General updates
[covid19.git] / covid.ipynb
diff --git a/covid.ipynb b/covid.ipynb
deleted file mode 100644 (file)
index 55e9d3d..0000000
+++ /dev/null
@@ -1,5791 +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": 1,
-   "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": 2,
-   "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": 161,
-   "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  952k  100  952k    0     0   580k      0  0:00:01  0:00:01 --:--:--  580k\n"
-     ]
-    }
-   ],
-   "source": [
-    "!curl https://opendata.ecdc.europa.eu/covid19/casedistribution/csv/ > covid.csv"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 162,
-   "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": 163,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "184151"
-      ]
-     },
-     "execution_count": 163,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.size"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 164,
-   "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>2020-05-13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>280</td>\n",
-       "      <td>5</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>2020-05-12</td>\n",
-       "      <td>12</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>285</td>\n",
-       "      <td>2</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>2020-05-11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>369</td>\n",
-       "      <td>5</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>2020-05-10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>255</td>\n",
-       "      <td>6</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>2020-05-09</td>\n",
-       "      <td>9</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>215</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",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     dateRep  day  month  year  cases  deaths countriesAndTerritories geoId  \\\n",
-       "0 2020-05-13   13      5  2020    280       5             Afghanistan    AF   \n",
-       "1 2020-05-12   12      5  2020    285       2             Afghanistan    AF   \n",
-       "2 2020-05-11   11      5  2020    369       5             Afghanistan    AF   \n",
-       "3 2020-05-10   10      5  2020    255       6             Afghanistan    AF   \n",
-       "4 2020-05-09    9      5  2020    215       3             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": 164,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 165,
-   "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": 165,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "raw_data.dtypes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 166,
-   "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>2020-05-09</td>\n",
-       "      <td>9</td>\n",
-       "      <td>5</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>2020-05-10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>5</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>2020-05-11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>5</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>2020-05-12</td>\n",
-       "      <td>12</td>\n",
-       "      <td>5</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>2020-05-13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>5</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>16741 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    2020-05-09    9      5  2020      1       0                Zimbabwe   \n",
-       "      2020-05-10   10      5  2020      1       0                Zimbabwe   \n",
-       "      2020-05-11   11      5  2020      0       0                Zimbabwe   \n",
-       "      2020-05-12   12      5  2020      1       0                Zimbabwe   \n",
-       "      2020-05-13   13      5  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    2020-05-09                  ZWE    14439018       Africa  \n",
-       "      2020-05-10                  ZWE    14439018       Africa  \n",
-       "      2020-05-11                  ZWE    14439018       Africa  \n",
-       "      2020-05-12                  ZWE    14439018       Africa  \n",
-       "      2020-05-13                  ZWE    14439018       Africa  \n",
-       "\n",
-       "[16741 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 166,
-     "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": 167,
-   "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>2020-05-09</td>\n",
-       "      <td>9</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>4649</td>\n",
-       "      <td>626</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>3896</td>\n",
-       "      <td>346</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>268</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>12</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>3877</td>\n",
-       "      <td>210</td>\n",
-       "      <td>United_Kingdom</td>\n",
-       "      <td>GBR</td>\n",
-       "      <td>66488991</td>\n",
-       "      <td>Europe</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2020</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</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>135 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",
-       "2020-05-09    9      5  2020   4649     626          United_Kingdom   \n",
-       "2020-05-10   10      5  2020   3896     346          United_Kingdom   \n",
-       "2020-05-11   11      5  2020   3923     268          United_Kingdom   \n",
-       "2020-05-12   12      5  2020   3877     210          United_Kingdom   \n",
-       "2020-05-13   13      5  2020   3403     627          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",
-       "2020-05-09                  GBR    66488991       Europe  \n",
-       "2020-05-10                  GBR    66488991       Europe  \n",
-       "2020-05-11                  GBR    66488991       Europe  \n",
-       "2020-05-12                  GBR    66488991       Europe  \n",
-       "2020-05-13                  GBR    66488991       Europe  \n",
-       "\n",
-       "[135 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 167,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "base_data.loc['UK']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 168,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "day                                    17\n",
-       "month                                   4\n",
-       "year                                 2020\n",
-       "cases                                4617\n",
-       "deaths                               1029\n",
-       "countriesAndTerritories    United_Kingdom\n",
-       "countryterritoryCode                  GBR\n",
-       "popData2018                      66488991\n",
-       "continentExp                       Europe\n",
-       "Name: (UK, 2020-04-17 00:00:00), dtype: object"
-      ]
-     },
-     "execution_count": 168,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "base_data.loc['UK', '2020-04-17']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 169,
-   "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": 169,
-     "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": 170,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(204, 2)"
-      ]
-     },
-     "execution_count": 170,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "countries.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 171,
-   "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": 171,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "countries[countries.countriesAndTerritories == 'Finland']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 172,
-   "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>MX</td>\n",
-       "      <td>Mexico</td>\n",
-       "      <td>126190788</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>FR</td>\n",
-       "      <td>France</td>\n",
-       "      <td>66987244</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>BE</td>\n",
-       "      <td>Belgium</td>\n",
-       "      <td>11422068</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>IT</td>\n",
-       "      <td>Italy</td>\n",
-       "      <td>60431283</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>DE</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>82927922</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>ES</td>\n",
-       "      <td>Spain</td>\n",
-       "      <td>46723749</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      countriesAndTerritories  popData2018\n",
-       "geoId                                     \n",
-       "MX                     Mexico    126190788\n",
-       "FR                     France     66987244\n",
-       "BE                    Belgium     11422068\n",
-       "IT                      Italy     60431283\n",
-       "UK             United_Kingdom     66488991\n",
-       "IE                    Ireland      4853506\n",
-       "SI                   Slovenia      2067372\n",
-       "DE                    Germany     82927922\n",
-       "ES                      Spain     46723749"
-      ]
-     },
-     "execution_count": 172,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "countries.loc[COUNTRIES_OF_INTEREST]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 173,
-   "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": 173,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date = base_data[['cases', 'deaths']]\n",
-    "data_by_date.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 174,
-   "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>2020-05-09</td>\n",
-       "      <td>4649</td>\n",
-       "      <td>626</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>3896</td>\n",
-       "      <td>346</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>268</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>3877</td>\n",
-       "      <td>210</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>135 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",
-       "2020-05-09   4649     626\n",
-       "2020-05-10   3896     346\n",
-       "2020-05-11   3923     268\n",
-       "2020-05-12   3877     210\n",
-       "2020-05-13   3403     627\n",
-       "\n",
-       "[135 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 174,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date.loc['UK']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 175,
-   "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>2020-05-09</td>\n",
-       "      <td>35</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>36</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>36</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>37</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>37</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>16741 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    2020-05-09     35       4\n",
-       "      2020-05-10     36       4\n",
-       "      2020-05-11     36       4\n",
-       "      2020-05-12     37       4\n",
-       "      2020-05-13     37       4\n",
-       "\n",
-       "[16741 rows x 2 columns]"
-      ]
-     },
-     "execution_count": 175,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date.groupby(level=0).cumsum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 176,
-   "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>2020-05-09</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>36</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>36</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>37</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>37</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>16741 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    2020-05-09      1       0          35            4\n",
-       "      2020-05-10      1       0          36            4\n",
-       "      2020-05-11      0       0          36            4\n",
-       "      2020-05-12      1       0          37            4\n",
-       "      2020-05-13      0       0          37            4\n",
-       "\n",
-       "[16741 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 176,
-     "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": 177,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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",
-       "    </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",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</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",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</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",
-       "      <td>2.0</td>\n",
-       "      <td>0.0</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",
-       "      <td>6.0</td>\n",
-       "      <td>0.0</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",
-       "      <td>-9.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>35</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>36</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>36</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>37</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>37</td>\n",
-       "      <td>4</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>16741 rows × 6 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  cases  deaths  cases_culm  deaths_culm  cases_diff  \\\n",
-       "geoId dateRep                                                          \n",
-       "AD    2020-03-03      1       0           1            0         NaN   \n",
-       "      2020-03-14      1       0           2            0         0.0   \n",
-       "      2020-03-16      3       0           5            0         2.0   \n",
-       "      2020-03-17      9       0          14            0         6.0   \n",
-       "      2020-03-18      0       0          14            0        -9.0   \n",
-       "...                 ...     ...         ...          ...         ...   \n",
-       "ZW    2020-05-09      1       0          35            4         1.0   \n",
-       "      2020-05-10      1       0          36            4         0.0   \n",
-       "      2020-05-11      0       0          36            4        -1.0   \n",
-       "      2020-05-12      1       0          37            4         1.0   \n",
-       "      2020-05-13      0       0          37            4        -1.0   \n",
-       "\n",
-       "                  deaths_diff  \n",
-       "geoId dateRep                  \n",
-       "AD    2020-03-03          NaN  \n",
-       "      2020-03-14          0.0  \n",
-       "      2020-03-16          0.0  \n",
-       "      2020-03-17          0.0  \n",
-       "      2020-03-18          0.0  \n",
-       "...                       ...  \n",
-       "ZW    2020-05-09          0.0  \n",
-       "      2020-05-10          0.0  \n",
