "2               AD                    Andorra        77006       0.005558   \n",
-       "3               AD                    Andorra        77006       0.005701   \n",
-       "4               AD                    Andorra        77006       0.006051   \n",
-       "...                                       ...          ...            ...   \n",
-       "19              ZA               South_Africa     57779622       0.000073   \n",
-       "20              ZA               South_Africa     57779622       0.000075   \n",
-       "21              ZA               South_Africa     57779622       0.000079   \n",
-       "22              ZA               South_Africa     57779622       0.000083   \n",
-       "23              ZA               South_Africa     57779622       0.000086   \n",
-       "\n",
-       "                       deaths_culm_pc  \n",
-       "since_threshold geoId                  \n",
-       "0               AD           0.000156  \n",
-       "1               AD           0.000182  \n",
-       "2               AD           0.000195  \n",
-       "3               AD           0.000208  \n",
-       "4               AD           0.000221  \n",
-       "...                               ...  \n",
-       "19              ZA           0.000001  \n",
-       "20              ZA           0.000001  \n",
-       "21              ZA           0.000002  \n",
-       "22              ZA           0.000002  \n",
-       "23              ZA           0.000002  \n",
-       "\n",
-       "[3082 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 924,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold_per_capita = data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId'])\n",
-    "data_since_threshold_per_capita['cases_culm_pc'] = data_since_threshold_per_capita.cases_culm / data_since_threshold_per_capita.popData2018\n",
-    "data_since_threshold_per_capita['deaths_culm_pc'] = data_since_threshold_per_capita.deaths_culm / data_since_threshold_per_capita.popData2018\n",
-    "data_since_threshold_per_capita"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 925,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths_pc = data_since_threshold_per_capita.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm_pc']].unstack().xs('deaths_culm_pc', axis=1, drop_level=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 926,
-   "metadata": {
-    "scrolled": true
-   },
-   "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>geoId</th>\n",
-       "      <th>DE</th>\n",
-       "      <th>IE</th>\n",
-       "      <th>IT</th>\n",
-       "      <th>UK</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>0</td>\n",
-       "      <td>1.447040e-07</td>\n",
-       "      <td>0.000004</td>\n",
-       "      <td>1.820249e-07</td>\n",
-       "      <td>3.158418e-07</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>1.567626e-07</td>\n",
-       "      <td>0.000005</td>\n",
-       "      <td>1.985726e-07</td>\n",
-       "      <td>5.264029e-07</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>1.567626e-07</td>\n",
-       "      <td>0.000007</td>\n",
-       "      <td>2.813113e-07</td>\n",
-       "      <td>8.272046e-07</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>1.567626e-07</td>\n",
-       "      <td>0.000009</td>\n",
-       "      <td>3.475021e-07</td>\n",
-       "      <td>9.024050e-07</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>5.185226e-07</td>\n",
-       "      <td>0.000011</td>\n",
-       "      <td>4.798839e-07</td>\n",
-       "      <td>1.549129e-06</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>59</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.297278e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>60</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.365951e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>61</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.408975e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>62</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.464079e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>63</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.527291e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>64 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "geoId                      DE        IE            IT            UK\n",
-       "since_threshold                                                    \n",
-       "0                1.447040e-07  0.000004  1.820249e-07  3.158418e-07\n",
-       "1                1.567626e-07  0.000005  1.985726e-07  5.264029e-07\n",
-       "2                1.567626e-07  0.000007  2.813113e-07  8.272046e-07\n",
-       "3                1.567626e-07  0.000009  3.475021e-07  9.024050e-07\n",
-       "4                5.185226e-07  0.000011  4.798839e-07  1.549129e-06\n",
-       "...                       ...       ...           ...           ...\n",
-       "59                        NaN       NaN  4.297278e-04           NaN\n",
-       "60                        NaN       NaN  4.365951e-04           NaN\n",
-       "61                        NaN       NaN  4.408975e-04           NaN\n",
-       "62                        NaN       NaN  4.464079e-04           NaN\n",
-       "63                        NaN       NaN  4.527291e-04           NaN\n",
-       "\n",
-       "[64 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 926,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "deaths_pc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 927,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths_pc = data_since_threshold_per_capita.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm_pc']].unstack().xs('deaths_culm_pc', axis=1, drop_level=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 928,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1714913dd0>"
-      ]
-     },
-     "execution_count": 928,
-     "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[COUNTRIES_CORE].plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 929,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f171481f3d0>"
-      ]
-     },
-     "execution_count": 929,
-     "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[COUNTRIES_FRIENDS].plot()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 930,
-   "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[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
-    "for c in COUNTRIES_CORE:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
-    "# plt.savefig('covid_deaths_total_linear.png')    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 931,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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L6GmtzYOGsAbE+RbrAxxsslq2r+1U7dknaRcRkU7E67UseXk7lcVups8ZQViU7hMp0uwgZowJB94GHrLWnureAycb32XPov1kNcwxxqw1xqwtKCg4XckiItKOfPPBXg5sK+KSmwfTa1CU0+WItAvNCmLGmAAaQtgCa+1CX/Nh32lFfM/5vvZsILHJ6glA7mnaE07SfgJr7Txrbbq1Nr1Hjx7NKV1ERNqBvRsKWPfRflIv7sWwS3o7XY7ICYwx/PSnP218P3fuXB577LHG9/PmzSMlJYWUlBTOP/98Vq1a1Sr7bc5VkwZ4Cdhhrf1dk4/eB45e+TgLeK9J+52+qycvBMp8py4/AaYaY6J9g/SnAp/4Pqswxlzo29edTbYlIiIdXHHeEZa+sp2eAyK59JYhmi1f2qWgoCAWLlxIYWHhCZ8tWrSIF154gVWrVrFz506ef/55brvtNg4dOtTi/TanR+xi4A5gkjFmo+8xE3gCmGKM2Q1M8b0HWAzsBTKBF4EfAlhri4FfA2t8j1/52gDuA/7iW2cP8FGLv5mIiDiuprqej57fgn+gH9PnDMcVoMH50j75+/szZ84cnn766RM+e/LJJ3nqqaeIjY0FYMyYMcyaNYvnnnuu5fs93QLW2lWcfBwXwOSTLG+B+79lWy8DL5+kfS0w/HS1iIhIx2G9lqXzt1NeUM01P0kjPFo375Zm+OjncGhL624zfgTMeOK0i91///2MHDmSn/3sZ8e0b9u2jbFjxx7Tlp6e3io3BdevJiIi0ibWLM4ia3MhF9+YTO/k6NOvIOKwyMhI7rzzTp555pnTLmutbZXT7LrFkYiItLrMdfmsWbSPlAvjGTFRMxLJGWhGz1VbeuihhxgzZgyzZ89ubEtNTWXdunVMmjSpsW39+vWkpqa2eH/qERMRkVZ1OKucpa9sJ35gFBNvT9HgfOlQunfvzk033cRLL73U2Pazn/2MRx55hKKiIgA2btzIK6+8wg9/+MMW7089YiIi0moqit0s/tNmQiMDmXHvCA3Olw7ppz/9Kc8++2zj+6uvvpqcnBzGjRuHMYaIiAhef/11evXq1eJ9KYiJiEirqHXXs/jPm6mr9XD1Q2mERgY6XZJIs1VWVja+7tmzJ1VVVcd8ft9993Hfffe1+n71q4qIiLTY0dsXFWVXMu2e4cT0Dne6JJEOQUFMRERa7Ot39pC1uZDxNyXTb1iM0+WIdBgKYiIi0iLbV+eyYckBhk/ow4iJCadfQUQaKYiJiMhZy8ko4fMFGSSmdueSm5J1haTIGVIQExGRs1J6uIqP5m0hKi6EaXcPw8+l/1JEzpT+1YiIyBlzH6njwz9txmC44v6RBIUGOF2SSIekICYiImek1t1wI+/ywmpm3DuCqB6hTpck0mIul4u0tDSGDRvGqFGj+N3vfofX6wVgxYoVXHnllY3L/uIXv2DatGnU1NS0eL+aR0xERJqt1l3Pomc3cWhPGVO+P4zeyd2cLkmkVYSEhLBx40YA8vPzue222ygrK+OXv/zlMcs9/vjjrF69msWLFxMUFNTi/apHTEREmqW2up4PntnEob3lTLlrGMnn9XS6JJE2ERcXx7x583j22Wex1ja2//a3v2Xx4sV88MEHhISEtMq+1CMmIiKnVVNdzwfPbKRgfwVT7xpG0tg4p0uSTurJb55kZ/HOVt1mSvcUHjn/kTNaZ+DAgXi9XvLz8wFYvXo1GRkZrFu3jvDw1puwWD1iIiJySjVVdbz/+w0U7K9g2j3DFcKky2jaG5aUlIS1lk8//bRV96EeMRER+VbuI3W8/4eNFOVUMv0HwxkwqofTJUknd6Y9V21l7969uFwu4uLi2LFjBz179mTBggVMnjyZmJgYLrvsslbZj3rERETkpNyVdbz3+w0U5VYy494RCmHSZRQUFHDvvffywAMPHDNJ8eDBg1m4cCHf/e53Gwf2t5R6xERE5ATVFbW89/uNlB6uYua9I+k3XPePlM6turqatLQ06urq8Pf354477uDhhx8+YbnzzjuP+fPnc/XVV7N8+XIGDRrUov0qiImIyDGqymt57/cbKCuoZuYPR9A3VSFMOj+Px/Otn02cOJGJEyc2vp86dSoHDhxolf0qiImISKO6Gg+Lnt1EeUE1V9w/ksSU7k6XJNKpaYyYiIgAYL2WJS9vo/Bgw9WRCmEibU9BTEREAPjq3T3s21TIxTck039krNPliHQJCmIiIsL21bls+PQAwy/tw8hJCU6XI9JlKIiJiHRx2RklfL4gg8TU7lxyc/Ixl+uLSNtSEBMR6cJKD1fx8QtbiOoZyrR7huPn0n8LIueS/sWJiHRR7so6Fj27CT+X4cr7RxIUogvppetyuVykpaU1PrKyslixYgVXXnllm+5X/+pERLogT72Xj17YQmVJDdf8ZDSRsSFOlyTiqJCQkBNmy8/Kymrz/apHTESki7HWsuL1neTuLmXSrBR6DYpyuiSRLks9YiIiXcz6T/az8+tDnHflAAafF+90OSLHOPS//0vNjp2tus2goSnE/9d/nXKZo7c4AhgwYADvvPNOq9bwbRTERES6kL0bCvj63b0kn9eT867o73Q5Iu3GyU5NngsKYiIiXUTJoSMsfXU7PQdEMunOFE1TIe3S6XquOhuNERMR6QJq3fV89PwW/AP8mD5nOP4BLqdLEhEUxEREOj1rLcv/upPSw1VMvXs44dHBTpckIj46NSki0sltWnaQzHX5XHT9IBKGRDtdjki7VFlZeULbxIkTmThxYpvuVz1iIiKdWM6uEr5cuIeBo3swekpfp8sRkeMoiImIdFKVJTV88uJWonqEMPnOoRqcL9IOKYiJiHRCnnovn7y4lbpaLzN+MIJA3b5IpF1SEBMR6YRWv53Job1lTL5zKN17hzldjoh8CwUxEZFOJuNfh9iyPJu0yxNJGhvndDkicgoKYiIinUhhdiUrXt9J7+RuXHTdIKfLEZHTUBATEekkqitq+fiFLQSF+jPtnuH4uXSIF2murKwshg8ffkzbY489xty5c/ne977HW2+9BUBxcTGjR49m/vz5rbJfjd4UEekEsrYU8tlfd1JbVc81PxlNaGSg0yWJdDplZWVMmzaNOXPmMHv27FbZpoKYiEgHVuuuZ/XbmWxfmUtMn3Cu/lEasQnhTpcl0ulUVlYyY8YMbrvtNu67775W266CmIhIB5W3p4ylr2ynvLCa0VP7csFVA3EF6HSkdGwr39xF4cETZ7lvidjEcC65aXCLtvHwww9z991385Of/KSVqmqgf7EiIh2Mp97L1+/u4Z2567Bey3UPj2bc9UkKYSIt8G0THh9tnzRpEu+99x75+fmtul/1iImIdCDFuUdYMn8bhQcrSRnXi0tuTNZkrdKptLTn6mzFxMRQUlJyTFtxcTEDBgwA4JZbbmH8+PHMnDmT5cuXExER0Sr71a9PIiIdgLWWTcsO8ub/rqGypIYZ945g8p1DFcJEWkl4eDi9evVi2bJlQEMI+/jjjxk/fnzjMg899BCTJ0/muuuuo7a2tlX2qyAmItLOeb2WFa/vZNU/d5M4NJpb/+cCBqb1cLoskU7ntdde4ze/+Q1paWlMmjSJRx99lEGDjp2P78knnyQxMZE77rgDr9fb4n3qVykRkXasvs7Dkpe3s3dDAekz+3P+VQN0826RNpKamsry5ctPaH/llVeOed9ac4iBgpiISLtV665n8Z+3kJNRwvgbkxk1OdHpkkSklSmIiYi0Q9UVtSx6dhMFByu5fHYqQy6Id7okEWkDCmIiIu1MRbGb9/+wkYpiNzPvG0H/EbFOlyQibURBTESkHSnOO8IHz2yk1u3h6h+n0Tupm9MliZwT1tpOMf7RWntGy+uqSRGRduLwvnLembser8dy3U/HKIRJlxEcHExRUdEZh5j2xlpLUVERwcHBzV5HPWIiIu3AwR3FLH5+C6ERAVz94zSieoQ6XZLIOZOQkEB2djYFBQVOl9JiwcHBJCQkNHt5BTEREYcVHKjgw+c2061nKFf9aBRhUUFOlyRyTgUEBDTOYN/VKIiJiDio1l3Ppy9tIzjMn2t+kkZIeKDTJYnIOaQxYiIiDlr55m5K86uY8v1hCmEiXdBpg5gx5mVjTL4xZmuTtseMMTnGmI2+x8wmn/2nMSbTGJNhjJnWpH26ry3TGPPzJu0DjDH/MsbsNsb8wxijI5GIdAm71hxi55d5pM/oT58h0U6XIyIOaE6P2CvA9JO0P22tTfM9FgMYY1KBW4BhvnX+ZIxxGWNcwHPADCAVuNW3LMCTvm0lAyXAXS35QiIiHUFZQTUrFmQQPzCK867o73Q5IuKQ0wYxa+0XQHEzt3cN8HdrbY21dh+QCZzve2Raa/daa2uBvwPXmIYJQyYBb/nWfxW49gy/g4hIh+LxePn0pW34+Rmm3JWKn0ujRES6qpb863/AGLPZd+ryaJ96H+Bgk2WyfW3f1h4DlFpr649rFxHptL55fy/5WeVMvD2FyJgQp8sREQedbRD7MzAISAPygN/62k82Ja49i/aTMsbMMcasNcas7QxzjYhI13NwezHrPzlA6iW9SRob53Q5IuKwswpi1trD1lqPtdYLvEjDqUdo6NFKbLJoApB7ivZCoJsxxv+49m/b7zxrbbq1Nr1Hjx5nU7qIiGOqymtZ8sp2onuFMf7GZKfLEZF24KyCmDGmV5O31wFHr6h8H7jFGBNkjBkAJAPfAGuAZN8VkoE0DOh/3zbcy2A5cINv/VnAe2dTk4hIe2a9lmWvbqe2up5pdw8jINDldEki0g6cdkJXY8wbwEQg1hiTDTwKTDTGpNFwGjEL+AGAtXabMeZNYDtQD9xvrfX4tvMA8AngAl621m7z7eIR4O/GmN8AG4CXWu3biYi0ExuXHeTAtmIm3DqYmD7hTpcjIu2E6ag32ExPT7dr1651ugwRkdPK31/O2/+3jv4jYpn+g+E0XDAuIl2JMWadtTb9+HZdMy0i0oZqquv55C/bCI0M5LI7UhTCROQYCmIiIm3EWstnr+2gosjNlLuGERwW4HRJItLOKIiJiLSRTcsOsndDARddN4jeSd2cLkdE2iEFMRGRNpC3p4yvFu5hwKhY0i5PPP0KItIlKYiJiLSy6opaPnlxK+Hdg5g8a6jGhYnIt1IQExFpRV6vZcnL23BX1jF9zgiCQjUuTES+nYKYiEgrWvvhPg7uKOHSWwbTo2+E0+WISDunICYi0koObC9izeIshlwYz9CLe51+BRHp8hTERERaQUWxmyUvbad7rzAm3DpE48JEpFkUxEREWsjj8fLpX7biqfcyfc5wAoJ0H0kRaR4FMRGRFvpq4R4O7S3nsjtSiI4Pc7ocEelAFMRERFpgz/p8Ni07yIjLEkhO7+l0OSLSwSiIiYicpbKCKj57bQdx/SO5+DtJTpcjIh2QgpiIyFmor/Pw8bytGD/DtHuG4fLX4VREzpyOHCIiZ2H1W5kUHqxk8vdSiYwJcbocEemgFMRERM7Q7rWH2fp5DmmXJzJgZKzT5YhIB6YgJiJyBkrzq1j++k56DojkwusGOV2OiHRwCmIiIs1UX+fhkxe34udnmHbPcFwuHUJFpGV0FBERaabV/2wYF3b591KJ6B7sdDki0gkoiImINMPutYfZ+kUOo6f0pb/GhYlIK1EQExE5jdLDVSz/607iB0ZxwbUDnS5HRDoRBTERkVOor/Xw8Ytb8fM3TL17mMaFiUir0hFFROQUVv1zN0XZGhcmIm1DQUxE5Fvs+uYQ21bmMmZaX/qP0LgwEWl9CmIiIidxaG8Zn722k15JUZx/tcaFiUjbUBATETlOeWE1i/+8mbBugcy4d4TGhYlIm9HRRUSkiZrqej7802a8HsuVD4wiJDzQ6ZJEpBNTEBMR8fF6vHz64lZKD1Uxbc5wouPDnC5JRDo5BTEREcBay8o3d3NgezETbhtCYkp3p0sSkS5AQUxEBNi8PJutn+cwempfUsf3drocEekiFMREpMvL2lzI6n/uZmBaDy66dpDT5YhIF6IgJiJdWmF2BZ+8tI3YxAgun52K8TNOlyQiXYiCmIh0WUfKavjwuc0Eh/pzxQ9HEhDkcrokEeliFMREpEuqq/Hw4XObqamq54r7RxLWLcjpkkSkC1IQE5Eux3oty17ZTgkkv/AAACAASURBVOHBCqbeNYzYhAinSxKRLkpBTES6nG8W7WPPhgLGfSeJ/iN1D0kRcY6CmIh0KbvXHGbt4iyGjuvFqMmJTpcjIl2cgpiIdBmH95Wz7LUd9EqKYsJtQzBGV0iKiLMUxESkS6gsqWHx85sJjQxkxg9G4PLX4U9EnKcjkYh0enW1Hhb/eTN1bg9X/HAkIRG6kbeItA8KYiLSqTVcIbmDAt8VkjF9wp0uSUSkkYKYiHRqaz7cx571+Yy7TldIikj7oyAmIp3W7rWHWfNhFinjepE2RVdIikj7oyAmIp1S/v5ylr3acIXkxFt1haSItE8KYiLS6VSW1LD4T5sJjQhk+pwRuAJ0qBOR9klHJxHpVNxH6vjgjxupdXu44v6RhEbqCkkRab8UxESk06j3TVNReriKGfeO0BWSItLuKYiJSKfg9VqWvLydvD1lXD47lcSh3Z0uSUTktBTERKTDs9byxRsZ7N1YwPgbk0lO7+l0SSIizaIgJiId3poPs9i2Mpcx0/oxapKmqRCRjkNBTEQ6tK1f5LBm0T5SLornwmsHOl2OiMgZURATkQ5r74YCvngjg37DY5j43RTNFSYiHY6CmIh0SLm7S/j0pW3E9Y9k2j3Dcbl0OBORjkdHLhHpcIpyKvnwT1uIiAnmivtHEhDkcrokEZGzoiAmIh1KRbGbD57ZSECgH1f9aBQh4ZqwVUQ6LgUxEekwaqrqWPTsJupqPFz5YBqRMSFOlyQi0iIKYiLSIXjqvHz0/JbGWfNjEzRrvoh0fApiItLuWWv57K87yNlVyqQ7h5KQolnzRaRzUBATkXbv6/f2suubw1xwzUCGXBDvdDkiIq1GQUxE2rWtX+Sw/uP9pI7vzdjp/ZwuR0SkVZ02iBljXjbG5BtjtjZp626MWWKM2e17jva1G2PMM8aYTGPMZmPMmCbrzPItv9sYM6tJ+1hjzBbfOs8YzcgoIj5ZmwsbJ2ydcOtgTdgqIp1Oc3rEXgGmH9f2c2CZtTYZWOZ7DzADSPY95gB/hobgBjwKXACcDzx6NLz5lpnTZL3j9yUiXVD+/nI++ctWYhMjmHr3MPw0YauIdEKnPbJZa78Aio9rvgZ41ff6VeDaJu2v2QZfA92MMb2AacASa22xtbYEWAJM930Waa39ylprgdeabEtEuqjywmoWPbuJkIhArrh/JIHB/k6XJCLSJs72V8ye1to8AN9znK+9D3CwyXLZvrZTtWefpP2kjDFzjDFrjTFrCwoKzrJ0EWnP3JV1fPDHTXg9lqseHEVYVJDTJYmItJnW7us/2QAOexbtJ2WtnWetTbfWpvfo0eMsSxSR9srj8bL4+c1UFLmZed9IouPDnC5JRKRNnW0QO+w7rYjvOd/Xng0kNlkuAcg9TXvCSdpFpAta88E+8jLLmDQrhd7J3ZwuR0SkzZ1tEHsfOHrl4yzgvSbtd/qunrwQKPOduvwEmGqMifYN0p8KfOL7rMIYc6Hvask7m2xLRLqQ3N2lrPtkPynjejH4PM0VJiJdw2lHwBpj3gAmArHGmGwarn58AnjTGHMXcAC40bf4YmAmkAlUAbMBrLXFxphfA2t8y/3KWnv0AoD7aLgyMwT4yPcQkS6kprqepfO3ExkbwiU3JTtdjojIOXPaIGatvfVbPpp8kmUtcP+3bOdl4OWTtK8Fhp+uDhHpvL74ewaVpTVc///G6ApJEelSNDGPiDhq95rD7PrXYdJn9CN+YJTT5YiInFMKYiLimIpiN5+/kUHPAZGkz+zvdDkiIuecgpiIOMLrtSx7ZTsej2XK91M1c76IdEk68omIIzYuPUDOrlIuuSmZqB6hTpcjIuIIBTEROecKDlTwr/f2MnB0D4aO6+V0OSIijlEQE5Fzqq7Ww5KXtxESHsBlt6fQMIWgiEjXpCAmIufUVwv3UHKoismzUgkOD3C6HBERRymIicg5s39rEVtWZDNqUiKJqd2dLkdExHEKYiJyTriP1PHZazuI6RPGhdcNdLocEZF2QUFMRM6JlW/uwl1Zx+TvpeIf4HK6HBGRdkFBTETaXNbmQnb96zBjpvejR2KE0+WIiLQbCmIi0qZqqupYsWAn3XuHafZ8EZHjKIiJSJta9VYmVRV1TJ41FJe/DjkiIk3pqCgibWb/tiJ2fpnH6Kl9iesX6XQ5IiLtjoKYiLSJ2up6Vry+k+j4UM67or/T5YiItEsKYiLSJlYvzORIaQ2TZg3VVZIiIt9CQUxEWt3BncVsX5nLqMv7Ej8gyulyRETaLQUxEWlVte56lv91J916hnLBVQOcLkdEpF1TEBORVvX1O3uoKHYz6Y4U/AN1SlJE5FQUxESk1eTsKmHL5zmMvCyBXkndnC5HRKTdUxATkVZRV+vhs7/uJDI2mAuvGeR0OSIiHYKCmIi0iq/f3UN5QTWT7hhKQJBOSYqINIeCmIi0WNaWQjZ/ls2IyxLoMyTa6XJERDoMBTERaZEjpTUse3UHMQnhjLtepyRFRM6EgpiInDWv17Jk/jbq67xMu3uYJm4VETlDCmIictbWfZRFTkYpE24ZTHR8mNPliIh0OApiInJWcneXsmbRPgZf0JMhF8Y7XY6ISIekICYiZ8xdWceSl7cRGRvChFuHYIxxuiQRkQ5JQUxEzoi1lmWv7aCqvJZp9wwnMNjf6ZJERDosBTEROSNbVmSTtbmQcdcn0aNvhNPliIh0aApiItJsBQcqWP12Jv1HxDByUoLT5YiIdHgKYiLSLLXuej75y1ZCwgOZNGuoxoWJiLQCBTERaZYv3thFeUE1U76fSkh4oNPliIh0CgpiInJaGV/nkfGvQ6RfMYA+g3ULIxGR1qIgJiKnVF5Uzed/30Xv5G6kz+zvdDkiIp2KgpiIfCvrtXz26g4AJs8aip+fxoWJiLQmBTER+VabPjtIzq5SLrkpmcjYEKfLERHpdBTEROSkinIr+frdvfQfGUvKRb2cLkdEpFNSEBORE3jqvSydv53AEBeXfTdFU1WIiLQRBTEROcGaD/dReLCSibenEBqpqSpERNqKgpiIHOPQ3jLWf7yflIviGZjWw+lyREQ6NQUxEWlUV+Nh6fzthEcHc8lNg50uR0Sk01MQE5FGX76dSVlhNZNnDSUwxN/pckREOj0FMREB4MC2IrZ+kcOoyYn0GaLZ80VEzgUFMRHBfaSOZa/tILpXGBdeM9DpckREugwFMRHh8zcycFfUMWV2Kv4BLqfLERHpMhTERLq4jK/zyFybz3lXDqBH3winyxER6VIUxES6sMNZ5SxfkEHv5G6MmdbX6XJERLocBTGRLupIaQ2L/7yZ0MhAps8Zjp9LhwMRkXNNR16RLqi+1sPiP2+m1u1h5n0jCYnQ7PkiIk5QEBPpYqy1LH99J/n7K5jyvVRiE8KdLklEpMtSEBPpYjZ8eoBd3xzmgqsHMHC0bmEkIuIkBTGRLmTf5kK+encPSelxjJ3R3+lyRES6PAUxkS6iKLeSJS9to0diBJPuHIoxxumSRES6PAUxkS7AXVnH4j9tJiDIxcz7RhAQqElbRUTaAwUxkU7O4/Hy8YtbqCytYca9IwiPDna6JBER8VEQE+nkVr25m5yMUi77bgrxA6OcLkdERJrwd7oAEWkbte56Vv9zN9tX55E2pS8pF/ZyuiQRETmOgphIJ5STUcKy13ZQUexm9NS+XHjtIKdLEhGRk2jRqUljTJYxZosxZqMxZq2vrbsxZokxZrfvOdrXbowxzxhjMo0xm40xY5psZ5Zv+d3GmFkt+0oiXVddrYeV/9jFu09vwM/PcP1PxzDu+iT8/HSFpIhIe9QaPWKXWWsLm7z/ObDMWvuEMebnvvePADOAZN/jAuDPwAXGmO7Ao0A6YIF1xpj3rbUlrVCbSJdxaG8ZS1/ZTll+NSMuS+CiawcREKSrI0VE2rO2ODV5DTDR9/pVYAUNQewa4DVrrQW+NsZ0M8b08i27xFpbDGCMWQJMB95og9pEOh1PnZdvFu1lw6cHCIsO4pqH0khI6e50WSIi0gwtDWIW+NQYY4EXrLXzgJ7W2jwAa22eMSbOt2wf4GCTdbN9bd/WLiKnUXCggqWvbKc49wipF/fi4huSCQzR0E8RkY6ipUfsi621ub6wtcQYs/MUy55skIo9RfuJGzBmDjAHoG/fvmdaq0insnvNYZbO305wRABXPjCKfsNjnC5JRETOUIsG61trc33P+cA7wPnAYd8pR3zP+b7Fs4HEJqsnALmnaD/Z/uZZa9Ottek9euhmxdJ17fgyl09f3kb8oChu/Z8LFMJERDqosw5ixpgwY0zE0dfAVGAr8D5w9MrHWcB7vtfvA3f6rp68ECjzncL8BJhqjIn2XWE51dcmIiexZUU2n722k8Sh3bnywVEEhwU4XZKIiJyllpya7Am847txsD/wN2vtx8aYNcCbxpi7gAPAjb7lFwMzgUygCpgNYK0tNsb8GljjW+5XRwfui8ixNnx6gC8XZtJ/ZCzT7xmOK0A3xxAR6chMw0WMHU96erpdu3at02WInBPWWtYuzuKbD/aRlB7H5bNTcbkUwkREOgpjzDprbfrx7bq8SqSds9by1Tt72PDpAVIuiueyO4ZqglYRkU5CQUykHbNey8o3d7NlRTbDL+3DpbcMxiiEiYh0GgpiIu2U12tZsWAnO1bnkXZ5IuO+k4RvTKaIiHQSCmIi7ZDXa1n2ynZ2fXOY9Cv6c/6VAxTCREQ6IQUxkXbGWssXb2Sw65vDXHjtQMZO7+90SSIi0kZ02ZVIO/PNB/vYtjKXMdP7KYSJiHRyCmIi7cjm5QdZuziL1It7ceE1A50uR0RE2piCmEg7sWvNIVb+YzcD03ow4bYhGhMmItIFKIiJtAMHthWxbP4Oeid3Y8pdqfhpslYRkS5BR3sRhx3aV8ZHL2yhe58wZv5wJP4BLqdLEhGRc0RBTMRBxXlHWPTsJkKjgrjqwTSCQnQhs4hIV6IgJuKQimI3HzyzEZfLj6t/lEZoZKDTJYmIyDmmICbiAHdlHR88s5Ha6nqu+tEoonqEOF2SiIg4QEFM5ByrddfzwbObKC90c8X9I4lNiHC6JBERcYiCmMg5VF/rYfGfN1NwoIKpdw+jd3K00yWJiIiDFMREzhGPx8vHL24lZ1cpk2cNZWBaD6dLEhERhymIiZwDXq9l6fzt7N9SxIRbhzDkgninSxIRkXZAQUykjVmvZcXrO8lcm8+465MYfmkfp0sSEZF2QkFMpA1Za1n11m52fJlH+sz+jJ7a1+mSRESkHVEQE2lD3yzax+bPshk1KZHzrxrgdDkiItLOKIiJtJENnx5g7YdZDL24FxffmKSbeIuIyAkUxETawNYvcvhyYSZJY+OYeHuKQpiIiJyUbmwn0oqstWxflcvnb2TQb0QMl89Oxc9PIUxERE5OQUyklRTnHeGLv+8iJ6OEhJRopt8zHJe/Op2l83v88cf529/+hsvlws/PjxdeeIFHHnmEvLw8QkIabt+VlJTEW2+95XClIu2PgphIC9W661n7YRablh0kINjFhNuGkDq+t3rCpEv46quvWLRoEevXrycoKIjCwkJqa2sBWLBgAenp6Q5XKNK+KYiJnCVrLZnr8ln9ViZHSmsYenEvLrp2ECERgU6XJnLO5OXlERsbS1BQEACxsbEOVyTSsRhrrdM1nJX09HS7du1ap8uQLqrkUMNpyOydJcQmhjPh1iHED4xyuiyRc66yspLx48dTVVXF5Zdfzs0338yECROYOHHiMacmp0yZwlNPPeVwtSLOMcass9ae0EWsHjGRM1BX42Ht4n1sXHqQgCAXl94ymGGX9tFpSOmywsPDWbduHStXrmT58uXcfPPNPPHEE4BOTYo0h4KYSDPV13p4/w8bOLS3nJRxDachQyN1GlLE5XIxceJEJk6cyIgRI3j11VedLkmkw9AlXSLNYH037T60r5xp9wxn8p1DFcJEgIyMDHbv3t34fuPGjfTr18/BikQ6FvWIiTTD6oWZ7NlQwMU3JJE0Ns7pckRaTVl1HdklVWSXVPseDa8DXIY/3T72tOtXVlby4IMPUlpair+/P0lJScybN48bbriB22+/vXGMWGxsLEuXLm3rryPS4SiIiZzG5uXZbFp6kBGXJTBqcqLT5Yg0m7XWF7T+HbJySquPeV/hrj9mnbBAF4ndQxncM6JZ+xg7dixffvnlCe0rVqxoja8g0ukpiImcwr5NBax6cxcDRsUy/sZk3apI2oy1lpp6L+XVdZS76yh31/teNzxXuOupcNfhOXqluwXrW69JE7X1XnJLqxsDV2XNiUGrT3QIidGhnN8/moToUBKiQxqfu4UG6O+5yDmkICbyLQ5nlfPpX7bRo28EU+4apisjpdV4vZasoiNsySljc3YZW3LK2J5bfkJoOp7Lz+DyMxz9m2gMGIzvuUGAvx+9ohqC1YUDY3whq+F9n24KWiLtjYKYyEmUF1bz4XObCI0K5Ir7RxEQ6HK6JOmg3HUeskuq2ZFX7gtepWzLKafCF7qC/P1I7R3J9WP6EB8VTERwAJHB/kSGBBAZHEBUiD+RwQFEBAcQHOCnECXSySiIiRzHfaSORc9uwuuxXPnAKF0dKafk9VoOlbs5WFzFgeIqDpZUk934uorD5TWNywa6/BjaO5JrRvdmZJ9ujEiIIjkuHH+XLmAX6aoUxESa8NR5+ej5LZQVVnPNj9OIjg9zuiRpZ6y17C+qYlVmIaszC/lyTxFl1XWNnxsDvaMaTgdektyDxOhQEruHMLhnBIN7RhCoG8GLSBMKYiI+1mtZ9toOcneXMuWuVHonRztdkrQTRZU1fLmniFW7C1mVWUhOaTUAvaOCmZrak1GJ3egXE0pidCi9u4UobIlIsymIidAwJmzlm7vJ2lzIhdcOZPB58U6XJA6qrfeydn8xn2cUsHJ3IdvzygGICPZn3KAY7p0wkIuTYhkQG6YxWyLSIgpi0qXV1XpY//F+Nnx6AOMH465PIm2K5grrivLKqlmRUcCKjHxWZxZRWVNPgMswtl80/zFtCBcnxTKiTxQuXT0rIq1IQUy6JGste9YXsPrt3VQW15B8Xk/GXT+I8Ohgp0uTNmat5Uithwp3HfsKj/B5RgErMgrIOFwBNJxuvGpUby4b0oNxSbGEB+kwKSJtR0cY6XKKcitZ+Y/d5GSUEJMQzpTZw+id3M3psqSZKmvqySo8Qrm7jqoaD1V1Hqpq6qmq9VBVe/TZw5Gaeirc9b7JUesor254XeGux+O1jdsLcBnO69+d/xqbwsQhcSTHhet0o4icMwpi0mXUVNXxzaJ9bFmRQ2Cwi0tvGcywS3rjp6kD2qWaeg978o+w63AFGYcr2HWo4Tm7pPqU67n8DKGBLsIC/Yn0zcEVFxFMUo9/z80VGeJPRHAAPSODOH9AjHq9RMQxOvpIp1brridnVykHtxWRuT6f6so6hl3ShwuvHkhweIDT5XVZ1loqa+o5XO7mcHkNh8rcHK5wc7jMTV6Zmz0FlWQVVTX2XPn7GQb1CGd032huOS+RpLhwokICCQtyERroIjTQn9BAFyGBLgJdmvRURDoOBTHpVKy1FGZXcnB7MQe2F5GXWYbXY/EP9CMhpTvnXzmAHn2bdzNjaTlrLTml1Wz13cpna2452cVVHCp3U1XrOWH5iGB/ekYGM6hHODNH9GJwzwiGxEfQPyZMU0KISKekICYdXk1VHfu3FnFgWzEHdhRTXV4LQEyfcEZNSiRxWHd6D+qGK0D/kbclay25ZW62ZJexJaeULTnlbM0po/hIw5+Hv58huWcEQ3tHMnFIHPFRQfSMDCYuIpj4qGB6RgYRGqhDkoh0LTrqSYdUXVHLvk2F7NmQT/bOErweS3BYAIlDo0lMjaFvanfCugU5XWanl1dWzerMIr7MLGT1nsLG2/m4/AzJceFcPjSOEX2iGJHQjZT4CIIDdM9OEZGmFMSkw6gsqWHvxgL2bsgnd3cp1kJkbDAjJyUyaHQP4vpH4qc5ntpUaVUtX+8tYlVmIV9mFrG38AgA3cMCuWhQDOf3787IhCiG9opU6BIRaQYFMWnXqspr2fXNITLX5XN4X8Ps5tHxoYyd0Z+Bo3sQm6CpBtpKZU09GYcqfI9y1h8oZWtuGdZCaKCL8wd059bz+3JxUiwp8REKwSIiZ0FBTNoday05u0rZtjKHvRsK8HossYnhXHD1QAaO7kH3XroRd0tZa6nzWGrqPdTUeyk5UstOX+jaeaiCjMPlHCz+9zQRoYEuhveO4seTk7k4KZZRCd00eF5EpBUoiEm7UV1Zy86vDrF9VS6lh6sICvVn+IQ+pI7vTUzvcKfLa3PWWsqr68kprSantJq8smqqaj3U1nuprfdS5/FSU++l1uOl7uizx0udx1Lv8VLvtdR5vHi8DSGr3uul3tPQVuvxUlPXsP7R8GXtiTW4/AwDYsMYmdCNm8YmMiQ+gpT4SBKiQ9Tj1QW5XC5GjBhBXV0d/v7+zJo1i4ceegg/Pz9WrFjB3LlzWbRoEQC/+MUvWLNmDe+//z5BQRqfKdJcCmLiKGsteZmlbP0ilz0b8vHWW+IHRjH5e0NJGhOHf2DnGmdUU+9hX+ERMvMrOVBcRU5JNbm+4JVb6qaypv6k6xkDgS4/Av39CPL3I8D3OsDV8PD3M/i7DAF+De9DAv0I8LX5+/kRFOBHkL+LIH/fa5cfQQG+9/5+RAQHkNwznEE9wjW2SxqFhISwceNGAPLz87ntttsoKyvjl7/85THLPf7446xevZrFixcrhImcIQUxOefqajzk7CrhwLZi9m8rorygmsAQf4Zd0odh43sT06fj935V13rYU1BJZn4lu/Mr2H244fX+4qpjbq8THRpA724h9IsJY9ygWPp0C6FPdAi9u4XQOyqY8GB/Al1++Gv2f3FYXFwc8+bN47zzzuOxxx5rbP/tb3/L4sWL+eSTTwgJCXGuQJEOSkFM2py1luLcI+zfVsTB7cXkZpbirW+YZLXP4GjSZ/QnKT2OgA7W++XxWnJLq9lbeIR9BZXsKzzS8LrwCDml1Y2n/vz9DP1jwxgSH8GVI3uR1DOCpB7h9IsJJUy31nHc0dNvR7377rtkZWUdc9rtXDLG8PDDD/Pb3/4WgLlz51JZWdkYfubNm8fvfvc7ACIjI/nd737H+PHjz0ltAwcOxOv1kp+fD8Dq1avJyMhg3bp1hId3/F+gRJyg/wWk1dXXeSjJq6Iot5LcXaUc2FbEkbKGST279w5j5GWJ9E3tTq+kKPw7wGmwOo+XvQVH2HmonIxDFWTmN4Su/UVV1Hq8jcuFB/kzsEcYY/tFc8PYBAb3jCA5Lpx+mhW+XWt6+u2orKwsZ4oBgoKCWLhwIf/5n/9JbGzsMZ8tWrSIF154gVWrVhEbG8v69eu59tpr+eabb4iPjz8n9dkmgwuTkpIoKSnh008/5YYbbjgn+xfpbBTE5KxZa6koclOUU0lRzhHfcyWl+dVY3+m3oFB/ElK603dYd/qmdic8Otjhqr+d12s5VO5uvHLwaPDaU1BJneff9zzsHxvGwNgwJg2NY2BsGANiwxkQG0ZseKCm0pAW8/f3Z86cOTz99NM8/vjjx3z25JNP8tRTTzUGtDFjxjBr1iyee+45fv3rX7d5bXv37sXlchEXF8eOHTvo2bMnCxYsYPLkycTExHDZZZe1eQ0inY2CmDSy1uI+UkdZQTVHSmqoqapveFTXUVtVT011fZO2eipL3NS5/32/wMjYYGL6hDNoTBwxfcKJ6RNGVFxou7jazlqLu85LblnD4PiGAfLuJq+rySt1H9PD1TsqmCHxEUwcEkdKfMM9Dwf1CFfvVidTXV1NWloaAAMGDOCdd95ple1aa/FYT8PD66HOW0e9t546b92/H55j27zWi9d6Sb8+nTsvv5NLvnsJe0v3Ul1VzYqDK9i0ZRMVcRUs3b8Uj/U09E4lwLKFyzh/z/mN63utt/Fzj/Wc2I7l+8O/j59p/t/lgoIC7r33Xh544IFjfuEYPHgwCxcu5Nprr+XDDz9s/FmKSPMoiHUh1lrqajxUlddSXlhNeaGbsoJqygurG5+bBqujjIHAUH+CQvwJCg0gMMSf6KhQEgZ3IyYhnJg+4XTvHUZgcOv/dfJ6LWXVdZRV11HurqO8up4K979fNzzXUeGu50htPVW1HqprPQ3PdR6qmrTVe4+dr8Hv/2/v/oPsKus7jr8/58fdu7vZzRKQGIiKUBRB5YdBhVSMiIgWo53qCCMZKrZOHRxgQDuAnanW2upotTg4WIogDrbRYrWMWos/QG2nBIIEAqhokWJAJYhpstnd++Ocb/84z/2xNxvya3fP3uX7mjlznue558dzn2zufvY5594rWD5a5bCxQV66coyzXlxl5UFDHPPsEV6wfISlg+msP59nktzydtjoDh9ZntG0JlneCSnd9WbebIeHZt4s1uHxVlvv492Bp7tsWDuQ7C6kxAMxr//069tB6T3feQ+P3vMo9229j/O+eV77fK11bz9b/c8tn3b+3PI9D9IMalmNS++4lOykjPM/cD5RJSKbytj4vY1MNCe44odXEA91Lulvf2A72367jSv/88p9Os/5x55PtIc3gbRCauvjK9atW8ell166y3Ynn3wyN9xwA2vXruW2227jqKOO2qe+OPdM5kGsj+VZTm2iydTOBlPjjWK9s8HkjgaTO+pMjneX60zuaJA1pv9yiJOI0UOqjB4yyGFHj7H0kEFGD6myZFmV6nDKwGBCWo0P+JJba0aqFaq6l20TdZ7aWed3E3V+O16si3rxWD7D5121RIKRaspINWG4kjBYiRmqxIwNpQxWEobSuN22pJqwYmmVw5YW70xcPlolXUDvRmwFi+6Zk2benL5Ys5hFsWZ7myzP2o/1btu7f++xW+FoTyGjfY69OE/38coUKSoWIuIoRqjT1rXkec79T95PEiWkUUoSJdSz4p7GoWSIOIpJooREFN+v1wAAD7NJREFUCXEUE6uox4rb9T2VI0WkUdpZ4k65+7yxYk6LT+MLb/gC21+5nXNfdy5vOectAFx49oWsu2YdF624iFNOO6Xd/6seuApOh/f/4fuRhCRixe3HZyq3nsOeZNnu/w3XrFnDmjVr2vUzzzyTRx999MD+0Zx7BvIgtoBkzZyp8QYT2+tFeNpRZ6IVpHYUQWoyBK7azga1iZk/cwogTiMGR1IGl1QYHKmw7LBhBpekDI5UGBqttMPX8NIBtJ+XDqcaGVt31Ng6XuPJHTWeHK+zdUeNJ8eLZeuOGk9N1Nk+WcxedV/265VE4qDhCsuGKhw0nHLMs0c5aDhl2VCFsaEKY0Mpo9WU0cGU0cGE0a7w1X3pszXb0T070Z4xCZeHGvk4U9nv+Nm2envGpp7XixDRM3uzSz1vUM/qnSWfXq5ltfY+vTM3uwSbVqgKYWZ/Z1D2VaKENJ4eABIlRRCYIWi0Akg1qU7btrW0tm8drx0ulFAhJrWYCgmJiZSElCIIxCbiKCKxmBgREZEoJkJEpk6ZiEQRQsQWEUnEiDg3lOdEWUaUZ0RZKFuOGg2UZwwe+wKiautzrYzirawh2YebzpfEq/jG6o9PG6Pb63fyidHPc+3xl+zFiHYfz3rWXecdPgTGnrvHo0WKOPHQE+FQOO+c81i/fj0XXHABxx18HB+88oN8+MMf5k2vehMHLzuYTZs28bX1X2PDhg2sGF2xF311zi00CyaISToLuAqIgevM7KMld2mfNBsZtYkm9Wn3UXXurapPNqlPZTSmMupTrXKTRi1rl+szXBYEiBIxNFIEquqSlKXPGqQ6nFIdTqguSUM57ZSXpKQD02exzIwsNzIzmpmxs9bk11NNxh+bYnyqyXitwfapZigXy46pJjtrnfp4uPzX2qbWzAEDZaAmUhPUZHQIxobF2JA4bLk4qgKDFaNagWpqpGnOQJKTJkaSZCRxsX8tq1HLakxlU9SzOpPNKR7OatQmatR3TA8+7UDUqodZovmQRAkD8QAD8QBplDIQV6hEKZWoQiVKqEQJ1ahCEleJEQkiboUHRAJEQEJEqphERQBJVQSOok0kIYAktMoiDcdLw3ESisASmxFPZqQ7G2iyQTzRQBN1ook6TDaIsyKoKMsgyyDPsGYGeRPLMshy8noDq0+RN5pYPSNvZFijtc6xLA+ZworsYRYyh3Xa89ba2vnkQBnQ2M99j3zDEwws3cPPRWMSrjlletsjTfjf+q7tB2LVBXD2p/Zpl8suu4yrr766XV+7di2PPfYYp556KpIYGRnhpptuYsUKD2HO9SvZTN9zMt+dkGLgIeB1wBbgLuBcM3twd/usWrXKNm7cuNtj5llO1jSyRk6zkZM1s2LdWppFe+sXSOeP2KJcrI28acXlv4lGCFhhvbOrPNnc5ZLfLs8xhqgSoRSUCkuMPCzNKKcZZ9STjFrSYCqpMxHX2RnVGI8mmaBGLatTz1v3yWSY5WBNsCZmGVgGNMEycjOMHCMHy8kJT06tJ5kRKSO2DFTMIESWIWVE5ETWLNaRESkH5UCxVjhurtb9NhkyiHKIDERRloV6+PFqR8KeuqyzVAwGLKaCqJoYsIgBE6lBxURiIjFIzYogkhd/SSS5kVKcr+iHERnEZsgoZk6saE/yop7kRtxeCOucKC/2i8L2UW5EhHVox3LIDcvzrjCinsmQ7ro67XlXO6HcNS6dujr1rsdAu0y05I2IvLEPl1hV/ENJhLWhKPyMJq21UAJKVLQlQrHa+3TvD11lCcURRBGKok552jouZmFVtCGhKCquM6tVT4rHori9tNvipNguSVFcdFpxAkkCcSiHdfXIw4kGuz7pXd2dn/aTeWC6j6fdDNDYc2H5cbNzPudc35F0t5mt6m1fKDNiLwd+bmYPA0haD7wZ2G0Q2/rIU3z2XV8CxRgxKMEUY4qBuHihnmXKJojyCaJsgiibJMp2EuUTDGeTRVves84miUM9zpvtwNEKKO0yXYEEisxEJ8TQU37aPoZtW8GovXSFo6j87P00yr2viAgyiRw6P0NS1+9uhaCgIjhEnRAhRZ16HKEohri7HKMkRlEcAkRUzFpKnUDSVW6HmmmBJW5vryiGSETDS4hHlxCPjBCFdTyyhHh0hGhkCfHwMAxUUToA6QCKU4jSIuD4x20451ypFkoQOxz4ZVd9C/CK3o0kvRt4N8ARB61keOcvkGWIYkZIliFrAq1yA1kT0UB5WFsTWZOIRrEPWdesTY4wFKYvilCTEdskUT7Z+du5/Yeups8IoFAVhBmGoqWCVEGR2jfTRlFnHYVfyHEkYhX3wKi9VnGfjIobjRUVd80ozBxEKn5Rt9ag4hd/+5d1NK3eCQpxCBBx13attk47Cr/wabVp18faYSTMeqg4Z/u4au3bmm4J+0fFzIbitJjNiKJOQAl9aM2kFDMlhON1ZhuKmZXWEoWA1OpHp9wOOXEIQa3n2rt2zjnn5tFCCWIz/Vm+y7yNmV0LXAvFpcl16y+f634555xzzs2ZhTIFsAV4Tld9JfB4SX1xzjnnnJsXCyWI3QUcLen5kirAOcAtJffJOeecc25OLYhLk2bWlPRe4D8oPr7iejN7oORuOeecc87NqQURxADM7JvAN8vuh3POOefcfFkolyadc845555xPIg555xzzpXEg5hzzjnnXEk8iDnnnHPOlcSDmHPOOedcSTyIOeecc86VxIOYc84551xJPIg555xzzpXEg5hzzjnnXElkZmX3Yb9I2gH8tOx+LGKHAE+W3YlFzsd4bvn4zj0f47nnYzy35nN8n2dmz+ptXDBfcbQffmpmq8ruxGIlaaOP79zyMZ5bPr5zz8d47vkYz62FML5+adI555xzriQexJxzzjnnStLPQezasjuwyPn4zj0f47nl4zv3fIznno/x3Cp9fPv2Zn3nnHPOuX7XzzNizjnnnHN9re+CmKSzJP1U0s8lXV52fxYDSddLekLS/V1tyyR9W9LPwvqgMvvYzyQ9R9Jtkn4s6QFJF4d2H+NZIqkq6U5J94Yx/lBof76kDWGMvySpUnZf+5mkWNI9kr4e6j6+s0jSI5I2S9okaWNo89eJWSRpTNLNkn4SXpNPKXuM+yqISYqBzwBvAI4FzpV0bLm9WhQ+D5zV03Y58F0zOxr4bqi7/dMELjOzFwGvBC4MP7c+xrOnBpxuZscDJwBnSXol8DHgU2GMfwe8q8Q+LgYXAz/uqvv4zr7XmNkJXR+p4K8Ts+sq4FtmdgxwPMXPc6lj3FdBDHg58HMze9jM6sB64M0l96nvmdkPgKd6mt8M3BjKNwJvmddOLSJm9isz+1Eo76D4j384PsazxgrjoZqGxYDTgZtDu4/xAZC0EvgD4LpQFz6+88FfJ2aJpFHgNOBzAGZWN7NtlDzG/RbEDgd+2VXfEtrc7FtuZr+CIkgAh5bcn0VB0hHAicAGfIxnVbhstgl4Avg28D/ANjNrhk389eLA/D3w50Ae6gfj4zvbDLhV0t2S3h3a/HVi9hwJbAVuCJfYr5M0TMlj3G9BTDO0+ds+XV+QtAT4CnCJmW0vuz+LjZllZnYCsJJi9vxFM202v71aHCSdDTxhZnd3N8+wqY/vgVltZidR3H5zoaTTyu7QIpMAJwHXmNmJwE4WwKXefgtiW4DndNVXAo+X1JfF7jeSVgCE9RMl96evSUopQtgXzexfQ7OP8RwIlxpup7gfb0xS66vc/PVi/60G1kp6hOKWkNMpZsh8fGeRmT0e1k8AX6X4g8JfJ2bPFmCLmW0I9ZspglmpY9xvQewu4OjwTp0KcA5wS8l9WqxuAc4P5fOBfyuxL30t3EvzOeDHZvbJrod8jGeJpGdJGgvlQeAMinvxbgPeGjbzMd5PZnaFma00syMoXne/Z2bvwMd31kgaljTSKgNnAvfjrxOzxsx+DfxS0gtD02uBByl5jPvuA10lvZHiL7EYuN7MPlJyl/qepH8G1lB8C/1vgL8EvgZ8GXgu8CjwNjPrvaHf7QVJvw/8ENhM5/6aKynuE/MxngWSXkpxk21M8Qfml83sryQdSTGDswy4BzjPzGrl9bT/SVoDvM/MzvbxnT1hLL8aqgnwT2b2EUkH468Ts0bSCRRvOKkADwPvJLxmUNIY910Qc84555xbLPrt0qRzzjnn3KLhQcw555xzriQexJxzzjnnSuJBzDnnnHOuJB7EnHPOOedK4kHMOeecc64kHsSccwtC+N63Y+fhPFd2lY+QdP8cnGONpK/v4z63S1o1Q/sfS7p69nrnnFtIPIg55xYEM/sTM3twHk515Z43ma7ra3ycc25WeRBzzs278HUu35B0r6T7Jb29e0ZI0rikj4TH75C0PLQvl/TV0H6vpFND+3mS7pS0SdI/SIp3c96PAoNhuy+G5ljSP0p6QNKt4SuSWjNUfyPp+8DF4WuUviLprrCsDtu9Ohxvk6R7Wl9TAyyRdLOkn0j6YviqKyS9Nmy3WdL1kgZm6Oc7JT0Uzr161gbeObfgeBBzzpXhLOBxMzvezF4MfKvn8WHgDjM7HvgB8Keh/dPA90P7ScADkl4EvB1YbWYnABnwjplOamaXA5NmdkL4rkSAo4HPmNlxwDbgj7p2GTOzV5vZ3wFXAZ8ys5PDNteFbd4HXBjO/SpgMrSfCFwCHAscCayWVAU+D7zdzF5C8VU27+nuY/jS4Q9RBLDXhf2dc4uUBzHnXBk2A2dI+pikV5nZ//U8Xgda91jdDRwRyqcD1wCYWRb2ey3wMuAuSZtC/ch96MsvzGzTDOcC+FJX+Qzg6nCOW4DRMPv1X8AnJV1EEdyaYfs7zWyLmeXApnDcF4bzPRS2uRE4rac/rwBuN7OtZlbv6YNzbpHx+x6cc/POzB6S9DLgjcDfSrq1Z5OGdb4IN+PpX6sE3GhmV+xnd7q/pDoDBrvqO7vKEXCKmU0y3UclfYPiudwh6YzdHDcJfd0b/iXAzj1D+IyYc27eSToMmDCzm4BPUFxm3BvfJVzKkxRLGg1tb5V0aGhfJul5T3OMhqR0P7p9K/DerudwQlgfZWabzexjwEbgmKc5xk+AIyT9XqivA77fs80GYI2kg0M/37YffXXO9QkPYs65MrwEuDNc5vsA8Nd7ud/FwGskbaa4jHhceKflXwC3SroP+Daw4mmOcS1wX9fN+nvrImCVpPskPQj8WWi/JLzh4F6K+8P+fXcHMLMp4J3Av4TnkAOf7dnmV8AHgf8GvgP8aB/76ZzrI+rM/jvnnHPOufnkM2LOOeeccyXxm/Wdc4uSpA1A72d0rTOzzWX0xznnZuKXJp1zzjnnSuKXJp1zzjnnSuJBzDnnnHOuJB7EnHPOOedK4kHMOeecc64kHsScc84550ry/6CPlP2pToj+AAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = deaths[COUNTRIES_NORDIC].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