-       "      2020-05-11          0.0  \n",
-       "      2020-05-12          0.0  \n",
-       "      2020-05-13          0.0  \n",
-       "\n",
-       "[16741 rows x 6 columns]"
-      ]
-     },
-     "execution_count": 177,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date = data_by_date.merge(\n",
-    "    data_by_date[['cases', 'deaths']].groupby(level=0).diff(), \n",
-    "    suffixes=('', '_diff'), \n",
-    "    left_index=True, right_index=True)\n",
-    "data_by_date"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 178,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "cases            4617.0\n",
-       "deaths           1029.0\n",
-       "cases_culm     103093.0\n",
-       "deaths_culm     15944.0\n",
-       "cases_diff         14.0\n",
-       "deaths_diff       187.0\n",
-       "Name: (UK, 2020-04-17 00:00:00), dtype: float64"
-      ]
-     },
-     "execution_count": 178,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date.loc['UK', '2020-04-17']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 179,
-   "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",
-       "      <th>cases_culm</th>\n",
-       "      <th>deaths_culm</th>\n",
-       "      <th>cases_diff</th>\n",
-       "      <th>deaths_diff</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",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>2019-12-31</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-01</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-02</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-03</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-01-04</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>4649</td>\n",
-       "      <td>626</td>\n",
-       "      <td>211364</td>\n",
-       "      <td>31241</td>\n",
-       "      <td>-865.0</td>\n",
-       "      <td>87.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>3896</td>\n",
-       "      <td>346</td>\n",
-       "      <td>215260</td>\n",
-       "      <td>31587</td>\n",
-       "      <td>-753.0</td>\n",
-       "      <td>-280.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>268</td>\n",
-       "      <td>219183</td>\n",
-       "      <td>31855</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>-78.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>3877</td>\n",
-       "      <td>210</td>\n",
-       "      <td>223060</td>\n",
-       "      <td>32065</td>\n",
-       "      <td>-46.0</td>\n",
-       "      <td>-58.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "      <td>226463</td>\n",
-       "      <td>32692</td>\n",
-       "      <td>-474.0</td>\n",
-       "      <td>417.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>135 rows × 6 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            cases  deaths  cases_culm  deaths_culm  cases_diff  deaths_diff\n",
-       "dateRep                                                                    \n",
-       "2019-12-31      0       0           0            0         NaN          NaN\n",
-       "2020-01-01      0       0           0            0         0.0          0.0\n",
-       "2020-01-02      0       0           0            0         0.0          0.0\n",
-       "2020-01-03      0       0           0            0         0.0          0.0\n",
-       "2020-01-04      0       0           0            0         0.0          0.0\n",
-       "...           ...     ...         ...          ...         ...          ...\n",
-       "2020-05-09   4649     626      211364        31241      -865.0         87.0\n",
-       "2020-05-10   3896     346      215260        31587      -753.0       -280.0\n",
-       "2020-05-11   3923     268      219183        31855        27.0        -78.0\n",
-       "2020-05-12   3877     210      223060        32065       -46.0        -58.0\n",
-       "2020-05-13   3403     627      226463        32692      -474.0        417.0\n",
-       "\n",
-       "[135 rows x 6 columns]"
-      ]
-     },
-     "execution_count": 179,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_by_date.loc['UK']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 180,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 181,
-   "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": 182,
-   "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     2020-05-09    33\n",
-       "       2020-05-10    34\n",
-       "       2020-05-11    35\n",
-       "       2020-05-12    36\n",
-       "       2020-05-13    37\n",
-       "Name: since_threshold, Length: 4651, dtype: int64"
-      ]
-     },
-     "execution_count": 182,
-     "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": 183,
-   "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": 184,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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",
-       "      <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>-30.0</td>\n",
-       "      <td>2.0</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>8.0</td>\n",
-       "      <td>-2.0</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>24.0</td>\n",
-       "      <td>-1.0</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>-27.0</td>\n",
-       "      <td>0.0</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>16.0</td>\n",
-       "      <td>0.0</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td rowspan=\"5\" valign=\"top\">ZA</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>663</td>\n",
-       "      <td>17</td>\n",
-       "      <td>8895</td>\n",
-       "      <td>178</td>\n",
-       "      <td>239.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>33</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>525</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9420</td>\n",
-       "      <td>186</td>\n",
-       "      <td>-138.0</td>\n",
-       "      <td>-9.0</td>\n",
-       "      <td>34</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>595</td>\n",
-       "      <td>8</td>\n",
-       "      <td>10015</td>\n",
-       "      <td>194</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>35</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>637</td>\n",
-       "      <td>12</td>\n",
-       "      <td>10652</td>\n",
-       "      <td>206</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>36</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>698</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11350</td>\n",
-       "      <td>206</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>-12.0</td>\n",
-       "      <td>37</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4651 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                  cases  deaths  cases_culm  deaths_culm  cases_diff  \\\n",
-       "geoId dateRep                                                          \n",
-       "AD    2020-04-01      6       4         376           12       -30.0   \n",
-       "      2020-04-02     14       2         390           14         8.0   \n",
-       "      2020-04-03     38       1         428           15        24.0   \n",
-       "      2020-04-04     11       1         439           16       -27.0   \n",
-       "      2020-04-05     27       1         466           17        16.0   \n",
-       "...                 ...     ...         ...          ...         ...   \n",
-       "ZA    2020-05-09    663      17        8895          178       239.0   \n",
-       "      2020-05-10    525       8        9420          186      -138.0   \n",
-       "      2020-05-11    595       8       10015          194        70.0   \n",
-       "      2020-05-12    637      12       10652          206        42.0   \n",
-       "      2020-05-13    698       0       11350          206        61.0   \n",
-       "\n",
-       "                  deaths_diff  since_threshold  \n",
-       "geoId dateRep                                   \n",
-       "AD    2020-04-01          2.0                0  \n",
-       "      2020-04-02         -2.0                1  \n",
-       "      2020-04-03         -1.0                2  \n",
-       "      2020-04-04          0.0                3  \n",
-       "      2020-04-05          0.0                4  \n",
-       "...                       ...              ...  \n",
-       "ZA    2020-05-09          9.0               33  \n",
-       "      2020-05-10         -9.0               34  \n",
-       "      2020-05-11          0.0               35  \n",
-       "      2020-05-12          4.0               36  \n",
-       "      2020-05-13        -12.0               37  \n",
-       "\n",
-       "[4651 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 184,
-     "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": 185,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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>-30.0</td>\n",
-       "      <td>2.0</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>8.0</td>\n",
-       "      <td>-2.0</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>24.0</td>\n",
-       "      <td>-1.0</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>-27.0</td>\n",
-       "      <td>0.0</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>16.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>33</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>663</td>\n",
-       "      <td>17</td>\n",
-       "      <td>8895</td>\n",
-       "      <td>178</td>\n",
-       "      <td>239.0</td>\n",
-       "      <td>9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>34</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>525</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9420</td>\n",
-       "      <td>186</td>\n",
-       "      <td>-138.0</td>\n",
-       "      <td>-9.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>35</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>595</td>\n",
-       "      <td>8</td>\n",
-       "      <td>10015</td>\n",
-       "      <td>194</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>36</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>637</td>\n",
-       "      <td>12</td>\n",
-       "      <td>10652</td>\n",
-       "      <td>206</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>4.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>37</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>698</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11350</td>\n",
-       "      <td>206</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>-12.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4651 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",
-       "33              ZA    2020-05-09    663      17        8895          178   \n",
-       "34              ZA    2020-05-10    525       8        9420          186   \n",
-       "35              ZA    2020-05-11    595       8       10015          194   \n",
-       "36              ZA    2020-05-12    637      12       10652          206   \n",
-       "37              ZA    2020-05-13    698       0       11350          206   \n",
-       "\n",
-       "                       cases_diff  deaths_diff  \n",
-       "since_threshold geoId                           \n",
-       "0               AD          -30.0          2.0  \n",
-       "1               AD            8.0         -2.0  \n",
-       "2               AD           24.0         -1.0  \n",
-       "3               AD          -27.0          0.0  \n",
-       "4               AD           16.0          0.0  \n",
-       "...                           ...          ...  \n",
-       "33              ZA          239.0          9.0  \n",
-       "34              ZA         -138.0         -9.0  \n",
-       "35              ZA           70.0          0.0  \n",
-       "36              ZA           42.0          4.0  \n",
-       "37              ZA           61.0        -12.0  \n",
-       "\n",
-       "[4651 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 185,
-     "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": 186,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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>310.0</td>\n",
-       "      <td>1.0</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>131.0</td>\n",
-       "      <td>-3.0</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>-30.0</td>\n",
-       "      <td>-1.0</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>-102.0</td>\n",
-       "      <td>0.0</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>4898.0</td>\n",
-       "      <td>30.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>55</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>4649</td>\n",
-       "      <td>626</td>\n",
-       "      <td>211364</td>\n",
-       "      <td>31241</td>\n",
-       "      <td>-865.0</td>\n",
-       "      <td>87.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>56</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>3896</td>\n",
-       "      <td>346</td>\n",
-       "      <td>215260</td>\n",
-       "      <td>31587</td>\n",
-       "      <td>-753.0</td>\n",
-       "      <td>-280.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>57</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>268</td>\n",
-       "      <td>219183</td>\n",
-       "      <td>31855</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>-78.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>58</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>3877</td>\n",
-       "      <td>210</td>\n",
-       "      <td>223060</td>\n",
-       "      <td>32065</td>\n",
-       "      <td>-46.0</td>\n",
-       "      <td>-58.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>59</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "      <td>226463</td>\n",
-       "      <td>32692</td>\n",
-       "      <td>-474.0</td>\n",
-       "      <td>417.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>197 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",
-       "55              UK    2020-05-09   4649     626      211364        31241   \n",
-       "56              UK    2020-05-10   3896     346      215260        31587   \n",
-       "57              UK    2020-05-11   3923     268      219183        31855   \n",
-       "58              UK    2020-05-12   3877     210      223060        32065   \n",
-       "59              UK    2020-05-13   3403     627      226463        32692   \n",
-       "\n",
-       "                       cases_diff  deaths_diff  \n",
-       "since_threshold geoId                           \n",
-       "0               DE          310.0          1.0  \n",
-       "1               DE          131.0         -3.0  \n",
-       "2               DE          -30.0         -1.0  \n",
-       "3               DE         -102.0          0.0  \n",
-       "4               DE         4898.0         30.0  \n",
-       "...                           ...          ...  \n",
-       "55              UK         -865.0         87.0  \n",
-       "56              UK         -753.0       -280.0  \n",
-       "57              UK           27.0        -78.0  \n",
-       "58              UK          -46.0        -58.0  \n",
-       "59              UK         -474.0        417.0  \n",
-       "\n",
-       "[197 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 186,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 187,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb61511df90>"
-      ]
-     },
-     "execution_count": 187,
-     "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": 188,
-   "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": 189,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().sort_index().xs('deaths_culm', axis=1, drop_level=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 190,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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",
-       "      <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>-30.0</td>\n",
-       "      <td>2.0</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>8.0</td>\n",
-       "      <td>-2.0</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>24.0</td>\n",
-       "      <td>-1.0</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>-27.0</td>\n",
-       "      <td>0.0</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>16.0</td>\n",
-       "      <td>0.0</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>33</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>663</td>\n",
-       "      <td>17</td>\n",
-       "      <td>8895</td>\n",
-       "      <td>178</td>\n",
-       "      <td>239.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>34</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>525</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9420</td>\n",
-       "      <td>186</td>\n",
-       "      <td>-138.0</td>\n",
-       "      <td>-9.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>35</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>595</td>\n",
-       "      <td>8</td>\n",
-       "      <td>10015</td>\n",
-       "      <td>194</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>36</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>637</td>\n",
-       "      <td>12</td>\n",
-       "      <td>10652</td>\n",
-       "      <td>206</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>37</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>698</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11350</td>\n",
-       "      <td>206</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>-12.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4651 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",
-       "33              ZA    2020-05-09    663      17        8895          178   \n",
-       "34              ZA    2020-05-10    525       8        9420          186   \n",
-       "35              ZA    2020-05-11    595       8       10015          194   \n",
-       "36              ZA    2020-05-12    637      12       10652          206   \n",
-       "37              ZA    2020-05-13    698       0       11350          206   \n",
-       "\n",
-       "                       cases_diff  deaths_diff countriesAndTerritories  \\\n",
-       "since_threshold geoId                                                    \n",
-       "0               AD          -30.0          2.0                 Andorra   \n",
-       "1               AD            8.0         -2.0                 Andorra   \n",
-       "2               AD           24.0         -1.0                 Andorra   \n",
-       "3               AD          -27.0          0.0                 Andorra   \n",
-       "4               AD           16.0          0.0                 Andorra   \n",
-       "...                           ...          ...                     ...   \n",
-       "33              ZA          239.0          9.0            South_Africa   \n",
-       "34              ZA         -138.0         -9.0            South_Africa   \n",
-       "35              ZA           70.0          0.0            South_Africa   \n",
-       "36              ZA           42.0          4.0            South_Africa   \n",
-       "37              ZA           61.0        -12.0            South_Africa   \n",
-       "\n",
-       "                       popData2018  \n",
-       "since_threshold geoId               \n",
-       "0               AD           77006  \n",
-       "1               AD           77006  \n",
-       "2               AD           77006  \n",
-       "3               AD           77006  \n",
-       "4               AD           77006  \n",
-       "...                            ...  \n",
-       "33              ZA        57779622  \n",
-       "34              ZA        57779622  \n",
-       "35              ZA        57779622  \n",
-       "36              ZA        57779622  \n",
-       "37              ZA        57779622  \n",
-       "\n",
-       "[4651 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 190,
-     "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": 191,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId']).sort_index(inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 192,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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",
-       "      <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>-30.0</td>\n",
-       "      <td>2.0</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>8.0</td>\n",
-       "      <td>-2.0</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>24.0</td>\n",
-       "      <td>-1.0</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>-27.0</td>\n",
-       "      <td>0.0</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>16.0</td>\n",
-       "      <td>0.0</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>33</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>663</td>\n",
-       "      <td>17</td>\n",
-       "      <td>8895</td>\n",
-       "      <td>178</td>\n",
-       "      <td>239.0</td>\n",
-       "      <td>9.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000154</td>\n",
-       "      <td>0.000003</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>34</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>525</td>\n",
-       "      <td>8</td>\n",
-       "      <td>9420</td>\n",
-       "      <td>186</td>\n",
-       "      <td>-138.0</td>\n",
-       "      <td>-9.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000163</td>\n",
-       "      <td>0.000003</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>35</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>595</td>\n",
-       "      <td>8</td>\n",
-       "      <td>10015</td>\n",
-       "      <td>194</td>\n",
-       "      <td>70.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000173</td>\n",
-       "      <td>0.000003</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>36</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>637</td>\n",
-       "      <td>12</td>\n",
-       "      <td>10652</td>\n",
-       "      <td>206</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000184</td>\n",
-       "      <td>0.000004</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>37</td>\n",
-       "      <td>ZA</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>698</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11350</td>\n",
-       "      <td>206</td>\n",
-       "      <td>61.0</td>\n",
-       "      <td>-12.0</td>\n",
-       "      <td>South_Africa</td>\n",
-       "      <td>57779622</td>\n",
-       "      <td>0.000196</td>\n",
-       "      <td>0.000004</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4651 rows × 11 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",
-       "33              ZA    2020-05-09    663      17        8895          178   \n",
-       "34              ZA    2020-05-10    525       8        9420          186   \n",
-       "35              ZA    2020-05-11    595       8       10015          194   \n",
-       "36              ZA    2020-05-12    637      12       10652          206   \n",
-       "37              ZA    2020-05-13    698       0       11350          206   \n",
-       "\n",
-       "                       cases_diff  deaths_diff countriesAndTerritories  \\\n",
-       "since_threshold geoId                                                    \n",
-       "0               AD          -30.0          2.0                 Andorra   \n",
-       "1               AD            8.0         -2.0                 Andorra   \n",
-       "2               AD           24.0         -1.0                 Andorra   \n",
-       "3               AD          -27.0          0.0                 Andorra   \n",
-       "4               AD           16.0          0.0                 Andorra   \n",
-       "...                           ...          ...                     ...   \n",
-       "33              ZA          239.0          9.0            South_Africa   \n",
-       "34              ZA         -138.0         -9.0            South_Africa   \n",
-       "35              ZA           70.0          0.0            South_Africa   \n",
-       "36              ZA           42.0          4.0            South_Africa   \n",
-       "37              ZA           61.0        -12.0            South_Africa   \n",
-       "\n",
-       "                       popData2018  cases_culm_pc  deaths_culm_pc  \n",
-       "since_threshold geoId                                              \n",
-       "0               AD           77006       0.004883        0.000156  \n",
-       "1               AD           77006       0.005065        0.000182  \n",
-       "2               AD           77006       0.005558        0.000195  \n",
-       "3               AD           77006       0.005701        0.000208  \n",
-       "4               AD           77006       0.006051        0.000221  \n",
-       "...                            ...            ...             ...  \n",
-       "33              ZA        57779622       0.000154        0.000003  \n",
-       "34              ZA        57779622       0.000163        0.000003  \n",
-       "35              ZA        57779622       0.000173        0.000003  \n",
-       "36              ZA        57779622       0.000184        0.000004  \n",
-       "37              ZA        57779622       0.000196        0.000004  \n",
-       "\n",
-       "[4651 rows x 11 columns]"
-      ]
-     },
-     "execution_count": 192,
-     "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": 193,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths_pc = data_since_threshold_per_capita.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm_pc']].unstack().sort_index().xs('deaths_culm_pc', axis=1, drop_level=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 194,
-   "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>4.211223e-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>6.467236e-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>9.776055e-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>1.218247e-06</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>1.729610e-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>73</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4.997577e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>74</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5.029680e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>75</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5.056983e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>76</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5.086604e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>77</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5.115066e-04</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>78 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  4.211223e-07\n",
-       "1                1.567626e-07  0.000005  1.985726e-07  6.467236e-07\n",
-       "2                1.567626e-07  0.000007  2.813113e-07  9.776055e-07\n",
-       "3                1.567626e-07  0.000009  3.475021e-07  1.218247e-06\n",
-       "4                5.185226e-07  0.000011  4.798839e-07  1.729610e-06\n",
-       "...                       ...       ...           ...           ...\n",
-       "73                        NaN       NaN  4.997577e-04           NaN\n",
-       "74                        NaN       NaN  5.029680e-04           NaN\n",
-       "75                        NaN       NaN  5.056983e-04           NaN\n",
-       "76                        NaN       NaN  5.086604e-04           NaN\n",
-       "77                        NaN       NaN  5.115066e-04           NaN\n",
-       "\n",
-       "[78 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 194,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "deaths_pc"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 195,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Int64Index([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
-       "            17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
-       "            34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
-       "            51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
-       "            68, 69, 70, 71, 72, 73, 74, 75, 76, 77],\n",
-       "           dtype='int64', name='since_threshold')"
-      ]
-     },
-     "execution_count": 195,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "deaths_pc.index"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 196,
-   "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": 197,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb61517e050>"
-      ]
-     },
-     "execution_count": 197,
-     "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": 198,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb615417a90>"
-      ]
-     },
-     "execution_count": 198,
-     "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": 199,
-   "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": 200,
-   "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(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": 201,
-   "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": 202,
-   "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": 203,
-   "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": [
-    "ylim = (5*10**3, 5*10**4)\n",
-    "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), ylim=ylim, title=\"Total deaths, log\")\n",
-    "for c in COUNTRIES_CORE:\n",
-    "    lvi = deaths[c].last_valid_index()\n",
-    "    if ylim[0] < deaths[c][lvi] < ylim[1]:\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": 204,