-    "for c in COUNTRIES_NORDIC:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
-    "# plt.savefig('covid_deaths_total_linear.png')    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 932,
-   "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[COUNTRIES_OF_INTEREST].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
-    "for c in COUNTRIES_OF_INTEREST:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
-    "plt.savefig('covid_deaths_total_linear.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 933,
-   "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[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
-    "for c in COUNTRIES_CORE:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
-    "\n",
-    "plt.savefig('covid_deaths_total_log.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 934,
-   "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[COUNTRIES_FRIENDS].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
-    "for c in COUNTRIES_FRIENDS:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
-    "\n",
-    "# plt.savefig('covid_deaths_total_log.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 935,
-   "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[COUNTRIES_NORDIC].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
-    "for c in COUNTRIES_NORDIC:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
-    "\n",
-    "# plt.savefig('covid_deaths_total_log.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 936,
-   "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[COUNTRIES_OF_INTEREST].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
-    "for c in COUNTRIES_OF_INTEREST:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
-    "\n",
-    "plt.savefig('covid_deaths_total_log.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 937,
-   "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": [
-    "deaths_pc.plot(figsize=(10, 6), title=\"Deaths per capita, linear\")\n",
-    "plt.savefig('covid_deaths_per_capita_linear.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 938,
-   "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.plot(logy=True, figsize=(10, 6), title=\"Deaths per capita, log\")\n",
-    "for c in deaths_pc.columns:\n",
-    "    lvi = deaths_pc[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths_pc[c][lvi], s = c)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 939,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1716eea7d0>"
-      ]
-     },
-     "execution_count": 939,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "deaths_pc[['UK', 'IE']].plot( figsize=(10, 6), title=\"Deaths per capita, linear\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 940,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f1716280410>"
-      ]
-     },
-     "execution_count": 940,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "deaths_pc[['UK', 'IE']].plot(logy=True, figsize=(10, 6), title=\"Deaths per capita, log\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 941,
-   "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": [
-    "deaths[['UK', 'ES', 'IT']].plot(logy=True, figsize=(10, 6), title=\"Deaths, log\")\n",
-    "plt.savefig('covid_deaths_selected_log.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 942,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f171d549e90>"
-      ]
-     },
-     "execution_count": 942,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "deaths[['UK', 'ES', 'IT', 'MX']].plot(logy=True, figsize=(10, 6), title=\"Deaths, log\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 943,
-   "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></th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th>geoId</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",
-       "      <td>0</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>1043</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4838</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>1174</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6012</td>\n",
-       "      <td>13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>1144</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7156</td>\n",
-       "      <td>13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-19</td>\n",
-       "      <td>1042</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8198</td>\n",
-       "      <td>13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-20</td>\n",
-       "      <td>5940</td>\n",
-       "      <td>30</td>\n",
-       "      <td>14138</td>\n",
-       "      <td>43</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>41</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>5386</td>\n",
-       "      <td>768</td>\n",
-       "      <td>143464</td>\n",
-       "      <td>19506</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>42</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>4913</td>\n",
-       "      <td>813</td>\n",
-       "      <td>148377</td>\n",
-       "      <td>20319</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>43</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>4463</td>\n",
-       "      <td>413</td>\n",
-       "      <td>152840</td>\n",
-       "      <td>20732</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>44</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>4309</td>\n",
-       "      <td>360</td>\n",
-       "      <td>157149</td>\n",
-       "      <td>21092</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>45</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>3996</td>\n",
-       "      <td>586</td>\n",
-       "      <td>161145</td>\n",
-       "      <td>21678</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>155 rows × 5 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         dateRep  cases  deaths  cases_culm  deaths_culm\n",
-       "since_threshold geoId                                                   \n",
-       "0               DE    2020-03-16   1043       4        4838           12\n",
-       "1               DE    2020-03-17   1174       1        6012           13\n",
-       "2               DE    2020-03-18   1144       0        7156           13\n",
-       "3               DE    2020-03-19   1042       0        8198           13\n",
-       "4               DE    2020-03-20   5940      30       14138           43\n",
-       "...                          ...    ...     ...         ...          ...\n",
-       "41              UK    2020-04-25   5386     768      143464        19506\n",
-       "42              UK    2020-04-26   4913     813      148377        20319\n",
-       "43              UK    2020-04-27   4463     413      152840        20732\n",
-       "44              UK    2020-04-28   4309     360      157149        21092\n",
-       "45              UK    2020-04-29   3996     586      161145        21678\n",
-       "\n",
-       "[155 rows x 5 columns]"
-      ]
-     },
-     "execution_count": 943,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 944,
-   "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></th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "      <th>deaths_m4</th>\n",
-       "      <th>deaths_m7</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th>geoId</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",
-       "      <td>0</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>1043</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4838</td>\n",
-       "      <td>12</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>1174</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6012</td>\n",
-       "      <td>13</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>2.500000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>1144</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7156</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>1.666667</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-19</td>\n",
-       "      <td>1042</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8198</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1.250000</td>\n",
-       "      <td>1.250000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-20</td>\n",
-       "      <td>5940</td>\n",
-       "      <td>30</td>\n",
-       "      <td>14138</td>\n",
-       "      <td>43</td>\n",
-       "      <td>7.750000</td>\n",
-       "      <td>7.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>41</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>5386</td>\n",
-       "      <td>768</td>\n",
-       "      <td>143464</td>\n",
-       "      <td>19506</td>\n",
-       "      <td>749.250000</td>\n",
-       "      <td>704.285714</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>42</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>4913</td>\n",
-       "      <td>813</td>\n",
-       "      <td>148377</td>\n",
-       "      <td>20319</td>\n",
-       "      <td>745.500000</td>\n",
-       "      <td>693.571429</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>43</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>4463</td>\n",
-       "      <td>413</td>\n",
-       "      <td>152840</td>\n",
-       "      <td>20732</td>\n",
-       "      <td>658.000000</td>\n",
-       "      <td>667.428571</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>44</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>4309</td>\n",
-       "      <td>360</td>\n",
-       "      <td>157149</td>\n",
-       "      <td>21092</td>\n",
-       "      <td>588.500000</td>\n",
-       "      <td>654.714286</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>45</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>3996</td>\n",
-       "      <td>586</td>\n",
-       "      <td>161145</td>\n",
-       "      <td>21678</td>\n",
-       "      <td>543.000000</td>\n",
-       "      <td>620.142857</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>155 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         dateRep  cases  deaths  cases_culm  deaths_culm  \\\n",
-       "since_threshold geoId                                                      \n",
-       "0               DE    2020-03-16   1043       4        4838           12   \n",
-       "1               DE    2020-03-17   1174       1        6012           13   \n",
-       "2               DE    2020-03-18   1144       0        7156           13   \n",
-       "3               DE    2020-03-19   1042       0        8198           13   \n",
-       "4               DE    2020-03-20   5940      30       14138           43   \n",
-       "...                          ...    ...     ...         ...          ...   \n",
-       "41              UK    2020-04-25   5386     768      143464        19506   \n",
-       "42              UK    2020-04-26   4913     813      148377        20319   \n",
-       "43              UK    2020-04-27   4463     413      152840        20732   \n",
-       "44              UK    2020-04-28   4309     360      157149        21092   \n",
-       "45              UK    2020-04-29   3996     586      161145        21678   \n",
-       "\n",
-       "                        deaths_m4   deaths_m7  \n",
-       "since_threshold geoId                          \n",
-       "0               DE       4.000000    4.000000  \n",
-       "1               DE       2.500000    2.500000  \n",
-       "2               DE       1.666667    1.666667  \n",
-       "3               DE       1.250000    1.250000  \n",
-       "4               DE       7.750000    7.000000  \n",
-       "...                           ...         ...  \n",
-       "41              UK     749.250000  704.285714  \n",
-       "42              UK     745.500000  693.571429  \n",
-       "43              UK     658.000000  667.428571  \n",
-       "44              UK     588.500000  654.714286  \n",
-       "45              UK     543.000000  620.142857  \n",
-       "\n",
-       "[155 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 944,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold['deaths_m4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).mean())\n",
-    "data_since_threshold['deaths_m7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).mean())\n",
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 945,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m4']]\n",
-    "             .unstack().xs('deaths_m4', axis=1, drop_level=True))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 946,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m7']]\n",
-    "             .unstack().xs('deaths_m7', axis=1, drop_level=True))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 947,
-   "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_m4.plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
-    "for c in deaths_m4.columns:\n",
-    "    lvi = deaths_m4[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
-    "plt.savefig('covid_deaths_per_day.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 948,
-   "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_m4[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
-    "for c in COUNTRIES_CORE:\n",
-    "    lvi = deaths_m4[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