-   "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": 205,
-   "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": 206,
-   "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": 207,
-   "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": 208,
-   "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": 209,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb614564c50>"
-      ]
-     },
-     "execution_count": 209,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
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l9uzZPPzww9SoUSNHzqlgJiIihd7aiGPcP2Ulh2LiGHNDW27u0sDfJUkWZHdk63xVrVqVo0eP/mlbVFQUwcHBAAwaNIiePXty5ZVXsnDhQsqXL5/tc+pGuoiIFGqfLd/NwPeWADDzvu4KZZJp5cqVo3bt2vzwww+AF8rmz59Pz549z7T529/+Rp8+fbjuuuuIj4/P9jkVzEREpFCKTUjisc/X8ujn6+gWXIWv/tpTc8kkyyZNmsQLL7xAhw4duPTSS3n66adp3Ljxn9qMGTOG+vXrc/vtt5OcnJyt8+lWpoiIFDoRR0/xwCcrWRsRzYhLGvP3y5sTqFclyXlo1aoVCxcuPGv7xIkT//T9hAkTcuR8CmYiIlJoOOeYERrBc19vxIBxt3fmita1/F2WSKYpmImISKFw8Hgsj32+loVbDtEtuApjb2xP/Spl/F2WSJYomImISIHmnGP26n08PWcDcYlJPH1NK+7sHkSAbl1KAaRgJiIiBdahE3E8+eU6vt1wkE4NKjH2xvY0ql7O32WJnDcFMxERKZDmr9/PE1+sJyYukcf7t2BYr0aa4C8FnoKZiIgUKEnJjrELtvDuT9tpW7cir97UnqY1s7+wp0h+oHXMRESkwDgem8A9k0J596ftDO5an8/v76FQJrmmXDnvtnh4eDilS5emQ4cOZ35NmjQpV86pETMRESkQdhyKYdikUHYfOcXzA1pz2wUN032XoUhOa9y4MatXr8718yiYiYhIvrdwSySjPl1F8cAAJg/tRvfGVf1dkkiuUDATEZF8yznH+7/sYMz8zbSoVYFxt3fW2mRF0TePwYF1OdtnrbbQ/+VMN9++fTsdOnQ48/2bb75Jr169crYmFMxERCSf+uNdl1+u3sdVbWvzyo3tKFNCf22Jf+hWpoiIFFlRJ+MZPimU0F1HefiKZoy4pInmkxVlWRjZKugUzEREJF8JP3ySIROXs/fYad66pSNXt6vj75JE8oyCmYiI5BsrdkUx7ONQAKYO60ZIUBU/VyTiST3H7O6772bUqFE5fh4FMxERyRfmrt3Pg9NXU6diKSYM6UpwtbL+LkmKuJiYGACCgoI4ffp0npxTwUxERPzKOccHv+7gpXmb6dywMh/cEUKVsiX8XZaIXyiYiYiI35yOT+LFeRuZsnQ3V7WtzX9uak+p4oH+LkvEbxTMREQkTyUlO5buOMIXq/Yyf/0BYuISufeiRjzatwUBegm5FHEKZiIikic27T/Ol6v2Mnv1Pg4cj6V8yWJc2bYWN3SqR7dGWslfzuacK9DLpDjnsnyMgpmIiOSaqJPxzFoZwcwVEWw+cIJiAcbFzavzz6tb0adlDd22lHSVKlWKI0eOULVq1QIZzpxzHDlyhFKlSmXpOAUzERHJUcnJjiU7jvDpst0s2HCQ+KRkOtSvxPMDWnNVuzqa2C+ZUq9ePSIiIjh06JC/SzlvpUqVol69elk6RsFMRERyROTxWGasiGB66B52HTlFxdLFuaVbAwZ3bUDzWuX9XZ4UMMWLFyc4ONjfZeQ5BTMREcmWmLhEnp69gS9X7yUp2dEtuAoPXtaMfm1q6ValSBYpmImIyHkLizzBvZNXsPPwSe7qEcxtFzSgUfVy/i5LpMBSMBMRkfPy9dp9jJ65ljIlApkyrBs9Glfzd0kiBZ6CmYiIZElCUjL/mreZj37bSacGlXjn1s7Uqpi1J89EJG0KZiIikmmRx2MZMXUly8OPclePIJ64siUligX4uyyRQkPBTEREMmXZzihGTF1JTGwirw/qwIAOdf1dkkiho2AmIiIZmr16Lw9NX0ODKmWYMrSblr8QySUKZiIick6TloTz9JwNdAuuwrg7QqhQqri/SxIptBTMREQkTc453vghjNe+38plLWvy1i0dtS6ZSC5TMBMRkbMkJzue+3ojExeHc0Oneoy5oS3FAjXJXyS3KZiJiMifJCQlM3rmWr5YtZehPYP5x5UtCQgoeC+RFimIMvXPHzPrZ2ZbzCzMzB5LY39JM/vMt/93MwtKse9x3/YtZtY3C32+aWYx53dZIiJyPmITkrhv8gq+WLWXh69oxpNXKZSJ5KUMg5mZBQJvA/2BVsBgM2uVqtlQ4KhzrgnwGjDGd2wrYBDQGugHvGNmgRn1aWYhQKVsXpuIiGRB9OkE7vhoGT9uieSFv7Rh5KVNMVMoE8lLmRkx6wqEOed2OOfigWnAgFRtBgAf+76eCfQx70/zAGCacy7OObcTCPP1l26fvtD2CjA6e5cmIiKZtevISa5/5zdW7T7KG4M6ctsFDf1dkkiRlJk5ZnWBPSm+jwC6pdfGOZdoZtFAVd/2pamO/WNFwvT6HAnMcc7t17/URERy37KdUdw7ORQHTB7ajQsaVfV3SSJFVmaCWVrpyGWyTXrb0xqpc2ZWB7gRuDjDosyGA8MBGjRokFFzERFJw8wVETw+ay31K5dh/F1dCK5W1t8liRRpmbmVGQHUT/F9PWBfem3MrBhQEYg6x7Hpbe8INAHCzCwcKGNmYWkV5Zwb55wLcc6FVK9ePROXISIif0hOdvx7/mYenrGGLkFV+OKBCxXKRPKBzIyYLQeamlkwsBdvMv8tqdrMAe4ElgADgR+dc87M5gBTzexVoA7QFFiGN5J2Vp/OuQ1ArT86NbMY3wMFIiKSQ07HJ/HgZ6uZv+EAg7vW57kBbSiuNcpE8oUMg5lvzthI4FsgEPjIObfBzJ4DQp1zc4DxwGTf6FYUXtDC1246sBFIBEY455IA0uoz5y9PRERSOng8lmEfh7J+XzRPXtWSoT2D9eSlSD5izqWeLlbwhISEuNDQUH+XISKSr+07dprBHyzl0Ik43hjUkcta1fR3SSJFkpmtcM6FpLVPK/+LiBQB+46dZtC4pRw9Gc+UYd3o1KCyv0sSkTRoUoGISCG3N0UomzS0q0KZSD6mYCYiUojtPXaawSlCWUeFMpF8TbcyRUQKKW+kbAnHTiUweVg3OtTXm+5E8jsFMxGRQiji6CkGf7CUY6cSmDK0G+0VykQKBAUzEZFCJuLoKQaNW0r0aYUykYJGwUxEpBA5HBPHrR/+zvHTCXwyrBvt6imUiRQkCmYiIoXEqfhEhn4cysHjsUy95wKFMpECSE9liogUAknJjlGfrmZdxDHeGNRRS2KIFFAaMRMRKeCcczwzZwPfbzrIcwNac0XrWhkfJCL5kkbMREQKuPd/2cHkpbu4t3cj7uge5O9yRCQbFMxERAqw2av38vI3m7m6XW0e7dfC3+WISDYpmImIFFBLdxzhkRlr6RpchbE3ticgwPxdkohkk4KZiEgBtO3gCYZPCqV+ldKMu70zpYoH+rskEckBmvwvIlKAnIhN4PMVEbzz03ZKFg9k4pCuVCpTwt9liUgOUTATESkAwiJjmLQknM9XRHAyPon29Svx0nVtqF+ljL9LE5EcpGAmIpJPJSU7ftwcyceLw1kUdpgSgQFc3b42d3QP0gvJRQopBTMRkXwmISmZmSsieHthGBFHT1O7Yike6ducm7vUp1q5kv4uT0RykYKZiEg+kZzs+Hrdfl5dsIXwI6foUL8S/7iyJZe3qkmxQD2rJVIUKJiJiPiZc46FWyJ55dutbNp/nBa1yvPhHSH0aVkDMy2BIVKUKJiJiPjR7zuO8Mq3WwjddZSGVcvw+qAOXNOujtYkEymiFMxERPzAOcezX21k4uJwalYoyYvXteGmkPoU1y1LkSJNwUxEJI8553h5/mYmLg7nrh5BPNa/hRaIFRFAwUxEJM+9vTCM93/ewe0XNOTpa1ppHpmInKExcxGRPPTRop2MXbCV6zvW5dlrWyuUicifKJiJiOSR6cv38NzXG+nXuhb/HthOE/xF5CwKZiIieeDrtft4bNZaejerzuuDO2hdMhFJk34yiIjksh83H+Rv01YT0rAK79/WmZLFNNFfRNKmYCYikosWbz/MfVNW0rJ2BT68K4TSJRTKRCR9CmYiIrlk5+GT3Dt5BUFVyzDp7q5UKFXc3yWJSD6nYCYikgtOxiVy7+RQigUY4+/sQuWyJfxdkogUAFrHTEQkhznneGTmGsIiY5h0dzfqVynj75JEpIDQiJmISA57/5cdzFt3gEf7taBn02r+LkdEChAFMxGRHPTrtkP8e/5mrmpXm+G9G/m7HBEpYBTMRERyyJ6oU/z101U0rVGeVwa206r+IpJlCmYiIjngdHwS905eQXKy4/3bO1OmhKbwikjW6SeHiEg2Oed4fNZaNh04zkd3diGoWll/lyQiBZRGzEREsmnCb+F8uXoff7+sGZe0qOHvckSkAFMwExHJhs+W7+aFuRu5vFVNRlzSxN/liEgBp1uZIiLnwTnHuz9v59/zt9CraTX+e3MHAgI02V9EskfBTEQki5KTHS/M3cRHv+3k2vZ1GHtje0oU0w0IEck+BTMRkSyIT0xm9Mw1fLl6H0MuDOKfV7XSSJmI5BgFMxGRTDoVn8h9U1byy9ZDPNK3OQ9c3FhrlYlIjlIwExHJhKMn4xkycTlrI47x8vVtGdS1gb9LEpFCSMFMRCQDB6JjufXDpew5epp3b+tM39a1/F2SiBRSCmYiIudwOCaOWz9cysHjcUy+uyvdGlX1d0kiUogpmImIpCP6VAK3j1/G3mOnmXR3N7oGV/F3SSJSyOn5bhGRNMTEJXLnhGVsj4xh3O0hCmUikic0YiYiksrp+CSGTlzOur3RvHtrJ3o3q+7vkkSkiNCImYhICnGJSdw3ZQXLwqN47eYOXKGJ/iKShxTMRER8EpOSGfXpKn7eeogx17fj2vZ1/F1S3nEODqyDH56DpAR/VyNSZOlWpogI3muWHp6xhm83HOSZa1pxU5f6/i4pb0RHwLoZsHY6RG6EgGLQ/Cqo19nflYkUSZkaMTOzfma2xczCzOyxNPaXNLPPfPt/N7OgFPse923fYmZ9M+rTzMab2RozW2tmM82sXPYuUUQkY68s2MKXq/cxul9z7row2N/l5K7YaFg5GSZeDa+1ge+fgZLl4ar/wENbFcpE/CjDETMzCwTeBi4HIoDlZjbHObcxRbOhwFHnXBMzGwSMAW42s1bAIKA1UAf43sya+Y5Jr88HnXPHfed+FRgJvJwD1yoikqbl4VG89/N2BnetzwMXN/F3OTknKRGOhsORbXB4KxzeBkfCYO9KSIqDKo3hkieg7UCo0sjf1YoImbuV2RUIc87tADCzacAAIGUwGwA84/t6JvCWeS+QGwBMc87FATvNLMzXH+n1mSKUGVAacOd/eSIi53YyLpGHpq+hXuXSPHlVK3+Xc/5io2Hfati3CvathMhNELUTklPMFytbHao2hZC7oe2NULcT6F2fIvlKZoJZXWBPiu8jgG7ptXHOJZpZNFDVt31pqmPr+r5Ot08zmwBciRf+HkqrKDMbDgwHaNBA76wTkfPz8jeb2XP0FNPuuYCyJQvItNvkJC+ARSz3ft+70hsV+0PlIKjZBlpc5QWxas2gWhMoXdlvJYtI5mTmp1Ba/5xKPYqVXpv0tqc1t+1Mn865Ib5bqG8CNwMTzmrs3DhgHEBISIhG1UQky37ddojJS3cxrGdw/n/V0qkoCPsBtn0LYd/D6aPe9nK1vJGvdjdD3Y5QpxOU0WK4IgVVZoJZBJDy8aR6wL502kSYWTGgIhCVwbHn7NM5l2RmnwGPkEYwExHJjujTCYyeuZYmNcrxcN/m/i7nbM7BwQ2wdT5sW+CNjrlkKFMNmvWDJpdBwwuhQm1/VyoiOSgzwWw50NTMgoG9eJP5b0nVZg5wJ7AEGAj86JxzZjYHmOqbxF8HaAoswxtJO6tP37yyxs65MN/X1wCbs3uRIiKpPffVRiJPxDHrts6UKh7o73L+JykRNn4JS9725ooB1O4AvR+Bpld4I2IBWoJSpLDKMJj55oyNBL4FAoGPnHMbzOw5INQ5NwcYD0z2Te6Pwgta+NpNx5srlgiMcM4lAaTTZwDwsZlVwAtva4D7c/aSRaSoW7DhAJ+vjGDUpU1oX7+Sv8vxxEbDyknw+/sQvcd7YvLKsdDyGiivtw+IFBXmXMGfnhUSEuJCQ0P9XYaIFABHYuLo+99fqFmhFF88cCElivl59OnoLi+MrZwE8ScgqBd0HwFN+2pkTKSQMrMVzrmQtPYVkEeQRESyz06OmDIAACAASURBVDnHk1+u5/jpRKYMa+/fUHZwA/z6H9jwBVgAtLkBLngA6nTwX00i4ncKZiJSZHy5ei/frD/Ao/1a0KJWBf8UEbECfh0LW+ZBiXLQfSR0uw8q1s34WBEp9BTMRKTQS0hK5vXvt/HOT2F0bliZ4b3zeJV75yB8kRfIdvzkrSd28RPQbbjWFhORP1EwE5FCbfuhGB78bDVrI6IZ2LkeT1/TisCAPFztfvtC+OlfsOd3KFcTLn8eQoZ476YUEUlFwUxECiXnHFOW7uLFeZsoXTyQ927rRL82ebjm1/H98O3j3hyyivW9Jyw73g7FS+VdDSJS4CiYiUihE3kiltEz1/LTlkNc1Kw6rwxsR40KeRSIkpNg+Yfww/OQFA+XPAkXjoJiJfPm/CJSoCmYiUihMn/9AZ74Yh0n4xJ5bkBrbr+gIZZXL+reuxK+fhD2r4bGl3qjZFUb5825RaRQUDATkULhQHQsz361gW/WH6BN3Qr89+YONKmRR/O4YqPhxxdg2QdQrgYM/AhaXw95FQhFpNBQMBORAi0p2TF5SThjF2wlISmZR/o2555ejXJ/jbLkZIhYBus/936dioKu98ClT0Kpirl7bhEptBTMRKTAWr83mie+WMfaiGh6N6vOCwPa0KBqmdw7oXOwb5UXxDZ8CccjoFgp7x2WPf8GdTvn3rlFpEhQMBORAudkXCKvfreVCb/tpErZkrwxuCPXtKudO3PJkhK9l4lv/dYLZEd3QkBxaNIHLnsamvfX0hcikmMUzESkQAmLjOGO8b+zLzqWW7s1YHS/FlQsXTxnT3JsN4T9ANt/hJ0/e3PILACCL4JeD0HLq7UwrIjkCgUzESkw4hKT+Ounq4hNTObz+7vTuWGVnOv84EZYMcELY0fCvG0V6kLLa70nLBtdDGVy8HwiImlQMBORAuOV+VvYtP844+8MyblQlhjvvSrp1/9AYAkI6gldhnlhrFozPVkpInlKwUxECoRfth7iw0U7uaN7Q/q0rJkznUasgNkj4NAmaHcz9P0XlK2aM32LiJwHBTMRyfeOxMTx0Iw1NKtZjieubJn9DuNPwcIXYek7UL423DIdmvXNfr8iItmkYCYi+ZpzjtEz1xJ9OoFJd3elVPHA7HW481eY81fv6crOQ+Dy56BUhZwpVkQkmxTMRCRfm7J0Fz9sjuSpq1vRsnYGAerAem+u2KnDae9PjIc9S6FyMNz5FQT3zvmCRUSyQcFMRPKtrQdP8MLcTVzcvDpDLgxKv2FMpPdKpFWToWQFqJHO7U4z6Pkg9B4NJXJxIVoRkfOkYCYi+VJsQhKjPl1F+VLFeGVg+7QXj02I9eaJ/foqJJ6GbvfBRaO1xpiIFFgKZiKSL42Zv5nNB04w4a4uVC9f8s87nYMNs+C7ZyB6NzS/Ei5/Hqo18UutIiI5RcFMRPKdHzcfZMJv4dzVI4hLWtT4885DW2DOKG+uWM02MGAONLrIP4WKiOQwBTMRyVe2HDjBqE9X06p2BR7r3+J/O5yDFRNh/uNQvDRc8wZ0vA0CsvmUpohIPqJgJiL5RuSJWO6euJwyJQIZf1fI/5bGOBUFX42CTV9Bo0vguvegfC3/FisikgsUzEQkXzgdn8Q9k1YQdTKe6fd2p3bF0t6Onb/CrOFw8pA3j6z7SAgI8G+xIiK5RMFMRPwuOdnx0IzVrI04xvu3daZtvYqQlAA/veytS1alEQz7Dup09HepIiK5SsFMRPzulQVbmLfuAE9e1ZIrWteCw9vgy/shYjl0uA36j4GS5fxdpohIrlMwExG/mr58D+/+tJ1buzVgaLuS8NX/wcrJUKIcDPwI2tzg7xJFRPKMgpmI+M3isMM88cU6+jUqwXNlpmNvjoPkJOgyDHo/DOVqZNyJiEghomAmIn4RFhnDg1N+44ny3zHkyGxs3wlodzNc8jhUDvJ3eSIifqFgJiJ57nhsAp+OH8tcJlAt7hg06w99/gk1W/u7NBERv1IwE5E85Zzj6w+e5Z9xbxJTvSNc/S9o2N3fZYmI5AsKZiKSpxZPeY5bjrzJruqX0PDe6VCshL9LEhHJN7RKo4jkmV2zX+TC7a+ystxFNFAoExE5i4KZiOSJE9++RMNV/+aHYhfRfMR0TKFMROQsCmYikrucI+n75ym/ZAyzXW8aDptM2dKl/F2ViEi+pGAmIrnHOfj+GQIXjWVa4sUUu/5dmtSq6O+qRETyLU3+F5Gcl5wMkRth+YewYgJTEvuws9tz/LN9PX9XJiKSrymYiUj2OQdHtsPOn2HnLxD+K5w6AsDHyVfydd2RTL2ylZ+LFBHJ/xTMROT8OOcFsTXTYMfPcGKft71CXWjal5g6PRj6cym2x1dm3q2dKR6omRMiIhlRMBORrDl9FFZPhdCP4EgYlKoEjS+F4N7eryqNOB6XyC0fLGXb8RimDOtEjQqa7C8ikhkKZiKSOXtXwvLxsP5zSDwN9brCdeOg1QAo/r/gdSo+kbsnLGfLgROMuz2ELkFV/Fi0iEjBomAmIucWuQm+vB/2rYLiZaH9zRAyFGq3O6tpXGIS905ewcrdR3lzcCcuaVHDDwWLiBRcCmYicm6LXvMm9l85FtrdBKXSXu4iISmZv05dxa/bDvPKwHZc1a52HhcqIlLwKZiJSPqcg/BF0KQPdL0n3WbJyY5HZqxhwcaDPHtta24MqZ+HRYqIFB56TEpE0nd0JxzfC0E9023inOPJ2ev5cvU+HunbnDt7BOVdfSIihYyCmYikL3yR93tQrzR3O+d4ad4mpv6+m/svbsyIS5rkYXEiIoWPgpmIpC98EZStDtWapbl7ytJdfPDrTu7o3pDRfZvncXEiIoWPgpmIpM05CP/Nu41pdtbu1XuO8dzXG7mkeXWeuaY1lkYbERHJGgUzEUnb0XA4HgENLzx718l4RnyykhrlS/HazR0ICFAoExHJCXoqU0TSls78suRkx9+nrybyRCwz7+tBpTIl/FCciEjhlKkRMzPrZ2ZbzCzMzB5LY39JM/vMt/93MwtKse9x3/YtZtY3oz7N7BPf9vVm9pGZFc/eJYrIeQlfBGWqQfU/zx179+ftLNxyiH9e3Yr29Sv5qTgRkcIpw2BmZoHA20B/oBUw2MxapWo2FDjqnGsCvAaM8R3bChgEtAb6Ae+YWWAGfX4CtADaAqWBYdm6QhHJOudg19nzyxZvP8x/FmzhmvZ1uP2Chn4sUESkcMrMiFlXIMw5t8M5Fw9MAwakajMA+Nj39Uygj3kzgQcA05xzcc65nUCYr790+3TOzXM+wDKgXvYuUUSy7NguiN7zp/XLIo/HMurT1QRXK8u/rm+ryf4iIrkgM8GsLrAnxfcRvm1ptnHOJQLRQNVzHJthn75bmLcD8zNRo4jkpDPzy7xglpiUzMhPV3EyLpF3b+tMuZKanioikhsyE8zS+mexy2SbrG5P6R3gF+fcr2kWZTbczELNLPTQoUNpNRGR8xW+CMpUheotABi7YCvLdkbx0vVtaFazvJ+LExEpvDITzCKAlC++qwfsS6+NmRUDKgJR5zj2nH2a2dNAdeDv6RXlnBvnnAtxzoVUr149E5chIpmWYv2yuWv3897P27mlWwOu66iZBSIiuSkzwWw50NTMgs2sBN5k/jmp2swB7vR9PRD40TdHbA4wyPfUZjDQFG/eWLp9mtkwoC8w2DmXnL3LE5EsO7oLondDw57MXBHBXz9dSeeGlXnq6tTP/IiISE7LcKKIcy7RzEYC3wKBwEfOuQ1m9hwQ6pybA4wHJptZGN5I2SDfsRvMbDqwEUgERjjnkgDS6tN3yveAXcAS3+TiWc6553LsikXk3Hzzy2YdDebhn9bQq2k13rutM6WKB/q5MBGRws+8ga2CLSQkxIWGhvq7DJFCwX1xH6c3fEPrmLfo16YO/x3UgZLFFMpERHKKma1wzoWktU+PVonIGcnJjuhNP7Ekrhk3hjTgpevaUixQb24TEckr+okrIgAkJCXz4ifzqRy/n4Cgnoy5oZ1CmYhIHtNPXREhNiGJ+6es5NimnwDoe9UNWkBWRMQPdCtTpIg7diqe4ZNXsDw8iu+C98HRKlgNPYEpIuIPGjETKcJ2HTnJ9e8sZvXuY7w+qCNNTq2BoAshQD8aRET8QT99RYqo0PAorntnMUdPxfPJPd24tmGi947MoF7+Lk1EpMhSMBMpgr5as49bPvydiqWLM+uBC+kSVMVb7R+g4YX+LU5EpAjTHDORIsQ5xzs/beeVb7fQNagK79/emcplS3g7wxdB6cqg+WUiIn6jYCZSRMQnJvOPL9YxY0UEf+lQhzED2/154dhdi7zRMs0vExHxGwUzkSLgdHwS90wKZVHYYf6vT1P+dlnTPy+HcWwPHA2Hbvf7rUYREVEwEyn04hKTGD45lMXbD/PKwHbcGFL/7Ea7fPPLgjS/TETEnxTMRAqxhKRkRk5dxa/bDvPv9EKZc7D1WyhVCWq0zvsiRUTkDE0mESmkkpIdD89Yw3cbD/Lsta25Ka1QdnADTLwKNsyC1n/R/DIRET/TiJlIIeSc48kv1zF79T5G92vOnT2C/twg9jj89DL8/h6UqgjXvA4d7/BLrSIi8j8KZiKFjHOOF+Zu4tNlexh5SRMeuLhJyp2wbgYseBJiIqHzXdDnKShTxW/1iojI/yiYiRQyr32/jfGLdjLkwiAeuqLZ/3Yc3ADzHvEm+tfpBIM/hbqd/VeoiIicRcFMpBB5/+ftvPHDNm4Oqc9TV7fCnIPtP8Dv78O2Bd4Csn/cttR8MhGRfEfBTKSQmL9+P//6ZjPXtK/DS1cFYcs/9ALZkW1QtgZc9Bh0u1e3LUVE8jEFM5FCIPJ4LI/PWkff2if5b8VpBP53KsQd925ZXv8BtBoAxUr6u0wREcmAgplIAeec4x8zljMqcSJ3HZ2HhQZC6+ug231QL8Tf5YmISBYomIkUcAu+ncNjux6lccB+CLkbeo+GCrX9XZaIiJwHBTORgirhNMfmPcPlK9/nSPEaJA+eTUCTi/1dlYiIZIOCmUhBtGc57sv7qXRkGzPscnrf9x4B1av5uyoREckmPS8vUpAkxMJ3T8FHVxATc5zb4h+n5HVvUFOhTESkUNCImUhBcWgrzBwCB9cT1Xwwl667jN5tG3Nt+zr+rkxERHKIgplIQbB6Ksx9CIqXJv7mz7jpm9KUKpfI8wPa+LsyERHJQbqVKZKfxcXArHvhy/u91yfdt4h/hdUnLDKGV25sR8Uyxf1doYiI5CCNmInkV/vXercuo3bAxY9D70f4bcdRJvwWzl09gujVtLq/KxQRkRymYCaS3zgHyz+Eb//hvT7pzq8gqCdRJ+N58LPVNK5elkf7tfB3lSIikgsUzETyE+dgzkhYNQWaXgF/eRfKVsM5x+iZazh2KoGJQ7pSukSgvysVEZFcoDlmIvlJ6HgvlPV8EAZ/BmW9ZTAmLdnF95sieax/C1rVqeDnIkVEJLcomInkF/tWwfzHocnlcOlTEOD98dy0/zgvztvEpS1qMOTCIP/WKCIiuUrBTCQ/OH0Mpt8JZWvA9ePOhLLT8UmM+nQVFUsX55WB7TAzPxcqIiK5SXPMRPzNOZg9Ao7vhSHfeBP+fZ6fu5FtkTFMHtqVquVK+rFIERHJCwpmIv629F3Y/DVc8SLU73pm8/z1+5n6+27uvaiRlsYQESkidCtTxJ/2LIfv/gnNr4LuI85s3nfsNI9+vo529Sry0OXN/VigiIjkJQUzEX85FeUtIFuhLvzlbfDNH0tKdvzts9UkJiXzxqCOlCimP6YiIkWFbmWK+ENyMnxxL8QchLu/hdKVz+x6e2EYy3ZG8epN7QmqVtaPRYqISF5TMBPxh8Wvw7YFcOVYqNvpzOZF2w7z3++3cl3HulzfqZ4fCxQREX9QMBPJS7HHYcE/YOUkaH09dBl2Ztf+6NOMmraKJjXK8eJ1bfxYpIiI+IuCmUhe2f4jzP4rnNgHF/7NezG5b15ZfGIyIz5ZSVxCEu/e1pkyJfRHU0SkKNJPf5HcFncCFjwJKyZCtWYw9DuoF/KnJi/N28TK3cd459ZONK5ezj91ioiI3ymYieSm7Qthzl+9xWN7jIJLnoDipf/UZM6afUxcHM7QnsFc2ba2nwoVEZH8QMFMJDfExXjrk4V+BFWbeE9eplg89g/bDp7gsc/XEtKwMo/1b+GHQkVEJD9RMBPJaRGhMOseiNoJ3UfCpU+eNUoGEBOXyH1TVlCmRCBv39qJ4oFar0xEpKhTMBPJKUmJ8Ot/4OcxUKEO3DUXgi5Ms6lzjsc+X8vOwyeZMqwbNSuUyuNiRUQkP1IwE8kJUTtg1nCIWA7tboYrX4FSFdNtPnFxOF+v3c+j/VrQo3G1PCxURETyMwUzkexwDlZNgfmPQUAg3DAe2g485yErdh3lxbmbuKxlTe7t3SiPChURkYJAwUzkfJ2Kgq9GwaavIKgXXPceVDz3av1HYuIYOXUldSqV5j83tScgwPKoWBERKQgUzETOx+7fvReQx0TC5c97k/wDzj15PynZ8X/TVnPkZDyz7u9BxdLF86hYEREpKBTMRLLCOVj8JvzwrDc6Nuw7qNMxU4e+/v1WFoUdZswNbWlTN/35ZyIiUnRl6vl8M+tnZlvMLMzMHktjf0kz+8y3/3czC0qx73Hf9i1m1jejPs1spG+bMzPNipb84/RRmHaLtz5Z8/5w7y+ZDmULt0Tyxo9h3Ni5Hjd3aZDLhYqISEGVYTAzs0DgbaA/0AoYbGatUjUbChx1zjUBXgPG+I5tBQwCWgP9gHfMLDCDPn8DLgN2ZfPaRHJOxAp4rzds+w76jYGbJp/zqcs/HXr0FA9+tpqWtSvw/F/0cnIREUlfZkbMugJhzrkdzrl4YBowIFWbAcDHvq9nAn3MzHzbpznn4pxzO4EwX3/p9umcW+WcC8/mdYnkDOdg6XvwkW+w9+5v4YL7zrx8PCNxiUk88MlKkpIc797aiVLFA3OxWBERKegyM8esLrAnxfcRQLf02jjnEs0sGqjq27401bF1fV9n1KeIf52K8t5zuflraNYf/vIOlKmSpS6e/3ojayOiee+2zgRVK5tLhYqISGGRmWCW1tCAy2Sb9LanNVKXus9zF2U2HBgO0KCB5uxIDtv5q7dg7MlDcMUL3lOXmRwl+8OXq/YyZeluhvduRL82tXKpUBERKUwycyszAqif4vt6wL702phZMaAiEHWOYzPT5zk558Y550KccyHVq1fPyqEi6UtKgB+eh4+v8d5vOew76PHXLIeyHzcf5PFZ6+gaVIXRfZvnUrEiIlLYZGbEbDnQ1MyCgb14k/lvSdVmDnAnsAQYCPzonHNmNgeYamavAnWApsAyvJG0jPoUyVtRO72Xj0csh463eZP8S5bLUhexCUm8NG8Tk5bsokWt8rx1S0eK6eXkIiKSSRkGM9+csZHAt0Ag8JFzboOZPQeEOufmAOOByWYWhjdSNsh37AYzmw5sBBKBEc65JPCWxUjdp2/7KGA0UAtYa2bznHPDcvSqRVJbOx2+/jtYAAycAG2uz3IXG/cd5/+mrWJbZAxDewbzSN/mmuwvIiJZYs5laWpXvhQSEuJCQ0P9XYYURKePwjePwtrPoP4FcMMHUClrcxaTkx0f/baTf8/fQsUyxRl7Y3suaqbb6yIikjYzW+GcC0lrn1b+l6Jr01cw9yE4eRguegx6PwKBWfsjEXk8lodmrOHXbYe5rGVNxtzQlqrlSuZSwSIiUtgpmEnRExMJ8x6BjV9CrbZw6wyo3T7L3SzcEsnfP1vN6YQkXryuDbd0bYBl8SEBERGRlBTMpOhwzptLNv9RiD8Jl/4TLvw/CMzay8Sdc7z783Ze+XYLLWpV4M3BHWlSI2sPCYiIiKRFwUyKhugI+PpB2LYA6nWFAW9B9awvY3EqPpFHZqxl7rr9XNu+DmNuaEfpEprgLyIiOUPBTAo352DNpzBvNLgk6PcydB0OAVkPU3uiTnHPpFC2HjzB4/1bMLx3I926FBGRHKVgJoXXqSj4+m+wcTY0vBAGvA1Vgs+rq9/CDjNi6kqSkx0ThnTVU5ciIpIrFMykcNr+I3z5gPfE5WXPeqv3n8comXOOj34L56V5m2hcvSzjbg/ROy9FRCTXKJhJ4ZIQCz88C0vfgWrN4ZbPzuuJS4DEpGT+8cV6PgvdQ9/WNfnPTR0oV1J/ZEREJPfobxkpPA6s916pFLnRm0d2+XPe+y7PQ3xiMn/7bBXz1h3gr5c24cHLmhEQoPlkIiKSuxTMpOCLjYbFb8Jvr0PpynDrTGh6+fl3l5DE/VNWsHDLIZ68qiXDejXKwWJFRETSp2AmBVdCLCz/AH79j/dqpTYDof8YKFvtvLs8GZfIsI9DWbrzCC9d15ZbumXt9UwiIiLZoWAmBU9SorcExk//guN7oXEf6PMU1OmQrW6jTycwZMIy1kRE8+pN7bmuY70cKlhERCRzFMyk4HDOe7/lj8/D4a1QNwSuew+Ce2e76yMxcdw+fhnbIk/w9i2d6NemVg4ULCIikjUKZpJ/OQdRO2D3Eti1GMIXwbFd3tOWN0+BFldDDizweiA6ltvG/86eqFN8cEcIFzevkQPFi4iIZJ2CmeQvh8Ngx0LY9RvsWgIxB7ztpatAwx5w8ePQ9kYIzJn/dcMPn+SOj5ZxJCaOj+/uygWNquZIvyIiIudDwUzyhxMH4IfnYfUngIMKdSG4lxfGGvTw3muZw68/WrPnGHdPXE6yc3xyzwV0qF8pR/sXERHJKgUz8a+E07D4LVj0GiTFQ4+R0GUYVGqY40EspYVbInlgykqqlS/Bx0O60qh6uVw7l4iISGYpmIl/OAfrZsL3z8DxCGh5jbcgbJXcXzNsRugeHpu1jha1yjNhSBdqlC+V6+cUERHJDAUzyXt7lsH8x2FvKNRqB9e/D0E9c/20zjneXhjG2AVb6dW0Gu/e1lmvWBIRkXxFfytJ3kiM85a6WD4edi+GcrVgwDvQfjAEBOT66ZOSHc/M2cDkpbu4rmNdxtzQjhLFcv+8IiIiWaFgJrnr2G4InQCrJsPJQ1A5GC5/HkLuhpJ5M6/rdHwSD362mvkbDnDvRY14tG8LvfdSRETyJQUzyXnJybD9B1j+IWz91pvE36w/dBkKjS7JkxGyP+w7dprhk0PZsO84T13dirt7BufZuUVERLJKwUxyTlIirJ8Jv74Kh7dAuZrQ+2HofBdUzPvXG4WGR3HflJXEJiTx4R0h9GlZM89rEBERyQoFM8m+xDhv/bFF//VW5q/ZBm4YDy2vhWIl/FLSZ8t38+SX66lbqTTThnejSY3yfqlDREQkKxTM5PzFn4QVE2Hxm3Biv/fuyv5joFm/XF2D7FwSkpJ5ce4mJi4Op1fTarw1uBMVyxT3Sy0iIiJZpWAmWRcT6U3oX/Y+nDoCQb18LxO/yG+BDODoyXhGTF3J4u1HGNYzmMf6t6BYoJ68FBGRgkPBTDJv70r4/X3YMMtbpb9pX+j1EDTo5u/K2HrwBMM+DuVAdCxjb2zPwM55P6dNREQkuxTM5NySEmDjbC+QRSyDEuWg8xDoOhyqNfF3dQAs3BzJXz9dRekSgUy79wI6Najs75JERETOi4KZpC0hFpa+A8vGefPHqjSG/v/2FoQtVcHf1QHeSv4f/RbOi3M30qJWBcbfFULtiqX9XZaIiMh5UzCTs23/EeY+BFE7oHEfuPZN7/c8XH8sIwlJyTw1ewOfLtv9/+3de3RdZZnH8e+Tk5w0adqmd3q/kUJvNLQpFcqltlhR1DoiUxQZZFBGxRFcsmaQmVlemZG1RrwsGR0EBEcUEQU64EARC6hA2/R+o6WlTUlTeqFJmzZpLuc888d+Sw4hl4KlZyf5fdY6a+/9nvfs/eRZ5yRP9n7Pu1kweSjfv6KUwqTeziIi0rXpL5m0qN0LT94SzUU2YAJc9QhMeG+2o3qLQ3VNfP7+lTy//XW+MHcCNy04QzP5i4hIt6DCTCCdgpU/gz98E5rr4aKb4fwvQ16vbEf2FjsOHOXae1dQWV3Pdy+fzmUa5C8iIt2ICrOebs9aeOzLsHtlNN3FpbfHZlB/Jnfn6c37+Mpv1pLIMe7/7GxmjR2Q7bBEREROKhVmPU3TMXj1Rdj2NGxfCnvXQ+/B8LGfwrTLszoPWVvSaWfJpte4Y+l21u8+xMShRdx99SxGDSjMdmgiIiInnQqz7s4d9m+JBvRvfxp2/iW6XJmTB6PfA/O/BmXXQEG8pphoSqX537VV/Ncz29m27whjBxZy22XT+JuzR5LMjc+XEERERE4mFWbdVXUFrH8Q1j0IB7ZGbQNLYMbfwenzYcwcyC/KboxtONaU4qGVlfzk2e1UVtdz5ml9+OEnzubSacNIaIC/iIh0cyrMupP6atj4CKz7Nex6IWobfR5c+g9QsgCKR2c3vg7UHmvil8t2cfefd7CvtoHSUcV8/cNTmD9pCBazy6siIiLvFhVmXV19TXSJcuPDsPXJ6FZJgybCvH+Lxoz1H5PtCDu0v7aBe5/fwc9fqKD2WDPnnz6I7y8q5dwJA1WQiYhIj6PCrKtxh32b4eUn4eWnYNeL4CnoPQRmfQbOWgTDpsduEH9ru16v46d/eoUHy1+lMZXmA1NP43MXTeCskcXZDk1ERCRrVJh1BalmeGUpbPl9VIwdejVqP21aNN9YyQIYWQY5iezG2Ynqo408v/11ntj4Go+vqyKRY1w2YyTXXTie8YPjN95NRETkVFNhFmf7t8DqX0Rjxo7shbze0Uz8F94UFWN9h2c7wg4da0qxsqKaP287wJ9fPsCGqkO4Q59euXzmgvH8/ZxxnNYvfpPYioiIZIsKs7ipr4ENv4U190eTvloCJr4fSq+EkvdBbn62I+zQobomHltfxRMbXmPFzoMca0qTm2PMGN2fL188kTmnD2L6yH7kJjTlhYiISGsqzLItnYrGjFUuhx3PwUu/h1QDhmT1UgAADqpJREFUDJkMC26Fs/4WioZkO8oONaXSPLd1P79btZunNu+lsTnN+EG9uWLWaC4oGcTs8QMpytdbTUREpDP6a3mq1VdDZTm8ujwqxipXQmNt9FzvwdE8Y2dfCcNKYz2A393ZWHWY363azeK1uzlwpJEBvZN88pzRXDZjJFNH9NW3KkVERN4mFWbvtsNVUPF8y2P/5qjdcmDolOiM2KjZMGoW9B8X62IMoLK6jkfXVPHomt1s3XuEZCKH+ZOG8LEZI7lo4mDNyi8iIvJXUGF2slVXwI5noeIFqPgL1FRE7ck+MOocmHoZjJ4Nw2fEcub9ttTUNfL4+j08sno3K3ZWAzBzTH++9dGpfPisYRQXJrMcoYiISPegwuyvlWqKZtl/eQlsXQIHtkTthQNhzHkw+3Mw5lwYOg0SXSfdu2vqWbHjII+t28OzW/fRlHJOH1LETQsmsrB0hG4iLiIi8i7oOpVCXKTTcHh3dFbs5SWwfSk0HIZEMrr/5MxPR/eiHDQx9pclj2tOpdm8p5byioOUV1SzqqKaPYeOATC0bz6fPm8sC0tHMGW4xo2JiIi8m1SYtSXVDNU74eArUL0DDu7IWO6MvjUJ0GcYTPkolLwfxs/tMpcma481sXpXDeU7o0Js9a4a6ptSAAzv14uZY/pTNqY/M8cMYPLwvrp5uIiIyCnSswsz92gW/X2bYd+mluX+rS3FF0BeYTQwf1BJNJfYgHEw8pxo5v0ucAapqqae8orqqBDbWc1Lrx0m7ZBjMGlYXxbNGsWMUIwNLy7IdrgiIiI9Vs8qzBrrYHd5y8D83atapqoA6DsChkyKzn4NngQDJ0QFWdGQLlGApdLOjgNH2Fh1mE17DrN5Ty2bqg5z4EhUZBYmE8wY3Z9/nFfCrLEDKB1drPnFREREYqT7/VV2h+Zj0FAbPV7f1jJVRdVqSDcBBkOnRlNVnDY1msx18JlQEN8baKfSTnVdIweONLC/tuVxfHvH63Vsee0wx5rSAOQljJIhfZh7xmCmDO9L2ZgBTBrWRzPui4iIxNgJFWZmdgnwAyAB3OXu32n1fD7wc2Am8DqwyN13hue+ClwLpIAvufuTHe3TzMYBDwADgFXAVe7e2GGA+16C26dEZ78ajoCn3vx8Tm40PcW5X4gG6I+afcqKsKZUmrqGFHVNzRxtSHG0oZma+iZq6ho5VN9ETV30OFTfxKH6Ro42pKhrSlHfGPWvb0pR19j8RsHVWq+8HIb06cWI4gKunD2GycP6Mnl4XyYMLtKcYiIiIl1Mp4WZmSWAO4D3AZXACjNb7O6bMrpdC1S7++lmdgVwG7DIzCYDVwBTgOHAH8xsYnhNe/u8Dfieuz9gZj8J+/5xh0Hm5cO4C6PB98kiyO8TPZJF0G8EjCiD5Jund3B3mlJOczpNU8ppSqVpPr5MR8v6xhR1jSnqm5qjZePxQikqsI40NHPkWFg2NFN7rJmjDeER+jem2i6oMhXl59KvII9+BXn0zk/QryCP4f16UZBMUJhMUJjMpSAvwYDeSQb3yWdwn3wGFUXL3smEvikpIiLSTZzIGbNzgG3u/gqAmT0ALAQyC7OFwNfD+kPAjyyqFhYCD7h7A7DDzLaF/dHWPs1sMzAP+GToc1/Yb4eFWUV6CFdXX/NGkdWcSpNK+xsFV2NqGY3N6TceDalo+dcwiwqqPvm5FPXKjdZ75TK8uBeFyWi7IJmgdzJBQTI3LBMU5edSXJhHv4JkWOaRp8uLIiIiwokVZiOAVzO2K4HZ7fVx92YzOwQMDO0vtnrtiLDe1j4HAjXu3txG/zcxs+uA6wAKh02gpq6R3EQOuTlGYTKXRI6RlzDyEjkkc3NIJnLIz8shmUhE27k5JMPzuYkc8hJGbk4OuYmW1xXkJcJZq1wKk4mM7WhdZ6pERETkZDqRwqyt6sNPsE977W2dIuqo/1sb3e8E7gQoKyvzR794flvdRERERLqME7mGVgmMytgeCVS118fMcoF+wMEOXtte+wGgOOyjvWOJiIiIdEsnUpitAErMbJyZJYkG8y9u1WcxcHVY/zjwR3f30H6FmeWHb1uWAMvb22d4zdKwD8I+H33nP56IiIhI19HppcwwZuyLwJNEU1vc4+4bzeybQLm7LwbuBv4nDO4/SFRoEfo9SPRFgWbgevdoLou29hkO+c/AA2b2bWB12LeIiIhIt2fRSaqurayszMvLy7MdhoiIiEinzGylu5e19ZzmaRARERGJCRVmIiIiIjGhwkxEREQkJlSYiYiIiMSECjMRERGRmFBhJiIiIhITKsxEREREYkKFmYiIiEhMqDATERERiYluMfO/mdUCW7IdR4wNIrpBvLRPOeqY8tM55ahjyk/nlKOOdaf8jHH3wW090em9MruILe3d2kDAzMqVn44pRx1TfjqnHHVM+emcctSxnpIfXcoUERERiQkVZiIiIiIx0V0KszuzHUDMKT+dU446pvx0TjnqmPLTOeWoYz0iP91i8L+IiIhId9BdzpiJiIiIdHldujAzs0vMbIuZbTOzm7MdTxyY2T1mts/MNmS0DTCzp8zs5bDsn80Ys8nMRpnZUjPbbGYbzeyG0K4cBWbWy8yWm9nakKNvhPZxZrYs5OjXZpbMdqzZZGYJM1ttZo+FbeUng5ntNLP1ZrbGzMpDmz5ngZkVm9lDZvZS+H10rvLTwszOCO+d44/DZnZjT8hRly3MzCwB3AF8AJgMfMLMJmc3qli4F7ikVdvNwNPuXgI8HbZ7qmbgK+4+CXgPcH143yhHLRqAee4+HSgFLjGz9wC3Ad8LOaoGrs1ijHFwA7A5Y1v5eav3untpxhQH+py1+AHwhLufCUwnei8pP4G7bwnvnVJgJlAHPEwPyFGXLcyAc4Bt7v6KuzcCDwALsxxT1rn7c8DBVs0LgfvC+n3AR09pUDHi7nvcfVVYryX6ZTgC5egNHjkSNvPCw4F5wEOhvUfnyMxGApcCd4VtQ/k5EfqcAWbWF7gQuBvA3RvdvQblpz3zge3uXkEPyFFXLsxGAK9mbFeGNnmroe6+B6LCBBiS5XhiwczGAmcDy1CO3iRcplsD7AOeArYDNe7eHLr09M/b94F/AtJheyDKT2sOLDGzlWZ2XWjT5ywyHtgP/CxcDr/LzHqj/LTnCuBXYb3b56grF2bWRpu+YionxMyKgN8CN7r74WzHEzfungqXEEYSnZ2e1Fa3UxtVPJjZh4B97r4ys7mNrj0yPxnmuPsMouEm15vZhdkOKEZygRnAj939bOAo3fCS3MkQxmp+BPhNtmM5VbpyYVYJjMrYHglUZSmWuNtrZsMAwnJfluPJKjPLIyrK7nf334Vm5agN4fLKM0Tj8YrN7Pht3Hry520O8BEz20k0hGIe0Rk05SeDu1eF5T6isUHnoM/ZcZVApbsvC9sPERVqys9bfQBY5e57w3a3z1FXLsxWACXhm1BJolOdi7McU1wtBq4O61cDj2YxlqwKY4HuBja7++0ZTylHgZkNNrPisF4AXEw0Fm8p8PHQrcfmyN2/6u4j3X0s0e+dP7r7lSg/bzCz3mbW5/g6sADYgD5nALj7a8CrZnZGaJoPbEL5acsnaLmMCT0gR116glkz+yDRf6oJ4B53vzXLIWWdmf0KmAsMAvYCXwMeAR4ERgO7gMvdvfUXBHoEMzsf+BOwnpbxQbcQjTNTjgAzO4toUG2C6J+3B939m2Y2nugM0QBgNfApd2/IXqTZZ2ZzgZvc/UPKT4uQi4fDZi7wS3e/1cwGos8ZAGZWSvTlkSTwCnAN4fOG8gOAmRUSjSUf7+6HQlu3fw916cJMREREpDvpypcyRURERLoVFWYiIiIiMaHCTERERCQmVJiJiIiIxIQKMxEREZGYUGEmIiIiEhMqzEQkdsK9AyefguPckrE+1sw2vAvHmGtmj73N1zxjZmVttH/azH508qITkbhRYSYisePun3H3TafgULd03uXNMm67JCJy0qkwE5GsCrfvedzM1prZBjNblHnGyMyOmNmt4fkXzWxoaB9qZg+H9rVmdl5o/5SZLTezNWb232aWaOe43wEKQr/7Q3PCzH5qZhvNbEm4JdXxM1j/bmbPAjeE21b91sxWhMec0O+isL81Zrb6+G2JgCIze8jMXjKz+8OtwTCz+aHfejO7x8zy24jzGjPbGo4956QlXkRiSYWZiGTbJUCVu09396nAE62e7w286O7TgeeAz4b2HwLPhvYZwEYzmwQsAua4eymQAq5s66DufjNQ7+6l4V6XACXAHe4+BagBLst4SbG7X+Tu3wV+AHzP3WeFPneFPjcB14djXwDUh/azgRuBycB4YI6Z9QLuBRa5+zSiWxd9PjPGcJPmbxAVZO8LrxeRbkyFmYhk23rgYjO7zcwuOH5PvAyNwPExWiuBsWF9HvBjAHdPhdfNB2YCK8xsTdge/zZi2eHua9o4FsCvM9YvBn4UjrEY6BvOjv0FuN3MvkRUyDWH/svdvdLd08CasN8zwvG2hj73ARe2imc28Iy773f3xlYxiEg3pLESIpJV7r7VzGYCHwT+w8yWtOrS5C039U3R8e8tA+5z96++w3AybzqeAgoyto9mrOcA57p7PW/2HTN7nOhnedHMLm5nv7kh1hOhGxqL9CA6YyYiWWVmw4E6d/8F8J9ElyVPxNOES39mljCzvqHt42Y2JLQPMLMxHeyjyczy3kHYS4AvZvwMpWE5wd3Xu/ttQDlwZgf7eAkYa2anh+2rgGdb9VkGzDWzgSHOy99BrCLShagwE5FsmwYsD5cF/wX49gm+7gbgvWa2nuiy45TwTc5/BZaY2TrgKWBYB/u4E1iXMfj/RH0JKDOzdWa2CfhcaL8xfIFhLdH4sv9rbwfufgy4BvhN+BnSwE9a9dkDfB14AfgDsOptxikiXYy1XCEQERERkWzSGTMRERGRmNDgfxHp9sxsGdB6jrCr3H19NuIREWmPLmWKiIiIxIQuZYqIiIjEhAozERERkZhQYSYiIiISEyrMRERERGJChZmIiIhITPw/J1FTrNAI0tEAAAAASUVORK5CYII=\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": 210,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb614446310>"
-      ]
-     },
-     "execution_count": 210,
-     "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": 211,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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znQqznQqzjQOltfVBqpr9JTUNd9GFBvrTJSGUS7rF0zHWSFackY6xRpIjDa0/j0kpqKuAmmJ3ELJW1T8eF46s1ScGJ8svHh2Wxl/P3wD+gaCvfzz+dUAwBEc3vLbrAijW+VGoOSnCSaHLRqHLQpGzjlKnmTKHmTJ7DZaTLOiooREVFEWMIYYYQwwdDNHEGGKIDoomyhBFVOCx+UaRQZEE6GQbG9E4EqzOUlVVFaNHj2bKlCkSqoQ4x1gdTg6Wmik2WeoXtbTVL3RppbTGRlmNlcr6EGW2nbxHJTnCQHZiGJf3TKRbYhjdk8JIiTS0zpwYpcBUCBUHoPwAVOW7X9cUuQ9T/aPr1+tNnSDACIFhEBTmfgyOgsiMY6+PPgaGQWBo/etQ9+sAI+iDwD8IdAGgaVgcFsosZZSYSyitK6WkroQSc8kv3sujrLrsV7fzh+pDiQ+JJzYklTRDNNFB0UQb6o+gY4+RQZH4+8k/gcLz5HfVWaipqeGyyy7jxhtv5M477/R2OUKIFlRWY2XHERPbj1S5Hw9Xs6+k5lcrggfo/IgxBhAT6l7MsmtCGBHBeiIMeiJCAogw6IkMDiDcoCc1ykBEcDN6QlxOsFQdd1Qe97z6lMNiKAW1Je4QVb4fKg66h9OOFxwDxngIjYeYLmCMg9AECImFoIj6QHRcOAowgl/jllGwOq0U1xZTZC6iyHyY4vKNFJuLKasro9RSSmldKaXmUkx206++66f5ER0U3dDDlB2dTXxwPAkhCSQEJxAf4n4eog9p4i+mEJ7VJoLVk/O3sf1wtUfb7JYUxuNju59VG/fddx+///3vmTZtmoeqEkL4AqvDydZDVaw9WMHa3Ao2F1RSVG1t+DwhLIhuSWGM7BZH5/hQEsKCiAkNJMYYSFiQf9N7m1wu93CbudQdfGrrH81l9a+Pe6+2FOrKm//D+RvcvUlRHSBrRP3zTPfrsBTwb/6QV629lgJTAQU1BRwyHXI/1hyisLaQInMRVdaqX33H4G8g1hBLjCGGThGdGJI4pCE8RRuiiTXEEhscS2RgJLpGBjghvKlNBCtvOdVfjkffv/jii/niiy944IEHiIuLa83ShBAeVFpjZWNeJWtyy1l3sILNh6qwOdx7g2VEBzO0Ywzdk8LITnQfUSGNDB8OW/2QWiGYDtc/HoHqI+7Ho6HJXH7qXiZDpLu3KCQW4rLdj8HR7t4jQwQEhbufB4XXH2FwuiEufbB735hmqLXXcrjmsPuoPXzsec1hDtUcosJaccL5Rr2RZGMyScYk+sb1JS44jrjgOOKD44kPjicuOA5jgLFZtQjhq9pEsDrbnqXmio6OpqLixL8oysvLyczMBGD8+PEMGzaMyy+/nO+//57Q0FBvlCmEaKQaq4PdRSZ2F5rYWWhyPy8yUVrjntys12n0SA5n0pB0+qdH0T89ktjQk9zVpZS7N6n68Imh6Zeva0t+/V0/PYQmuofaojpA6kD38FtILITEuI/go4/R0IqrUiulKKkrId+UT151Hvmm/IajoKbgVz1OAX4BJBmTSAxJZET6CFKMKaSEpjQ8hgWEyfpJ4pzTJoKVtxiNRhITE1myZAkjRoygvLycr7/+mnvvvZfvv/8egD/+8Y8cOXKEq666igULFhAQIHeOCOELaqwOthRUsbmgks0FVWw+VEl++bH5RMEBOjrFhzKiazydE0LpmRxOr+Qwgpw19RO4d8L+wvqgdHx4OgI1heD89Z1mhMTWh6YkSO5f//zokQBhSWCIAj/vLotQaankYPVBcqtzya3ObXieb8qn7rg5VzpNR2JIImlhaXSP7k6SMYlkYzKJxkSSjclEBUXJitxC/IIEqzN47733mDp1Kvfffz8Ajz/+OB07djzhnOeee45bbrmFiRMnMnv2bPy8/JemEOei3LJalu4uYWO+O0ztLalB1c8rT4k00D8pkCndFdkhtWQEVBPlKsevpn5IbtcRWHvEPWx3sqUBAozHwlH6kGNhKey44GSMP6v5SZ5WbasmrzqP3Opc8kx55FW7j1xT7gk9T/6aPymhKaSHpTMocRBpoWmkhqaSFppGgjEBvV/72sdNiJamKXXmnadbWk5Ojlq7du0J7+3YsYPs7GwvVeQ57eXnEMLXuFyKjQWVLNpexOLtRewprkGPg14hFVwQXUXf4DI66AqJsxWgrzzg7nH6JX3IceEoof5uuPrnoQlgTHAP2QX61jC/0+WktK6UQnOhe2J4bdEJz/NMeVRaK0/4TkJIAumh6aSHuY+M8AzSw9JJMiZJeBKiiTRNW6eUyjnZZ17tsdI0bSwwNisry5tlCCHaiPJaG+tyK1ixeRd5ezYSY8mjk99hng8poWPkEUIth9CcLiiu/4IhCqKzoMMFENURwlOODcmFJrjXUfLhOUBWp5WDVQfZX7WfvZV72V+5n31V+8ivzsehHCeca/A3uCeFh8QzMn0k6aHppIalkh6aTkpoCkH+QV76KYQ4t3g1WCml5gPzc3JyJnuzDiGE77A5XOSW1bKvpJbDh/OxHt6GrnQnETV7yXDl0V87xCitxn2yHpR/EFp4FsTkQPQN7iAVnQXRHdx31LUB1bbqhgB1oOpAw5FnysOl3Hcn+ml+pIWm0SG8AxenXkySMYmEkISGtZxkorgQvkHmWAkhWl2dzUlueS25ZWZyy2o5WGamqjiPyLINZJi3ka3l0t8vn0u1Y+vX1emMVIV3whY7BkdmL/zjOkNMJ7Tw1EYvUOlt1bZq9lbsZU/FHvZU7mkIUqV1pQ3n+Pv5kx6aTseIjlyScQlZEVl0CO9ARngGgTrZd04IXyfBSgjRKipqbSzaUcTCLUdYtbeQLFcu/f12089vD2N1e0jEHS4c+gCqwzuj4i7FktKDoKQeEJeNITQRQxvpkam113Kg6oB7CK9iL7srd7O3Yi9F5qKGc4x6Ix0iOjAseRiZ4ZlkhmWSGZ5JcmiyzHkSog2TYCWEaDFlpcWsXbeaA7s24irZQyaHeMy/kLSAIvyVe7kClzERv7RhkDoIUgfhn9CTKB+6u+50Ki2V7p6nyv3srzp2FJuLG87R++npEN6BAQkDyIrIolNkJzpFdCIhJEGG7oRohyRYCSHOnssJ5ftRRzZRuX8dtbkbMFbuJNpVweijp+h02MPTCYjvjhbzG0jqB6kD8QtP8WrpjeF0OcmtzmVXxS52V+xmV/kudlXsOiFABfsHkxmeyaCEQWSGZ9IhvAOZEZmkhqZKD5QQ5xAJVqeh0+no2bNnw+vx48fz8MMP8+WXX/LYY4/hcrmw2+3ce++93H777V6sVIhWopR7r7rSXVCyE4p34Dq8CVW0DZ3DjAaEKB2HVCrbAvthSM0ms2sfUrJ64xeVSWArriLeXA6Xg32V+9hetp1tZdvYUbaD3RW7sTjd61v5a/5khGcwIGEAXSK70DmyMx0jOhIfHC89UEIICVanYzAY2Lhx4wnv2e12pkyZwurVq0lJScFqtXLw4EHvFChES6qrgCOboHiHO0SV7HIfx20AbNZC2OZKY6vzfHZpmQSk9KFLjxyGZyfTIyrYi8U3jtluZn/VfvZU7GFH+Q62lW1jd/mxEBXsH0x2dDbXdL6GLlFd6BLZhY4RHQnQtY2hSiFE65Ng1UQmkwmHw0F0dDQAgYGBdOnSxctVCXGWzOXuEHVkIxze6H6sOHjsc0Mkzugu5MWN4GdTDN8UR7DTkYRfeDIXZ8dzcdc4bugYTZDeN+/OcykX+yv3s7tiN3sr97Kncg97K/ZSUFPQcE6wfzBdo7pybZdr6RbdjW7R3cgIy5AtW4QQTdI2gtXCh6Fwi2fbTOgJlz172lPq6uro06dPw+tHHnmE66+/niuvvJL09HRGjBjBmDFjuOGGG2QbG9F2KAWluyFvJeStcj8eH6Ii0iGpD/SbhDWuFz9Vx/PZTivf7SrB6nCRGB7EFYMT+WPvJHqlhPvk8JfFYWFL6RY2Fm9kffF6NpVswmQzAe797zLCMuge051xWeMaJpMnG5PRtZFlG4QQvqttBCsvOdlQIMDMmTPZsmULixcvZvr06SxatIh33nmn9QsUojGcdji84bggterYcF5IrPtuvP43Q2IfSOzNEbuB73YW892OYpZ/W4rFnkeMMZDxA1IZ0zuJ/mmR+Pn5Vpgy282sK1rHz0d+ZkPxBraXb8fhcq9M3jG8I5ekX0LfuL5kR2eTEZYhQ3lCiBYjewWehtFopKam5rTnlJaWkpmZiclkOunnvvBziHNQ+X7Y9x3s+x4OLAVr/UKb0VmQNhjShriPqA64FGwqqOS7ncUs2VHM9iPuc1OjDIzoGs8l3eIZ1CEanQ+FKZdysat8FysOr2Dl4ZWsL16P3WUnwC+AHjE96BvXl75xfekT14fwwHBvlyuEaGd8dq/Atqimpoa1a9dy4YUXArBx40bS09O9W5QQlip3gNr3nfs4OrQXngY9roYOF0H6UDDGNXwlt6yWOd/s4rN1BRSbrPhpkJMexcOXdWVkdhwdY40+NcxXVlfGisMrWHZoGauOrKLc4u516xzZmQnZExiSNIR+cf1kTzwhhFdJsDqNX86xuvTSS3n00Ud5/vnnuf322zEYDISEhMgwoGh9LhcUbYE9i2DvEsj/GZQTAoyQORyG3A0dL4aoDidsMmx1OPlmWxFzVuexYl8Zfhpc3DWOsb2TuKBzLBHBvjNE5nQ52Va2jZ8O/cSygmVsK9uGQhEVFMXQpKEMTRrK4MTBxAbHertUIYRoIMHqNJxO50nfX7BgQStXIgTuO/f2fecOUnsXQ2394pQJvWDYH6HjCEgdCCdZK2pvsYnZq/OZu76ACrOdlEgDD1zSmWv6p5IQ7js9PJWWSpYfXs5Ph35i+aHlVFor8dP86BXTi6l9pnJ+yvl0jeoqd+oJIXyWBCshfJWlCnJXuof4Di6Fwq2AAkOkuzcqa6Q7TIXG/+qrTpdiQ14Fi3cUs2RHEXuKa9DrNC7plsD4gamc1zHGJyagK6XYWb6Tnw79xNKCpWwp3YJLuYgMjOT85PMZljyMoUlDiQiK8HapQgjRKBKshPAVdgvkrYD9P8LBn9x38ikX6ALdPVEXPQodLoDk/nCSZQFMFjs/7Sll8Y4ifthVQnmtDX8/jYGZUdwwMI0r+yQRYwz0wg92IqvTyrJDy1hasJSfCn6ipK4EgO7R3ZnSawrDk4fTPaa79EoJIdokCVZCeFP5Afew3p5F7jBlN4OfP6QMgPMfcM+XShkA+pMP1x0srWXJzmK+31nMzwfKsDsVEcF6LuoSx4jsOIZ3jiUsyPvbyLiUi3VF6/hq/1d8e/BbTHYTRr2RIUlDGJ4ynGHJw4gxxHi7TCGEOGsSrIRoTU67e2hvzyLYuwjK9rrfj8yEvr+DrFGQcR4EhJz06zaHi7UHyxvC1P7SWgCy4ozcel4mI7Lj6ZcWgb/ON3p7dlfs5qv9X7HgwAIKawsx+BsYmTaSKzpcwcDEgbI5sRCi3ZFgJURLU8o9rLf5I9jyKZhLwT8IMobBgMnQaRREdzzl110uxYp9ZXy8Np/vdhZTY3UQoPNjcMdoJg3N4OKucaT60L58JeYSFhxYwLx989hdsRudpmNo0lCm9ZvGhakXEqz3nVqFEMLTJFgJ0VIq82HLx7BpjnsLGV0AdLkMel3vXlcq4PQBI7/czKfrCvh0XQGHKusIN+gZ0yuREdnxnJcVTXCA7/zxtTqtfJ/3PV/s+4IVh1fgUi56xfTikYGPMDpjNNGGaG+XKIQQrcJ3/mb2QUajkZUrVzJx4kQA8vLyCA8PJzw8nJiYGBYvXuzlCoXPcTpgxxewdhYcXAYo9wrnY16C7r9x39F3Gha7k2+2FfLx2nyW7y1D02BYVgwPX9aVUd3ifWqTY6UUG0s2Mm/fPL458A0mu4n44Hhu7XErYzuOpUN4B2+XKIQQra5FgpWmaSHAUuBxpdSXLXGN1tKzZ8+G/QJvvvlmxowZwzXXXOPlqoTPsdXC+v/Cqn9BZR5EZsCFj0Cv6yAq84xfd7oUs1fn8Y9FuymvtZESaWDayM78tn8yKZG+NXR2pOYI8/bNY96+eeSZ8hrmTV2ZdSUD4gfIRsZCiHNao4KVpmlvA2OAYqVUj+PevxR4GdABM5VSz9Z/9BDwsYdrFcL31BTDzxzIl+IAACAASURBVP+BNTPBUune0Hj0391Dfo0MGCv3lfHk/G3sLDQxKDOKe0Z0YkiHaJ9YZ+oos93MkrwlfLH3C1YXrkahGJAwgMm9JjMqfRQh+pNPthdCiHNNY3us3gFeA947+oamaTrgX8AooABYo2naPCAJ2A54bDnn51Y/x87ynZ5qDoCuUV15aOBDHm1TnENK98KKV9zzp5w26HoFDL0H0gY1uon8cjN/X7iDBVsKSY4w8O8J/bisR4JP7c+3sXgjn+35jG8PfovZYSbFmMKdfe5kbIexpISmeLs8IYTwOY0KVkqppZqmZfzi7YHAXqXUfgBN0+YA4wAjEAJ0A+o0TVuglHL9sk1N06YAUwDS0tKaW78Qrat8P/z4vPsOPz899LnRvS9fTFajmzDbHLzxwz7+s3Q/mgb3jerMlOEdfGb+lFKK5YeXM2PzDNYXrydEH8LojNGMyxpHv7h+PhX8hBDC15zNHKtkIP+41wXAIKXU3QCapt0MlJ4sVAEopd4E3gTIyclRp7uQ9CwJr6vMcweqjR+69+IbfBecdy8Y4xrdhFKKr7cW8tSX2zlSZWFcnyQeurQrSRGGFiy88ZwuJ4vyFvH2lrfZUb6D+OB4HhrwEFd3ulqWSBBCiEY6m2B1sv9tbQhISql3zqJtIXxD1SH46UVY/x5oGgz4PZx/H4QmNKmZ/HIzj8/bxnc7i+mWGMarN/QlJyOqhYpuGrvTzvz983l769vkVueSEZbBU0OfYkyHMehPsqGzEEKIUzubYFUApB73OgU4fHblCOEjTEWw7B/uZROUC/pNdG8xE57cpGbsThezlh/gn4v2oGnw5yuyuXlohk+sjK6UYsGBBby0/iUKawvJjsrmxQteZETaCLmzTwghmulsgtUaoJOmaZnAIWA8cGNTGtA0bSwwNiur8fNTWlNNTc0Jr9955x3vFCJaT20ZLH8JVs9wT0rvcwMMfxAi05vc1Pq8Cv40dws7C02MzI7jyXE9SPaRYb+tpVt5dvWzbCrZRHZUNo8PeZzzks6T+VNCCHGWGrvcwmzgQiBG07QC3OtTvaVp2t3AN7iXW3hbKbWtKRdXSs0H5ufk5ExuWtlCeFhdJax8DVa97l6Tqtd1cMFDp91q5lSqLXZe+HoX7/+cS3xoEG/8rj+ju8f7RGgpNhfz8vqXmbdvHtFB0Tw19CnGZY3DT/N+D5oQQrQHjb0r8IZTvL8AWODRioRoTVYTrHoDVrwK1irofpV7Yc/YLs1q7vudxTwydwvFJgs3D83g/ku6YAz0/gYHFoeF97a/x8wtM3G4HNzW4zYm95os608JIYSHef9vfCG8wWmHNW/Bj89BXTl0uQIuegQSejaruSqznae/2s6n6wroFGfkjYnn0Sc1wsNFN53Zbmbevnm8s+0dDtUcYkTaCO7PuZ/U0NQzf1kIIUST+XSwUkr5xPBJcyl12lUkhDcoBbsWwLePQfk+6HAhjPgLJPdvdpPf7SzikblbKK2xcfdFWfxhRBaB/t6d/J1vymf2ztn8b8//MNlN9IjuwVNDn2Jg4kCv1iWEEO2dV4PV6SavBwUFUVZWRnR0dJsMV0opysrKCAry2AL04mwd3gDf/Blyl0FMF7jxE+g0yr2MQjNUme08+eU25q4/RJf4UGbeNICeKeEeLrrxlFKsLlzN+zve58f8H9FpOkZljGJC9gR6xfRqk3+OhBCirdF8oVclJydHrV279oT37HY7BQUFWCwWL1V19oKCgkhJSUGvl7WAvKrqECx5CjbPgeAY95Bfv5tB1/z/r/huZxEPf7aFslobUy/syNSLvddLZXfZWbB/Ae9se4e9lXuJCorims7XcF3n64gPifdKTUII0Z5pmrZOKZVzss98dihQr9eTmZnp7TJEW2avg+Uvw7KX3GtRDZvmPoKa36vkcLp44dtd/OfH/XRNCOXtmwfQI9k7vVR2p50v9n3BzC0zOVRziC6RXXj6vKe5LPMyAnWBXqlJCCHOdT4brIQ4K7u+hoUPQmWu+06/kU82ay2q4xVXW7h79gZWHyhnwqA0HhvTzSv7+1mdVubumcvbW9+msLaQnjE9eWTgIwxPGS7DfUII4WUSrET7Un4Avn4Edi90z6OaNB8yh591syv2lXLP7I3UWh28dH0fftO3aSuwe0Kdo45Pd3/KrK2zKKkroW9cX54Y8gRDk4ZKoBJCCB/hs5PXhWiSo8N+P/0D/Pxh1NMw6A7wDzirZl0uxes/7uPFb3eRGRPC7MmD6BQf6qGiG0cpxcIDC3lx3YsUm4sZkDCAZ89/lgEJAyRQCSGEj/HZyetCNNqeRfDV/e5hvx6/hUv+CmFJZ91spdnGfR9v4rudxYztncSzV/ckpJUX+9xVvou/r/4764rWkR2Vzf8N+D8GJAxo1RqEEEKcqE1OXhfijGxm+PbPsPYtiOkMN82DDhecdbMWu5OP1uTz+g/7KKu18vS47vxucHqr9g5VWat4bcNrfLz7Y8ICwvjLkL9wddbVsjmyEEL4OAlWom06tB7mToGyPTD0D3DxY+B/dnfCVdXZeX9VLm8vO0BZrY1+aRH8Z2J/erfiCupOl5PP937Oy+tfptpWzXWdr+PuvncTHui99bGEEEI0ngQr0ba4nLDsn/DD38EY75FeqhKTlbeXH+D9lbmYrA6Gd45l6oUdGZgZ1aq9VKuOrOIfa//BjvId9Ivrx58G/YkuUc3bs1AIIYR3yOR10XZUHIS5t0P+Kuh+NYz5Bxgim91cscnCq0v28vHafGxOF5f3SOTOCzu2+rpU20q38dL6l1h1ZBWJIYk8e/6zXJ55uUxMF0KINkgmr4u2YdMc+OoB9/YzV7wIPa9t9lY0dqeLd1cc5KXFe7A6nFzdN4XbL+hAh1ijh4s+vYNVB3l1w6t8m/stkYGRTO41meu6XCeLewohhI+Tyeui7XLY4JtHYM1MSD8PrnoDItKa3dzKfWU8Pm8ru4tquKBzLI+P7dbqgaqotog3Nr/B53s+J1AXyJ297+SmbjdhDGjdOoQQQnieBCvhu2pK4JNJkLsczrsXRjwOzbwr7khVHX9bsJP5mw6TEmngzYn9GdUtvlWH2+wuO+9ue5c3Nr2BUzkZ33U8k3tOJtoQ3Wo1CCGEaFkSrIRvOrwR5kwAcyn89i3oeU2zmrE5XLy17ACvfrcHp0vxx5GduOOCjq2+Fc32su08vuJxdpbvZGTaSO7PuZ+U0JRWrUEIIUTLk2AlfM+WT+GLqRAcA7d+A0l9mtVMUbWFO95fx4a8SkZ1i+cvY7qRGhXs4WJPz+Kw8Pqm13l327tEBkXyzwv/ycj0ka1agxBCiNYjwUr4DpcTFj8BK15xz6e69l0wxjarqXW5Fdzx/jpqrQ7+PaEfl/dM9GytjbCmcA1PrnyS3Opcru50Nff1v0/WoxJCiHZOllsQvqGuEj69FfYtgQG/h0ufBZ2+WU3NWZ3HY19sJSnCwPu3DaJLQuvu7Vdjq+Ef6/7BJ7s/IcWYwoxLZjA4cXCr1iCEEMI7vBqslFLzgfk5OTmTvVmH8LKqAvjgWijdA2Nfhv43N6sZm8PF019u57+rchneOZZXx/clPLh54ay5Sswl3LH4DvZW7mVSt0lM7TsVg7+hVWsQQgjhPTIUKLyrcKs7VNlq4HefQocLm9VMicnKXR+sY83BCu64oCP/N7oLOr/WXWAzvzqfKYumUGYp4/WRrzM0aWirXl8IIYT3SbAS3rP/B/hoIgQY4ZaFkNCjWc1sLqhkynvrqKyz8coNfbmyd5Jn62yEXeW7uH3R7TiUg7cueYuesT1bvQYhhBDeJ8FKeMemOe47/2I6w4RPITy5Wc0s2VHE1A/XEx0SyGd3DqV7UutPDl9ftJ67l9xNsD6Yt0e9TYeIDq1egxBCCN8gwUq0LqVg2T9gyVOQcT6M/wCCmheG5qzO49H/baV7UhhvTRpAbGjrbwWztGAp9/1wH4khibw56k0Sja1/96EQQgjfIcFKtB6nAxY8AOtmQc/rYNy/wD+gyc0opXhlyV7+uXg3F3SO5d8T+hES2Pq/lefvm89jyx+jS1QXXh/5OlFBUa1egxBCCN8iwUq0DpvZvZzC7oUw7D64+DHw82tyMw6ni8e+2Mrs1fn8tl8Kz/62J3pd09s5W+9te48X1r7AoIRBvHzxy4ToQ1q9BiGEEL5H1rESLa+2DD68Dg6tg8unw8Dmra5RZ3Pyh9nrWbyjmKkXdeSBS7q06l5/AE6Xk+fXPM+HOz9kVPoonj3/WQJ0Te91E0II0T7JOlaiZVUchPd/616r6vr/QvbYZjVTXmvjtnfXsDG/kqfHdWfikAyPltkYZruZB5c+yI8FPzKp2ySm9Z+GrpmbQgshhGifZChQtJwjm9xrVDmscNMXkNa81cePVNUxYebPFFTU8fqE/lzaI8HDhZ5ZsbmYu5fcza6KXfx50J+5vuv1rV6DEEII3yfBSrSMfd+516gKioBb50Fc12Y1U1Bh5sYZP1Nea+P92wYxMLP1J4jvKt/F1CVTMdlMvHrxqwxPGd7qNQghhGgbJFgJz9v0EXxxF8R2hQmfQFjzFuzMLzcz/s1VVFvsvP/7QfRJjfBwoWe2/NBy7v/xfkL0Ibx72bt0jWpeQBRCCHFuaP3bqUT7tup1+HwKpA2BWxY0O1QdLK3luv+spMbqYPbkwa0eqpRSfLzrY6YumUqKMYUPLv9AQpUQQogzkh4r4Tm7voavH4GuY+Cat8G/eQt27i2u4cYZq3C4FLMnD6ZbUpiHCz29CksFT696mkW5ixiWPIzpF0yX5RSEEEI0igQr4Rklu2HuZEjsBb+d2exQtbvIxI0zfgbcoapLQqhn6zyDH/N/5PEVj1Ntq2Za/2lM6jZJ7vwTQgjRaBKsxNmzVMGcG0EXANd/AHpDs5rZfria3731M/5+Gh9OHkJWnNHDhZ5arb2WF9a8wGd7PqNzZGf+M+o/dInq0mrXF0II0T5IsBJnx+WEzyZDxQGYNB8iUpvVzN5iEzfOXIVBr+PDyYPJjGm9obe1hWv58/I/c6T2CLf1uI27+twli34KIYRoFglW4ux8/wzs+QaueBHShzariWqLnSnvrcPfT2POlMGkR7dOqLI77byy4RXe3fYuycZk3rn0HfrG9W2VawshhGifZEsb0XzbPoefXoR+kyDntmY14XIpps3ZSF65mQ8nt16oqrHVMO2Haaw6soprO1/LAzkPEKwPbpVrCyGEaL+8utyCUmq+UmpKeHi4N8sQzVG4Bf53F6QOcu//18w9+15avJslO4t5fGy3Vlv8s9hczM1f38zawrU8fd7T/GXIXyRUCSGE8AgZChRNV1vmnqweFAHX/Rf8mzcf6euthbzy3V6uy0nhd4PTPVzkye2r3Mcdi++g2lrNayNe47zk81rlukIIIc4NEqxE0zhs8OnNYCqCWxdCaHyzmtlTZOL+jzfSOzWCp8b1QGtmj1dTrC1cyz3f30OgLpB3Ln2H7OjsFr+mEEKIc4usvC4az+WEz2+HA0vhylcguX+zmqmqszPlv+swBPjzn9/1J0jf8utEfXPwG6YsmkKMIYb3L39fQpUQQogWIT1WonGUggUPwLa5MOpp6D2+Wc04XYo/ztlAfrmZ2VMGkxAe5OFCf+29be/xwtoX6BvXl1cvfpXwQJnTJ4QQomVIsBKN8/0zsPZtOO+PcN49zW7mn4t28/2uEv76mx4MyGjZyeo2p43nVj/Hx7s/ZlT6KP427G8E+bd8kBNCCHHukmAlzmzlv2HpC9DvJhj5RLOb+WxdAa99v5fxA1KZMCjNY+WdTIGpgPt/vJ/tZdu5pfst3NvvXtmaRgghRIuTYCVOb+Ns+OYRyL4SxrzUrGUVlFK8/uM+nv96F0M6RPPkuO4tOln9+7zveXT5o6Dg5Yte5uK0i1vsWkIIIcTxJFiJU9u5AL6YCpkXuDdWbkaPj8Pp4vF52/jg5zzG9k5i+rW9CPRvmZ4jh8vBKxteYdbWWWRHZfPihS+SGtq8LXaEEEKI5pBgJU7u4DL45GZI7A3jPwD/wCY3YbY5+MOHG1iys5g7LujIg6O74OfXMj1VxeZi/u/H/2N98Xqu63wdDw58kEBd02sWQgghzoYEK/FrRdvgw/EQmQETPoXA0CY3UWKyctu7a9h6qIqnf9ODiS24AOiawjU88OMD1Dnq+Pv5f2dMhzEtdi0hhBDidCRYiRPVlsLs8RAQAhPnQkh0k5vYW1zDzbNWU1ZjY8ZNOYzIbt4ioo3x5f4veWzZY6SFpfH26LfpGNGxxa4lhBBCnIkEK3GMwwYf3+ReVf2WhRCe0uQm1hws5/fvrkWv05gzZTC9UyNaoFC3d7e9y/S10xmQMICXL3qZ0ICm96wJIYQQniTBShzz9UOQuxyuehNSmr6q+tqD5dz01moSw4N455aBpEW3zMbGLuVi+trp/Hf7fxmdMZq/DfsbAbrm7VcohBBCeJJXg5WmaWOBsVlZWd4sQwCsmVm/AOi90Pv6Jn99Y34lN89aQ2J4EB/dPoTY0JaZOG5z2vjz8j+z8MBCJmRP4MEBD+Knyc5MQgghfINX/0VSSs1XSk0JD5ctRrzqwFJY8CB0Gg0jHm/y17cdruKmt34mKiSADycPbrFQVWOr4a7Fd7HwwEKm9Z/GQwMeklAlhBDCp8hQ4Lmu/IB7XlV0VrPWqtpdZGLiW6sxBvrz4eRBLbb3X4m5hLuW3MXeir38bdjfGNtxbItcRwghhDgbEqzOZVYTzL7BvcHyDbMhKKxJX99fUsONM37G30/jw8mDSYlsmTlVpXWl3LTwJsosZbw24jXOSz6vRa4jhBBCnC0JVucqlwvmToHS3e5lFaKbtkxBXpmZG2f8jFKKD6cMJiMmpEXKrHPU8Yclf6DMUsZbl7xFz9ieLXIdIYQQwhMkWJ2rfnwOdi2Ay56HDhc26auHK+u4ceYqLA4nsycPJiuuZZY5cCkXjy57lG1l23j5opclVAkhhPB5MvP3XLTve3ew6n0DDJzSpK9uLqhk/JurqDLb+e+tg8hObNrwYVO8tP4lFuUu4oGcB7go7aIWu44QQgjhKdJjda4xFcLcyRDbBa54EbTG7d3ndCle/2EvLy3eQ2xoIO/dNpCeKS13N+enuz9l1tZZXN/leiZ2m9hi1xFCCCE8SYLVucTpgM9+D7ZamPSle9uaRsgvNzPto42sza1gbO8k/jquB+HB+hYrc+Xhlfx11V85L/k8Hh74MFojw58QQgjhbRKsziU/PgcHf4LfvA5xXc94ulKKz9Yf4ol529CAl8f3YVyf5BYtcV/lPu7/4X46RHRg+vDp+PvJb1EhhBBth/yrda7Y9x0sfQH6TIA+N57x9IpaG3/6fAsLtxYyKDOKF6/r3WLLKRxVWlfK1CVTCdAF8K+L/4UxwNii1xNCCCE8TYLVuaD6CHw2GWK7wuXTz3i6e9HPnymvtfHwZV2ZfH4HdH4tOxxnspm49/t7KasrY9als0g0Jrbo9YQQQoiWIMGqvTs6r8puhmvfgYDT9zoVV1u4ZdYaXAo+v+s8eiS3/HZDSwuW8uTKJymtK+XFC16kR0yPFr+mEEII0RIkWLV3Pz4LucvgN2+ccV6V2ebgtnfXUl5r4+Pbh7R4qKq0VPLsmmf5av9XZEVk8fJFL0uoEkII0aZJsGrP9i6BpdOh7++gzw2nPdXpUtwzewPbDlfx5sScFl1KAeDbg9/yzM/PUG2t5s7edzK552T0upa701AIIYRoDRKs2qvaUvj8Dve8qsteOOPpT3+5ncU7inlqXHdGdotvsbJK60p5ZtUzLM5bTLfobrw56k26RHVpsesJIYQQrUmCVXukFMy/FyyVcNP/zjiv6u1lB3hnxUFuG5bJTUMyWqys5YeW8+DSB7E4LPyx3x+Z1H2SLKcghBCiXZF/1dqjDe/Dzi/hkr9CfPfTnvrNtkKe/mo7o7vH86fLs1uspK2lW5n2wzTSQtN44YIXyAzPbLFrCSGEEN4iwaq9KT8AXz8MGefD4KmnPXVTfiX3ztlAr5QIXrq+b4stqZBfnc/UJVOJCorijVFvEGOIaZHrCCGEEN4mmzC3Jy6ne16VpnOvru536v+8+eVmbnt3DTHGQGbelIMhQNciJVVYKrhzyZ04lZPXR74uoUoIIUS7Jj1W7cmyf0L+Krh6BkSknvI0h9PFPXM2YHW4mDNlMLGhgS1SjsVh4Q/f/YEjNUeYOXqmDP8JIYRo9yRYtReHN8IPf4fuV0HPa0976r9/2MeGvEpeuaEvWXGhLVKO0+Xk4Z8eZnPJZl688EX6xvVtkesIIYQQvsTjQ4GapmVrmvaGpmmfapp2p6fbFydhr4O5UyAkFq74B2inniu1Kb+Sl5fs4creSVzZO6lFylFK8dya51iSt4SHBj7EqPRRLXIdIYQQwtc0Klhpmva2pmnFmqZt/cX7l2qatkvTtL2apj0MoJTaoZS6A7gOyPF8yeJXFj8BpbvgN/+G4KhTnlZnczLt443EhQby9LiWW+H83W3vMnvnbG7qdhMTsie02HWEEEIIX9PYHqt3gEuPf0PTNB3wL+AyoBtwg6Zp3eo/uxJYBizxWKXi5PZ9Bz+/AYPugI4Xn/bUvy/cwf6SWqZf25vw4JZZ5XzhgYW8uO5FRmeM5v6c+1vkGkIIIYSvalSwUkotBcp/8fZAYK9Sar9SygbMAcbVnz9PKTUUkO6KllRbBv+7C2K6wMgnTnvqD7uKeW9lLreel8l5WS1zZ97SgqX86ac/0S+uH88MewY/TW46FUIIcW45m8nryUD+ca8LgEGapl0IXA0EAgtO9WVN06YAUwDS0tLOooxzlFLwxV1gLoMbPwK94ZSnVtTaePDTzXSKM/LgpS2zfczqI6uZ9v00Okd15rURrxGoa5k7DYUQQghfdjbB6mQzpJVS6gfghzN9WSn1JvAmQE5OjjqLOs5NP78Bu7+GS5+DxN6nPE0pxaP/20KF2casWwYQpPf8elWbSjZx93d3kxqayhsj3yA0oGXuNBRCCCF83dmM1RQAxy+WlAIcPrtyRKMc2QSL/gKdL4NBt5/21M83HGLBlkLuG9WF7knhHi9lZ/lO7lx8JzGGGGZcMoPIoEiPX0MIIYRoK84mWK0BOmmalqlpWgAwHpjnmbLEKVlr4JNbIDgaxv3rtEsrFFSYefyLbQzMiGLK8A4eL2V/1X5uX3Q7IfoQZl4yk9jgWI9fQwghhGhLGrvcwmxgJdBF07QCTdNuU0o5gLuBb4AdwMdKqW1NubimaWM1TXuzqqqqqXWfuxb8H1QcgN/OhJDoU55mdTi5d85GFPDidb09vg9ggamAyd9ORkNjxqgZJBlbZk0sIYQQoi1p1BwrpdQNp3h/AaeZoN6IducD83NyciY3t41zyqaPYNOHcMFDkDHslKcppfjT3K2sy63gXzf2IzUq2KNlFJuLmfztZCwOC7MunUVGeIZH2xdCCCHaKtnSpq0o2wdf3QdpQ2H4g6c99c2l+/lsfQF/HNmJK3olerQMs93MlG+nUG4pZ+YlM+kc2dmj7QshhBBtmQSrtsBhg09vBT9/+O0M0J36P9ui7UU8+/VOxvRK5N4RnTxeyt9+/hv7q/bz5iVv0jO2p8fbF0IIIdoyr67gKHOsGmnJk3Bko3vLmvCUU56240g1987ZQK/kcKZf2xvtNBPbm2PhgYV8se8LJveazODEwR5tWwghhGgPvBqslFLzlVJTwsM9vwxAu7FzAax8DQZMhq5XnPK0EpOV37+7lrAgPW/elOPx9aoKTAU8tfIpesf25s7esre2EEIIcTIyFOjLyvbB57dDYh+45K+nPM1id3L7f9dSVmvl0zuGEh8W5NEyHC4HD//0MADPDX8Ofz/5bSOEEEKcjPwL6atstfDR79zzqq7/L+hPHpbcdwBuYX1eJf+e0I8eyZ7v/Xt90+tsKtnE88OfJ9mY7PH2hRBCiPZCgpUvUgrm/QFKdsLvPoOIU++l+PqP+5i74RD3j+rM5T09ewcgwJrCNczYPINxHcdxWeZlHm9fCCGEaE9k8rovWvU6bP0MLv4zdLz4lKdtLqhk+je7GNs7ibsvzvJ4GVXWKh756RHSwtL406A/ebx9IYQQor2Ryeu+5uBy+PbP0HUMDLvvlKc5nC4embuFGGMgz1zVw+N3ACqleGLFE5RZynju/OcI1nt2kVEhhBCiPfJqsBK/UH0EPrkZojLhN6+fdh/Ad1YcZNvhap68sjthQXqPl/Lpnk9ZnLeYe/reQ/eY7h5vXwghhGiPZI6Vr3DY4OOb3JPWJ82HoLBTnlpQYebFb3czomscl/ZI8HgpB6oO8Pzq5xmSOIRJ3Sd5vH0hhBCivZJg5Su++RMUrIZr34G4rqc8TSnF41+497p+clx3jw8BupSLJ1c+iV6n55lhz+CnSaemEEII0Vjyr6YvWPcOrJkBQ+6G7led9tSvtxayZGcx91/SmZRIz897mrtnLuuK/r+9+w6vqsr+P/5eKZACCdK7IcAAAemioigjoICijIM/FAtgwVHGjjP2zhcdZ7APggg4ImDFLuIgICq9hJrQQg+CAkkgBFL27497GSOGJMhtST6v5+HJvTvnnLWyycXl2fvsvZQRnUdQK6aWz68vIiJSnumpwGBbPhk+vQua9YKeTxR7aGZOLo99sobW9eMY0jXB56nszd7L6CWj6VynM39qVnyBJyIiIr+lpwKDacUU+Piv0PSPMHBysZsrA/zzq1R+OniEUVecQUS47//qnln0DEfyj/DYOY/5fIhRRESkItBQYLAkT4OPboPE7nDVlBOurH7M8m37eWvBVq4/J4G2Dav5PJ052+cwc+tMbml3CwnxCT6/voiISEWgwioYVr4L0/8CiRfA1VMhMrrYw3O9a1bVqRrFvRf9wefpHDx6kKcXPE2zas0Y2nqoz68vIiJSUeipwEBb9b5nY+Um3eCqkosq6wHRLwAAIABJREFUgAnfpZGyO4ux13Wiqh/WrHpp+Uvsyd7Dv7r/i8hw319fRESkotAdq0Ba/QF8eDOcfi5cPQ0qlfxU34792Tz/3/X0SqrDxa19v2ZV8t5kpqVM46qWV9GuVjufX19ERKQiUWEVKGs/gQ9uhsbnwKB3oFJsqU57dkYqAE9c5vvVz3Pzc3n8h8epHVObOzve6fPri4iIVDRabiEQ8nPhy79BvbYw6N1SF1VLt+7n0+RdDDu/KfWrlTxkeLImrpnIxgMbefjsh4mNLF1OIiIicmJabiEQUj6DrHTo/gBUrlKqU5xzPP35WmpXrcwt5yf6PKUtGVsYmzyWXqf3onuj7j6/voiISEWkocBAWPQ6nJYAzXqW+pTPVqazfNsBRlzcgtjKvn3G4FDuIe6Zew9REVE80OUBn15bRESkIlNh5W+7V8PW7+HMmyAsvFSn5OTm88yXKSTVi+PPHRv6NJ0CV8AD8x5g04FNPHfBc9q2RkRExIdUWPnb4tchIhraX1PqUyZ+v4WdBw7z8CWtCA/z7Qroryx/hdnbZ3Nf5/voWr+rT68tIiJS0amw8qfD+z2Lgba9EmKql+qUnw4e4dXZG+nZqg5dm9X0aTpfpn3J66te54rmV3BNq9IXeiIiIlI6Kqz8acUUyM2GM28u9Smjv15PTm4+D/Zt6dNU1vy0hke+f4SOtTvy8FkPay9AERERP1Bh5S8FBZ5J643P8SyzUAqpu7OYtmgb151zOom1Svf0YGnszd7LHbPvoHpUdUZ3H63V1UVERPxE61j5y6ZZsD8NupT+btXIL9ZRNSqSO3s091kaR/KPcOfsO8k6msXLF75MjegaPru2iIiI/JrWsfKXReOgSl1o2a9Uh89J3cO36/dyR4/mVIup5JMUnHM8/sPjrPppFaPOG0WL6i18cl0REREpmoYC/eHnTbDha+g8FCJKLpLy8gsY+fk6EmrEcN3Zp/ssjbfWvsVnmz9jePvh9Di9h8+uKyIiIkVTYeUPSyZ41qzqNKRUh7/xXRob9hzkgb6tqBThm7+S7NxsXkt+jW4NunFL21t8ck0REREpngorXzt6CJa/BUmXQ9W6JR7+TcqPPDsjhd6t63JRUh2fpfHppk/Jys1iWNthegJQREQkQFRY+drKdyEnA7oMK/HQdemZ3D5lOUn14xg9sJ3PCqACV8DbKW/TukZr2tVq55NrioiISMlUWPmSc54lFuqeAY3OKvbQPVk53DhpMVWjInlj8JnEVPLdfoDzd80nLSONa1pdo7tVIiIiAaTCype2/gB71njuVhVT0OTk5nPzf5ayPzuX8YM7UycuyqdpTF43mRpRNbg44WKfXldERESKp8LKV/KOwvxXIaoatBlwwsMKChz3vpvMyh0HePGq9rRp4NulJtIy0vhu53cMbDGQSuG+WbZBRERESsd3408VkXOwYzGsfAdWfwiH90G3EVAp5oSnPP/f9Xy+Kp0H+7bkotYlT24/WVNTphIZFsmVLa70+bVFRESkeEEtrMysH9CvWbNmwUzj5P28yVNMrXwH9m+BiChoeQm0HQjNep7wtA+X7eDlbzZy1ZmNuLlbos/TyjqaxccbP6ZPkz7UjPbtBs4iIiJSsqAWVs65T4FPO3fuXPp9X4Lp8AGYNgi2fg8YJF4AF/wdWl4KUXHFnrpw88/c/8EqujatwVP92/hlUvn0DdPJzstmUKtBPr+2iIiIlExDgScj5TNPUfXHh6DDtRBXv8RTcvMLGDNnEy/N2kDjGjGMuaYTkeG+n9qWX5DPlJQpdKjdgdY1Wvv8+iIiIlIyFVYnY/NciK0F599X7FN/x6TszmTEe8ms3pnJ5e3r83i/1sTHRPoltW93fMvOgzu5u9Pdfrm+iIiIlEyFVWk5B2lzocn5JRZVefkFvDZ3Ey/O2kB8dCSvXduJ3m18P1G9sLfXvU3d2Lr0aKw9AUVERIJFhVVp/bQeDv4ITS4o9rD1P2Yx4r1kVu7I4NK29Xjy8jZUj/Xvsgfr969n4e6F3NXxLiLC9FcqIiISLPqvcGltnuv5mnjiwmr8vM38Y0YqVaIi+Pc1Hel7Rr2ApDZl3RSiwqP4c/M/BySeiIiIFE2FVWmlzYVqjeG0hCK//cHSHTz9+TouSqrD/11xBjWrVA5IWgdyDvDZ5s+4NPFSqkVVC0hMERERKZoKq9IoyIct86DVZUV+O2V3Jg99tIqzE6vz72s6EuGHp/5O5P0N73Mk/wjXtLomYDFFRESkaNrSpjTSkyEnAxK7/+ZbmTm53Dp5GXFRkbx8dWCLqu1Z25mybgpn1TuL5qc1D1hcERERKZoKq9JI886vanL+r5qdc/ztvZVs25fNK4M6UqtqYIb/AFbsWcG1X1zLkfwj3N1RSyyIiIiEAhVWpbF5LtRqBVVq/6p5/Lw0ZqzZzQN9WtKlSfWApTNjywxu/OpGYiNjmdx3Mq1rakFQERGRUKDCqiR5R2Dbgt88DbgobR/PzEihT5u63Hhek4Ck4pxj/Krx3Df3PlrXbM3bfd+mSXxgYouIiEjJNHm9JDsWQ97hX61ftScrh79OWUbj6jH8Y0Bbv+z7d7zcglyeXvA0H274kD4JfXjqvKeoHB64oUcREREpmQqrkmyeCxYGp3cFPKuq3z5lOZk5ufznxi5UjfLPFjWFZR7N5J4597AwfSHD2g5jePvhhJluNoqIiIQaFVYlSZsL9TtAtGeNqH/OXM/CtH2M/n/taFk3zu/h9+Xs44YZN7A1aytPnfsU/Zv193tMERER+X2CetvDzPqZ2biMjIxgpnFiR7Jg59L/DQN+sHQHr83dxKCzGnNFx4Z+D++c48n5T7Itaxuv9XxNRZWIiEiIC2ph5Zz71Dk3LD4+PphpnNjW+VCQB03O54tV6dz3fjLnNavJY/2SAhL+s82fMWvbLG7vcDtn1TsrIDFFRETk99NEneKkzYXwysw5nMgdU5fTsfFpjLu+E5Ujwv0eeveh3YxaOIqOtTtyfdL1fo8nIiIip06FVXHS5pJRswPDpq2lVb04Jgw9k5hK/p+W5pzj0e8fJc/l8fS5TxMe5v9CTkRERE6dCqsTOfQz7F7FpPTGJNSI4c0buhAXgCcAAd5JfYf56fMZ0XkEjeIaBSSmiIiInDoVViewbdkMAFJjOjL5xrOoHlspMHEztzF66Wi61u/KlX+4MiAxRURExDdUWBVhw49ZLPpmOoeI5qFh11I7LiogcfML8nnwuweJsAie6PpEQBYeFREREd9RYXWc7fuyuWb8Qs50q7GEc2lQvWrAYk9cM5Hkvck8cNYD1I2tG7C4IiIi4hsqrApxznHf+8nE5f7I6aQT0+LCgMVO3ZfKqytepWfjnlyaeGnA4oqIiIjvqLAqZPrynSzYvI+nzvjZ09DkguJP8JHc/Fwe+u4h4irF8cg5j2gIUEREpIzSljZeGdm5jPx8HR0aV+NsWw0xNaF2YBYCHb9qPKn7U3nxjy9SPap6QGKKiIiI7+mOldezX6Vw4HAuIy9vg6V9C026QZj/u2d75nbGrxpP74TeXNg4cEOPIiIi4nsqrIBl2/YzddE2hnRNIKnSj5CVHpBhQOccoxaNIiIsghGdR/g9noiIiPhXhS+s8vILeGj6aupUjeLu82rBnFGebyT6v7Cas30O83bO47b2t1Ento7f44mIiIh/Vfg5Vm/O30pK+gE+6ZpGlbE3Qc4BOPcuOK2JX+MezjvMM4ueoVm1ZgxqNcivsURERCQwKnRhtTsjh69mfsF/4/5D02Up0Pgc6Psc1D3D77HHrxrPrkO7mHDxBCLDArNVjoiIiPhXxS2ssvex4Y3bmWaf4yJqwSXjoO3/gwAsdbA1cysTV0/kksRLOLPumX6PJyIiIoFRMQurdZ+RO3045xzJZGXDQbS/7hmIigtIaOccoxaOolJ4Je7tdG9AYoqIiEhgVLzJ69n7cB/dSlpudW6JfYGkoa8ErKgC+GbbN3y/63uGtx9OrZhaAYsrIiIi/lfxCqvvnocjWdyeM4wb/3wJlSIC1wXZudk8u/hZmp/WnKtbXh2wuCIiIhIYFWsoMGMnbuE4PiroRst2Z9O1ac2Ahn991eukH0pnUrdJRIRVrK4XERGpCCrWf93njCK/IJ+XCq5kcu+WAQ2dlpHGpDWTuKzpZXSq0ymgsUVERCQw/DIOZmb9zex1M/vYzC7yR4yTtjcVt+Jt3sztSZ/zutCgWnTAQhe4AkYuGEl0eDR3d7o7YHFFREQksEpdWJnZBDPbY2arj2vvbWapZrbRzO4HcM595Jy7GRgCDPRpxr+Tm/UEh4liSuUrubV704DGfi/1PRbuXsjdne+mZnRghx9FREQkcE7mjtUkoHfhBjMLB14F+gBJwNVmllTokIe93w+u7YuwlM8Zc7QvQ3t1pmpU4Bbk3J61nX8t/Rdd63dlQPMBAYsrIiIigVfqwso59y2w77jmLsBG59xm59xRYBpwuXk8C3zpnFtW1PXMbJiZLTGzJXv37v29+ZcmcQq+fox9Vo3Z1a/kqjMb+S/WcQpcAY9+/yjhFs4TXZ/AArD4qIiIiATPqc6xagBsL/R+h7ftdqAnMMDM/lLUic65cc65zs65zrVq+XE9pw1fE7btB54/2p97LulARHjglleYmjKVJT8u4W9n/o26sXUDFldERESC41SfCizqFoxzzr0EvHSK1z51BQXkf/04u6jD1oQB/LFF7YCF3pq5lReWvkC3Bt3o36x/wOKKiIhI8Jzq7ZsdQOGxtYbArlO8pu+seo/wvWt4LvdK/n5J24ANxeUX5PPI948QGR7JY+c8piFAERGRCuJUC6vFQHMza2JmlYCrgE9Ke7KZ9TOzcRkZGaeYRhHyjpA36ynWuAQqtxtA6/rxvo9xApPXTWb5nuU80OUB6sTWCVhcERERCa6TWW5hKjAfaGFmO8zsRudcHvBX4CtgHfCuc25Naa/pnPvUOTcsPt4PRc+SiURkbmd0wSDuvbiV769/ApszNvPy8pfp3qg7lyZeGrC4IiIiEnylnmPlnCtyczvn3BfAFz7LyBfyc8md8xyL8lvTult/6sZHBSZsQT6PfPcIURFRGgIUERGpgMrlJsx5G2cTmfMTH1bqxy0XBG4x0DfXvsnKn1byYJcHtRCoiIhIBVTuCivnHMu+nEimi6Z736uIrRyY7RB/Pvwz/17xb3o07kGfJn0CElNERERCS1ALK39MXn9+xhpa7J/DjjoX0q9TE59dtyRTU6ZyNP8od3a8U0OAIiIiFVRQCytfT16fvGArK+d9RLxl06rH9T65ZmkczjvMtNRpdG/UnSbxgSvmREREJLQEZpwsAGau2c2jH6/mP9WTcXlxWNMLAxb7440fk3EkgyGthwQspoiIiISecjHHaunW/dwxbTkdGsRybt4CrFU/iKgUkNj5Bfn8Z+1/aFuzLR1qdwhITBEREQlNZX6O1ea9B7npzcXUiYtiYrdM7EgmtP6TD7Ms3uzts9metZ0hbYZobpWIiEgFV6bnWO3JymHwxEWEmfHm0C7EbfoMoqpBkwt8nOmJTVoziYZVGnJho8ANPYqIiEhoKrNDgYeP5nPDpMX8lHWUCUPOJCE+HFK+gAAOAy7fs5zkvclc3/p6wsPCAxJTREREQleZLaymLNrG6p2ZvHhVe9o1qgabZsHRrIAOA05aPYn4yvFc3vTygMUUERGR0FUmC6ujeQWMn7eZLk2qc1Hrup7GNdMhujo0OT8gOWzJ2MLs7bMZ2GIgMZExAYkpIiIioa1MFlYfLd9JekYOt3X3bleTexhSv/QMA4ZHBiSHt9a+RWRYJFe3LHILRREREamAytxTgfkFjtfmbqJ1/Tgu+EMtT+OGr+HowYANA+7L2cfHmz6mX9N+2hNQRERE/qfMPRX41ZrdbP7pELd2b/rL8gZrpkNMTUjo5qdMf+2dlHc4kn+E61sHbnV3ERERCX1laijQOce/52ykSc1Y+rSp52k8mg3rZ0DSZRDu/4Xkc/JymJoyle4Nu5MYn+j3eCIiIlJ2lKnCat6Gn1i9M5Nbzk8kPMx7t2rDTMjNDtgw4CebPmH/kf0Mbj04IPFERESk7ChThdWrszdSNy6KP3Vs8EvjmukQWwtOP9fv8Y9tX9OmRhs61enk93giIiJStpSZwmrp1v0sTNvHTd2aUDnCuxjn0UOw/itIuhwCsEDnrG2z2Jq5lcFtBmv7GhEREfmNMlNYjZmzkWoxkVzdpfEvjetnQN7hgAwDFrgCxq4cS0JcAr0a9/J7PBERESl7ysRyC6m7s/jvuj0M6ZpAbOVCE9TXTIcqdaDxOX7O1LPZ8vr96xnWdpi2rxEREZEilYnlFsbM2UhMpXCGdE34pfFIlmf9qqT+fh8GdM4xNnksjas2pk+TPn6NJSIiImVXyA8Fbt+Xzacr0xnUpTHVYgptrjznGcjLgXYD/Z7D3B1zWbdvHcPaDiMizP9LOoiIiEjZFPKF1dhvNxFmcFO3QmtGbVsI81+FzjdAA/8+neecY0zyGBpWaUjfxL5+jSUiIiJlW0gXVnuycnh3yQ7+3LEhdeOjPI25h+Hj4RDfEHo96fcc5u2cx9qf13Jz25uJDAvMPoQiIiJSNoX0uNak77eQm1/ALRc0/aVxzij4eQNcNx0qV/Vr/GNzq+rH1qdf035+jSUiIiJlX8jesTp4JI/JC7bSp01dmtSM9TTuWAI/vAwdB0PTC/2eww+7fmDlTyu5qe1NulslIiIiJQrZwuqdxdvJzMnj5mNzq3Jz4KPboGp9uOhpv8c/Nreqbmxd+jft7/d4IiIiUvaF5DpWefkFTPgujS4J1enQ+DRP49xn4KdUuOxFiIrze24Ldy8keW8yN7W5ichw3a0SERGRkoXkOlafr0pn54HDDDvfe7dq51L4/kXocC006xmIvBizYgy1Y2rzp+aB2dxZREREyr6QGwp0zjHu2800rRXLhS1rQ94R+Gg4VKkLF40MSA5LflzCsj3LuKHNDVQKr1TyCSIiIiKEYGE1f9PPrNmVyc3dEgkLM5j7D9i7Dvq9CNHVApLDmOQx1IquxYA/DAhIPBERESkfQq6wGvvtZmpWqUz/Dg08Q4DfPQ/tBsEfLgpI/AXpC1i8ezFD2wylcnjlgMQUERGR8iGkCquU3ZnMXb+XIV1PJ+rQLpg6CKrWg97/F5D4y/cs5+7Zd9OwSkPdrRIREZGTFlKF1evfphEdGc517avB21d6Vlm/5j2IPs3vsRemL+SWr2+hZnRNJvaeSHREtN9jioiISPkSMoXV7owcPkneyaBOdYn/ZCj8vBEGvgV1kvwee96OeQyfNZwGVRowsfdE6sbW9XtMERERKX9CprCa+H0a+QUF3HP4JdgyDy5/FRIv8HvcWVtnccfsO0iMT2TCxROoGV3T7zFFRESkfAqJwqrAOaYs3Ma/631JbOoHcOHD0G6g3+N+mfYl9869l6QaSYy/eDynRfl/yFFERETKr5AorPYdOsoleTPpvW8ydLweuo3we8zpG6bz92//Tvva7RnXaxxxlfy/mruIiIiUbyGxpU125j5GRk7wrKp+yWgw82vc6Rum8+gPj3J2vbMZ03MMsZGxfo0nIiIiFUNIbGnTkD1kn9YSrpwEft6XL/1gOqMWjeLsemfzco+X9fSfiIiI+ExIDAXmE07skA+gclW/x3p28bMAPNn1SS0AKiIiIj4VEoVVQfVEwuLr+z3OvB3zmLVtFsPaDqNelXp+jyciIiIVS0gUVpWjYvwe40j+EUYtGkWT+CYMThrs93giIiJS8UQEO4FAmbBqAtuztjP+ovFE+nkel4iIiFRMIXHHyt+2Z25n/Krx9Enow1n1zgp2OiIiIlJOlfvCyjnHqEWjiAyPZMSZ/l8fS0RERCqucl9YfbP9G+btnMdt7W6jdkztYKcjIiIi5Vi5Lqyyc7N5dtGzND+tOYNaDQp2OiIiIlLOlevJ66+vep30Q+m82e1NIsLK9Y8qIiIiIaDc3rHanLGZSWsmcVnTy+hYp2Ow0xEREZEKoFwWVnkFeYxcMJLoiGju6XRPsNMRERGRCqLcFVbOOZ6c/ySLdi/ivs73USO6RrBTEhERkQqi3BVWzy99nukbp/OXdn/hT83/FOx0REREpAIJamFlZv3MbFxGRoZPrvfGqjeYuGYiV7e8mtva3eaTa4qIiIiUVlALK+fcp865YfHx8ad8rffXv88Ly16gT5M+3N/lfszMBxmKiIiIlF65GAqcuWUmTy14ivManMfI80YSZuXixxIREZEypsxXID/s+oG/z/s77Wq1Y3T30USGaYNlERERCY4yXVit3LuSu2bfRWJ8Iq/0eIXoiOhgpyQiIiIVWJktrNIPpnPbrNuoGV2Tsb3GElcpLtgpiYiISAVXZvd5eWHZC+Tk5TCl7xRqRtcMdjoiIiIiZfOO1cq9K/ki7QuuT7qexnGNg52OiIiICFAGCyvnHM8tfo4aUTW48Ywbg52OiIiIyP+UucLq661fs2LvCm7vcDuxkbHBTkdERETkf8pUYXU0/yijl46m+WnN6d+sf7DTEREREfmVMjV5fcq6Kew8uJOxvcYSHhYe7HREREREfqXM3LHan7OfcSvH0a1BN7rW7xrsdERERER+o8wUVmOSx5Cdl829ne8NdioiIiIiRSoThdXmjM28m/ouA/4wgKbVmgY7HREREZEilYnC6vklzxMVEcWt7W4NdioiIiIiJxTyhdWC9AXM2TGHm8+4mRrRNYKdjoiIiMgJhXRhlV+Qzz8X/5P6sfW5NunaYKcjIiIiUqyQXW4hZV8K41eNJ3V/Kv84/x9UDq8c7JREREREihVShVWBK2Dejnm8tfYtFu5eSHRENEPbDKV3Qu9gpyYiIiJSopAorApcAe+mvstba99iS+YW6sTU4Z5O93BF8yuIrxwf7PRERERESsWcc8HOgaqJVV3CYwkk1UhicNJgeiX0IjIsMthpiYiIiPyGmS11znUu6ns+v2NlZonAQ0C8c25Aac6JiYxhUu9JdKzdETPzdUoiIiIiAVGqpwLNbIKZ7TGz1ce19zazVDPbaGb3AzjnNjvnbjyZJBpVbUSnOp1UVImIiEiZVtrlFiYBv5pBbmbhwKtAHyAJuNrMknyanYiIiEgZUqrCyjn3LbDvuOYuwEbvHaqjwDTgch/nJyIiIlJmnMoCoQ2A7YXe7wAamFkNM3sN6GBmD5zoZDMbZmZLzGzJ3r17TyENERERkdBwKpPXi5oQ5ZxzPwN/Kelk59w4YBxA586dg/9oooiIiMgpOpU7VjuARoXeNwR2nVo6IiIiImXXqRRWi4HmZtbEzCoBVwGf+CYtERERkbKntMstTAXmAy3MbIeZ3eicywP+CnwFrAPedc6tOZngZtbPzMZlZGScbN4iIiIiISckVl7v3LmzW7JkSbDTEBERESlRcSuvn8pQoIiIiIgUosJKRERExEeCWlhpjpWIiIiUJ0EtrJxznzrnhsXHxwczDRERERGf0FCgiIiIiI+ExFOBZpYFpAY7jxBXE/gp2EmEMPVP8dQ/JVMfFU/9UzL1UfHKU/+c7pyrVdQ3TmVLG19KPdFji+JhZkvURyem/ime+qdk6qPiqX9Kpj4qXkXpHw0FioiIiPiICisRERERHwmVwmpcsBMoA9RHxVP/FE/9UzL1UfHUPyVTHxWvQvRPSExeFxERESkPQuWOlYiIiEiZF/TCysx6m1mqmW00s/uDnU+wmdkEM9tjZqsLtVU3s6/NbIP362nBzDGYzKyRmc02s3VmtsbM7vS2q4+8zCzKzBaZWbK3j57wtjcxs4XePnrHzCoFO9dgMrNwM1tuZp9536t/CjGzLWa2ysxWmNkSb5s+Z15mVs3M3jezFO+/R+eof35hZi28vzvH/mSa2V0VoY+CvaVNOPAq0AdIAq42s6Rg5hQCJgG9j2u7H5jlnGsOzPK+r6jygHudc62As4Hh3t8Z9dEvjgAXOufaAe2B3mZ2NvAs8Ly3j/YDNwYxx1BwJ7Cu0Hv1z2/90TnXvtAj8vqc/eJFYIZzriXQDs/vkvrHyzmX6v3daQ90ArKB6VSAPgr2HasuwEbn3Gbn3FFgGnB5kHMKKufct8C+45ovB970vn4T6B/QpEKIcy7dObfM+zoLzz9mDVAf/Y/zOOh9G+n944ALgfe97RW6j8ysIXAJMN773lD/lIY+Z4CZxQHnA28AOOeOOucOoP45kR7AJufcVipAHwW7sGoAbC/0foe3TX6tjnMuHTyFBVA7yPmEBDNLADoAC1Ef/Yp3mGsFsAf4GtgEHHDO5XkPqeiftReAvwEF3vc1UP8czwEzzWypmQ3ztulz5pEI7AUmeoeTx5tZLOqfE7kKmOp9Xe77KNiFlRXRpscUpURmVgX4ALjLOZcZ7HxCjXMu33sLviGeO8OtijossFmFBjO7FNjjnFtauLmIQytk/xRyrnOuI56pGsPN7PxgJxRCIoCOwBjnXAfgEOVwSMsXvHMVLwPeC3YugRLswmoH0KjQ+4bAriDlEsp+NLN6AN6ve4KcT1CZWSSeoupt59yH3mb1URG8wxNz8MxHq2Zmx7axqsiftXOBy8xsC57pBxfiuYOl/inEObfL+3UPnrkxXdDn7JgdwA7n3ELv+/fxFFrqn9/qAyxzzv3ofV/u+yjYhdVioLn3aZxKeG4XfhLknELRJ8Bg7+vBwMdBzCWovHNh3gDWOedGF/qW+sjLzGqZWTXv62igJ565aLOBAd7DKmwfOececM41dM4l4Pk35xvn3DWof/7HzGLNrOqx18BFwGr0OQPAObcb2G5mLbxNPYC1qH+KcjW/DANCBeijoC8QamZ98fzfYjgwwTk3MqgJBZmZTQW649kF/EfgMeAj4F2gMbANuNI5d/wE9wrBzM4D5gGr+GV+zIN45lmpjwAza4tnUmg4nv95etc596SZJeK5Q1MdWA5c65w7ErxMg88gWtY5AAAD3ElEQVTMugMjnHOXqn9+4e2L6d63EcAU59xIM6uBPmcAmFl7PA8/VAI2A0Pxft5Q/wBgZjF45lEnOucyvG3l/nco6IWViIiISHkR7KFAERERkXJDhZWIiIiIj6iwEhEREfERFVYiIiIiPqLCSkRERMRHVFiJiIiI+IgKKxHxOe/eaUkBiPNgodcJZrbaDzG6m9lnJ3nOHDPrXET7EDN7xXfZiUioUWElIj7nnLvJObc2AKEeLPmQXyu0bY2IiM+psBKRU+Ld/uRzM0s2s9VmNrDwHRszO2hmI73fX2Bmdbztdcxsurc92cy6etuvNbNFZrbCzMaaWfgJ4j4DRHuPe9vbHG5mr5vZGjOb6d3S59gdpP8zs7nAnd5tfz4ws8XeP+d6j7vAe70VZrb82LYuQBUze9/MUszsbe/WSphZD+9xq8xsgplVLiLPoWa23hv7XJ91vIiEJBVWInKqegO7nHPtnHNtgBnHfT8WWOCcawd8C9zsbX8JmOtt7wisMbNWwEDgXOdceyAfuKaooM65+4HDzrn23r3+AJoDrzrnWgMHgD8XOqWac+4C59y/gBeB551zZ3qPGe89ZgQw3Bu7G3DY294BuAtIAhKBc80sCpgEDHTOnYFn65dbC+fo3WT2CTwFVS/v+SJSjqmwEpFTtQroaWbPmlm3Y3uCFXIUODZHaSmQ4H19ITAGwDmX7z2vB9AJWGxmK7zvE08ilzTn3IoiYgG8U+h1T+AVb4xPgDjv3anvgdFmdgeeQizPe/wi59wO51wBsMJ73RbeeOu9x7wJnH9cPmcBc5xze51zR4/LQUTKIc01EJFT4pxbb2adgL7AKDObedwhue6XTUnzKf7fHQPedM498DvTKbxpcj4QXej9oUKvw4BznHOH+bVnzOxzPD/LAjPreYLrRnhzLQ1tyCpSgeiOlYicEjOrD2Q75yYD/8QzrFcas/AOnZlZuJnFedsGmFltb3t1Mzu9mGvkmlnk70h7JvDXQj9De+/Xps65Vc65Z4ElQMtirpECJJhZM+/764C5xx2zEOhuZjW8eV75O3IVkTJEhZWInKozgEXeYbWHgKdLed6dwB/NbBWeYbvW3icJHwZmmtlK4GugXjHXGAesLDR5vbTuADqb2UozWwv8xdt+l3cCfjKe+VVfnugCzrkcYCjwnvdnKABeO+6YdOBxYD7wX2DZSeYpImWM/XKHXkREREROhe5YiYiIiPiIJq+LSMgzs4XA8WtEXeecWxWMfERETkRDgSIiIiI+oqFAERERER9RYSUiIiLiIyqsRERERHxEhZWIiIiIj6iwEhEREfGR/w9pbfZna53PnQAAAABJRU5ErkJggg==\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": 212,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb61417a710>"
-      ]
-     },
-     "execution_count": 212,
-     "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": 213,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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>310.0</td>\n",
-       "      <td>1.0</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>131.0</td>\n",
-       "      <td>-3.0</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>-30.0</td>\n",
-       "      <td>-1.0</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>-102.0</td>\n",
-       "      <td>0.0</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>4898.0</td>\n",
-       "      <td>30.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>55</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>4649</td>\n",
-       "      <td>626</td>\n",
-       "      <td>211364</td>\n",
-       "      <td>31241</td>\n",
-       "      <td>-865.0</td>\n",
-       "      <td>87.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>56</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>3896</td>\n",
-       "      <td>346</td>\n",
-       "      <td>215260</td>\n",
-       "      <td>31587</td>\n",
-       "      <td>-753.0</td>\n",
-       "      <td>-280.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>57</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>268</td>\n",
-       "      <td>219183</td>\n",
-       "      <td>31855</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>-78.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>58</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>3877</td>\n",
-       "      <td>210</td>\n",
-       "      <td>223060</td>\n",
-       "      <td>32065</td>\n",
-       "      <td>-46.0</td>\n",
-       "      <td>-58.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>59</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "      <td>226463</td>\n",
-       "      <td>32692</td>\n",
-       "      <td>-474.0</td>\n",
-       "      <td>417.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>197 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",
-       "55              UK    2020-05-09   4649     626      211364        31241   \n",
-       "56              UK    2020-05-10   3896     346      215260        31587   \n",
-       "57              UK    2020-05-11   3923     268      219183        31855   \n",
-       "58              UK    2020-05-12   3877     210      223060        32065   \n",
-       "59              UK    2020-05-13   3403     627      226463        32692   \n",
-       "\n",
-       "                       cases_diff  deaths_diff  \n",
-       "since_threshold geoId                           \n",
-       "0               DE          310.0          1.0  \n",
-       "1               DE          131.0         -3.0  \n",
-       "2               DE          -30.0         -1.0  \n",
-       "3               DE         -102.0          0.0  \n",
-       "4               DE         4898.0         30.0  \n",
-       "...                           ...          ...  \n",
-       "55              UK         -865.0         87.0  \n",
-       "56              UK         -753.0       -280.0  \n",
-       "57              UK           27.0        -78.0  \n",
-       "58              UK          -46.0        -58.0  \n",
-       "59              UK         -474.0        417.0  \n",
-       "\n",
-       "[197 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 213,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 214,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</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",
-       "      <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>310.0</td>\n",
-       "      <td>1.0</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>131.0</td>\n",
-       "      <td>-3.0</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>-30.0</td>\n",
-       "      <td>-1.0</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>-102.0</td>\n",
-       "      <td>0.0</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>4898.0</td>\n",
-       "      <td>30.0</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>55</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>4649</td>\n",
-       "      <td>626</td>\n",
-       "      <td>211364</td>\n",
-       "      <td>31241</td>\n",
-       "      <td>-865.0</td>\n",
-       "      <td>87.0</td>\n",
-       "      <td>626.750000</td>\n",
-       "      <td>533.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>56</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>3896</td>\n",
-       "      <td>346</td>\n",
-       "      <td>215260</td>\n",
-       "      <td>31587</td>\n",
-       "      <td>-753.0</td>\n",
-       "      <td>-280.0</td>\n",
-       "      <td>540.000000</td>\n",
-       "      <td>493.714286</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>57</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>268</td>\n",
-       "      <td>219183</td>\n",
-       "      <td>31855</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>-78.0</td>\n",
-       "      <td>444.750000</td>\n",
-       "      <td>487.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>58</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>3877</td>\n",
-       "      <td>210</td>\n",
-       "      <td>223060</td>\n",
-       "      <td>32065</td>\n",
-       "      <td>-46.0</td>\n",
-       "      <td>-58.0</td>\n",
-       "      <td>362.500000</td>\n",
-       "      <td>475.857143</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>59</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "      <td>226463</td>\n",
-       "      <td>32692</td>\n",
-       "      <td>-474.0</td>\n",
-       "      <td>417.0</td>\n",
-       "      <td>362.750000</td>\n",
-       "      <td>466.428571</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>197 rows × 9 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",
-       "55              UK    2020-05-09   4649     626      211364        31241   \n",
-       "56              UK    2020-05-10   3896     346      215260        31587   \n",
-       "57              UK    2020-05-11   3923     268      219183        31855   \n",
-       "58              UK    2020-05-12   3877     210      223060        32065   \n",
-       "59              UK    2020-05-13   3403     627      226463        32692   \n",
-       "\n",
-       "                       cases_diff  deaths_diff   deaths_m4   deaths_m7  \n",
-       "since_threshold geoId                                                   \n",
-       "0               DE          310.0          1.0    4.000000    4.000000  \n",
-       "1               DE          131.0         -3.0    2.500000    2.500000  \n",
-       "2               DE          -30.0         -1.0    1.666667    1.666667  \n",
-       "3               DE         -102.0          0.0    1.250000    1.250000  \n",
-       "4               DE         4898.0         30.0    7.750000    7.000000  \n",
-       "...                           ...          ...         ...         ...  \n",
-       "55              UK         -865.0         87.0  626.750000  533.000000  \n",