-    "plt.savefig('covid_deaths_per_day-core.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 949,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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hjwPzLOFJV5+udPHpgqdjBl2TGTmzDjZ/Cf59oMV72bvG3ALafQEL+sDB2dBwWM7qFEKIbHJwcGDPnj0MHDgQgEuXLuHk5ISTkxMuLi5s3LjRxBFmThI0IZ4QSSlJvLvtXQ7cOMCYJmMwU2asClnFr0d+5Zcjv+Dv6k83n2508OpASZuSWRd4dDE4lIXukyEnW6pU7QBezWHrOD25e3RCgRBCGEmtWrUebBX14osv0rVrV3r16mXiqLJHujiFeAKkaCl8vvtztl7eyuiGo3m26rM8U+UZfu/wO+t7reetem8RmxjLV/u+ovXi1ryx+Q22Xd6WeaFhh8G9fs732FQK2o+F2AjY9WPuX5QQQhRj0oImRDGnaRrjD4xnxfkVvFr7Vfr59XvoeFn7sgyuOZjBNQdzOuo0K0NWsjpkNa9ffp2pbafyVIWnHi/0/m2IOg91+ucuqPJ1oNZzsOdnqD8YnNxzV44QotD7v39PcDLsjlHLrF7ekc+71TBqmYWNtKAJUcz9fux3/jz5J/2q9eOV2q9keq5vKV/eqf8Oa55dg2cJT8btH0dieoP5r+ldBpSvk/vA2nyqzwLd/FXuyxBCiGJKWtCEKMYWn17MpMOT6OLThQ8afoDK5lgxK3MrPmj4Aa9teo35p+bzQo0XHj7h6iH937wkaM6e0Ohl2D0ZGo+Acv65L0sIUWgV95au/CItaEIUU2tD1/Ll3i9p4d6CsU+NxUzl7L97C/cWNKvQjKlHphJxP+Lhg2GHoaQ32GZjMkFmmr8Dts6w5n1ISclbWUIIUYxIgiZEMbT76m5G7xhNnTJ1GN9yPJZmlrkq5/0G7xOXHMekQ5MePhB2GCoYYSNjW2do/5W+eO2+X/NenhBCFBOSoAlRzBwJP8KoraOo5FSJyW0mY2thm+uyvJ28GeA3gL/P/c3xiOP6kzHhEH05b92baQX0g6od9Y3UI84ap0whxBMvJibmocezZ88uMktsgCRoQhQrp6JO8erGV3GxdWFqu6k4WuV9jbGX/V+mlE0pvtn/DSlait56BlDeCC1ooC+70e0nsLCBv16B5CTjlCuEEEWYJGhCFBOno04zbP0w7CztmN5uOi62LkYp18HKgVH1RnE0/CirQlYZEjRl3EH9JcpClx/g6gHYPSnr84UQopiTBE2IYuDMrTMMWz8Ma3NrZrafiXsJ464r1r1Sd2q51GLCwQncu/ofuPqCdQmj1kHNZ6F6D9j6Ddw4adyyhRCiiJEETYgi7tytcwxbPwxLM0tmdpiJh6OH0eswU2Z82PBDIu5HMP3OCeONP0tLKegyAawd4a+XC/Vm6nneZF4IIbIgCZoQRdj52+cZsn4I5sqcmR1n5nzD8xzwd/Wnu0db/rA156KLT/5UYu8C3X6E60dhxw/5U0cefb/uFC2/30rY7fumDkUIUYxJgiZEERUSHcKQdUMwU2bM6DCDio4V873OUaUbYK1pfB99NP8q8eumbwO1/XsIC8q/enJh48kb/LzlPJeiYhky5wD34mVCgxAif0iCJkQRdCH6AkPWDQFgRocZeDt5F0i9rhHneDn6Ltsij7Djyo78q6jzd2Dnos/qTIrPv3pyIOz2fd5deoQa5R2ZPrAep6/fYdSiIFJSpLtTiMImNDSUmjVrPvTcmDFjGD9+PC+++CJLly4FICoqijp16jBr1ixThJkpSdCEKGJCo0MZsm4IKVoKMzvMxMcpn7ob0xN2mAE2Hng5evHdf9+lv0+nMdiWhO6TITxYnzRgYknJKby54DCJSSlM6VeX9jXK8mnX6mw4eYNv150ydXhCiFyIjo6mQ4cODB8+nJdeesnU4TxGEjQhipCLdy4yZN0QkrVkZrSfgY9zASZnmgZhh7EsX4/3GrxH6J1Q5p+an3/1VW0PdQbArp/g8n/5V082/LjxLAcu3uLrnrXwdrEH4MWmXvRv5Mm0bSEsOXDZpPEJIXImJiaGTp060a9fP0aMGGHqcNIlm6ULUchF3I9g59Wd7Liyg11hu7Ays2JGhxlULlm5YAO5FQr3b0H5OrRwb0HzCs2ZemQqfXz7YGNhkz91dvgazm+Fv0fAKzvAMve7IuTWzrMR/Lz1HM/Vd6dHQIUHzyulGNO9BqGR9/jor2N4lrKjkU9p/eDl/RB3B6q0LfB4hSh01nwI148Zt8yytaDTuFxf/vbbbzN06FDeeustIwZlXNKCJkQhk5ySTNDNICYfnkyflX1otbgVn+76lMM3D9O+Yntmd5xNlZJVCj6wsEP6v4Y9OF+o8QIxiTFsvbI1/+q0cYIeUyDyLGz7Lv/qyUD43XhGLQqikqsDY7rXeOy4pbkZv/Srh0dJO16Ze5CLkffg9FqY3QUW9IFr+TiZQgiRIaVUps+3bt2af/75h5s3bxZkWDkiLWhCFBK7ru5ixfkV7ArbRXR8NGbKjNqutXmzzps0d2+Ob0nfDH/pFIiww2BuDa5+ANR3q08Z2zKsCllFR6+O+VdvpVbg3xf2/gINhoCTcRfhzUhKisbbi4O4G5fIvKGNsLNK/9elk50lM15swNM/7+K3339hbPy3qLI1Ifqq3vI3bAtYWBVIzEIUSnlo6cqt0qVLc+vWrYeei4qKwttbn1DVt29fmjVrRufOndmyZQslShh54W0jkBY0IUzsftJ9vtjzBa9sfIW91/bS0r0l37f4nu19tvNHpz8Y5j+MaqWqmTY5A7h6GMrWfJBsmJuZ09G7Izuv7iQ6Pjp/6279sT4GbvNX+VtPGr9uO8+OsxGM6V4D37KZ//L2drFnUcsoPov9hhALH5L6/6Wv53bjuL5ciBCiQDk4OFCuXDk2bdoE6MnZ2rVradas2YNzRo0aRZs2bXjmmWdISEgwVagZkgRNCBM6HXWa51c+z5IzS3ipxkts7LWRr5p9RUfvjjhZO5k6vP9JSYFrQY9tkN7FpwtJKUmsv7g+f+t39oTGr8CRBcYfy5KOA6FRTNhwhq7+5ejbIBs7MwT/S7Xtr3GnZA2evvMeYzdehWpd9Ja/HT/8b4N5IUSB+eOPP/jyyy8JCAigdevWfP7551SqVOmhc7799ls8PDwYOHAgKSkpJoo0fdLFKYQJaJrG/FPzmXBgAo7WjkxrN42m5ZuaOqyMRZ6FhJjHtnjyK+WHt5M3q0JW0btq7/yNodnbcOgPWP8pDPo736q5HZvAmwsOU8HZlm961sq65fLkP7B0MJSvi8uAZfTddIXfdlygchkHBnYaBxe2wV8j4OVtYGGdb3ELIR5WvXp1tmzZ8tjzs2fPfuhxYVwDDaQFTYgCFxUXxeubX2fc/nE0Lt+YZd2XFe7kDP7XAlTh4RY0pRSdvTtz8MZBrsVcy98YbJ2hxfsQsgXObcqXKjRN490lRwmPiWdKvzqUsLHM/IITf8GSl6BCPRiwDGwc+bCTH62rleGLlSc5ecscuk0yrOdW8ONwhBBFlyRoQhSg3WG7eXbFs+wN28uHDT9kSusplLIpZeqwsnb1EFjag0vVxw518e4CwJrQNfkfR4OhUNILNnwGKclGLfrWvQRGLQpiY/ANPuzkh7+7c+YXHF8OS4eAe4MHyRmAuZlifO/aONla8fbiIOJ92hjWc/sRrhw0asxCiOJLEjQhCkBiciI/HPiBlze8jJOVE/O7zKe/X3/TD/zPrrDDUK42mJk/dsjD0QN/V39WhazK/zgsrKDNZ/rg+6OLjFbsmmPXaDdxG6uOXmNU2yoMfsor8wuOLYVlQ8GjIQxYCtYPTyIoZW/Fd71qcer6XSasP6Ov51aiHPz9CiTGGS1uIUTxJQmaEPlM0zTe3vo2s0/M5rmqz7Gg6wJ8S/maOqzsS06E60cfG3+WVhfvLpy5dYazt87mfzw1euqTFTZ/CYn381RUREw8r847yIh5h3BztGHF680Y1bZq5onzib9g+TDwaAT9H0/OUrWu5ka/Rp5M3xHC3rAkfeuqiDOwpeBmogohiq5sJWhKqbeUUieUUseVUguUUjZKKW+l1D6l1Fml1CKllJXhXGvD43OG4175+QKEKOwWnl7I1itbea/+e3za5FNsLQp+Nfw8CT8FSXGPjT9Lq4NXB8yVOasvrM7/eJSC9l/Cnauw99dcFaFpGv8EXaXdhG1sPHmT9zr48vdrT1G9vGPmF17eD8tf1rs1+y8Ba4dMT/+4sx+epex4Z/ER7rq3gHovwu7JcGlfruIWQjw5skzQlFIVgDeB+pqm1QTMgb7At8BETdOqALeAIYZLhgC3NE2rDEw0nCfEE+n87fP8cOAHnqrwFAOrDzR1OLlz1bCDQCYtaKVtS9O4fGNWh6wmRSuAqepeT4FvZ9g5Ee5F5OjSG3fiGPbHQUYuDKJiaXtWvdmM11pVxtI8i1+Ht0JhwfPgWB76LsgyOQOwt7ZgwnMBXIu+z//9e1JPLJ089AVsE2JzFLcQ4smS3S5OC8BWKWUB2AHXgNbAUsPxOcDThvs9DI8xHG+jisxAGyGMJyE5gQ93fIidhR1fPvVl0Rlv9qiww2DtBKUy35i9i3cXwu6FEXQzqGDiajsGEu5lewsoTdNYcuAy7SZsY8fZcD7u7MeyEU2p4paNFcTv34Z5z0FKkt5yZl8622HWq1iSVwMrs/TgFdaevadvXRV1Xu+iFULkG3NzcwICAh7cxo3TZ1KvXLmSOnXqULt2bapXr860adNMHGn6slwHTdO0q0qp8cAl4D6wHjgI3NY0Lclw2hUgdRfhCsBlw7VJSqlooDSQsz9zhSjipgRN4VTUKSa1moSLrYupw8m9sENQPkDvWsxEa8/W2JjbsCpkFXXdMu4ONRpXX6g7CA7MgEYvQ+lKmZ4+Z3coY/49SUOvUnzbyx9vF/vs1ZOcCEte0JOqgX+DS873QX2zTRW2nrnJR38do+6o5pRpMEzfusqvK1Qs5EusCFFE2draEhT08B+MiYmJDB8+nP379+Pu7k58fDyhoaGmCTAL2eniLIneKuYNlAfsgU7pnKqlXpLJsbTlDldKHVBKHQgPD89+xEIUAf9d/4/Zx2fTq2ovWnm2MnU4uZcYBzdOZjr+LJW9pT2tPFqx7uI6EpMTCyA4IHC0vj/opv/L9LSDF2/x5apg2vqVYeHwxtlPzjQNVr0DIVuh20/g3TxXYVpZmDHxuQBi4pMYvewYWtvP9T1Ft8kIECEK0t27d0lKSqJ0ab0V3NraGl/fwjlpKzs7CbQFLmiaFg6glFoONAWclVIWhlY0dyDMcP4VwAO4YugSdQKiHi1U07TpwHSA+vXrP5bACVFURcdHM3rHaDwdPXmv/numDidvbpyAlMRMx5+l1cWnC2tC17A7bDctPVrmc3BACTd46k3Y+g1c/g88Gjx2SmRMPK/PP0R5Z1t+6B2AmVkOupp3T4ZDc/RdDOoMyFOoVdxK8GHHanyx8iQLj7jxfPUesP83fSaqZRGbOCJEDny7/1tORZ0yapnVSlXjg4YfZHrO/fv3CQgIePB49OjR9OnTh+7du1OxYkXatGlD165def755zEzK3yLWmQnoktAY6WUnWEsWRvgJLAF6GU45wXgH8P9FYbHGI5v1jRNEjDxRNA0jS/3fknk/UjGNR+HnaWdqUPKm7DUCQLZ67JsWr4pTtZOBbMmWqomr4ODG6z/RG/xSiM5RWPkwiAi7yXwS/+6ONllsTNAWsH/6gviVn8aWn9qlFBfbOrFU5VLM3blSW64NoHkeLi42yhlCyEeltrFmXrr06cPAL///jubNm2iYcOGjB8/nsGDB5s40vRlZwzaPqXUUuAQkAQcRm/5WgUsVEp9aXhuhuGSGcCfSqlz6C1nffMjcCEKo5UhK1kbupY36rxBTZeapg4n78IOg52L3h2XDZbmlnSo2IEV51cQmxhbMAmqtYPe1blyFBxfBrV6PTj008Yz7DwXwbfP1qJmhRxsPn/1ECwbpm/h9MxUMNJf12Zmiu971abDj9sZtdeO+eZWqJAtULmNUcoXojDKqqXLFGrVqkWtWrUYOHAg3t7ej+3PWRhka7N0TdM+Bz5/5OkQoGE658YB+bxrshCFz5W7V/hq31fULVOXITWHZH1BURB2WB9/loMZqF18urD4zGI2XdpEt0rd8jG4NOoM1DdSX/UOeDYBpwpsOXWTSZvP0bueO30aeGa/rOgrsKAv2LvC85uKEncAACAASURBVAuM3v1Y3tmWsT1qMmpREMdKVMNx/yrePd+ZpBSNpJQUkpI1/X5yCsmaRl3PkgxsXJF6FUsW3ZnAQhQSMTExHDhwgMDAQACCgoKoWLGiaYPKQLYSNCFE5pJSkvho50coFF83/xrzdLZEKnIS7umL1PrlLMkKKBNAefvyrLqwquASNHMLePZ3mNoc/nqZy90WMmpREH7lHBn7dA5aMuPvwvw++riwQf+AQ5l8CbdHQHnOh8dw9EgdBtybg4uKJta2NBZmSr+ZKyzMzEjWNDYH3+SfoDD8yjkysHFFegSUx95afnULkZVHx6B17NiRjz/+mO+++46XX34ZW1tb7O3tC2XrGUiCJoRRzDw+k8M3D/N1s6+p4FAh6wuKgmtHQUvJ9vizVGbKjE7enZh9YjaR9yMpbZv9NcPypHQl6PQtrHidjTM+JSWlI7/2r4uNZTaT5aQEWDQQbgbra52V8cu3UJVSvNPeF2q8AL/NYepT96BWepPj4V58Ev8EhfHHnlA++usY36wO5tl67gxo7EnlMtlYw02IJ1RycnK6z69eXQA7nhhB4Zu2IEQRE3QziF+DfqWTVye6+nQ1dTjGE5b1DgIZ6eLThWQtmXWh64wcVBbqDOC4UyD9781hWjsLvLK7nEZKCqx4HUK2QPdJBTcmrFwA2DjD+S0ZnmJvbUG/Rp6sGdmcZSOa0MavDPP3XaLthO30+20va45dIyVF5mEJUdxIgiZEHuy9tpdXNr6Cm70bHzf+uHiNEQo7DI4V9KUscqhKySpULVmVVRcKcDYnsPzwVfrf6EecVSmaHv4g+9spbRoDRxdBq0/yvJxGjpiZg09LPTHMYrK7Uop6FUvxY9867B7dmvc6+HIxMpYR8w7x/frTBRSwEKKgSIImRC6tubCGERtHUM6+HHM6zsHJOgezBIuCq4dy1XqWqrN3Z46GH+XynctGDCpjp67f4aO/juHr7Yl9n98h8hys/zjrC/dOhV0/Qf3B0OLd/A/0UT6t9I3fI85m+xIXB2tea1WZ7e+3olc9d6ZuO8++kMh8DFIIUdAkQRMiF+aenMv729/H38Wf2R1n42af81amQu3+bX1rozwmaACrL+T/eI/4pGRenXuIEjaWTHm+DuaVA6HpG3BgJpzKpP4Tf8HaD6FaV+g8PkezVY2mkmGniZCMuzkzYm6m+L/uNfAsZcfbi49wJ66AdnAQQuQ7SdCEyAFN0/jx4I98+9+3tPFsw7R204pfyxnAtSP6v3lI0Mo5lKOeWz2Wn11OfHK8kQJL357zkYRE3GNsjxqUcbTRn2z9CZT118eW3b3++EWhO2H5cPBopM8ANdXM25JeUNI703FombG3tmBinwCu34ljzD8njBubEMJkJEETIpsSUxL5ZNcnzDg+g95Ve/NDyx+wsbAxdVj549RKMLfSF2rNg1dqv0LYvTDmnJhjpMDStyn4JraW5gT6plkWw8JaT7wSYuHvEfpEgFQ3TsCCfnpilA9rneVYpVZ6wpjLPUzrepbk9VaVWX74Kv8eCcv6AiFEoScJmhDZEJsYy8jNI1lxfgWvBrzKp40/LR5rnaUn7g4EzYeaz4Ktc56KalyuMe0qtuP3Y79z/V46rVhGoGkam0/dpFkVl8eX1HD1hQ5fwfnNsH+a/lz0FZjbC6zsYMAysCuVL3HliE8rSLgLVw7kuojXW1emtoczH/91jGvR940YnBBFk7m5OQEBAdSuXZu6deuye7e+rVpoaCi2trYEBAQ8uP3xxx8mjvZxkqAJkYVbcbcYtn4Yu8J28VmTzxhRe0Txmq35qKD5kBADDYcbpbh36r9DipbChAMTjFLeo05dv8vV2/dp65fBorL1B0PVTvq+mqE7Ye6z+usbsAycPfIlphzzbgHKLFfj0FJZmpvxY58AEpM13l1yRJbeEE+81L04jxw5wjfffMPo0aMfHKtUqdJD+3QOGjTIhJGmTxI0ITIRHhvOoDWDOH3rNBMCJ9C7ajHfxSwlBfZPB/cG+hZPRlDBoQKDaw5mTega/rv+n1HKTGtT8A0AWlXLIEFTCnpM0dcbm90FokKg73xwq2H0WHLN1llfEDiX49BSebvY81m36uw6F8nMXReMFJzB2Y3wx9Pwz+uw4wd939OrhyA2yrj1CJEP7ty5Q8mSJU0dRo7ITgJCZOLP4D+5cvcKMzrMoK6bcRKWQu38Zn32ZuDorM/NgcE1B/PPuX8Yt38ci7ouwsLMeL96NgbfpLa7E2VKZDIe0N5F3/R82VDo8gN4Nzda/UZTqRXsmABx0WCT+4knfRt4sCn4Jt+tPU2zKi5UK+tonPh2jIfrx/Xxe/duPnzMxul/kx38uj20Yb0Q17/+mvjgU0Yt09qvGmU/+ijTc1K3eoqLi+PatWts3rz5wbHz588/tA3U5MmTad68cP1ekBY0ITKQoqWw5sIampRv8mQkZwD7poKDG1TvYdRibSxseLfBu5y5dYalZ5Yardzwu/EcuXKbNn7ZWOakcht47zzU7Gm0+o3KJxC0ZLiwI0/FKKUY92wtHG0tGLUwiLjE9Le7yZHbl+HSHnhqJLx3Fj4KgxG7oc88aP8l1OoNdi5wcResfEvfNksIE0vt4jx16hRr165l0KBBaIYFoR/t4ixsyRlIC5oQGQq6GcT1e9cZWXekqUMpGJHn4dwGaPkhWFgZvfi2nm1pVLYRkw9PpqNXR5xt8jYBAWDL6ZtoGrTJaPzZo8wK8d+k7g3B0l4fh+aXty3DXBys+a6XP4NnH+CH9af5uEv1vMV2fJn+b2pya2WvdxE/2k18ei0s6AMXtkOVtnmrUxQbWbV0FYQmTZoQERFBeHi4qUPJtkL820oI01p9YTU25ja09mht6lAKxv7fwMwS6r+UL8Urpfig4QfcS7zH5MOTjVLmpuAblHOyoXo5I3XjmZKFFXg9ledxaKlaV3NjQGNPfttxgV3nIvJW2PGl+hi50pUyP88nEKwc4NS/eatPCCM7deoUycnJlC5d2tShZJskaEKkIzElkQ0XN9DSoyV2lnamDif/xcdA0Dyo8TSUKJtv1VQpWYW+1fqy5MwSgiOD81RWXGIyO85G0LpameIzq9anlT4G8PYloxT3cefq+Lja887iI0Tfz+UuA+Fn4Pqx7I0rs7SBKu303RtSjNC1KkQepI5BCwgIoE+fPsyZMwdzc30pntQxaKm3SZMmmTjax0kXpxDp2HdtH1FxUQ+2Kyr2jiyA+DvQ8OV8r+rVgFdZHbKacfvHMbvj7FwnV/suRBGbkEzb7Iw/KyoebPu0Fermfdq/rZU5E58L4OlfdvHzlnN81Nkv54UcXwooqJHNsXvVuupbaF35Dzwb57w+IYwkOTn9PxK8vLy4f7/wrxUoLWhCpGPNhTWUsCpBswrNTB1K/tM0fWmN8nXAvX6+V+do5cjIuiM5dPMQay6syXU5m4JvYGtpTpNKRafLIkuu1aBEOaN1cwLU9nCmV113Zu8K5XJUbM4u1jQ4thS8moFjuexdU6W9vgtFsHRzCpEXkqAJ8Yi4pDg2XdpEW8+2WJkbf7B8oROyBSLO6K1nBdRV+HTlp6leujo/HPyB2MQcJg3ouwdsCs5g94CiTCl9HNeFbQ9vTZVH77T3xcwMvlt3OmcXXgvSu1xrPpv9a2wcwbulnqBpsliuELklCZoQj9h+ZTv3Eu/RybuTqUMpGPumg71rgS4/YW5mzuiGo7kZe5Pfjv2W4+tTdw9ok9HitEWZTyuIjYTrR41WZFknG4Y39+HfI2EcvnQr+xceWwpmFjlfdsWvK9y+CDeO5+w6IcQDkqAJ8Yg1F9ZQ2qY0Dcs2NHUo+S/qApxZC/Ve1DcXL0ABZQLo5tONOSfmcOlOzgbFp+4e0LpYJmiB+r952PYpPcNbVsLFwZqvVwc/WAsqUykp+liySm1yvl+pb2dAQfDKXMUqhJAETYiH3E24y/Yr2+no3bH4boae1n+/g5m5vl+lCbxV7y0szSwZun4oC04tIC4pLlvXbTpl2D3AMZPdA4qqEm5QpoZRx6EBOFhb8Ha7qvwXeot1J25kfcGlPXDnau52BXAoA55N4JQkaELkliRoQqSx+dJmElISnozuzYR7cPhPfWsex/ImCcHVzpWf2/xMGbsyfL3vazos68BvR3/jTsKdDK+JiIkn6PJtWlcrRrM3H1WpFVzaC4nGnWn2XH13qpRxYNyaYBKSshjjdnwpWNgaWsNywa+r3sUZZeQ9QYV4QkiCJkQaqy+spoJDBfxd/E0dSv47ukjf97EAltbITP2y9fmz05/M7jibGqVrMOnwJNovbc+EAxO4GXvzsfM3n8rh7gFFkU8gJMfDxd1GLdbC3IyPOvsRGhnL/H0XMz4xORFO/A2+HcHaIXeVVTPshiCtaMJEvvrqK2rUqIG/vz8BAQHs27ePwMBADhw4YOrQskXWQRPCIPJ+JPuu7WNwzcHFZ+HTjGiaPjmgrH+hWKtKKUU9t3rUc6vH6ajTzDw+kzkn5zA3eC7dK3XnpZov4VnCkzsJd1h58ghlXK5zM+kgy87c4lb8LW7F3eJuwl18S/nSokILPBw9TP2S8qZiU32pipAt+h6iRhTo60rTSqX5adNZnqnrjpOt5eMnhWyF+1FQMw+bnpesCGVr6ePQmr6R+3KEyIU9e/awcuVKDh06hLW1NRERESQkFK09YiVBE8Jg/cX1JGvJT0b3ZugOCA+GHj8X2NIa2eVbypdvW3zL63VeZ86JOfx97m+Wn12OuTInSUvST3KFkVv/d42thS22Frb8de4vxjEOL0cvmlVoRnP35tR3q1/0lkuxsgePRnB+q9GLVkrxUWc/uk3ZyS9bzzG6UzqL1x5bCtZO+q4AeVGtG2z9Bu7e0MfWCVFArl27houLC9bW+uQnFxcXE0eUc5KgCWGwOmQ1lZ0rU6VkFVOHkv/2TQPbUjlb3yoXNE0jOUXDwjznoyk8SnjwSeNPeKX2Kyw/u5z7SfeJvGPJ/N2RvNU6gMAqPpS0LklJm5LYWtgCcOnOJXZc3cGOqztYfHoxc4PnYmthS6OyjWju3pzmFZpTziGbC66amk8gbB4LMTf1QfdGVLOCE8/UqcCsXaEMaFQRj1JptjNLvK93S1Z/Ou8ze/26wtav4fQqk01EEaa3Y/EZIi7HGLVMFw8Hmj9XNcPj7du354svvqBq1aq0bduWPn360LJlS6PGkN9kDJoQQFhMGEHhQU/G1k63LsLp1VDvBbC0zbdq7ick8/xve2k/cTtht3M/2N3F1oXh/sMZWXckRLfA4n59htTrTI3SNSjvUP5Bcgbg6ehJf7/+TG07lZ3P7+TnNj/To1IPzt4+y9i9Y+m8vDOHbhwyxsvLf6nbPu2bCjdP6ePCjOjd9r4oYPz6RxavPbMOEmKglhGS9zLVoaS3LLchCpyDgwMHDx5k+vTpuLq60qdPH2bPnm3qsHJEWtCEgAdbDj0R3Zu7J4EyhwZD862K+KRkXp57kP0XorC1NKfv9L0sGN6YCs65Twgf7B5Q2TVbuwfYWtjSwr0FLdxboGkaF6IvMGT9EKYemcr09tNzHUeBKRcAzp6w4wf9ZmYJLlWhTDUo46cnP2X8wNkLzHL+t3Z5Z1uGNvfm5y3nGfyUN7U9nPUDx5fqCxd7tcj7a1BKnyW891d9QoqNU97LFEVOZi1d+cnc3JzAwEACAwOpVasWc+bMMUkcuSUtaEKgJ2j+rv64l3A3dSj56+51OPQnBDwPTvnzWpOSUxi1MIjtZ8IZ19OfecMacys2gT7T9uR8L8g0Tt/Qdw9om4vZm0opfJx9eKH6C+y5tofjEUVghXszc3j9ALyyE3r+Bk1fB2cPfRPyzV/Cwn4wqQ6M84Cji3NVxSstK1Ha3oqvUhevjYuGM+v1jdHNjfT3u183SEnUyxWigJw+fZqzZ88+eBwUFETFihVNGFHOSYImnnjnb5/n9K3TT0b35p4p+pflU6PypfiUFI0Plx9jzfHrfNLFj+caeBDg4cy8oY24cz+RvtP35jpJ2xSsL7mRl90Devv2xtHKkd+P/Z7rMgqUhbU+E9L/OWg7BvotglHHYPRVGLoZuk8Bt5rw9wg4tynHxZewsWRUu6rsvxDFhpM34NQqfXmP3CxOm5EK9cGhLJySzdNFwYmJieGFF16gevXq+Pv7c/LkScaMGWPqsHJEEjTxxFt9YTVmyowOXh1MHUr+io2C/2bqSyeUrmT04jVNY+yqkyw9eIWRbaowtLnPg2P+7s7MG9qYmPikXCdpG4Nv4J/H3QPsLe3p59ePTZc2cf72+VyXY3LWDuBeD+oOhP5LwNUPFg+Ca0dyXFTfBh5UcrVn3JpTJB9donerujcwXqxmZlCtM5zdYPSFd4XISL169di9ezcnT57k6NGjLF++HBcXF7Zu3Ur9+vVNHV62SIImnmiaprHmwhoalm2Ii23Rm4adI3t/hcR70PztfCl+4sazzNoVyktPeTGq7eMzYWu5OzFvaCNi4pPoM20PFyPvZbvs1N0D2hhh94D+1fpja2HLjGMz8lxWoWDjqCdptiVhXm99EkgOWJqb8Vm3GkRHXoOQraTUeNb4S69U6wqJsUbfvkqI4kwSNPFEOx5xnMt3Lxf/7s24aH1pDb9u+sByI/t9RwiTNp2ldz13Pu1SPcOFfmtW0JO02MRk+k7fS2hE9pK0LUbcPcDZxpneVXuz+sJqrty9kufyCgXHctB/KSTFwdxn9dbSHGhZ1ZUptS9iTgo/R9TO3mbqOeHVXF9XTXYVECLbJEETT7TVF1ZjaWZJm4rGXa290Pnvd4iPhubvGL3oRf9d4stVwXSqWZZvetbCzCzz1peaFZyYP7QxcYYk7UImSZqmadyJS2Tt8euUdbShRnlHo8Q8qPogzJQZs0/MNkp5hUKZavD8Qrh9CRb0zXF3YpPYrYTbevPDEUt+3nLOuLFZWEHVDnB6DSQnGbdsIYopWWZDPLGSU5JZF7qOZhWa4WhlnC/+QinhHuz5GSq3g/J1jFr0yqNhfLj8GC2quvJj34BsL0hbvbwj84c1pv/v++g7fQ9vt6tK1L1Ebt6N4+bdeG7eSf03nvuJyQAMaOxptC243Ozd6FG5B3+d/YtXar9SfLq3KzaFntNhyYuwbCg894c+GzQrURfg0h5KB37MMzfcGb/+DGUcbXiuvhG3zPLrBscWw6Xd4G2EJTyEKOYkQRNPrAM3DhB+P7z4d28enAOxkdDiXaMWu/NsBG8tCqKeZ0mmDqiLtUU2EoE0/Mo5Mn9YI/r/to8Plh0DwN7KnDKONpQpYY2/uzNlSljj5mhNmRI2tPI17mr6g2sMZvnZ5fxx8g/erpc/4/JMosbTcPcbWPuhfuv0XfpjylKS9T03g+brXY9mlpj59+JbRy8iYuIZvfwYrg7WtMrDrNmHVG4DFjb6orWSoAmRJUnQxBNrZchK7C3tCfQINHUo+ScpXl+Y1qu5UTdFvxOXyLtLjlCxtD0zX2qAnVXufpVUK+vI1vcCCb8bj5ujDfbWBfcrycPRgw5eHVh0ahFDag7ByboYLaLaeAREX9GXVXGsAM3SLKsSeV5Pyo4shDtXwMYZ6gzUd5Yo5YMV8OuAevSZtodX5x1iwfDGBKQuYpsXVvZQqY2eDHb6ttDtAStEYSNj0MQT6X7SfTZc3EC7iu2wscj9sg2FXtA8uHvN6GPPvl1ziht34/i+lz+ONpZ5KquEjSU+rg4FmpylGlJzCLFJsSw4taDA68537cbqe61u/BwO/QGH58HMTjC5LuycoI9Z6zUL3jkNXcbr660ZOFhbMOulBriUsGLw7P8yHSeYI35d4c5VCCsi222JIk0pxcCBAx88TkpKwtXVla5duwIwYcIEhgwZ8uD4vHnz6NKlS4HHmRFJ0MQTadvlbdxLvEdXn66mDiX/JCfCzon6QqE+gUYrdl9IJPP2XeKlpt7U8SxptHJNwbeUL4HugcwNnktsYu53OSiUzMzg6V/11tMVb8A/r0LMDWjzGbx1AgYsg5o9wTL9P1DKlLBhzksNARg0cx/hd+PzHlPVjvo2Y7I3pygA9vb2HD9+nPv39QkzGzZsoEKFCg+Ov/nmmxw8eJBdu3Zx+/ZtPvnkEyZPnmyqcB8jCZp4Iv0b8i9udm40KGvEBTkLm2NL9Rl9Ld41WndSXGIyo5cfw72kLe92MM3+esY21H8o0fHRLD2z1NShGJ+FNfSZC60/gcHr4I2DemuqY/lsXe7j6sCMF+oTcTeBl2bvJyY+jzMw7UqBT0t9a6qU5LyVJUQ2dOrUiVWrVgGwYMECnn/++QfHLCws+OWXX3jttdd4//33GTx4MD4+PhkVVeBkDJp44kTFRbHr6i4G1dCXWiiWUpL1DbbdaumtFkYyadNZQiLuMXdIo1yPOytsarvWpmHZhsw5MYe+1fpiZW5l6pCMy9YZWryX68vreJbk5/51GPbHQV6dd4jZLzbIcimVTNV9AZa8oG9NVbV97ssRRcaW2dO5eTHEqGWWqehDqxeHZ3le3759+eKLL+jatStHjx5l8ODB7Nix48Hxpk2b4ufnx8aNGwkODjZqjHlVTL+dhMjYmgtrSNaS6ebTzdSh5J/gFRB5Vt81wEitZyfCopm2PYRe9dxpVqWYLEthMLTWUG7ev8mK8ytMHUqh1LqaG//XvQbbz4QzY+eFvBXm2xnsXeHgbKPEJkRm/P39CQ0NZcGCBXTu/PiM/ZiYGA4cOEBiYiLh4eEmiDBjxeNPYCFyYFXIKnxL+lKl5OPbERULmgbbf4DSVaB6D6MUmZScwgfLjlLSzopPuhh/JwJTa1yuMTVK12Dm8Zk8XflpLMzkV+Oj+jfyZNuZcL5fd5rmVV2oVjaXawdaWEGdAbBrEtwJy3Z3qyi6stPSlZ+6d+/Ou+++y9atW4mMjHzo2Oeff86AAQNwc3PjrbfeYsmSJSaK8nHSgiaeKBeiL3As4hjdKhXj1rMz6+DGMb31LDuLlGbDjJ0XOH71Dv/XvQbOdsWsCxB9ttewWsO4fPcyGy5uMHU4hZJSim961sLR1oK3Fh0hPikPY8jqDgItWZ9ZKkQ+Gzx4MJ999hm1atV66Pljx46xatUqPvjgA4YPH87FixfZsKHw/P+XBE08UVaFrMJMmdHJu5OpQ8kfmgbbvwdnT6jV2yhFhkbcY8KGM7Sr7kbnWmWNUmZh1MqzFT5OPvx27DdStBRTh2M0t+Nus+XSFqO8JhcHa8b19Cf42h0mbjib+4JK+egziw/9IZMFRL5zd3dn5MiRDz2naRojRoxg4sSJ2NjYYGZmxi+//MLIkSNJSEgwUaQPkwRNPDE0TWNlyEoalW1EGTvjrkpfKCQnwYrX4eoBfaaeed7WJwP9Pftw+VGszM0Y26Om0bZaKozMlBmv1H6Fs7fO8uuRX00dDgBhMWHcjL2Zq2vP3jrLmN1jaLe0HW9ueZNNlzYZJaa21d3o28CDadvP819ozjZlf0i9FyH6EpzfYpS4hHhUTEzMY88FBgaycuVKlFLs3LmTTp3+98d6/fr1OXnyJFZWhaOXQBI08cQICg/iasxVulYqhmufJcbpM+MOz4WWH+gz5Yxg4X+X2RsSxUdd/CjrVIwX9DXo6NWRpys/zdQjU9l00TgJTW6tubCGzss702ZJG55f+TzTjkzjdNRpNE3L8JrklGS2XNrC0HVD6bmiJytDVtLFpwslrEqw7fI2o8X2SdfquJe05e3FQblfesO3C9i5wMFZRotLiOJERsKKJ8bK8yuxtbClrWfbgq98w+dw9SD0nQ82Rt6YPe4OLOwHoTv0fRcbvWyUYm/ciePr1cE09ilF3wZG3DS7EFNK8UnjTzh/+zwf7fyI+U7zqeRcqcDj+Pvc33y26zPqutWlWYVmbLm8hSlBU5gSNIUKDhUI9AiklUcr6rrVxdLMkrsJd/n73N/MD57PlZgruNm5MbLuSHpV6YWzjTOxSbHsuLqDFC3FKEvLOFhbMPG5AJ6btoex/57k217+OS/Ewgrq9IfdU+DudShRfLvPhcgNSdDEEyEhOYG1oWtp5dEKO0u7gq08MQ7+mwEJd/VEqv/SDFdvz7GYcJjbE26ehJ6/g79xxp1pmsanfx8nISmFcT39i3XX5qOsza2ZGDiRPiv78ObmN1nQdQGOVkZOqjOx+PRixu4dS5NyTfip9U/YWtgytNZQIu5HsO3yNrZc3sLSM0uZFzyPEpYlCCgTwMEbB4lNiiXANYCR9UbSxrMNlmb/6+Ju4d6CNRfWcCLiBLVca2VSe/bV9yrFyy0r8evW87St7ka76m45L6TuC7DrJzj8Z57WahOiOJIuTvFE2HF1B3cS7phm9ua5DXpyVneQ3sq1fJhxBkbfuggz20PEWXh+odGSM4C1x6+z/uQN3mpXFS8Xe6OVW1S42bsxsdVEwu6F8cH2D0guoIHsf578k7F7x9LSvSWT20zG1sL2wTEXWxeerfosU9pMYXuf7fzY6kfaVGxDSHQIbTzbsLDLQv7s/CcdvTo+lJwBNCvfDDNlxvar240a71ttq+JXzpEPlx0lIiYXW0GVrgTeLeHgH5BSfCZmCF1m3fFFhSlfgyRo4omw8vxKStuUpnG5xgVf+fHlYFcaukyEDl/ri8iuflefcZlbN07CzA4QGwmD/oEq7YwW7p24RD5fcYLq5RwZ2szbaOUWNXXK1GF0w9HsvLqTKUFT8r2+347+xnf/fUe7iu2YGDgRa3PrDM+1s7SjjWcbxj41lrXPruXr5l9Tw6VGhuc72zhT27W2UcehAVhZmPFjnwDuxiUxevmx3H2ZpU4WCNls1NiEadnY2BAZGVmkkzRN04iMjMTGxjTjb6WLUxR70fHRbLuyjT6+fQp+AdKEWDizFvz7gLkFNHkNYm7Crh/Bvgy0Gp3zMi/vh3m9wcIGXloDbhl/MefGd2tPERETz+8v1MfC/Mn+G+453+cIjgrm92O/KCkWyAAAIABJREFU41vKl45exts2K5Wmafwc9DPTjk6ji08Xvnzqy3z5nLZwb8FPh34iPDYcVztXo5XrW7YE73Xw5avVwSw5cIXncjpesVpXw2SB2VDZBONDRb5wd3fnypUrhW51/pyysbHB3d3dJHVLgiaKvfUX15OYkmia2Ztn10FiLNTs+b/n2o6Be+GwbRw4uEKDodkv78w6WPKiPqB64F9Q0suo4R68GMW8fZd4qak3/u7ORi27qBrdcDTnbp3js12f4e3ojW8pX6OVrWkaEw5OYPaJ2fSs0pPPGn+GuZEWF35U8wrN+enQT+y4uoOeVXpmfUEODGnmzaZTN/i/f0/QpFJpPErlYJynhRUE9IO9v8hkgWLE0tISb+8ntwXeGJ7sP4/FE2Hl+ZX4OPlQvVT1gq/8+HJwcIOKT/3vOaWg2yR9E/NV78KJvzMvIyUFTq+F2V1h/nP6uJ3B64yenCUkpTB6+THKOdrwTvuqRi27KLMyt2JC4ARKWJZg5JaRRMdHG6XcFC2Fr/d9zewTs+nr25fPm3yeb8kZQNWSVXGzczN6NyeAmZlifO/amCnFqEVBJCbncDxZ3RcgJQmCZGcBIVJlK0FTSjkrpZYqpU4ppYKVUk2UUqWUUhuUUmcN/5Y0nKuUUpOUUueUUkeVUnXz9yUIkbGrMVc5dPMQXX26FvxMxPi7cHa9vh/mo1+85hbQaxZ4NNInDYSk86WZGKd3+/zSCBb0gagQaDcWXloLDsZfaPe3HSGcuRHDFz1qYm8tjetpudq5MqHVBG7G3uS9be+RlJLLtb/S+Hb/tyw8vZAXa7zIR40+MsryF5lRStHSvSV7ru0hIdn4K6W7l7Tjq561OHjxFl+tCs7ZxS6Vwas5HJwjkwX+n737Doviavs4/p3dhaX3Dgooir0Clthi7y12EzWaaIymmqJpmjxJjIl50/OkaTTFWBG7MWpsEVCwNxQQ6SC9l2Xn/QM08YkFpMyC53NdXsDuzsxPQ+DeOefcRxAqVPYnwmfAblmWWwDtgYvAQmCfLMvNgH0VXwMMAZpV/JkNGEZLbuGBtCN6BwDDmgyr+4tH7AZdEbQec/vnjc1gylqwawprp0LS6fLH89PgwAfwSWvY9lz5XLOxP8Bzp+GhZ0FrUeNRr6bl89m+Kwxt60L/+2mX8ABo79ieN7u+SXBSMJ+d+Kxa5zqefJw1l9YwteVUXuz8Yp29eejl0YtCXSFhKWG1cv6R7d2Y+ZA3q47GEHQyoWoHd54BWdfg6oHaiCYI9c49CzRJkqyAXsAKAFmWS2RZzgJGAasrXrYaGF3x+SjgJ7lcCGAjSZJrjScXhHuQZZltUdvo7NwZNwu3ug9wPhAs3aDRXVaOmtrCY4FgagO/PAJbny0vzA4sBfdOMH0bzDlU3kKjBrZuuh1Zlnl981m0ahWLR9TsgoOGZkyzMUz0nciq86sITgy+r3OUlpXyXsh7uFu481yn5+r0zm6AawBatZZD8TXbbuOfFg1tQYC3HQsDz3AhMafyB7YcUb7aOXxVrWUThPqkMnfQmgDXgR8lSTopSdIPkiSZA86yLCcBVHy8MebiDsT94/j4iscEoU5dSL9ATE4MI5oo0PusKBsi90Lr0aC6x/9mVm7waGB5b7TTv0G7CfB0KEzdAN69yues1aLAEwkcjUrnlSEtcLZq+Ns5VddLfi/hZeXF4qOLySv5915/9/LzxZ+Jyo5iUcCiW/qc1QVTjSkBLgEcij9Ua+0PjNQqvpzSEWtTI576JZzsgtLKHajRQocpyJd2sPf4WSKSc2slnyDUF5Up0DRAJ+C/six3BPL5ezjzdm732+RfPwkkSZotSVKYJElh9X0ZrmCYtkVvw1hlzACvmusRVmmXdkJZCbSu5Go5x+bwdAi8eBFGfgFOLWo3X4WM/BLe3XGBzp62TA1oXCfXrO9MNCb856H/kJyfzMfhH1fp2KS8JL45/Q0PN3qY3o1611LCu+vl0Yu43DhicmJq7RpOliZ8PbUzSdmFPL/uJHp95YrBvDZTkfQ6woO+ZOjnh1my9TzZhZUs8AShgalMgRYPxMuyHFrx9UbKC7aUG0OXFR9T//H6fzbC8QAS//eksix/J8uynyzLfo6ONdeTRxAASvWl7Lq6i96NetfpNj03nQ8E68bg4Vf5Yyydwdyh9jLdxrs7LpBbpOP9MW1RqR6c7Zyqq4NTB6a3ns7Gyxs5mni00sctO74MWZZZGHC397i1q5dHL4BaHeYE6Oxpy1vDW/FnxHU+23flnq+/mJTDiDUphOhb8ZTlYab4u7M6OIa+yw+wPiyu0kWeIDQU9yzQZFlOBuIkSbrR/KcfcAHYCkyveGw6sKXi863AtIrVnF2B7BtDoYJQV/6M/ZOMogxGNR1V9xcvyICo/eXDmwa8h+VfkWkEnkhgTu8m+LpYKh2n3pnXYV6VhjoPxR9iX+w+5rSfo8ycyApuFm742PjUeoEG8GhXTx7p5MFn+66w/1LKHV+3ISyO0V/9RX6xDofes7EuSuA/7dLZNr8HnvZmvLLxDI98c5Sz8TXT4kQQ6oPKruJ8BvhVkqQzQAfgfeADYIAkSVeAARVfA+wEooFI4Hvg6RpNLAiVsObSGtwt3Onh3qPuL35pe3lPpzut3jQARaVlvL75LF72ZjzTt5nSceolE40J7/Z4l9SCVJaHLb/ra4t0Rbwf+j7e1t5MbzX9rq+tC708enEi5QS5JbU7z0uSJN4b04bWblY8v/YUMWn5tzxfVFrGwk1neHnjGTo1tmX7sz3w6T0FzB3hwAe0cbVk41PdWT6+PXEZBYz86givbz5LZv6d24ToyvTEZRTwV2Qav59PpkQn2nYI9VOlmh3JsnwKuN1YTb/bvFYG5lUzlyDct4iMCMJTwlnQeUGtNv68o/MVHf7dOtb9tSvpi/1XiEkv4NcnumBipMC/UQPR3rE901tN58fzPzLQcyDd3bvf9nU/nP2BhLwEVgxcgVEtrcatil4evVh5biVHE48yyGtQrV7LxEjNN492ZvgXR3jql3ACn+6OmbGGa+n5zP3lBBeScpj3cFNe6N/8763F+r8NW56G02tQdXyUcZ09GNjamU//uMLq4Bh2nE3ixQHNcbI0IS6jgGsZ+cRmFBKbnk98ZiG6fwyHDmjlzJdTOqLViO9zoX6RDGEjUz8/PzksrHb68ggPniVHl7Ajegd7x+/FWmtdtxfPT4PlzeGh56D/4rq9diXFphfQ9+MDjOzgxv9N6KB0nHqvuKyY8dvGU6grJHBkIJbGtw4Xx2THMHbrWAZ6DeSDnh/c4Sx1S6fX0Xtdb/o06sN7Pd6rk2sevHydGT8eY2R7N4a2deWlDadRSRKfTGxP3xb/03tPr4dVQ+F6BDwTDmZ2N5+6lJzD4i3nCb2acfMxa1MjGtuZ0djejMZ2ZnhWfH4+IYf3dl6kbwsnvp7aSbwZEWqMJEnhsixXYZJx1Yl24UKDkl2czY7oHQxrMqzuizOAi1tBLrt1700Ds/9SCjq9zAv9xXZONUGr1vLuQ+/y2K7H+DjsY5Z0X3LzOVmWeS/0PUzUJrzk95JyIf+HRqXhIfeHOJJwBL2sr/VdDAB6N3dkwYDmLN9zmS2nEmnnYc1XUzrdft9OlQqGfQzf9IR9b8OIvxsDt3CxYu3sroRfy8RYo8LTzhxrs9vfleze1AEzrZrXN59jzs/hfPtYZ1GkCfWG2ItTaFACrwRSVFbE5BaTlQlwLhDsm4FzG2WuXwmhVzNwtzGt2obWwl21c2zH9NbT2XRlE38l/HXz8d+v/U5IUgjPdHoGB9O6XaF7L708epFRlMG5tHN1ds2n+/gwrZsnT/b0ZsNT3e7+PejcGrrOLd/+Ke74LU9JkoSflx3tPGzuWJzdMLWLJ8seacuhK9d58qcwCkvKauKvIgi1TtxBExqMMn0Z6yLW0dm5M752vvc+oKblpsC1v6DXywa7elOWZUKvZtDHV7S2qWnzOszjYNxBFh9dzOZRm5GQ+PDYh7S0a8mE5hOUjvcvPdx6oJJUHIo/RDvHdnVyTZVK4p1RVXjz0mdh+ZueHS/Ck3+W72F7Hyb6N0atUvHyxtPMXHWcFTP8MDM23F9/siyTVVBKam4xqblFpOSUf0zNKSa3SMcTPb1p6apA+yChThnud6ggVNGh+EMk5CXwYucXlQlwYQvIeoNevXklNY+M/BK6NrFXOkqDc2Oo89Fdj7I8bDnmRuakFabx2cOfKbNY5R5sTGxo79ieQ/GHmN9xvtJxbk9rCYOXwobpELYCusy571ON6+yBRiXx4vpTzPjxOD/O8Mdcazi/AtPzinkj6Bxn4rO5nld829WnlloNelnm4OXrBM7tTmN7cRe8ITOc705BqKY1l9bgbOZM38Z9lQlwfjM4tgSnlspcvxJCo9MB6OotCrTa0NaxLTNaz2DluZWoJBXjm4+nrWNbpWPdUS+PXnx24jNSC1JxMnO69wFKaDUKmvaD/e+Wf27pUqXDY2JiGD58OOfOnWN0R3fUKolp81+m2++2tDXPYcyokYwbN46MjAz69evHs88+y+OPP15Lf5nbi0zNZeaqMJJzihjaxgVnaxOcLE1wstTibFX+0clKi5mxhsjUXB75bzDTfzzGxqe6YW+hrdOsQt0Rc9CEBiE6K5qQpBAm+k5Eo1LgfUdOIsQGG/TiAICQ6AzcrE1oZFe3e0A+SJ7u8DRNrZtio7Xh2U7PKh3nrnq69wTgcPxhhZPchSTB0I9AVwx73qj26Ua0d2NoGxcSsws5fCWNghId2dnZDBo0iNmzZ9d5cXbkShpjvj5KQYmOtbO78umkjiwa0pJZPbwZ0d6NAG87vBzMbw7J+jhZsmK6H4lZhcxcHUZBia5O8wp1RxRoQoOw5tIajFRGPNL8EWUCnA8C5MrvvamA8vln6XRpYo9koHPkGgKtWstPQ39i/fD1yqwkroLmts1xMXepk10FqsW+KfR4Ac5ugOiD1T5dM2dLxnT0IKughI93nKHHwwOYPHkyc+fOrYGwlfdr6DWm/3gMN2tTguY9RKfGtpU6zs/Ljs8nd+RsfBbz15xEVyaa8TZEokAT6r3ckly2Rm1liPcQ7Ezs7n1AbTgfCC5twcFHmetXQtT1fNLySujirdC/0QPEytgKZ3Pne79QYZIk0cu9F8FJwZSU3bk7v0Ho8TzYesOOBaCrflZfF0u6NbXn/OYviTVqxO+SH78di63yKs/4zAJWH43hh8PRJGcXVeqYMr3Mf7Zf4PXN5+jZzIGNc7vhYVu1+WSDWrvwzqg27L+Uymubz2IIPU2FmiXmoAn13taorRTqCpnSYooyAbJiIf449HtLmetXUsiN+WdigYDwD708erH+8nrCksPuuBOCQTAyLR/q/HUcBH8BPRdU6rA73S2WJAlXa1NGDB5AaPgpSvOzWBR4lmW7LzE5oDGPdfXEzebfUwFkWeZcQg5/XEjmj4upXEzKufnc+zsv8pCPQ/nOB61cMDX+9+KQ/GIdz609yd6Lqczo7sUbw1r+vYNCFT3a1ZOUnCK+2B+Ji5UJLw5UYPW6UGtEgSbUa3pZz2+XfqOdYztaO7RWJsSFLeUfDXh4E8r7nzlbafEUK7+EfwhwDUCr1nIo4ZBhF2gAzQZAy5Fw8CNoMw5sPe95iL29PZmZmbc8lpGRgbe3NwBTp0ymd6+e/PLLO6xcuZH1p9P59mAU3x2KZnBrFx5/yIu2HtYER6Wz92IKey+kkpxThEoCP087Xh/akv6tyu+WBp6IJ/BEAs+tPYWFVsPQti480skDfy87VCqJxKxCZq0OIyI5h3dGtWZaN69q/5O8OKA5KTlFfL4/EmdrE6Z2ufe/iVA/iAJNqNeOJh7lWs41ZbfQifkL7H3Azlu5DPcgyzIh0el0E/PPhP9hqjElwCWAg3EHedX/VcP//hi8FCL3we6FMPm3e77cwsICV1dX9u3bR79+/cjIyGD37t0899xz/PnnnwA8//zzJCUl8f6LT7Bz505S8lryc8g11h6LZcfZJIzVKkrK9JgZq+nVzJH+rZzp28IJO3PjW661YKAvL/RvTujVDDadiGfHmSTWh8XTyM6UYW3dCDwRT0FJGStn+NPHt2ZWzZZvSN+W67nFvBl0DgcLLYNaV22lq2CYxBw0oV5bc3EN9ib2DPQcqEwAWS4f3vQIUOb6lXQ1LZ/rucVieFO4rT6N+hCfF8+p66eUjnJv1h7lDWwjdsKlnZU65KeffuLdd9+lQ4cO9O3bl8WLF9O0adNbXrNs2TIaNWrEY489hruNCa8NbUnIa/14d3QbpnRpzI8z/Dnx5gC+eawz4zp7/Ks4u0GlkujW1J7l49tz/I3+fDKxPZ525nx7KAojtYpNc7vXWHF2g5FaxVdTO9HWw4ZnfztJWEzGvQ8SDJ7YLF2ot2JzYhm+eThz2s9hXod5yoTIuAqfd4Dhn4DfTGUyVMJvx2JZFHiWfQt609TRQuk4goEpKC1gSOAQmts25/uB3ysd597KSmHzHOg6Dzw6K52mUtLzijHXamp1L9D0vGLGfRNMRn4JQfMewtvBvNau9aCri83SxR00od5aG7EWtaRmfPPxyoWIr9gj0MNfuQyVEBKdjqOllibiB7ZwG2ZGZsxsM5OQpBDCkuvBm2W1EYxbWW+KMwB7C22tb9Rub6Fl9eMBSBLM/SWcolKx72h9Jgo0oV4qKC0g6EoQAzwHKNsBPf44GJmX7yBgoGRZJjQ6gy7edoY/v0hQzATfCTiYOvDlqS9Fy4Z6rLG9GZ9M7MCl5Fze2nJO6ThCNYgCTaiXtkdvJ7c0lyktFWqtcUP8cXDvdN+bONeFa+kFJOcU0UXMPxPuwlRjyhNtnyA8JZxjyceUjiNUw8O+TjzT14f1YfGsD4tTOo5wn0SBJtRLv136jZZ2LWnv2F65EKWFkHzW4Ic3Q6+W9z/r1kQ0qBXublzzcTiZOfHVqa/EXbR67vn+zene1J43g85xITHn3gcIBkcUaEK9E5cbR2RWJKN8Rik7ZJd4CvQ6wy/QojNwsDAWiwOEe9KqtcxuO5uTqScJTgxWOo5QDWqVxOeTO2JjZsTTv4aTU1SqdCShikSBJtQ7IUkhAHRz66ZskHqwQOBG/7Mu3qL/mVA5Y5qNwdXcVcxFawAcLLR8OaUTcZmFvLrxjPjvWc+IAk2od4ITg3E2c8bbSuHGsPHHwNYLLByVzXEX8ZmFJGYX0UUMbwqVZKw2Zk67OZxNO8vhhMNKxxGqyd/LjlcH+7LrXDIr/4pROo5QBaJAE+qVMn0Zx5KP0c2tm7J3hGQZ4o4b9N0zgOCK/Te7eIsFAkLljfQZibuFO1+eFHfRGoInezZhYCtnlu68SPi1zHsfIBgEUaAJ9cqljEtkF2fT1bWrskFyEiAv2eB3EAiNzsDO3JhmTmL+mVB5Riojnmr/FBczLvJn3J9KxxGqSZIkPhrfHjcbU+avOUF6XrHSkYRKEAWaUK8EJ5VPXO7i2kXZIHEVbQg8arWRdLWFXk0noGKjZkGoiuFNhuNp5cnXp75GL+uVjiNUk7WpEV9P7UR6fgnPrztFmV7cGTV0okAT6pWQxBCa2zbHwdRB2SDxYaAxAec2yua4i/jMAuIzC8X8M+G+aFQanmr/FBGZEey9tlfpOEINaONuzdsjW3P4Shpf7L+idBzhHkSBJtQbhbpCTqSeoJurwqs3oXwFp1tH0Nx+w2RDEBpdvmGy2CBduF9DvIbgbe3N16e+pkwvtg1qCCb5N2JsJ3c+3XuFhZvOkF0g2m8YKlGgCfXGyZSTlOpL6eqm8PwzXTEknTL44c2Q6HRszIzwdbZUOopQT6lVap5u/zRR2VHsubZH6ThCDZAkiffHtGVO7yZsCI+n/ycH2XU2SSwGMUCiQBPqjeCkYIxURnR2VniD5OSzUFZi8Cs4Q69miPlnQrUN9BqIj42PuIvWgJgYqVk0pCVb5j2Ek6WWub+eYM7P4SRnFykdTfgHUaAJ9UZwYjAdnTpiqjFVNsjNBrWGu4IzMauQ2IwCsf+mUG0qScW8DvOIyYlh59WdSscRalAbd2u2zHuIRUNacPDydQb830F+CbmGXiwgMAiiQBPqhfTCdCIyI5RvrwHlKzitPMDKVekkd3Rj/80u3mKBgFB9fRv3pYVdC74+9TWFukKl4wg1SKNWMad3U/a80It2jax5I+gcE78LJjI1T+loDzxRoAn1QmhSKGAA2ztB+QpOA59/FhqdgZWJhpauVkpHERoAlaTiZb+XSchLYPnx5UrHEWqBp705v8zqwkfj2nE5JY+hnx3m4z0RJGaJglwpokAT6oWQpBCsjK1oaddS2SC5yZAdC40Md3gTyhcIBHjboRbzz4QaEuAawIzWM1h/eT37YvcpHUeoBZIkMd6vEXtf7M3A1s58sT+Sh5btZ+oPIQSeiKegRKd0xAeKKNAEgyfLMsFJwXRx7YJapVY2TD3YID0lp4iY9AKxvZNQ457p+Awt7Vqy5OgSUgtSlY4j1BJHy/JN1g++3Idn+zYjNqOAF9efxu/dvSxYf5qjUWlinlodEAWaYPBicmJIzk82jPln8cdBZQQu7ZROckchFftviv5nQk0zUhuxrNcyisuKee3Ia2KHgQbO096cFwY05+BLD7N+TjdGtHPj9/PJTPk+lJ4f/sny3yO4mpavdMwGSxRogsELSQoBMJAGtWHg2h6MTJROckch0RlYajW0chPzz4Sa523tzav+rxKaFMpP539SOo5QB1QqiQBvO5aNa8fx1/vz2aQO+DhZ8PWBSB5efoAJ3wazKTyewpKqt2EpLdNzIjZTzHW7DY3SAQThXoITg3G3cKeRVSNlg5SVQsIJ6DxD2Rz3EHo1HX8x/0yoRWObjeVIwhE+O/kZAa4BtLJvpXQkoY6YGqsZ1cGdUR3cSckpYtOJeNYfj2PBhtMs2XqekR3cmOjfiLbu1kjS7X8GxWUUcPDydQ5evk5wVDp5xeVz21q7WTGglTP9WzrT2s3qjsc/KESBJhg0nV7H8eTjDPIapHQUSDkPukKDXsGZkFVI9PV8JvopXMwKDZokSSzpvoSxW8fy6qFXWTd8HWZGZkrHEuqYs5UJT/fxYW7vphy7msG643FsOhHPr6GxtHCxZJJ/I0Z3dEerURNyNZ2DEdc5dPk60RXDou42pozs4MZDTR2IzyzgjwspfLbvCp/uvYKbtQn9WzkzoJUzXbztMdY8eAN+okATDNq5tHPkleYZSHuNigUCBryCc/3xOCQJhrY13B5tQsNgrbVmaY+lPLHnCT48/iFLui9ROpKgEEmS6NLEni5N7FkyqjVbTyWyPiyOJdsu8P6uSwCU6PRoNSq6NrHn0a6e9PZ1pImD+S13yeb0bkpaXjH7L6Xyx4UU1ofF8VPwNSy1Gnr7OvLKoBY0tn9w3giIAk0waMFJwUhIdHHponSU8gLNwhmsDfPulK5Mz/qwOHo2c6SR3YPzQ0xQToBrAI+3eZyV51bS070n/Tz7KR1JUJiViRGPdvXk0a6eXEjMIfBEPAC9mjsS4G2HidHdV+I7WGiZ4NeICX6NKCot48iVNPZeTGHHmSROxmaxaW53XKwNdw5wTRIFmmDQQhJDaGnfEhsTG6WjlBdoHv5goPMiDl6+TlJ2EYtHtFY6ivAAmd9hPqFJoSwOXkwbhzY4mzsrHUkwEK3crGjldv/zE02M1PRv5Uz/Vs5M7eLJ5O9DeHRFKOvndMPO3LgGkxqmB29QV6g38kvzOXP9jGGs3sxPh4xog+5/tiY0FkdLLf1aOikdRXiA3Gi9UVJWwmtHXhMbqgu1oq2HNd9P8yM2o4AZPx67ubCgIRMFmmCwwlPC0ck6uroZQP+zhLDyjwZaoCVmFfJnRCoT/DwwUov/rYW65WnlyaKARRxLPsaP539UOo7QQHVras/XUzpxPjGHJ1eHUVTasN8MiJ/kgsEKTgxGq9bS0amj0lHKN0iX1ODWQekkt7U+LA69DJP8GysdRXhAjfYZzSCvQXxx8gsOxR9SOo7QQPVv5czy8e0Ijk5n/pqT6MoabrNkUaAJBis4MZjOzp3RqrVKRymff+bSBozNlU7yL2V6mXXH4+jZzEEsDhAUI0kS73R/B19bX14++DIRGRFKRxIaqDEdPXhnVGv2XkzhlY1nGuy2U6JAEwxSakEqUdlRhrG9k76svEGtgQ5vHrycSlJ2EVMCxN0zQVlmRmZ82e9LLIwtmLdvntivU6g107p5sWBAcwJPJvDO9gvIcsMr0kSBJhikm9s7GUL/s+uXoCTXYAu0NaFxOFho6d9KrJ4TlOdk5sRX/b4ipySHZ/Y/Q0FpgdKRhAZqfl8fZvXwZtXRGD7de0XpODVOFGiCQQpJDMHOxI7mts2VjvJ3g1oDLNCSs4vYfylFLA4QDEoLuxYs772cSxmXWHR4kVjZKdQKSZJ4Y1hLxnf24LN9V1h55KrSkWqU+IkuGBxZlglJCqGLSxdUkgF8i8YfB1M7sGuidJJ/EYsDBEPVy6MXr/i/wv64/Xx64lOl4wgNlCRJLB3blsGtXXhn+wUOXr6udKQaYwC//QThVpFZkVwvvG4Y7TUA4gyzQe0/Fwc8SNufCPXH1JZTmdxiMqvOr2LD5Q1KxxEaKI1axaeTOtDE0Zw3gs5SWNIw7tiKAk0wODfnnxlCg9rCLEiLgEaGN7x56PJ1ErIKmSwWBwgG7BX/V+jh3oP3Qt7jaOLRu75WL+s5n36e1edXs+vqLrKLs+sopVDfmRipeX9MW+IyCvlsX8OYjya2ehIMTnBiMF5WXrhaGMCG3/GG26B2zbFYHCyM6d9SLA4QDJdGpeGjXh8xbfc0FhxYwM9DfsbH1ufm84l5iQQnBhOcFExoUihZxVk3n1NJKto5tKOnR096uvekhV2LWzbXFoR/6trEnvGdPfj+cDSjOrjR0tVK6UjVIgo0waCkFaYRnBjM1JZTlY4Cej2Ca5w9AAAgAElEQVQcXg6mtuDup3SaW5QvDkhldq8mGGvEjXDBsFkYW/BV36+YsnMK8/bN4wW/FwhPDickKYSYnBgAHE0d6eXRi66uXeni2oWk/CQOxx/mSMIRvjj5BV+c/AJHU0d6uPegh3sPurl1w9LYUtm/mGBwXhvakn2XUlkUeJbAud1RqepvQS8KNMGgbI3aik7WMbb5WKWjwOk1EBsMI78ErYXSaW6xISyOMr3MJP9GSkcRhEpxtXDly75fMmP3DF4++DKmGlM6O3dmgu8Eurl2o6lN01vujjmZOdHesT3zO84nrTCNvxL+4nDCYfZe28vmyM1oJA2DvAcxs81Mw1jtLRgEW3Nj3hjWkhfXn+bXY7E81tVT6Uj3TTKE5m5+fn5yWFiY0jEEhellPSM2j8DB1IHVQ1YrGyY/Hb70A4fm8PguUBnOXaoyvUyvD//E28GcX57oonQcQaiSSxmXyC3Jpb1je4zVxlU+XqfXceb6Gf649geBVwIp0BXQy6MXs9rMopNzp1pILNQ3sizz6IpQzsRls3dBb5ytTGr8GpIkhcuyXKtDK4bzW0d44B1PPk5sbizjmo9TOgrsfQuKc2D4/xlUcQZw+IpYHCDUXy3sWuDv4n9fxRmUz2nr5NyJVwNeZc+4PczvMJ+z188yffd0pu2axsG4g+jlhrs/o3BvkiTx7ui2FJfpeWfbBaXj3LdK/+aRJEktSdJJSZK2V3ztLUlSqCRJVyRJWidJknHF49qKryMrnveqnehCQ7Px8kasjK0Y4DlA2SDXguHkL9BtHji3VjbLbfx2LBZ7c2MGiJ0DhAectdaaOe3n8Pu431kUsIiU/BTm75/PI1sfYVvUNkr1pUpHFBTi7WDOs3192HE2if2XUpSOc1+qcmvgOeDiP75eBnwiy3IzIBOYVfH4LCBTlmUf4JOK1wnCXWUUZbAvdh8jm47ERFPzt6MrrawUtr8A1o2g96vK5biD1Jwi9l5MZZyfh1gcIAgVTDWmTGk5he1jt/N+j/cBeO3Ia4zYPILo7GiF0wlKmd2rKT5OFrwZdJ6CEp3ScaqsUj/hJUnyAIYBP1R8LQF9gY0VL1kNjK74fFTF11Q8308S66KFe7jxbveRZo8oGyT4K7h+EYZ8CMbmyma5jQ3h8ZTpZSaLnQME4V+MVEaMaDqCTSM38WXfLynUFbLgwAIKdYVKRxMUYKxRsXRsWxKyCuvlXp2VfQv+KfAKcGNg3x7IkmX5RkkaD7hXfO4OxAFUPJ9d8XpBuC1Zltl4eSMdHDvc0h+pzmVegwMfgO8waDFUuRy3Icsye84n8+NfMTzkY4+Xg+EVj4JgKFSSit6NerO051KisqJ4L+Q9pSMJCvH3smNyQCNWHLnK+cT61fj4ngWaJEnDgVRZlsP/+fBtXipX4rl/nne2JElhkiSFXb/ecPbOEqouLCWMmJwY5RcH7Hq1fDunIYY1Kh8Snc7Y/x5l9s/hWJloWDSkpdKRBKFe6O7WndntZrMlagtBkUFKxxEUsnBwS2zNjHgt8CxleuU7V1RWZe6gPQSMlCQpBlhL+dDmp4CNJEk3+qh5AIkVn8cDjQAqnrcGMv73pLIsfyfLsp8sy36Ojo7V+ksI9dvGyxuxNLJkoNdA5UJc2gGXd0GfhWBjGL3FziVkM33lMSZ9F0JSVhHLHmnLnhd60cbdWuloglBvzG0/lwCXAN4LeY8rmfVvmEuoPmszI94c3orT8dn8HByjdJxKu2eBJsvyIlmWPWRZ9gImAftlWZ4K/AncuOUxHdhS8fnWiq+peH6/bAjN1gSDlFWUxd5rexnedDimGlNlQhTnwc5XwKkVdH1amQz/EJOWzzO/nWT4F0c4FZfFa0NbcODlPkz0b4xGLRYGCEJVqFVqlvVahrmROQsOLqCgtEDpSIICRrZ3o2czBz76PYKo63lKx6mU6vy0fxV4UZKkSMrnmK2oeHwFYF/x+IvAwupFFBqybdHbKNGXKLs44OAHkBMPwz8BtZFiMVJzi3gj6Cz9/+8gey+kMP9hHw698jCzezXFxEitWC5BqO8cTB34sNeHXMu5xjsh7yDuGTx4JEli6di2mBipmbXqOJn5JUpHuqcqFWiyLB+QZXl4xefRsiwHyLLsI8vyeFmWiyseL6r42qfiebHGWbitG4sD2jm0w9fOV5kQyecg+GvoNA0ad1UmA+X/FtNWHGPtsTimdGnMwVf68NIgX6xNlSsYBaEhCXANYG77ueyI3sGmK5uUjiMowMPWjO+mdSYxu4infgmnRGfYDY3FeImgmJOpJ4nOjlZucYBeX97zzNQG+r+tTIYKp+KyuJScy39Gt+GdUW1wslSwF5wgNFBPtn2Sbq7dWBq6lIiMCKXjCAro7GnHR+PaEXo1g9c2nzXou6miQBMUs+nKJsyNzBnkNUiZADGHIP4Y9F8CZnbKZKgQeCIBEyMVw9u5KppDEBoytUrN0p5LsdHasODgAvJK6sdcJKFmjergzrP9mrExPJ7/HoxSOs4diQJNUER2cTa/x/zO8CbDMTMyUybEtWCQVNB6jDLXr1CsK2Pr6UQGtXbB0kQMaQpCbbI3tWdZr2XE58bzdvDbBn0HRag9L/Rvxoj2bny4O4Ld55KUjnNbokATFLE9ejvFZcXKLg6ICynfa1NrqVwGYP/FVLILS3mkk4eiOQThQeHn4sf8jvPZHbObdRHrlI4jKECSJD4a146OjW14ft0pzsRnKR3pX0SBJtS5G4sDWtu3pqW9Qk1Xy3QQHwaNuihz/X/YdCIBZystD/k4KB1FEB4YM9vMpKd7Tz48/iHphelKxxEUYGKk5rvH/LA31/LE6jCSsmt+SzBJkvIkSWorSdKpij8ZkiRdrfh8792OFQWaUOfOpJ0hMitS2Z0DUs9DSR40Um7lJkB6XjEHIlIZ3dEdtUpsWSsIdUUlqXi6w9OU6ks5lnxM6TiCQhwttayc4U9BSRmzVoWRX1zzm6rLsnxWluUOsix3oLxX7MsVX/e/23GiQBPq3MbLGzHTmDHEe4hyIWJDyz82VvYO2pZTiej0shjeFAQFtLBrgYWRBceTjysdRVCQr4slX07pyKXkHJ5be8pgtoMSBZpQp3JLctl9dTdDvIdgbqTght9xIWDpBtbKbusUeDKetu7WNHdWdh6cIDyINCoNnZw7iQJNoI+vE4tHtGbvxRTeCDpHam6R0pFEgSbUrR3ROygqK2J88/HKBok7Bo0CyjdHV0hEci7nEnJ4pJO7YhkE4UEX4BJATE4MqQWpSkcRFDa9uxczH/Lmt2OxdHl/H5O/C2FNaCwZCu06IAo0oU4FXgmkhV0LWtm3Ui5EdgJkxym6cwDAphPxaFQSI9q7KZpDEB5kfi5+AOIumgDAWyNasffFXjzbtxkpOUW8tvksAe/tZfrKY2wMjyenqLTOsmjq7ErCAy8iI4KLGRdZGLAQScE7V8SFlH9UcAWnrkzP5pMJPNzCCXsLbeWPy8xEbW6OZGxci+kE4cHRwrYFlkaWHE8+zrAmw5SOIxgAHydLXhhgyfP9m3EhKYdtp5PYdjqRlzacxjhQRR9fxzrJIQo0oc4ERQZhpDJimLfCPwRjQ8HIDFzaKhbhSGQa13OLq7Q4QF9QQPTgIajt7HBb9gGm7drVaCZZr6c0NpaiiMsUR0SgLyzE6YXnRTEoNGhqlZrOzp3r7A6aWq2mbdu/f/ZMmjSJhQsXsn37dt588030ej2lpaU899xzzJkzp04yCbcnSRKt3axp7WbNq4N9ORWXxbbTSWw/k1gn1xcFmlAnSstK2RG9gz6N+mBjYqNsmLgQcO8MauW69m86kYCNmREPt6j8O7Hcffspy85GBmImT8FhzmwcnnrqvgqospwciiMibhZjRZcjKL58Bbmwog+QJIEso/Vtjs3o0VU+vyDUJ/4u/hyIP0ByfjIu5i61ei1TU1NOnTp1y2OlpaXMnj2bY8eO4eHhQXFxMTExMbWaQ6gaSZLo2NiWjo1teX1YSzRvVO44WZYt/ufrGZW9pijQhDpxKP4QmcWZjPZR+Jd9cR4kn4MeLygWIaeolD3nk5no3witRl3p47K3b0Pj6kqToM2kvL+UtK//S+6BA7gvW4a2WbN7Hi/LMoXh4WSsXk3uvv3lm8UDamtrtC1aYDN+HCa+vmh9W6Bt2oSYCRPJWPkj1qNGKTskLQi1zN/FHyifhzai6Yg6v35ubi46nQ57e3sAtFotvr6+dZ5DqJy66lkpCjShTgRFBuFo6kh3t+7KBkkIB7lM0QUCO88kUazTM7YKw5u69HTyj/yF/czHUVtb47bsAyz69yN58RKuPjIOx+eew27GdCT1vws+ubSUnN2/k7F6NUXnzqGytsbu8RmYd+mC1tcXjZPTbQswu1kzSVq4iPwjR7Do2bNaf2dBMGS+dr5YGVsRlhJW6wVaYWEhHTp0uPn1okWLmDhxIiNHjsTT05N+/foxfPhwJk+ejEol1vE9yESBJtS6tMI0DiccZnrr6WhUCn/LxYUCEnj4KxZh04l4mjqa097DutLH5OzaDWVlWA3/+5eH1YABmHXqRNLixaR+9BG5f+7HbelSjBuV93Yry8oic/0GMn/9FV1KCsZeXrgsfgvrUaNQmd17g3rroUO5/smnpP+wQhRoQoOmklR0du7MsaTa31HgdkOcAD/88ANnz55l7969LF++nD/++INVq1bVeh7BcIkCTah126O2UyaXMcpnlNJRIDYEnFqCqTLz4K6l53M8JpNXBvtWadgwZ9s2tL6+mPg2v+Vxjb09Hl98QfaWLaS8+x7Ro0bj9NyzlFy7RtbmIOTCQsy6dcXl7SVY9OqFVIV35JKxMXbTppH60UcUnjuPaZvWlT5WEOqbAJcA/oz7k6S8JFwtXBXJ0LZtW9q2bctjjz2Gt7e3KNAecOL+qVCrZFkmKDKIdo7taGLdRNkw+jKIP17eoFYhgScSkCQY07HyzWlLYmMpPH0a6xHDb/u8JEnYjB5Nk61bMG3fjpSlH5C1YSNWQ4bgvSUIzx9/xLJPnyoVZzfYTJyAysKCjJUrqnysINQnN+ehpVR9NWdyfjIFpQX3fe28vDwOHDhw8+tTp07h6el53+cTGgZxB02oVefSzhGVHcVb3d5SOgpcvwTFOYptkK7XywSejOehpg64WptW+rjsbdtAkrAadvf2JEZubjResYKCsDC0TZqgcXCobmTUFhbYTppI+sofcXwh7ubwqaGQS0rIDw0ld88e8kNCMQvwx+HJJzH28lI6mlDPNLNthrXWmuPJxxnZdGSVjv3g2AdczrzM9jHbUUl3fyP0v3PQBg8ezOuvv86HH37InDlzMDU1xdzcXNw9E0SBJtSuoMggTNQmDPYarHSU8uFNUGyD9OMxGcRlFPLigOb3fnEFWZbJ2bYdM39/jFzvPewiqVSYB9TsHULbx6aRvvonMlatxuXNSq4tr0X6oiLy//qL3D17yP3zAPqcHFTm5ph26kTO9h1kbw7CavAg7GfPxqRFC6XjCvWESlLh5+xX5X5oyfnJ/Bn3JzNaz7hncQZQVlZ228d37txZpesKDZ8o0IRaU6QrYtfVXfTz7IelsQFsBh4XCuZOYOutyOUDTyRgbqxmUOvK91kqOneekpgY7GbNrMVkd2fk7IT18OFkbdqEw/x5aGxt6+zasiwjl5SgLyigICSEnD17yDt4CLmgAJW1NZb9+mE5cADm3buj0mrRpaWRsfonMtesIWfnLiz69MF+zmzMOnass8xC/eXv4s++2H0k5CXgblG5aQjrI9YjyzITfCfUcjrhQSMKNKHW7I/dT25prvK9z26IDSm/e6ZAT6/CkjJ2nE1iSFtXzIwr/79d9ratSEZGWA0aVIvp7s1+5uNkb95M5po1OM6bV2PnlWWZ1A+WkXf4MHJJyS1/9KWlUHrrvndqe3ushw/HctBAzAMCkIxubTascXDAacGL2D8xi8w1a8hY/RPXJk/BLCAA+zmzMe/eXfR0E+7on/3Q3H3uXaCVlJWw6comenv0rnRBJwiVJQo0odYERQbhZu5GgItyk/Jvyk2GrGsQ8KQil99zIZm8Yl2VtnaSdbqbd4HUVla1mO7etM2aYdG7N5m/rsF+1ixUJiY1ct7sLVvIWL0as65d0Tg5IhkbozI2RjIyRjK+9Y9J61aYde58215v/0ttbY3D3LnYTZtG5oYNZKz8kbhZT2DSvh2N/vtfNHZ2NZJfaFh8bHyw1dpyPPl4pd5Y/nHtDzKKMpjUYlIdpBMeNKJAE2pFcn4yIUkhzGk/p1LzMmpdXGj5RwUWCFxKzmHZrkt42JrSxbvyhUF+SChlaWlY3WH1Zl2zmzWT2GnTyQ4KwnZS9X8hlSYlkfLe+5j6dabxih8qVXhVlcrcHPsZM7CdMoXswECS336HzF/X4PjM/Bq/llD/qSQVfi7l89BkWb7n3da1l9bS2LIx3dy61VFC4UFiAL85hYZoa9RWZGRGNTWA3mdQvkG6xgRc29fpZQ9EpDLuv8GUyTLfPNoZVRW2CMnZtg2VpSUWvXvXYsLKM/P3x6RdO9JX/oh8h4nOlSXLMkmvv4FcVobb++/XSnH2TypjY2wnTcK8Rw+yNmxA1ulq9XpC/eXv4k9SfhIJeQl3fd3F9Iucun6KSS0mGcabUKHBEd9VQo2TZZktkVvwd/HHw7LyQ3q1Ki4E3DqBpuobi9+vX0KuMWt1GI3szAia9xBt3Cu/c4C+sJDcP/7AavAgVFptLaasPEmSsJ85k9LYWHL37qvWubLWriX/6FGcX3kZ48aNayjhvdlOmoguNZW8f/ScEoR/ujEl416rOddGrMVUY2oYDbiFBkkUaEKNO5F6gtjcWMO5e1ZSAEmn66y9Rple5r0dF3gj6By9mzuy4aluVep7BpC7fz/6goJbtnYyBJYD+mPUuDHpK1Ygy/J9naMkNpaUDz/CvHt3bCZOrOGEd2fRuzcaFxcyf1tbp9cV6o8m1k2wM7G7a4GWXZzNzuidDPUeipWxsvNDhYZLFGhCjQuKDMJMY8YAzwFKRymXeAL0OmhU+wVaQYmOub+E8/3hq8zo7sV3j3XGQlv1qZ4527ajcXHBzN+vFlLeP0mtxv7xGRSdOUNhWFiVj5fLykhc9BqSRoPre+/W+YpKSaPBZvw48v/6i5LY2Dq9tlA/SJKEv4s/x5KP3fFNSFBkEEVlRUxuMbmO0wkPElGgCTWqoLSA32N+Z5DXIMyM7r0hd524uUCgdgu01JwiJn4bwt6LKSwe0YolI1ujUVf9fzFdZiZ5R45gPXzYfW3PVNusx4xBbWtL+oqVVT42Y/VPFIaH4/z6a5VqvFsbbMaNA7WazHXrFLm+YPj8nf1JKUghPjf+X8/pZT3rItbR0akjvna+CqQTHhSG99NfqNf2XNtDoa7QcHqfQfkCAYfmYFZ7rRUuJecw+qu/iLqex3eP+fH4Q/ffDDdn1y7Q6bAaYVjDmzeoTEywnTqVvAMHKI6MrPRxxZGRXP/0Uyz69cN6lHLD30bOzlj27Uv2pkD0JSWK5RAMl79reT+0Y8nH/vXc0cSjxOXGMclXtNYQapco0IQaFRQZhKeVJx2dDKRzu15ffgetFu+ehUan31ypuX5ON/q3cq7W+XK2bUfbrBkmvob77tx26hQkExPSvvsOWa+/5+vl0lISFy5CZW6O69tLFG8WazNpImVZWeT+vkfRHIJh8rbyxsHU4bYbp6+9tBZ7E3vDmcIhNFiiQBNqTFxOHOEp4YxqOkrxX8A3pV2GoqxaK9Ay8kuY/9tJnKy0VV6peTslcXEUnjxpsHfPbtDY2mI7cQI5W7cRNWgwad9+h+769Tu+Pu377yk6dw6XxYtrZBP36jLv1g2jxo3JXCsWCwj/JkkS/s7+HE86fss8tPjceA7FH+KR5o9gpDa6yxkEofpEgSbUmKCoICQkRjQ1oOIi7sYG6TXfoFaWZV4LPEtWQQlfTu5U5ZWat5OzfTsA1sOHVftctc3ppZdwW74cI1dXrn/yCVce7kv8M8+Ub9v0jz5phefPk/b1f7EaPhyrwcpuWXWDpFJhO3EiheHhFF2+rHQcwQD5ufiRWphKbO7fi0nWR6xHJakY33y8gsmEB4Uo0IQaUaYvY0vkFrq7d8fFvPKbgde6uGNgZg/2PjV+6o3h8ew+n8xLA31p5Vb9pfayLJO9bTtmfn4YubnVQMLaJRkZYT18GJ4/rabJrp3YTZ9GQVg4cU/OJnLAAK5//TUlcXEkLVyIxtYWlzdeVzryLazHjkEyNiZr3XqlowgG6EY/tBvz0Ip0RQRGBtK3cV/D+hknNFiiQBNqxNHEo6QUpDDWZ6zSUW4VG1I+vFnDQ66x6QUs2Xqerk3seKJnkxo5Z9GFC5RERxv88ObtaL29cX75ZZodPID7p5+g9fIi7fMviBowkOIrkbi++x/UNjZKx7yFxtYWy8GDyN6yBX1+vtJxBAPjaeWJo6njzX5ou2N2k12cLRYHCHVG7MUp1IjNkZux1drycKOHlY7yt7zrkBEFnabV6Gl1ZXpeWH8KlUri4wkdUFdh+6a7ydm6DcnIyGCGAe+HZGyM1eDBWA0eTElsLFmBgaitbQxmu6r/ZTtpEjlbt5G9cye248WwlfC3/+2HtvbSWppaN8XfxV/paMIDQtxBE6otoyiDP+P+ZHjT4YY1cbaW+p/990AU4dcyeXd0G9xtqj/vDCD/2DEy167Fom9f1NbVW2hgKIwbN8bp+eexf3yG0lHuyLRjR7TNmpG1VvREE/7N38WftMI0tkdv53z6eSa2mGg4C6CEBk8UaEK1bY/ajk6vM7zhzbgQUBuDW821/Dgdl8Vn+64wsr0bozq418g5C8+fJ37u0xi5u+OyZHGNnFOoHEmSsJk8iaLz5yk8e1bpOIKBuTEPbemxpZhpzBjRpP5NPxDqL1GgCdUiyzKbIzfTzqEdPrY1PxG/WuKOgWsHMDKpkdMVlOh4Yd0pnCy1/GdUmxo5Z3F0NHFPPIna2prGK1egsbWtkfMKlWc9ciSSmZlouSH8SyPLRjiZOZFbksuIpiOwMLZQOpLwABEFmlAtZ9POEpkVyehmBrRzAEBpISSerNEN0t/bcZGr6fksn9Aea7PqD+WWJiQQO3MWqNU0XrkCIxexMkwJagsLrIcPJ2fHTsqys5WOIxgQSZJu3kUTiwOEuiYKNKFaAq8EYqoxZYjXEKWj3Cr0WygrAd+hNXK6/ZdS+DU0lid7NqF70+o3WtWlpxM7cxb6/Hwa//A9xl5e1Q8p3DfbSRORi4rI3rJV6SiCgXmy3ZO80/0dwxshEBo8UaAJ962gtIDdMbsZ4DnAsG7956fD4Y+h+WDw7F7t06XlFfPKxjO0cLFkwcDm1T5fWU4OsU88SWlKCo2+/QaTFi2qfU6hekxatcKkfTsy1627pXO8IDSxbsKYZmOUjiE8gESBJty3Pdf2kF+az9hmBrY44OAyKMmHAe9U+1SyLLNw0xlyinR8NqkjWo26WufTFxYSN/dpiiMj8fjiC8w6dap2RqFm2E6cRElUFAXH/73/oiAIQl0TBZpw3zZf2YyXlRednAyoyEiLhLAV0Hk6OFZ/s/ENYfHsvZjKwsEt8HWxrNa55JIS4p97jsITJ3D/cBkWPXtUO59Qc6yGDEZlZSVabgiCYBBEgSbcl5jsGE6knmC0z2jD6gu0dzFoTKDPomqfKjW3iHd3XCDA244Z3b2qdS65rIzEhQvJP3QYl7eXYDXEwObsCahMTbEZM5qcP/6gODJS6TiCIDzgRIEm3JfNkZtRS2pG+YxSOsrfrh2FS9uhx/Ng4VTt07297QJFOj1Lx7ZFVY3dAkqTk0l4/nlydu7C6eWXsJ0wodrZhNphN3MWahtr4p6eR1lWltJxBEF4gIkCTagynV7H1qit9PToiYNp9Vc01ghZhj1vgKUbdJ1X7dPtu5jCjjNJPPOwD00d728BhL64mLRvviVqyFDyDh3G6eWXsZ81q9rZhNpj5OyEx+efo0tKIuHFF5F1OqUjCYLwgBIFmlBlh+MPk1aYZlg7B5wPhIRw6PcmGJtV61R5xTreCDqHr7Mlc3o3rfLxsiyTu38/0cNHcP3TT7Ho2ZMmO3ZgP2tmtXIJdcOsY0dcliwm/2gwqR8tVzqOIAgPKLFZulBlgZGBOJg60NOjp9JRyumKYe8ScGkL7SZW+3Qf7b5Eck4RX0/thLGmau9hiqOjSXl/KflHjmDs05TGP67EvFu3amcS6pbNI49QdCmCjNWr0bZogc0YA2vEXCE/OJi0b77FZuwYrEcZ0HQDQRCqTRRoQpVcL7jO4fjDTG89HY3KQL59jn0HWbHwWBCoqtcGI/xaJj+FXGN6Ny86Nq78tktleXmkffU1GT//jMrUFOfXFmE7eTKSkQFtHi9UifOrr1AceYXkt95C6+2FaYcOSke6SXf9OikfLCNnxw4kExMKQkMpPH0a54ULkYyNlY4nCEINEEOcQpVsjdpKmVzGGB8DadxYkAGHPgKfAdD04WqdqkSnZ1HgGVytTHhpUOVbdBSEhxM1eAgZq1ZhM2Y0TXfvwm7aNFGc1XOSRoP7//0fGhcX4p55htKUFKUjIZeVkfHLr0QNGUrunj04zJtH87+OYDdzJplrfuPatOkGkVMQhOoTBZpQabIsExQZRCenTnhZeykdp9yhj6A4t0aa0n57MIrLKXn8Z3QbLLSVvzuYuvxjJCMjvNavx/U//0Fjb1/tLIJh0Nja4vHVl8j5BcTPfwZ9cbFiWQrPniVmwkRS3n0X03btaLJtK47PzEdlbo7zKy/j/uknFF2+zNWxj5B/7JhiOQVBqBmiQBMq7UTqCWJyYgxn54D0KDj2PXR8DJxbVetUkal5fLE/kmHtXOnX0rnSxxVFRFB48iR206Zh2rZNtTIIhsmkeXPcPvqQorNnSX7rrTrfCqosJ4fkd94hZsJEdKmpuP/fx43m33AAACAASURBVDRa8cO/9m+1GjwY7/XrUFtaEvv4TNJXrRLbVglCPSYKNKHSNl/ZjLmROQM8Bygdpdy+t0FtDA+/Vq3T6PUyrwWexcRIxeIRVSv0MteuRdJqDXYSuVAzLPv1w+HZZ8jespWMH1fVyTX1JSVkbQokaugwMteuw/axR2myaydWQ4fesTm01scHr40bsOz7MKkfLCNxwQL0+fl1klcQhJplILO8BUOXV5LHnmt7GNZkGGZG1WtjUSNiQ+HCFujzGli6VOtUa4/HcSwmgw8faYeTpUmljyvLyydny1ashgxBbWNTrQyC4XOYO5fiiMukLl+OtpkPFj1rZxVzcVQUWes3kL1lC2VZWZi0a0fj777FpFXl3jyoLSxw//xz0n/4geuffErxlSu4f/45Wm/vWskrCELtuGeBJklSI+AnwAXQA9/JsvyZJEl2wDrAC4gBJsiynCmVv7X7DBgKFAAzZFk+UTvxhbqy+sJqCnWFhtH7LPMa7FwAFi7QfX61TpWaU8TSXRfp1sSe8X4eVTo2Z/s29AUF2E6qfmsPwfBJkoTb0veJiYkh7snZGDdpglnnTph26oxZ504YNWp039ue6YuKyP39dzLXb6AwPBw0Giz79cNmwnjMu3VDUlVtsEOSJByefBLT1q1JWPASMeMn0OjbbzDr3Pm+8gmCUPeke81RkCTJFXCVZfmEJEmWQDgwGpgBZMiy/IEkSQsBW1mWX5UkaSjwDOUFWhfgM1mWu9ztGn5+fnJYWFj1/zZCrTgcf5h5++YxvMlw3u/5vnJBSgrgr0/hr89AUsHY76Hl8Ps7lU5PXrGO1wLPsj8ild+f74W3g3mlj5dlmaujx4BKhXfgJsPaj1SoVbr0dLICAykMP0HByZPos7MBUDs6YNapM2adOmLaqTPapk2QNBowMrrj90dRxGWyNmwge+tW9Dk5GHk2xnbCBKxHj66xxSaliYnEznoCXWoqjX9ciWm7djVyXkF4kEmSFC7Lsl+tXqOqk0glSdoCfFnxp48sy0kVRdwBWZZ9JUn6tuLz3ypeH3HjdXc6pyjQDFd8bjwTt0/E1dyVn4f+jKnGtO5DyDJcCILf34CceGgzrnzVprX7HQ8pKi1j+e8RxKTnk1ukI6+44k+RjtxiHSU6/c3XvjzIl3kP+1QpUsHJk1ybPAWXt9/GdqLYW/NBJev1lERFURB+goIT4RSeOElpfPy/X6hSlRdrGg2SRoOkVoNaTVlaGpKREZYDB2IzYQJmAf61UuyXpqRw7dHHKMvOxnP1KkxatqzxawjCg6QuCrQqzUGTJMkL6AiEAs43iq6KIu3G7tTuQNw/DouveOyWAk2SpNnAbIDGjRvfR3ShthXpinjxwIvIyHzS5xNlirOU87DrVYg5DM5t4ZHvwbP7PQ/7YNclVh2NoZWrFZYmGlytTTDXarDQarAw0WBZ8bmLtQkDWlV9DlvW2rWozM2xHj7sfv5WQgMhqVRomzVD26zZzaHu0pQUCsPDKU1MRNaVIet0yLpSKCtDLtWVf12mA50OrY8PViNHorGtfFPk+2Hk7Iznqh+JefQxYmfOwvOn1WibNavVawqCUD2VLtAkSbIANvH/7d13eFRV+sDx75mSSTLplYSQhN6ko6BIEXvvixUUy7p2V5dVV3fXVVfddXVVdNdesaz87KiIAgqKSAud0EnvPTOTKff8/pghJBAgSMoQ3s/zzHPnnnvn3ndOYOadc+49B+7UWtcc4FdeSxv2aabTWr8EvAT+FrTWxiE6htaaR35+hI0VG3n+5OfpEdWjYwNwVsKCx2DZKxAaBWc/BaOuadVMAfM3FfPGTzu55oRM/nre4DYPzVtZSc1XXxNzySWY7K3vFhVHB2tyMtazzursMPZh7d6djDdeZ9dVV7Nr+nQy3357n6E6hBDBo1VXniqlrPiTs1la648CxcWBrs3d16mVBMrzgKbf5mlAQduEKzrK7C2z+XTbp9w07CYmpE3o2JOvnQ3PjoRlL8Po6XDbSjj2ulYlZyU1Lv7w4RoGdIvk3jMHtEt41R99jHa7iZGbA8QRJiQjg/Q3Xgefwa5rrsXdUnesECIoHDRBC9yV+SqwUWv9VJNNnwHTAs+nAZ82KZ+q/MYC1Qe6/kwEn7Wla3ls6WOM6z6Om4be1LEnL1oLH/8W4nvDbxfB2U9CeFyrXmoYmrs/XE2928tzl48g1Hp483K2RBsGlf/7gLBRowjt16/Njy9Ee7P17k36a69iOJ3kXHMtnqKizg5JCNGC1rSgjQOuBiYrpbICj7OAx4FTlVJbgFMD6wBfAtuBrcDLwM1tH7ZoLxWuCn7//e9JCk/iifFPYD7MyccPic8Dn9wMYbFwxf+g26GNzP/ajztYtKWMB88ZRN/kyHYJsX7JEjy7coi97LJ2Ob4QHSF0wADSX3kFX1UVOddci7e0tLNDEkLs5aDXoGmtF9PydWUAJ7ewvwZuOcy4RCfwGT5m/DCDCmcFb5/1NtG26I4N4Md/Q9Ea+M1brW41221dfjVPfL2J0wYlc8Vx7XfTSdX772OOjSXy9NPa7RxCdISwIcfQ46WXyLn+enKmTyf9rbfa7GYFs9nMkCFD0FpjNpuZOXMmJ5xwAjt37mTgwIH079+/cd/f//73TJ06tU3OK0RXIjMJiEYzs2aytHApfzvhbwyKP7y5LQ9ZyUb4/h8w6AIYdP4hvdTh9nL7e6uIt9t44uKh7TYmmae4mNr5C4i/9hpMISHtcg4hOlL4yBH0+M9/yL3xRnKunU73f/6jTe7uDAsLIysrC4C5c+dy33338f333wPQu3fvxm1CiP2TuTgFAN/lfMcra1/hkn6XcGHfCzv25D6vv2vTFglnPXnIL3/osw3sKK/nqSnDiLW3X+JU9eFsMAxipsjNAaLrsI85jrTnn8dTWMj2Cy6k6NG/4wsMvtsWampqiG3nYUSE6IqkBU1QUFfAA4sf4Jj4Y7jvuPs6PoAlM6FgJVz8KkQkHtJL56wp5IPludw8qTcn9E5opwBBe71Uffgh9hNPJKRHBw85IkQ7izhxHL2//orSZ56h8p13qPniCxLvupOYiy/2D6p7iJxOJ8OHD8flclFYWMj8+fMbt23bto3hw4c3rj/33HOMb6d5TYU4kkkLmuCFrBdw+9w8OelJQswd3HVXuhkW/B0GnAPHXHxIL82vcnLfR2sY1iOGu05t3zsqaxcswFtcTOzlcnOA6JossbGk/PWv9Py/2YT06kXRn//Czkt/g2PlqkM+1u4uzk2bNvH1118zdepUds9as7uLc/dDkjMhWiYJ2lFue/V2Pt/+OVMGTKF7xP6nTmoXhg8+vQWsYf6BaA/h2jGfobnr/Sx8hubZy4ZjNbfvP+Wq997HkpJCxMSJ7XoeITpb6KBBZLzzNqlPPom3vJxdV1xB/owZeIpLDv7iFhx//PGUlZVRKneKCnFIJEE7yr2Q9QI2s43rjrmu40++9L+Q9wuc+QREJrf6ZVprnvl2M7/srODhC44hI759R/N379pF/U8/EXPpJb+qu0eII41Siuhzzqb3l3OIv+m31H71NdvOPJOyl1/GcLsP6VibNm3C5/MR30aTvwtxtJBr0I5i2RXZzN05lxuG3EB8WAd/eJZvg+8ehr6nw9DWXXSvtWZhdilPf7uZNXnVXDiiOxeNTGvnQKHyg/+BxULMJZe0+7mECCYmu52kO+8k5qKLKH7iH1S+M4u4K6+Eg9zFvPsaNPD/v33zzTcxB37c7H0N2vTp07n99tvb700IcYSSBO0oNnPVTCKtkUwbPO3gO7clw4DPbgNzCJz774N2bWqt+X5zKf/+dgtZOZVMbsjj3dp19C4ZgLcyo90mmtZaox0Oqj/6iMiTT8aalNQu5xEi2IWkp9Pj+Zl4KyowhYcfdH+fz9dieWZmJk6ns63DE6JLkgTtKLW6dDUL8xZy24jbOn5A2mWvwK4f4byZEJW639201izeWsbT8zazemc551Vt4sGcxYTv3IIpIoKKH7+j8rXXiP3NpcRdcw3WlJRWh+DauJHqTz6hbuH3GE4n2utF+3zg8ex53uRLRm4OEAIscYc2gLQQ4teTBO0oNXPVTGJtsVw18KqOPXHlTvj2r9D7ZBjR8rm11vy0rZyn521mw9ZCLi1ewZ93/IitvISQzEzi/vpXoi84H09uLuWvvErFrHepmPUu0eeeS/z112Hr3bvF43pLS6n+/AuqP/2UhuxssFqJGDcOc0I8ymJBWawosxlltYDFgjJbUFYLlsREwseMab86EUIIIfaidt/63JlGjx6tly9f3tlhHDWWFS1j+tzp3DP6no7t3tQa3jof8lfCzUsgZt/xxLTW3PreKpYu3cjleUs4bfsSLE4H4cceS9y11xIxaSLK1PzeFk9+PuVvvEnVhx+iXS4iTjmZhBtuIGzYMIyGBurmz6fqk0+oX/wj+HyEDh1K9PnnEXXWWe3WPSqEEKLrUkqt0FqPbtdzSIJ2dNFaM/WrqRTUFTDnojmEWkI77uSrZsGnN8PZ/4Jjr29xl7cWb6Pw0cc4Z9fPmBREnX46cddeS9iQg0+c7q2spPLtd6iYNQujuprQIUNw79yJUVuLJTmZ6PPOI/qC8/fbwiaEEEK0RkckaNLFeZRZnL+YrNIsHhz7YMcmZ3UlMPd+SD8eRk1vcZet+RV4/3If5+WvJeayy0i44Xqs3Vs/NpslNpbE228j/rrpVM2eTdXHnxBx0iRiLriA8DFjZIgMIYQQRwxJ0I4iWmueW/Uc3SO6c2GfDp5v86s/gscB5z4Lpn2H32uoq2fdtTdyfP56wn//B1JubDmJaw2T3U7ctGnETevgu1OFEEKINiID1R5Fvs35lo0VG/ndsN9hNVs77sTZX8H6j2DCDEjcd0omX20ty6dMpU/OBkpv+gMZh5GcCSGEEF2BJGhHCZ/h4/lVz9Mzuifn9Dqn407sqoE5d0PSIBh3xz6bvZWVbLpiKlHbN7Hg0tuYcKckZ0IIIYQkaEeJL3d8ybbqbdw8/GbMpg68Fuu7h6CmAM57DizNRx/3lJSw86qp+LZvZebkG5l6f8s3Dogjl2H4MPYzaKkQQoj9kwTtKOAxPLyQ9QL9Y/tzWsZpHXfinJ/9g9KOuQnSmt/s4s7LZ9dVV+PIzeOBsdcz7a4riQ7rwG5X0e68bjezH36A/940lay5c/B5vZ0dkhBCHDEkQTsKfLr1U/Lq8rhtxG2YVAf9yb0N/umcotNh8gPNNjVs38Guq66iobyCP4y9gdEXnMoJfRI6Ji7RIbRh8NULT5O7YS2R8Ql899p/ePOeW9iybAnBMLSPEEIEO7mLswuqbqhmR/UOdlTvYGfNTj7d+ilDE4YyIW1CxwWx6F9Qthmu/D+wRTQWO9euJfe3N6GBP590K0ZqJjPO6N9xcYkO8f2s19m8ZBETrryW0edexPaVv/DDO6/z2ZOP0n3AICZcOZ3UfgM6O0whhAhakqAd4bJKslhVsqoxGdtZvZPKhsrG7RaThZ7RPbl/zP2og0xK3maKN8Cip2DoFOh7CgDu3FxKn3uOms+/wJKczFsX3c3qIhOfTBlOqFXGJ+tKVn71GSu++Jjhp5/N6HMvQilF71Fj6Dl8NGvnf8NPH87ivQfvod/YExl/+TRiurV+DlUhhDhaSIJ2hDK0wYurX+SF1S8AEBcaR2ZUJpPTJ9MzuieZUZlkRmfSPaI7FlMH/pkNn79rMzQKTn8Mb1kZZf/5L5X/+x/KbCb++utZOuYs3vliG384vR/HdO/gidpFu9qy9CcWvPkyvUeP5aRrbmz2o8BkNjPs1DMZeOJEln/xMcs+/4ity35m2GlncvzFlxMWGdWJkQshRHCRqZ6OQE6vkwcWP8A3u77hvN7nMePYGUTbgiTRWfoifDUD3xnPUb60koo330I3NBBzySUk3HwzZaGRnP70D/RJiuB/vz0ei1kug+wq8rM3MvvhP5GY2ZNLH3wUq+3AM1XUVVbw04ezWDd/Hja7nfGXT2PI5NP2mWtVCCGCTUdM9SSfhEeYovoipn01jXm75vH7Ub/nkXGPBE9yVpWLMfchystGsO2OFyj/z3+JnDSR3nO+IOWhv+KOiePmWSvxGpqnfjNckrMupKIgn0/++TAR8fFcMOPPB03OACJi4zjtxtuY+o9nSUjPYN7LM3n3gbsp2ralAyI+MKUUV199deO61+slMTGRc87xjyH41FNPcd111zVunzVrFmeffXaHxymE6Lqki/MIsqZ0DXcsuAOHx8Fzk59jYo+JnR3SHu566p+cQsGXkXgdxdhPPJHEu+4kbPBgABq8Pn779gpW51bxwpWjyEywd3LAoq04qqv46PG/oICL7nuI8KhD+8GQkJ7Jb/78GJsWL2Th268y60+/Z9gpZzDusqmERUS2T9AHYbfbWbduHU6nk7CwMObNm0f3JvPC3n777YwePZoff/yRwYMH88ADD/Ddd991SqxCiK5JmjCOEHO2z+Har6/FZrbxzlnvBFdyZvhwPnM5uR+XY4pPIf2NN0h/5eXG5MzrM7j9vVUs3lrGPy4ZxhnHdOvkgEVb8bhcfPzEQ9RXVnLhH/9CbLfUX3UcpRQDx5/E9H+/yMgzzmXNt3N5/c7fsm7BPLRhtHHUrXPmmWcyZ84cAN577z0uv/zyxm0Wi4UXXniBW265hRkzZjB9+nR69erVKXEKIbomSdCCnKENnl35LPcuupchiUN47+z36Bvbt7PD2kNrGt66ldy3N2GJjyXjvdnYx45p3GwYmhmz1zB3fTF/PXcQl4xK68RgRVsyfD6+eOYJirdv4+w7ZpDS9/CHS7GF2znpmhu56vF/E5vSnbn/fYb3//JHSnZub4OID81ll13G+++/j8vlYs2aNYwZM6bZ9hNOOIGBAwfy7bffMmPGjA6PTwjRtUkXZxBzeBzct+g+5ufO5+K+F/OnMX/q2EnOW8Hz5T/IffZbCLGT/vYHWBL2DDirteahz9fz0ap87j61H9eM69mJkYq2VLprBwvefJnc9Ws4efrv6DN6zMFfdAiSMntx2UNPsP6H+fww63XeufdOuvXpS2y3VGJSUontlkpsSndiuqViCw9v03PvNnToUHbu3Ml7773HWWedtc/2uro6li9fjsfjobS0lLQ0+fEhhGg7kqAFKbfPzQ3zbmBd2Tr+eOwfuXLglR03jlkr+X55j9yHX8brtZHxzluEZGQ02/6vbzbz5pJd3DC+J7dO7tNJUYq2VF9VyY//e6fxzstTb7iVoaec0S7nUiYTx0w6hT6jx7Lss9kUbt1Mzoa1bFi0oNl+4dExxHTbnbSlEtc9jbjUNKKTU7BYD+8HzXnnncc999zDwoULKS8vb7btL3/5C1dddRXJycncddddfPjhh4d1LiGEaEoStCD1j2X/YE3pGv458Z+ckdk+X4CHw9i6iLw/PEhDjZUe/5lJ2NChzba/+P02Zi7YyuXH9eD+swYGXXIpDo3X7WblV5+x9OMP8LrdjDjzXMZefFmHXMQfGhHB+CuuaVz3NLioKi6iqrCAyqICKgsLqCoqYOealaz//tvG/ZQyEZ2UTFz3NGJTuhOXmkZsaneSe/YmJKx1rW7Tp08nOjqaIUOGsHDhwsbytWvXMmfOHLKysggJCeG1115j3rx5nHrqqW31toUQRzlJ0ILQl9u/5IPsD5g2aFpQJme6OJuCW6/DUWwl9eE/EzHxpGbb312aw2NfbeKcoSk8csEQSc6OYFprtiz9kR9mvU51STG9Rh3HxKumE5faed15VlsoiemZJKZn7rOtweGgsjCfyoI8KgrzqSjIpzI/l5y1q/F63ABc8qdHyBg6vFXnSktL44477mhWprXmd7/7HU8//TShof7hRF544QWmTp3amLAJIcThkoFqg8z2qu1cNucyBsQN4NXTX8VqCq5rznRdKcXXTKJynUHSbdcTf8vdzbZ/mpXPnR9kMalfIi9ePZoQi9yHcqQq3r6VBW++TP6m9SSkZzLp6utbndgEG20Y1JaXUVGQR0rf/tjCZZgXIcSv1xED1UoLWhBxeBzctfAuwixh/HPCP4MuOcPtoPzOs6lcZxB36ZnNkjO31+D9ZTn87fMNHJcZx3+uGiXJWZDShkHexnXUlpfhqKnGWVONs7YGR01N4Hk1jppqGurrCYuK5tQbbuWYyadiMh25c6Yqk4moxCSiEpM6OxQhhGgVSdCChNaav/38N3ZU7+Cl014i2Z7c2SE1Z/ioeuBCShfXEjVxJEkPPQn4xzj7eFU+z3y3hbxKJyf0jufFq0fJBOhByllXy9fPP8X2lcsay0xmM2FR0YRFRhEeFUVSZm/CoqKJTkxiyMmnS2uTEEJ0AknQgsSHmz9kzvY53DL8FsamjO3scBpprXHN/4jqlx+ncnUt9mMySJ35BgaKL7LyeebbLWwvq2dI92geueAYJvZLlGvOglTRti18/vTj1FWUM2nqDfQaOZqwqGhs4Xb5mwkhRJCRBC0IrC9fz+O/PM641HHcOPTGzg4HAPeuXVR/PJvq2e/hKatHmTXRJw4l+enXmJtdxlPzNrO5uI4B3SJ56epRnDooWb7kg5TWmjXffsWCN14iPCaWy/72BCl9Dn9QWSGEEO1HErROVt1Qzd0L7yY+LJ7Hxj+GSXXedVveykpqvvySms8+x7l6NaAJT3KTMGUUEbc8xQ8VIdzw2irWF9TQK9HOc5eP4OwhKZhMkpgFK4/LxbyXZ7Jx8UJ6Dh/FmbfeTVhkVGeHJYQQ4iAkQetEhjb40+I/Uewo5o0z3iA2NLZDz++rqsK1YQPO9etxLl9B3Y8/gteLLTGEpGHVRB3XB+tl/8ZIGcGDn65j1tIc0uPC+delwzh/eCoWs9wEEMzK83L5/OnHKM/PZdxvrmLMhb9BmeRvJoQQRwJJ0NrB8qLlfLz1Y5LDk8mIyiAjKoP0qHRibbHNugFfX/c63+d9z73H3cuwxGFtH0hdCSyZCcvfwOsLxeXqhqvGjqtU48qrxlNa1birNa07cRN7ER2yhNDkMDjlURg5Fa9WzPhwNR+tyue3E3pxz+n9sUpi1mbcTge5G9aya00Wu9Zm4XbUY7NHYAu3Y7PbA8sIQu0Rjevh0TFExMRij4vDHh2LybzvDRmbfvyeb158DovNxiX3P3zEDo8hhBBHK0nQ2tiO6h3cNv82DG3g8rkwtNG4LdIaSXpUOulR6SSGJfLOxnc4LeM0rhhwRdsGUVOAd+4/ccydTV2BCUdFLJ4qN1AKlGKN8BIa6yFmmIewWDehSSGYw+vBVQ0jroZTHgJ7PG6vwZ0frOLLtUXcfWo/bp3cR64zO0yGz0fRti3sWruKXWtWUbglG8PnwxJiI23QMUTExtPgqKOhvh5HdRWVBfm4HPU01NehDWPfAypFeFQ09tg4f9IWG4/H5SR7ySJS+w/inDtnEBmXsO/rhBBCBDVJ0NpQvaeeOxfcidVk5f1z3icxLJH8unxyanPYVbOLXTW7yKnJYU3pGgrqCugX24+HTnioTZIew+3G+f1X1H/0IvWrt+CqMAMRmCLs2I8/gdjhwwkdPJjQQQMxh4VAVQ5U7oTKHVCxA5wVcOz10OM4AFweH797ZwULskt54OyBXD++12HHeDTyejyU7tpO4ZZsctevJXf9Ghoc9aAUyT17M/qcC8kYOoLU/oMOOG+k1hqPy4mrvg5HdTV1lRXUV1b4l1V7npfs3E5DfT2jzrmQ8ZdPw2yR/+JCCHEkkk/vNqK15sEfH2RnzU5eOvUlUiNSAciMziQzOnOf/d0+NxaT5bBuCjBcLqo++oi6uXNwrMxCewxQmrDMRBIuPoeIU84mdPBgVEtf0on9/I8W1Dd4ueGt5SzZXs7fLxzCFWPSf3WMRxOtNTWlxRRsyaZoSzaFW7Ip2bkNn9cLQGR8In3HjCNj6HDSjxlGeFR0q4+tlCIkLJyQsHCiEg482KrWWlo6hRDiCCcJWht5bd1rzNs1j7tH3c2YlDEH3T/EfIjz9WkNjnKozsUo3UHVZ3Mp+3wpvpoGQiK9xPTyYh8/gfArHsCc2vdXvguodnqY/sYyVuVU8tRvhnHhiM6bczFYedwN1JSWBB7FVJcUU56XQ+HWzThrqgGwhNhI7tWHEWeeR0qffqT0HUBkfMd0NUpyJoQQRz5J0NrATwU/8eyqZzkj8wymDZ7WuhfVFkPRWnDXgccB7vo9D4/DX+52QH0JVOdBdR5Gg4uqbeGUb4zE6zQTnuwh8eRIwk86G46/DSIPb/aBino3U19bSnZRLc9fMZIzh6Qc1vGCndftpmjbZtwuJz6Px//wevF5PHg9Hgyvf93tdFBTVkp1SRE1pSXUV1U2O47JbCGmWwq9RowmpW9/uvXpT0KPDOleFEII8avJN8hhyqvNY8YPM+gV3at115OVboafnoU1H4DP3fI+VjuE2CEkHOyJGAmDqS7pR9m3W/FW1hE2ZACpt9yMfeIp0EatJSU1Lq56dSk7yx28dPVoThrQNecsbHDUs33lMrYu+5kdWSvwuJwHfY3JbCYyIZHoxCR6jjiW6MQkopKSiU5MJiopiYiYOBm+QgghRJuSBO0wOL1O7lp4F4Y2eOakZwi3hu9/55yf4cdnIPtLsITByGlwzEUQGg3WcAiJ8CdkljAIfNlrt5uqjz6m7MUX8RYWEjZyJKlP3Ur42LGH1I3l9RlUOjxUO91UOjxUOTxUOtxUB5ZVTg+LtpRSXufmjWuO5YQ+Xeuuv/qqSrYu+5mty5aQs24Nhs+LPSaWgSdOpNfIYwmPisFstWK2WANLyz7r0m0ohBCiI0mC9itprfnbkr+RXZHNzJNnkh7VwoX0huFPyH56FnKXQlgcTLwXjrsB7C0nQYbDQf1PP1E7fwF1Cxfiq6ggbNgwUh5+GPu4E1qdKOwoq2fBphIWZJewdHsFbl8LQzQAZpMiNtxKclQo/54ynFEZca2ug2Dk3LnCtgAAFVtJREFUdbupLimisrCA8rwctq38hcIt2aA1Md1SGHnWefQ59nhS+/aXVi8hhBBBSxK0X+ndTe/yxfYvuHn4zUxIm7Bng+GDumLYMg9+eg7Kt0BMBpz1JAy/0t9KthdvaSm1CxZQN38B9UuWoBsaMEVFETFhAtHnn4/9xHEHTcxcHh8/by9nYXYpC7JL2FXuAKB3op2rxmaQmRBOdJiV2PAQYsL9y+hwK5G2zm8danA4KNq2maKtmync6r/70efxEB4dQ3h0DPboGMJjdj+PDZRH46ytobKwgKqiAiqLCqkqKqCmrNR/Q0VAUmZvTrj0CvoeezzxPTI6/b0KIYQQraF0ky+zzjJ69Gi9fPnyzg6jdXxeVmz5jOt/eYgTIzJ5Jmokppr8wIX8uVBTAIZ/WAVShsO422Hg+WDekwtrrxdXdjb1ixZTu2A+rtVrALB2707EyZOJnDyZ8FGjUAcYFwugqNrFvI3FLNhUwk/bynB5DEKtJo7vFc9JA5KY1C+J9PgDdLt2Aq/bTWVhPoVbshuTsfL83MakKjY1jZQ+/bCF26mvrsJRXYmjqgpHdRWu+roWj2mz24ntlkpMt1RiU1L9z1NSie3WndCIiI58e0IIIY4CSqkVWuvR7XkOaUHbD4/PQ7W7mhpHGVX5y6guWE5VyTpqqnbyut1GmmHw9x3fY1KLISoVontA+vEQneZ/JA32D/qqFIbDgXPNchwrVuBcsRJnVhaGw9/CFTpkCIl33E7E5JOx9et70BaebaV1zF1fxNz1xazO9U/VlB4XzmXHpjOpfyJje8UTat136p82qRN3Ax6nE0+DC7fLhWf3o8GFx+XE09BAg9OBq64WV20trrpanHVNlrW1eN0NjccLjYgkpW9/+h8/npQ+/ejWp/8BEyqvx4Oj2p+sOWqqCLVHENMtlbDIKGkZE0II0aUERQtaUv8k/dynzzE+bXzjAK/tyWt4KXGUkF+XT35dPgV1BY3Pi+oKqHJVUu9z7ff18RY7r466l96px0FEMpj2JETaMPAUFOLauAHnipU4VqzAtWED+HygFLZ+/QgfNZKwkaMIP/ZYrMkHH3R0TV41c9cX8c2GYraW+FuRhqZFc/rgbpw2KJk+SRFtkqC4XU5qSoqpbjK+V01pSWBZvN8WrL2ZzGZCIyIJjYgkLDKy8XloRCRhEZFEJiSS0rc/MckpkliJNvfoo4/y7rvvYjabMZlMvPjii/zxj3/kySefZPTodv3BK4Q4Shw1LWgN3gYeWfoILIXe0b0Znzae8d3HMyJpBFbzgbv5DkRrTWF9IevK1rGufB0byzeSW5tLcX0xXu1t3E+hSLSEk+b1Mqy+ijivh2hDEx3RjZiEgUR3G0Z02liio9OJtkUTYY0An4+GnFwals7HvW07Ddu24d62jYYdO9BO/9ANKiSEsKFDib/+en9SNnw45qioA8ZbWttAdnEt2UX+x+KtZRRWuzCbFGN6xnH12AxOHZRMakzYQd+7o7qK8rwcKgrycdXV4nY6Ag8nDbufO5y4nQ5c9XW46mqbHcMSYiMqMYnoxCRS+vYnMj6BkPBwrLZQQkJDsdpCsTYuw7CG2ggJDSckLEwSL9EplixZwhdffMHKlSux2WyUlZXhdu9nOBshhAhiQZGg9Y3ty4cXfMji/MUsylvErI2zeGP9G4Rbwjk+9XjGdx9Pn9g+hJpDCbWEYjPbCDWHYrPYsBkGpvoyqC+jQrtZ5ypjfV0O6yo2sK5sHRWuCmxuTUaFmVHOZMZY44gJzSDa20BsXRlxlTuIri/DqvB3TaaMx4jqjRHaDcPlw9hWh291LUbdJxh1dVTU1VFSWYF7Vw54PI3vwZKSgq1XL2KPHU1Ir97Y+vUldPBgTCEtzxhQ4/KwqbCW7OJaNhcFlsW1VDn2HDMhIoSR6bHcc1p/Jg9IIta+77G0YVBbXkZ5fi7leTmU5+VSkZ9LeX4ODfX1zfY1W62EhIVjC0wZFBIeRkR8PLawHoSE24mMTyB69/heiUmER8dIoiWOKIWFhSQkJGCz2QBISOhaQ8YIIY4eQdHFOXr0aL18ySJoqIWGWhz1JSwtWcGi0ix+qNxAsaf2gK+3GQYhGuqVIqUC0ksMhpVo+paaSCpThFT7UL/ybaqQEEx2O6aICEwREZjtdkzR0dh69fQnYn16E9KzF+YI+36P4fUZZBfXkpVbRVZOFatyq9hWWtd4s2FkqIX+yZH0TY6kf3IEvWIsJPqq8JUXUV9Viau+jgZHPQ319YGlf91V7y8zfHtaA8OioolP60F89x7EdU8PLNMIi4o+4GTcQnQFdXV1nHjiiTgcDk455RSmTJnCxIkTmTRpknRxCiHazFHTxWnsWk3dbRmYzBpl1pjNmnFmzXiL5n6zZkeohWIseLwR+Lx2DE8oymkBp8JSr7HU+Qip9RBR5sLkDYz3pSAk3ootSWHro7GFV2OLcGBKyIDMCeiMcdBtONpk9d9B6POhDQ1oTOHh/oTMbt9vC1hLtNbUNngpqnaxvbSOVblVrMqpYm1eNU6PD4A4ewjDe8Rw3rBUBsaaSPJVQVUx5flrKd+QS8W8XJZVlDc7rtlqJdQegS3cjs1uJzQyiphuqY3r0YnJxHVPI657j0OagFuIriYiIoIVK1awaNEiFixYwJQpU3j88cc7OywhhDhk7ZKgKaXOAJ4BzMArWusDfkK6ay3kLow/4DH3bHUHHv7WLUtCApbERMwZCYRkZBDarx+2fv0I6dULU6CbA0D7fHidtZhCIzCZza3quvP4DGqdHhxuL3XOBurqnNTVO6muraektJzysgqqK/13FLpqa/E5arF6nIQZTmyGG5M2GGaGY00aCxozBhgGxiYvXp/BGr1n8FirLZS47j1IHzyUuDR/y1d8Wg8i4hOwhtgOEKUQoimz2cykSZOYNGkSQ4YM4c033+zskIQQ4pC1eYKmlDIDzwOnAnnAMqXUZ1rrDft7Tbndzrujx2JRGqsCq9qd0LAnsTGZMCxWfBYrPrMFn9mKz2TC0P6WK0OD2pkD27ahvvgM5fOifO7A0oMy9nQDakCbLBgmM4ba8/ApMz5MYHgxBx4W7X+Y2LeP1ATEBh6GyYKy2TGHRRBijyM8PILIUBsmkwmUCbQJjQmFCa0VWpswW8MIi+pGWHQytrAYtFagNT4fFO/SFO1wYBi7MAyN4TPQPo3PpzF8Gh0oM3w6sL2l9cDrDFBmhdliwmzZvWz+3GQxtWpaT6UUSoEy+ZeYFKZmZQpM+MtMwF7blAocw7T7WE2em5ofu3HZdJtSoMBk8i8PxmTe+z2bMO217vMajQ/Dq5ut+7wan6fp9kDZXvton27F+4aDBa1M/teYzSZMZv/7NpkVZrNCmRUmk7+88WFSmMx7l5kwW01YQkxYrCYsIWb/sY6C6wmzs7MxmUz07dsXgKysLDIyMli3bl0nRyaEEIemPVrQjgO2aq23Ayil3gfOB/aboFlQxBqBoSqUP4HyAV5g91TWGlBuAlt8KPzjae2erMcMKMygLKBs/iVWMFtQFgtgCZQZKO1D4cOEDzD8Z9KBJQbKZEaZ/K9X2n9MhQWUNfDcCqZQlAoHFYYyhfn3VYHg68BRB45WV1kNStU0S0QILE2m5l/EaveXtWnfL+jdX8SNX9iBfZRJ+ZO1vZIKt8uHz+tpTDgOKnDRnGFo0P6l1v7yfcoCS639yWQQXOrYLpQCs8X/dwnm960UmEPMgYTNhMVq9seoCcSp0QbNytA0/nvbkyw2/7e1O/Hbk3A3T6gbs369b700O2fgR4XPt+d54w+OwI+OIZPSOO6cngd8n3V1ddx2221UVVVhsVjo06cPL730Epdcckn7V7IQQrSh9kjQugO5TdbzgDF776SUuhG4ESA9tRcTpz6A123g9Rj43D68HgOv24fHbdDQ4MUwtL9VwRT4wjD5H6rx0fwLgr2WjY0XmgN/MWmNxWLyf5ntboGwBp4HvuDMFtNBW2+UUs1aMHZ/KTa2bISYGxOto6FlA1qo98bnexIC3STZ03slfk3LdCvySQh86XuatIbt1RJm+IzGVjZTk1a1xlY36/5b3swWf8LS6vfdmmzNAF8gMdmTtBhNkhbdLGnZXyuqz2M0/h/y/7/yBf5vBcq8Rsstmnu1VO4+rm6xhdZo/FsYPh1IwjSGQfOETPt/aOxO2FSTFlClAome1YQKtA42thY2/QFiUiSkHXxWiFGjRvHTTz/tU75w4cKD170QQgSR9kjQWso29vlm0lq/BLwE/rs4R52R2Q6hiGCyOyHAdHQkpLs1vu/W9MmawWyVSdyFEOJo1x7fBHlAjybraUBBO5xHCCGEEKJLao8EbRnQVynVUykVAlwGfNYO5xFCCCGE6JLavItTa+1VSt0KzMV/7f5rWuv1bX0eIYQQQoiuql3GQdNafwl82R7HFkIIIYTo6uRqZCGEEEKIICMJmhBCCCFEkJEETQghhBAiyEiCJoQQQggRZCRBE0IIIYQIMpKgCSGEEEIEGUnQhBBCCCGCjCRoQgghhBBBRhI0IYQQQoggo7TWnR0DSqlaILuz4+jiEoCyzg6iC5P6bX9Sx+1L6rf9SR23v46q4wytdWJ7nqBdpnr6FbK11qM7O4iuTCm1XOq4/Uj9tj+p4/Yl9dv+pI7bX1eqY+niFEIIIYQIMpKgCSGEEEIEmWBJ0F7q7ACOAlLH7Uvqt/1JHbcvqd/2J3Xc/rpMHQfFTQJCCCGEEGKPYGlBE0IIIYQQAZ2eoCmlzlBKZSultiql7u3seI50SqnXlFIlSql1TcrilFLzlFJbAsvYzozxSKeU6qGUWqCU2qiUWq+UuiNQLvXcBpRSoUqpX5RSqwP1+1CgvKdSammgfj9QSoV0dqxHOqWUWSm1Sin1RWBd6riNKKV2KqXWKqWylFLLA2XyGdGGlFIxSqnZSqlNgc/j47tSHXdqgqaUMgPPA2cCg4DLlVKDOjOmLuAN4Iy9yu4FvtNa9wW+C6yLX88L3K21HgiMBW4J/LuVem4bDcBkrfUwYDhwhlJqLPAE8HSgfiuB6zoxxq7iDmBjk3Wp47Z1ktZ6eJNhH+Qzom09A3yttR4ADMP/b7nL1HFnt6AdB2zVWm/XWruB94HzOzmmI5rW+gegYq/i84E3A8/fBC7o0KC6GK11odZ6ZeB5Lf4Phe5IPbcJ7VcXWLUGHhqYDMwOlEv9HialVBpwNvBKYF0hddze5DOijSilooAJwKsAWmu31rqKLlTHnZ2gdQdym6znBcpE20rWWheCP7kAkjo5ni5DKZUJjACWIvXcZgJdb1lACTAP2AZUaa29gV3ks+Lw/RuYARiB9XikjtuSBr5RSq1QSt0YKJPPiLbTCygFXg9007+ilLLTheq4sxM01UKZ3FYqjghKqQjg/4A7tdY1nR1PV6K19mmthwNp+FvaB7a0W8dG1XUopc4BSrTWK5oWt7Cr1PGvN05rPRL/JTy3KKUmdHZAXYwFGAn8R2s9AqjnCO7ObElnJ2h5QI8m62lAQSfF0pUVK6VSAALLkk6O54inlLLiT85maa0/ChRLPbexQJfFQvzX+sUopXZPTyefFYdnHHCeUmon/ktLJuNvUZM6biNa64LAsgT4GP8PDfmMaDt5QJ7WemlgfTb+hK3L1HFnJ2jLgL6BO4dCgMuAzzo5pq7oM2Ba4Pk04NNOjOWIF7hW51Vgo9b6qSabpJ7bgFIqUSkVE3geBpyC/zq/BcAlgd2kfg+D1vo+rXWa1joT/+fufK31lUgdtwmllF0pFbn7OXAasA75jGgzWusiIFcp1T9QdDKwgS5Ux50+UK1S6iz8v9zMwGta60c7NaAjnFLqPWASkAAUA38BPgH+B6QDOcClWuu9byQQraSUOhFYBKxlz/U79+O/Dk3q+TAppYbiv7jXjP9H5P+01n9TSvXC39oTB6wCrtJaN3RepF2DUmoScI/W+hyp47YRqMePA6sW4F2t9aNKqXjkM6LNKKWG47/JJQTYDlxL4DODLlDHnZ6gCSGEEEKI5jq7i1MIIYQQQuxFEjQhhBBCiCAjCZoQQgghRJCRBE0IIYQQIshIgiaEEEIIEWQkQRNCCCGECDKSoAkh2lxgXrxBHXCe+5s8z1RKrWuHc0xSSn1xiK9ZqJQa3UL5NUqpmW0XnRCiq5IETQjR5rTW12utN3TAqe4/+C7NNZnKSAghgpYkaEKIwxKY1maOUmq1UmqdUmpK0xYkpVSdUurRwPaflVLJgfJkpdTHgfLVSqkTAuVXKaV+UUplKaVeVEqZ93Pex4GwwH6zAsVmpdTLSqn1SqlvAlNF7W7R+rtS6nvgjsB0Uv+nlFoWeIwL7DcxcLwspdSq3dP1ABFKqdlKqU1KqVmB6b5QSp0c2G+tUuo1pZSthTivVUptDpx7XJtVvBCiS5METQhxuM4ACrTWw7TWxwBf77XdDvystR4G/ADcECh/Fvg+UD4SWK+UGghMAcZprYcDPuDKlk6qtb4XcGqthwfmkQToCzyvtR4MVAEXN3lJjNZ6otb6X8AzwNNa62MD+7wS2Oce4JbAuccDzkD5COBOYBDQCxinlAoF3gCmaK2H4J/S53dNYwxM1vwQ/sTs1MDrhRDioCRBE0IcrrXAKUqpJ5RS47XW1XttdwO7r+FaAWQGnk8G/gOgtfYFXncyMApYppTKCqz3OoRYdmits1o4F8AHTZ6fAswMnOMzICrQWvYj8JRS6nb8CZ03sP8vWus8rbUBZAWO2z9wvs2Bfd4EJuwVzxhgoda6VGvt3isGIYTYL7kWQwhxWLTWm5VSo4CzgMeUUt/stYtH75n018eBP3cU8KbW+r5fGU7Tib19QFiT9fomz03A8VprJ809rpSag/+9/KyUOmU/x7UEYm0NmfBYCHHIpAVNCHFYlFKpgENr/Q7wJP7uytb4jkCXoFLKrJSKCpRdopRKCpTHKaUyDnAMj1LK+ivC/ga4tcl7GB5Y9tZar9VaPwEsBwYc4BibgEylVJ/A+tXA93vtsxSYpJSKD8R56a+IVQhxFJIETQhxuIYAvwS6C/8EPNLK190BnKSUWou/O3Jw4M7PB4BvlFJrgHlAygGO8RKwpslNAq11OzBaKbVGKbUBuClQfmfgRofV+K8/+2p/B9Bau4BrgQ8D78EA/rvXPoXAX4ElwLfAykOMUwhxlFJ7eh6EEEIIIUQwkBY0IYQQQoggIzcJCCGCnlJqKbD3GGNXa63XdkY8QgjR3qSLUwghhBAiyEgXpxBCCCFEkJEETQghhBAiyEiCJoQQQggRZCRBE0IIIYQIMpKgCSGEEEIEmf8HOZfqnozU9pkAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = deaths_m4[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
-    "for c in COUNTRIES_FRIENDS:\n",
-    "    lvi = deaths_m4[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
-    "plt.savefig('covid_deaths_per_day-friends.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 950,
-   "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": [
-    "C7s = 'ES FR IT UK'.split()\n",
-    "ax = deaths_m7[C7s].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
-    "for c in C7s:\n",
-    "    lvi = deaths_m7[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
-    "# plt.savefig('covid_deaths_per_day-friends.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 951,
-   "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_m7[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
-    "for c in COUNTRIES_FRIENDS:\n",
-    "    lvi = deaths_m7[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
-    "# plt.savefig('covid_deaths_per_day-friends.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 952,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def gmean_scale(items):\n",
-    "    return gmean(items) / items[-1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 953,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def doubling_time(df):\n",
-    "    return np.log(2) / np.log((df.deaths_culm + df.deaths_g4) / df.deaths_culm)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 954,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# data_since_threshold['deaths_g4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).apply(gmean_scale, raw=True))\n",
-    "# data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 955,
-   "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></th>\n",
-       "      <th>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "      <th>deaths_m4</th>\n",
-       "      <th>deaths_m7</th>\n",
-       "      <th>deaths_g4</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>since_threshold</th>\n",
-       "      <th>geoId</th>\n",
-       "      <th></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",
-       "      <td>0</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-16</td>\n",
-       "      <td>1043</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4838</td>\n",
-       "      <td>12</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>1</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-17</td>\n",
-       "      <td>1174</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6012</td>\n",
-       "      <td>13</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>2.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-18</td>\n",
-       "      <td>1144</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7156</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>3</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-19</td>\n",
-       "      <td>1042</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8198</td>\n",
-       "      <td>13</td>\n",
-       "      <td>1.250000</td>\n",
-       "      <td>1.250000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-03-20</td>\n",
-       "      <td>5940</td>\n",
-       "      <td>30</td>\n",
-       "      <td>14138</td>\n",
-       "      <td>43</td>\n",
-       "      <td>7.750000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\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",
-       "      <td>41</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-25</td>\n",
-       "      <td>5386</td>\n",
-       "      <td>768</td>\n",
-       "      <td>143464</td>\n",
-       "      <td>19506</td>\n",
-       "      <td>749.250000</td>\n",
-       "      <td>704.285714</td>\n",
-       "      <td>745.906159</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>42</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-26</td>\n",
-       "      <td>4913</td>\n",
-       "      <td>813</td>\n",
-       "      <td>148377</td>\n",
-       "      <td>20319</td>\n",
-       "      <td>745.500000</td>\n",
-       "      <td>693.571429</td>\n",
-       "      <td>742.504766</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>43</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-27</td>\n",
-       "      <td>4463</td>\n",
-       "      <td>413</td>\n",
-       "      <td>152840</td>\n",
-       "      <td>20732</td>\n",
-       "      <td>658.000000</td>\n",
-       "      <td>667.428571</td>\n",
-       "      <td>636.877086</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>44</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>4309</td>\n",
-       "      <td>360</td>\n",
-       "      <td>157149</td>\n",
-       "      <td>21092</td>\n",
-       "      <td>588.500000</td>\n",
-       "      <td>654.714286</td>\n",
-       "      <td>551.983479</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>45</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>3996</td>\n",
-       "      <td>586</td>\n",
-       "      <td>161145</td>\n",
-       "      <td>21678</td>\n",
-       "      <td>543.000000</td>\n",
-       "      <td>620.142857</td>\n",
-       "      <td>515.893646</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>155 rows × 8 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                         dateRep  cases  deaths  cases_culm  deaths_culm  \\\n",
-       "since_threshold geoId                                                      \n",
-       "0               DE    2020-03-16   1043       4        4838           12   \n",
-       "1               DE    2020-03-17   1174       1        6012           13   \n",
-       "2               DE    2020-03-18   1144       0        7156           13   \n",
-       "3               DE    2020-03-19   1042       0        8198           13   \n",
-       "4               DE    2020-03-20   5940      30       14138           43   \n",
-       "...                          ...    ...     ...         ...          ...   \n",
-       "41              UK    2020-04-25   5386     768      143464        19506   \n",
-       "42              UK    2020-04-26   4913     813      148377        20319   \n",
-       "43              UK    2020-04-27   4463     413      152840        20732   \n",
-       "44              UK    2020-04-28   4309     360      157149        21092   \n",
-       "45              UK    2020-04-29   3996     586      161145        21678   \n",
-       "\n",
-       "                        deaths_m4   deaths_m7   deaths_g4  \n",
-       "since_threshold geoId                                      \n",
-       "0               DE       4.000000    4.000000    4.000000  \n",
-       "1               DE       2.500000    2.500000    2.000000  \n",
-       "2               DE       1.666667    1.666667    0.000000  \n",
-       "3               DE       1.250000    1.250000    0.000000  \n",
-       "4               DE       7.750000    7.000000    0.000000  \n",
-       "...                           ...         ...         ...  \n",
-       "41              UK     749.250000  704.285714  745.906159  \n",
-       "42              UK     745.500000  693.571429  742.504766  \n",
-       "43              UK     658.000000  667.428571  636.877086  \n",
-       "44              UK     588.500000  654.714286  551.983479  \n",
-       "45              UK     543.000000  620.142857  515.893646  \n",
-       "\n",
-       "[155 rows x 8 columns]"
-      ]
-     },
-     "execution_count": 955,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold['deaths_g4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).apply(gmean, raw=True))\n",
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 956,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data_since_threshold['doubling_time'] = data_since_threshold.groupby(level=1).apply(doubling_time).reset_index(level=0, drop=True)\n",
-    "# data_since_threshold.loc[(slice(None), 'UK'), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 957,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "doubling_times = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time']]\n",
-    "             .unstack().xs('doubling_time', axis=1, drop_level=True))\n",
-    "doubling_times.replace([np.inf, -np.inf], np.nan, inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 958,
-   "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 = doubling_times.plot(figsize=(10, 6), title=\"Doubling times\")\n",
-    "for c in doubling_times.columns:\n",
-    "    lvi = doubling_times[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
-    "# plt.savefig('covid_deaths_per_day.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 959,
-   "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 = doubling_times[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times\")\n",
-    "for c in COUNTRIES_CORE:\n",
-    "    lvi = doubling_times[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
-    "plt.savefig('covid_doubling_times.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 960,
-   "metadata": {},
-   "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": [
-    "ax = doubling_times[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Doubling times\")\n",
-    "for c in COUNTRIES_FRIENDS:\n",
-    "    lvi = doubling_times[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
-    "plt.savefig('covid_doubling_times_friends.png')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 961,
-   "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>dateRep</th>\n",
-       "      <th>cases</th>\n",
-       "      <th>deaths</th>\n",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "      <th>deaths_m4</th>\n",
-       "      <th>deaths_m7</th>\n",
-       "      <th>deaths_g4</th>\n",
-       "      <th>doubling_time</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>geoId</th>\n",
-       "      <th></th>\n",
-       "      <th></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",
-       "      <td>IT</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>2091</td>\n",
-       "      <td>382</td>\n",
-       "      <td>201505</td>\n",
-       "      <td>27359</td>\n",
-       "      <td>347.50</td>\n",
-       "      <td>387.285714</td>\n",
-       "      <td>342.280581</td>\n",
-       "      <td>55.750149</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>FR</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>1065</td>\n",
-       "      <td>367</td>\n",
-       "      <td>126835</td>\n",
-       "      <td>23660</td>\n",
-       "      <td>353.75</td>\n",
-       "      <td>409.142857</td>\n",
-       "      <td>345.937234</td>\n",
-       "      <td>47.752781</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>3996</td>\n",
-       "      <td>586</td>\n",
-       "      <td>161145</td>\n",
-       "      <td>21678</td>\n",
-       "      <td>543.00</td>\n",
-       "      <td>620.142857</td>\n",
-       "      <td>515.893646</td>\n",
-       "      <td>29.471460</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>IE</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>229</td>\n",
-       "      <td>57</td>\n",
-       "      <td>19877</td>\n",
-       "      <td>1159</td>\n",
-       "      <td>82.50</td>\n",
-       "      <td>61.285714</td>\n",
-       "      <td>46.811041</td>\n",
-       "      <td>17.505998</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>SI</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>86</td>\n",
-       "      <td>1.50</td>\n",
-       "      <td>1.285714</td>\n",
-       "      <td>1.316074</td>\n",
-       "      <td>45.640001</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>NO</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>72</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7605</td>\n",
-       "      <td>195</td>\n",
-       "      <td>1.00</td>\n",
-       "      <td>4.571429</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>22.016362</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>ES</td>\n",
-       "      <td>2020-04-28</td>\n",
-       "      <td>1308</td>\n",
-       "      <td>632</td>\n",
-       "      <td>210773</td>\n",
-       "      <td>23822</td>\n",
-       "      <td>324.50</td>\n",
-       "      <td>362.857143</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>44.490057</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>SE</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>695</td>\n",
-       "      <td>81</td>\n",
-       "      <td>19621</td>\n",
-       "      <td>2355</td>\n",
-       "      <td>50.75</td>\n",
-       "      <td>84.285714</td>\n",
-       "      <td>26.832816</td>\n",
-       "      <td>61.180445</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>1304</td>\n",
-       "      <td>202</td>\n",
-       "      <td>157641</td>\n",
-       "      <td>6115</td>\n",
-       "      <td>153.75</td>\n",
-       "      <td>176.571429</td>\n",
-       "      <td>150.059994</td>\n",
-       "      <td>28.591176</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>DK</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>153</td>\n",
-       "      <td>7</td>\n",
-       "      <td>8851</td>\n",
-       "      <td>434</td>\n",
-       "      <td>7.75</td>\n",
-       "      <td>9.142857</td>\n",
-       "      <td>6.769472</td>\n",
-       "      <td>44.784279</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>FI</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>45</td>\n",
-       "      <td>6</td>\n",
-       "      <td>4740</td>\n",
-       "      <td>199</td>\n",
-       "      <td>5.50</td>\n",
-       "      <td>8.285714</td>\n",
-       "      <td>5.045378</td>\n",
-       "      <td>27.684263</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>BE</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>647</td>\n",
-       "      <td>124</td>\n",
-       "      <td>47334</td>\n",
-       "      <td>7331</td>\n",
-       "      <td>163.00</td>\n",
-       "      <td>190.428571</td>\n",
-       "      <td>155.870019</td>\n",
-       "      <td>32.945996</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>MX</td>\n",
-       "      <td>2020-04-29</td>\n",
-       "      <td>1223</td>\n",
-       "      <td>135</td>\n",
-       "      <td>16752</td>\n",
-       "      <td>1569</td>\n",
-       "      <td>87.00</td>\n",
-       "      <td>101.714286</td>\n",
-       "      <td>81.117068</td>\n",
-       "      <td>13.750803</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         dateRep  cases  deaths  cases_culm  deaths_culm  deaths_m4  \\\n",
-       "geoId                                                                 \n",
-       "IT    2020-04-29   2091     382      201505        27359     347.50   \n",
-       "FR    2020-04-29   1065     367      126835        23660     353.75   \n",
-       "UK    2020-04-29   3996     586      161145        21678     543.00   \n",
-       "IE    2020-04-29    229      57       19877         1159      82.50   \n",
-       "SI    2020-04-29      1       3        1408           86       1.50   \n",
-       "NO    2020-04-29     72       2        7605          195       1.00   \n",
-       "ES    2020-04-28   1308     632      210773        23822     324.50   \n",
-       "SE    2020-04-29    695      81       19621         2355      50.75   \n",
-       "DE    2020-04-29   1304     202      157641         6115     153.75   \n",
-       "DK    2020-04-29    153       7        8851          434       7.75   \n",
-       "FI    2020-04-29     45       6        4740          199       5.50   \n",
-       "BE    2020-04-29    647     124       47334         7331     163.00   \n",
-       "MX    2020-04-29   1223     135       16752         1569      87.00   \n",
-       "\n",
-       "        deaths_m7   deaths_g4  doubling_time  \n",
-       "geoId                                         \n",
-       "IT     387.285714  342.280581      55.750149  \n",
-       "FR     409.142857  345.937234      47.752781  \n",
-       "UK     620.142857  515.893646      29.471460  \n",
-       "IE      61.285714   46.811041      17.505998  \n",
-       "SI       1.285714    1.316074      45.640001  \n",
-       "NO       4.571429    0.000000      22.016362  \n",
-       "ES     362.857143    0.000000      44.490057  \n",
-       "SE      84.285714   26.832816      61.180445  \n",
-       "DE     176.571429  150.059994      28.591176  \n",
-       "DK       9.142857    6.769472      44.784279  \n",
-       "FI       8.285714    5.045378      27.684263  \n",
-       "BE     190.428571  155.870019      32.945996  \n",
-       "MX     101.714286   81.117068      13.750803  "
-      ]
-     },
-     "execution_count": 961,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last().loc[COUNTRIES_ALL]#, [doubling_time]]"
-   ]
-  },
-  {
-   "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": "3.7.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}