-       "56              UK         -753.0       -280.0  540.000000  493.714286  \n",
-       "57              UK           27.0        -78.0  444.750000  487.000000  \n",
-       "58              UK          -46.0        -58.0  362.500000  475.857143  \n",
-       "59              UK         -474.0        417.0  362.750000  466.428571  \n",
-       "\n",
-       "[197 rows x 9 columns]"
-      ]
-     },
-     "execution_count": 214,
-     "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['deaths_diff_m4'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(4, 1).mean())\n",
-    "# data_since_threshold['deaths_diff_m7'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(7, 1).mean())\n",
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 215,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m4']]\n",
-    "             .unstack().sort_index().xs('deaths_m4', axis=1, drop_level=True))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 216,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "deaths_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m7']]\n",
-    "             .unstack().sort_index().xs('deaths_m7', axis=1, drop_level=True))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 217,
-   "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": 218,
-   "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": 219,
-   "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_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": 220,
-   "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": 221,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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H5uVUPBo3Kdzm4utPfl4eiVERtRiZEELc+qSGTQhRLjEhuglzPRo3K9z238CD87j5N6yVuIQQN683fz7JqejLBi2zhWc9Zj7Q0qBl1gVSwyaEKJfY4LOYmJvjXN+3cJu9uwcm5uYkhMtIUSGEqE5SwyaEKJeY4LO4+TfCyNi4cJuRkTEu9f1k4IEQolJuxZqw6iI1bEKIMuXm5BAfHopH46Y37HPx040U1TStFiITQojbgyRsQogyJYSHkZebW3zC5tuAq1fSSUtMqIXIhBDi9iBNokKIMhUOOGhUXML238CDes6uNRqXEEJURnp6+jWvv/7669oJpAKkhk0IUaaY4LPYODph6+R8wz4XH19QStYUFUKIaiQJmxCiTDEhZ4utXQMws7TC3s2deFlTVAghqo0kbEKIUmVcTiU1LrbY/msFZIkqIYSoXpKwCSFKFRtyDii+/1oBV98GpMTFkp2ZUVNhCSHEbUUSNiFEqWKCz6CMjHBr0KjEY1z8/EHTSIi4UIORCSHE7aPMhE0p9ZVSKl4p9W+RbY5KqT+UUsH6fx3025VSaoFSKkQpdUIp1b7IOaP1xwcrpUZXz+0IIQwtJuQczj5+mFpYlHhM0ZGiQgghDK88NWxfA/det+0lYJumaY2BbfrXAPcBjfWP8cCnoEvwgJlAZ6ATMLMgyRNC1F1afj4xwWfxaNSk1ONsnVywsLaRJaqEEDcFY2NjAgICaNmyJW3btuWDDz4gPz8fgB07dmBnZ0dAQEDhY+vWrbUccTnmYdM0badSyu+6zQ8BPfXPvwF2ANP125druinP9yul7JVSHvpj/9A0LQlAKfUHuiRwdZXvQAhRbZKiL5KdmVFq/zUApZQMPBBC3DQsLS05duwYAPHx8YwYMYLU1FTefPNNAHr06MGmTZtqM8QbVLYPm5umaTEA+n8LZsv0AiKLHBel31bSdiFEHVY4YW7jZmUe6+LXgITIcPLz86o7LCGEMBhXV1eWLFnCokWL6vQSe4Ze6UAVs00rZfuNBSg1Hl1zKj4+PoaLTAhRYTHBZzC3ssbRs+y/r1x8/cnNyiIlNgZHT+8aiE4IcdPb8hLE/mPYMt1bw33vVuiUBg0akJ+fT3x8PAC7du0iICCgcP+6deto2LChQcOsqMombHFKKQ9N02L0TZ7x+u1RQP0ix3kD0frtPa/bvqO4gjVNWwIsAQgMDKy7qa4Qt4GYkHO4NWyMMiq7Mr7owANJ2IQQN5uitWt1sUm0sgnbRmA08K7+3w1Ftj+tlFqDboBBqj6p+w2YU2SgQV/g5cqHLYSobjlXr3IpIpzOAwaX63gnbx+MjI1JuHCepl17VHN0QohbQgVrwqpLWFgYxsbGuLq6cvr06doOp1hlJmxKqdXoaseclVJR6EZ7vgt8p5R6HIgACn6i/wL0A0KADGAsgKZpSUqp2cBB/XGzCgYgCCHqpriwELT8fNzLGHBQwMTUFEev+sTLSFEhxE0kISGBiRMn8vTTT6NUcT246obyjBIdXsKu3sUcqwFPlVDOV8BXFYpOCFFr/htwUL6EDXTNopEnT1RXSEIIYRCZmZkEBASQk5ODiYkJo0aN4tlnny3cf30fttdee41HHnmkNkItZOhBB0KIm5SmaaQnJ5IYGcGlyAuc/Gsbdm7uWNWzK3cZrr7+nN61nYzLqRU6TwghalJeXsmj2Xv27ElqamoNRlM+krAJcRs7s3cnkSdPcCkygsSoC2RduVK4z8rOnsD+AytUnotvA0A38MC3dUAZRwshhCgvSdiEuE1lXE5l88fzMLeyxtnHj2bd7sCpvi/O3j441fetVA2Zi99/I0UlYRNCCMORhE2I21RcaDAAD73wGvVbtDZImVb17LBxcJQlqoQQwsAqu9KBEOImFxsaDErh5m/YySBliSohhDA8SdiEuE3FhgXj6OmNmaWVQct18fUn8WIUebk5Bi1XCCFuZ5KwCXEb0jSNuNBg3Bs0MnjZLn4NyM/LJS4sxOBlCyHE7UoSNiFuQ+nJiVxJScatYRODl+3Xtj2mFpYc+/0Xg5cthBCGEB4eTqtWra7Z9sYbbzB//nzGjBnDDz/8AEBSUhLt2rVj2bJltRHmNSRhE+I2FKsfcODe0PA1bBbWNrS+627O7t1JWuIlg5cvhBA1ITU1lXvuuYfx48czduzY2g5HRokKcTuKCw1BGRlxzjSa7aePkJ2XTVZeFtl52VzNu1r4uptnN+7zv6/C5bfv9xBHf93E0V9/5o6Rtf+DTgghKiI9PZ377ruPESNG8OSTT9Z2OIAkbELclmJDz6E5W/HMzqnXbDcxMsHc2BxzY3PytXx+CvmJtOw0hjQdUqHy7VzdaNylOye2/kqXQUMNPrBBCHFrmHtgLmeSzhi0zGaOzZjeaXqVynj22Wf53//+x7Rp0wwUVdVJwibEbSY3L5fwcycIdklhSJMhPN3u6cIkzdjIuPC47Lxspu2Yxuz9szExMmFQ40EVuk5g/wGc27eLf/78gw73P2To2xBCiEoraZH3gu29evViw4YNPP/887i6utZkaCWShE2I20hOfg4zNr+A89U8mrXoxNQur5X4g8vM2IwPen7AlD+n8MbeNzBWxjzUqPyJl0ejpng1a8GRLRtod29/jIyNyz5JCHFbqWpNWGU5OTmRnJx8zbakpCT8/XWrtQwbNoygoCD69evH9u3bsbW1rY0wryGDDoS4TWTmZjLlzyn8e2ofACN6TigxWStgbmzOR3d9RCePTry+53U2h22u0DUD+w/ickI8wQf2VjpuIYQwNBsbGzw8PNi2bRugS9Z+/fVXgoKCCo+ZOnUqvXv3ZuDAgWRnZ9dWqIUkYRPiNpCWncbEPyay++JuHrDqibGJCc4+vuU618LEgoW9FtLBrQOv7H6F38J/K/d1G3bohIOHJ4c2/YimaZUNXwghDG758uW89dZbBAQE0KtXL2bOnEnDhteu/DJ37lzq16/PqFGjyM/Pr6VIdaRJVIhbXNLVJCb+MZHg5GDm3TGPy8v/wtqvAcYmpuUuw9LEksW9F/Pk1ieZvnM6JsqE3r69yzxPGRnRvt8Ati39hItnT+HdrGVVbkUIIQymRYsWbN++/YbtX3/99TWv68IcbCA1bELcknLyczh56SQrT69k9JbRhKWG8XGvj7nHty9x50Nwa9C4wmVamVrxSZ9PaOnckud3Ps+2iG3lOq/lnb2wsK3HoZ9/rPA1hRBC6EgNmxC3gMTMRI4nHC98nLx0kqt5VwHwsPbgsz6fEegeSOLFSLIzM3FvWPGEDcDa1JrP+nzG+N/HM3X7VFo6teThJg/Tz78f1qbWxZ5jam5BQN9+7F+/luSYizh4eJVY/o/BP2JqbEr/Bv0rFZ8QQtyqJGET4iaVk5fD1oitrDmzhiPxRwDdPGrNHZvzSJNHaOvSlrYubXG3di8cXBBXsMJBFdYQtTWzZek9S1kfvJ51weuYtW8W7x18j/v87+Phxg/T2rn1DYMZAvrez8GN6zi8eQN9/jep2HIPxx1m5t6ZaGikXE3h0RaPVjpGIYS41UjCJsRNJj4jnu/Pfc8P537gUuYlvG28mdxuMh3cOtDCqQUWJhYlnhsbFoyJuTmO3vWrFIOVqRWPtniUkc1HcuLSCdYHr2fL+S2sD15PI/tGDGk6hCFNhhTO62Zt70DzoLs4+dc2ug0ZiVU9u2vKy8jJ4LXdr+Fl40VTx6bMPTgXQJI2IYTQk4RNiJuApmkcjjvM6jOr+TPiT/K0PIK8ghjebDjdvbpjpMrXHTU2NBg3/4YYGRlmTjSlVGFN3guBL7AlfAvrz61nzt9zCEsJ45XOrxTWtgX2H8C/23/n+B+/0PXh4deU8/7eeeSHX2K88zDa+HdH+ShJ2oQQoghJ2IS4Cby25zU2hm6knlk9RjYfydCmQ6lfr2K1ZPl5eSScD6PN3RVfG7Q8bMxsGNxkMIObDOb9Q+/z9cmvqW9bn8daPgaAk7cP/u0COfbbZpp2vYO4sGAunj1N8MlDWFyMpS9uhLOdqK17mf72ewAGSdrycnP4btardBk4BP92gVW/USGEqAWSsAlRx124fIGNoRsZ0mQIz3d8HksTy0qVkxgVQW5OdqUHHFTEtA7TuJh+kfmH5uNp40kf3z4ABPYfyPezX2XZtAkAmJibE2uXwZVWJjx9/6s4u3uzZuZ0flv4AXNm65K1qiZtCeHniT57imO/b5aETQgBgLGxMa1bty58PWzYMF566SU2bdrE66+/Tn5+Pjk5OUyZMoUJEybUYqT/kYRNiDpu9ZnVmBiZ8GTAk5VO1kDXHApUakqPijJSRswJmkNcRhwv7XqJr6y+oo1LG+q3bMOdj47D2NQUz6Yt+CjiC7Zc+JWV96+kiZNujrb7Jk1j/btvsHfVCuaNmceLf71YpaQtJvQcABdOHCU7M0MWohdCYGlpybFjx67ZlpOTw/jx4zlw4ADe3t5kZWURHh5eOwEWQ+ZhE6IOS89O56eQn7jX716cLZ2rVFZcWDDmVtY4uHsYKLrSFayQ4GLpwjN/PkNkWiRKKQIfGES7ex/gH6PzbArfzPg242np9N+Euv7tAulw/wCO/baJC0eOMO/OefTx6cPcg3NZcWpFheOICw1GKSPycnMJO3rIkLcohLiFpKWlkZubi5OTEwDm5uY0bdq0lqP6j9SwCVGHbQjdwJWcK4xsPrLKZcWGBuPWoCHKqOb+TnO0cOTTPp/y6JZHmbR1Et/2+xY7czsSMxOZvX82zR2b80SbJ244L2j4aCJP/cNvn37EY+8tZN6d85i+czrzDs4jX8tndMvR5Y4hJuQcfgHtiQsLIfjAPpp1u8OQtyiEqILYOXPIOn3GoGWaN2+G+yuvlHpMZmYmAQEBha9ffvllhg4dyoMPPoivry+9e/emf//+DB8+HKMa/JlZmroRhRDiBvlaPqvPrKaNSxtaObeqUlm5OTkkXAjHrWETA0VXfn52fnx818dcTL/IlO1TyM7LZvb+2aRlpzEnaA6mRjcukWViasr9k18kLyeHLQvfxxgj5t4xl76+fZl/aD5L/1larmtnZVwhKToKax8PnFo3JfTI34ReCiY6PZqEjARSs1LJyMmQdU6FuM0UNIkWPIYOHQrAl19+ybZt2+jUqRPz589n3LhxtRzpf6SGTYg6as/FPVy4fIG5PeZWuaxLF86Tn5dbpQlzq6KDWwfe6v4W03dNZ8TmEZxNPsuzHZ6lkUPJ8Th6etFr3ER++/QjDvz0A10GDWXuHXMx3m3MR0c+Ijc/lwltS+8MHBF8EjSND6K/BKBvlhtPfzWSKLfMa47r36A/c4Lm3DDhrxCiepVVE1YbWrduTevWrRk1ahT+/v43rC1aWyRhE6KOWnlmJS6WLtzte3eVy4oNCwHAvRZq2Ar0a9CP6CvRfHzkY9q5tuOxFo+VeU7LO3tz4cRR9n6/kvot2+DVtDnvBL2DiTJh0bFF5Gl5PNn2yWITreMJx/l88ywaAncG9qeLbxDH//2Eh+mBU7cgcvJzyM7L5nTSaTaGbqSPT59yLWgvhLg1paenc+jQIXr27AnAsWPH8PX1rd2gipCETYgakp+VRdrWrRhZW2Pq6YmppxfGNsWvv3k+9Tx7Lu7hqYCnMDW+scmwomJDz2FpWw9bZ5cql1UVj7d6HB9bH9q7tS9cBaE0Sin6/G8SMcFn+GXhe4yauwALaxtmd5+NkTLi0+OfkpufyzPtnilM2rLzsvn0+Kd89e9X3HPJCwtnZ57rOROArMBjhB09xIP+D2Bsovvxl5Ofw5mkM8w5MIcunl1KXBNVCHHruL4P27333surr77KvHnzmDBhApaWllhbW9eZ2jWQhE2IGpGbnEzUU0+TeeTINduN7Ox0yZuXJ2ZeXtgPGYJ5w4asPrMaUyNTHmnyiEGuHxcWgnvDxrXe5KeUoq9f3wqdY25lzf2TX2TNzBfZ+uUn9J/yIsZGxszqPgsTIxO++OcL8rQ8prafyrnkc7yy+xXOJZ9jUONBeOw7T/3m/8211KhzN07t2k7U6X/xba37YW1qZMqMrjMY9csoFh1dxPRO0w16z0KIuicvL6/Y7b/88ksNR1J+krAJUc2yL1wgcvwEcmJi8Jz7Lma+vuRER5N98SI50dG65+HhXNm1m5R163H6YELEGbQAACAASURBVC4bIjdwn/99VZ7KAyDn6lUSIyNo1LGLAe6mdng0bkpg/4Ec2PADd41+Amt7B4yUETO6zsBYGfPVv19xJukMB2IPYG9uz+Lei2lv3YrPkx67phnYr007TMzMCTm4rzBhA2jr0pYhTYew6swq+jfsf800I0IIURdIwiZENco4cpSoSZMA8Pn6a6zatwPAskhVfIGc6GgiJ0wg/sln6HgvjLh3hEFiiA8PQ9Pya2SFg+rUtNsdHNjwA+ePHaZVT93KCUbKiNe6vIaxkTGrz6zmPv/7eKXTK9hb2BNy6G8A3Bv9l7CZmlvgH9CBkAP76DVmwjVTnExuP5ltEduYtW8Wq/qtKleTrRBC1BSZ1kOIanJ5yxYixozB2M4Ov7VrCpO1kph6elL/2xWE+Jrx1OZ8XNfsMMh0EzW5wkF1cvH1x9rBkfPXTX6rlOLlTi/z28O/Me+Oedhb2AMQG3IOZWSEq3+Da45v3Kkr6clJxIScu2Z7PbN6TO84nVOJp1hzdk313owQQlSQJGxCGJimaSR++SUXpz2LRevW+K5ZjVk5RxrtSzvBjEdySO8dyKWFi4h55VW07OwqxRMXFoyNoxM2Do5VKqe2KaXwD+jAhRNHyb+u/4lSCk8bz2u2xYaew9nHD1Mz82u2+7fviJGxCcEH9t5wjXv87qG7V3cWHFlA7JVYw9+EEEJUkiRsQhiQlptL7BtvEj//fer164fPV0sxcXAo9/mrTq/CycaNtguW4vzUU6T++COREyeSl5ZW6Zh0Kxzc3LVrBfzbBZKVcYXoc6dLPU7TNGJDz+FRzDQmFtY2+LRuS8iBfTfUYCqleLXzq+Rpecw9UPb8d1l5WRW7ASGEqCRJ2IQwoLi580hZuxan8ePxnP8eRubmZZ+kF5Yaxp7oPQxtNhQzYzNcnnkaj7ff5sqBg1wY+Sg5MTEVjicr4wrJMRdv+v5rBXxbB2BkbMz5Y4dLPS4lNpqsK1eu6b9WVONOXUmJi+FSRPgN++rb1mdi24lsjdjKjsgdN+xPvprMytMrGbppKF1WdeFAzIHK3IoQQlSIJGxCGEjG0aMkf/stDiNG4PrstAqv2bn69GrMjMyumcrD/uFB+Cz5nJzoaMKHjyArLKxCZUadPglQayscGJq5lTWeTZvf0I/terH6/mklJaqNAruAUsU2iwKMbjmaRvaNmPP3HDJyMsjJz+HPiD+Zun0qvb7vxbsH3kXTNNys3Hh1z6ukZVe+BlQIUfNsbGwACA8Px9LSkoCAgMLH8uXLazm64knCJoQBaNnZxM6YgYmbGy7PPlvh89Oy09gQuoF7/e/F0eLavmbW3brh++0KtNxcLox8lMx/T5a73KO//oy1gyPeLdtUOKa6yj8gkIQL50lLulTiMbGhwZiYm+Pk7VPsfis7e7ybtST4wL5i9xfMzRZzJYbxf4yn93e9mbJ9CkfjjzKi2Qh+eOAHvnvgO+bdMY+EjATePfCuQe5NCFHzGjZseM26oo89VvYqLLVBEjYhDCBx6VKygkNwnzmjxNULSrMxdCOZuZmMaF78VB4WzZrh9+0KjCwtiRg9mit/l90MFx8exoUTR2l37wOYmFZ9tYS6wr9dIADhx46UeExM6Dnc/BthZFzy1ByNO3XlUkQ4yTEXi93fzrUdw5oO41TiKQLdA1nUaxFbB2/lhY4v0NSxKQBtXNrwv9b/Y2PoRrZe2FqFuxJCiNLJPGxCVFFWWBiXPvkU2/vuxfauuyp8vqZprD27ltbOrUudsNXMzw/f1auIGPc4kU88gddHH2Hbq+TrHd70I6bmFrTtc1+FY6rLnOv7YuPoxPljh2jd68ZVE/Jyc4k/H0pA3/tLLadRp65s/+YLgg/so9NDxa8o8XLnl3ku8DksTCxKLGdC2wnsuriLN/e9SYBrgEEmOxbidrHru3Ncikw3aJnO9W3oMaT86yaHhoZes0zVwoUL6dGjh0FjMgSpYROiCrT8fGJmzEBZWuL+yiuVKuPv2L85n3qeYc2GlXmsqZsbvt+uwLxpU6KeeYbUjRuLPS4t8RJn9u6kda++WOj7atwqlFL4twvkwolj5OXm3rD/UkQ4eTk5JQ44KFDP2RW3Bo0JKaFZFHQT85aWrIGu+fSdoHfIzM1k5t6ZBpk7TwhRc65vEq2LyRpIDZsQVZLy/Q9kHjqMx1uzMXGp3MLqa8+sxcHcgXv87inX8SYODvgsW0bU008T/eJ08lIv4zjq0WuOObJlI1q+Rvt+D1UqprrOP6AD/2z7jehzp3Fs2Jylu8/z28lY5j7chjz9RMEeZSRsoGsW3b1mOWmJl7B1qnzNWAP7BkxtP5W5B+eyLnidwdaAFeJWV5GasNud1LAJUUk58fHEz5+PVefO2D38cKXKiL0Sy/bI7QxsPBBz4/JPAWJsY039zz/Dpk9v4t5+m/iPP0bLyQEgKyODE1t/pUmX7ti5ulUqrrrOp1UARsYmbNy0jTvf284Hf5zjQmIGY5YdIOTkKSxt61HPpex7b9y5GwAhB0uuZSuvEc1H0NmjM/MOziPycmSVyxNCiKIkYROikuLeehstKwuPN99AKVWpMr4/9z35Wj6Dmwyu8LlG5uZ4f/QRdoMGkfjpZ4Q98CBpf27nnz9/Izszg8AHBlUqprouL1/jl7NJxFl6EHXiCI1cbVg/qRsbn+5OvgbHj57AwbdhuT4TR09vnOv7cmjTT2RcTq1SXEbKiLe6v4WJMuHVPa+Sl59X9klCiFpX0Iet4LFgwYLaDqlYVUrYlFLTlFInlVL/KqVWK6UslFL+Sqm/lVLBSqm1Sikz/bHm+tch+v1+hrgBIWpD2tatpP3+O85PPYWZn1+lysjJy2HduXXc4X0H3rbelSpDmZjg8fZbeH/2KShFxKRJHPh2GZ5+DW6ZyXILaJrGttNx3L9gF9PWHifFuSHOOUksGdiQ9j4ONHCx4YvhrbG9msTuFCsuX80pV7l9J0zmSkoSP3/wDnm55TunJO7W7rzc+WWOxh9l2cllVSpLCFF90tN1Ax38/PzIzMy8pg/b5MmTazm64lU6YVNKeQGTgUBN01oBxsAwYC7woaZpjYFk4HH9KY8DyZqmNQI+1B8nxE0nLy2N2FmzMW/aFKdxYytdzh8X/iDxamK5BhuURimFbc+eNNi4gYwxj5Kp5eO5fQ/Rr71GTnx8lcquTVdz8jgYnsTnf4UyYcUhOs3ZxuPfHCIrN59FI9ox+yldrWT4if+m93DLvoQRGmfy7Hnim0NczSm7lsujcVPumTiFqNP/svXLT6s8aKB/g/7c7Xs3i48t5ufQn8nJq1oSKIQQUPVBByaApVIqB7ACYoBeQMFkUt8AbwCfAg/pnwP8ACxSSilNhlSJm0he+hViXnud3IQEvBctRFVhfrO1Z9dS37Y+3Ty7GSY4ExPOJMfj6OFJ03Y9SF65ksu/bMH5if/hOGYMRpaWhrlONdE0jd0hl/jzTDxHIlI4FZ1KTp7ux4OvkxVBjZwJauTMgwGemBoboWkats4unD96iDa97wV0868BPDXkLp7dGMrUNcdYPLI9xkalN482D+pJYlQkf/+4Fuf6PnS4f0Cl70MpxYwuMwhLCeOV3a/w/qH3ebjJwwxuMhh3a/dKlyuEuL1VOmHTNO2iUmo+EAFkAr8Dh4EUTdMKxtpHAV76515ApP7cXKVUKuAElDxduRB1yJX9+4l55VVyYmJwmTYNyzaVXz3gbNJZjsQf4fnA5zFShulKGnnyBPHhofSdMBn3Xn1xHDGc+Pnvk/DxApK/+x7X556j3v39Kt3frrpomsbe0EQ++OMchy8kY2FqRFtve/7XowHtfRxo52OPs82NAzKUUjRoF8ipXTvIy83B2MSU2JBz1HNxY1C3ZqTkmzNr0yle++lf5gxsVeZ9dx8yksSoCP5a8RWOnt6FE/RWhr2FPesfWs/e6L2sPbOWL058wZf/fElP754MbTaULh5dDPa5CyFuD1VpEnVAV2vmD3gC1kBxM3QW1KAV99Pyhto1pdR4pdQhpdShhISEyoYnhMHkX7lC7KxZRIwZizI1xXfltziPf6JKZa45uwZzY3MGNKp8Tc71Dv28His7e5oH9QTAzMcH7wUf47tiOcYO9kQ//zwXhg0n89gxg12zqg6cT2LYkv2M/PJvolMyeXtgK47P7MvaCV2Zfm8z7m7hVmyyVsAvIJCcq5lcPHMK0C1JVTD/2rggfyb1bMjqAxF8uDW4zFiUkRH9nn4OZ18/Nn08j8SoiCrdm5EyIsgriIW9F7Ll4S2MbTmWo/FHmfDHBB786UG2XdhWpfKFELeXqvyJ1wc4r2lagqZpOcB6oBtgr5QqqLnzBqL1z6OA+gD6/XZA0vWFapq2RNO0QE3TAl0qOa+VEIZy5e8DhD00gOTVa3AcPRr/n37Eqn37KpV5Ofsym8M208+/H3bmdgaJ81JEOOePHdYtQ2Vmds0+q44d8f/hBzzmzCE7+iLhw4Zz8fkXyImJMci1K+NIRDKPfvk3Qz7fx/lLV3jzwZZsf74nIzv7Ym5S8nJS1/Np1QZjExPOHztMRmoKlxPirhls8cI9TRkS6M2CbcEs3xdeZnmmFhYMeOF1TMzM+HHerCqPHC3gZePF1A5T2Tp4K+/0eAdzY3Oe/+t5DsSUvcSYEEJA1RK2CKCLUspK6doaegOngO1AwayRo4EN+ucb9a/R7/9T+q+Juio/I4PY2W8RMXo0GBnhu2I5bi+/ZJB+YBtDdOuGVnWwQVGHNv+Eibk5be8ufhkqZWSE/aCBNNzyK04TJ5D2+++E3tePhAULyL961WBxlCUjO5cnlh9i0Cd7ORN7mdfub87OF+9idDc/LEzLn6gVMLOwxKt5K84fPURswYS5Df+biFMpxZyBrenT3I2ZG0+y6UR0SUUVqufswoAXXic9KZGfP6z6yNFr4jU2o3+D/iy7dxk+9XyYtmMa51PPG6x8IcStqyp92P5WSv0AHAFygaPAEmAzsEYp9ZZ+21L9KUuBFUqpEHQ1a4b7bSWEAeVnZnJ+yBCyQ0JxGDUK12lTMbKyMkzZWj5rz66ljXMbWji1MEiZ6clJnN61gzZ97sXStl6pxxrbWOM6dSoOgwcT//77XPrkU7LDw/F8//1q79uWk5fPpJVH2HkugRfuacrY7n5YmVV9sZUG7QLZsfxLzu3fg1JGuDZoeM1+E2MjFo1ox2NLDzBt7THsLc0Ialz6qgYFI0d/WTif9e/MxNbJldzsLHKys8jNziY3S/evsZkpvcZMqPAUKvXM6rG492JG/jKSp7Y9xcp+K3GwcKjwvQshKsfY2JjWrVsXvv7pp58IDw/noYceokGDBmRmZtK/f3/mz59fi1Feq0q9XjVNm6lpWjNN01ppmjZK07QsTdPCNE3rpGlaI03TBmualqU/9qr+dSP9/jDD3IIQhpX0zTdkh4Ti/cli3F99xWDJGsDfMX8TfjncYLVrmqaxa+UytPx8OlRgGSpTLy+8PvgAlymTufzLFi5v2mSQeEqiaRovrfuHHWcTeGtAa566q5FBkjUAv4AOAJza9SdO9X0ws7ixFtTC1JgvRgfS0MWG8SsOcTwypcxymwf1JGj4aC5FRhDx73HiL5wnLfESuVlZmJiZYePkRFriJda++RJhRw9WOG5vW28+vutj4q7EMXX7VLLzsitchhCiciwtLa+Ze81PP59mjx49OHr0KEePHmXTpk3s2bOndgMtQtYSFaKI3IQELi35Atu7+2Dbq5fBy19zZg0O5g709etrkPIO/byeU7u20/WREdi7e1T4fKfx40nftZvYN2dh2a49Zt5eZZ9UCfN+O8u6I1FM7dOYEZ19DFq2o6c3dq5upMbHlVrTZWdpyvJxnRj06V7Gfn2Q7yd2paGLTalldx4wmM4DSl6F4kpKMuvffYOf5s2mz/8mFU4vUl4BrgHM7j6b6bum88beN3g76O06N4pXiNuRpaUlAQEBXLx4sbZDKSQJmxBFJCxYgJaTg+tzzxm87Jj0GHZE7WBsy7EVWje0JKGH/2bnqq9p0rUHXR8ZXqkylLExnvPmcv6hAUS/NB3fb75BGVe8L1lplu05z6c7QhnR2YcpvQ2/+oJSCr+AQI7/vhn3hqUvJO1az4IVj3fmkU/38tjSA6x7shvudhaVvra1vQND33iXnz98lz+WLCIt8RLdBo+sUNLVr0E/ItIiWHxsMb71fJnQdkKl4xHiZrP96yXEXzBsg5urbwPuGjO+1GMyMzMJCAgAwN/fnx9//PGa/cnJyQQHB3PHHXcYNLaqkImAhNC7evYsKT+sw3HEiEovN1WaJf8swUgZMbTp0CqXlRARzuYF83Hzb8S9T06pUq2Mmbc3bq+/RuahwyQu/arKsRW16UQ0szadom8LN2Y/VPZcaJXVtGsQRsYm1G/Zusxj/Z2t+WZcJ1Izc3jsq79JyahaU6SZhSUDXnidVnf1Zf+6Nfz26Ufk5eaWfWIRE9pMoH+D/iw6togt57dUKR4hRNmKNokWTdZ27dpFmzZtcHd3p3///ri7153JrqWGTQh0fazi587FuF49nCc9afDyIy9H8lPwTzzS5BE8bCredFlURmoKP82bhZmlJQ+98Cqm5pWvISpg99BDpO/4i4QFC7Du1g3LVi2rXObekEs8u/Y4gb4OLBjerszVBqqifovWPL1sTbnfi1ZediwZ1YExyw7y+DeH+PbxzliaVb5m0djEhL4TnqGeswt7v19JenISD0x7GfNy9n9USvFmtzeJTo/mtd2v4WHtQYBrQKXjEeJmUVZNWE3r0aMHmzZt4ty5cwQFBTFw4MDCmrjaJjVsQgBXdu7kyt59OD/1FMZ2hpkbrajPTnyGsZExT7Sp2oS7uTk5bHh/DhkpKQx4/jVsHUsf7VheSik83piJiZMT0S+8QH5mZpXKOxmdyvgVh/FztuLLxzpWasqOiqpo4tqtkTMfDQvgSEQyk9ccJT+/arMMKaXo+shw7pk4hYh/j7P2jemc2buTuLAQsjIyyjzfzNiMj+76CDdrN6Zsn8KlTFkERoja0qRJE15++WXmzq07y55LwiZue1pODnFz52Hm54fDcMPPNhOWEsamsE0MazoMVyvXSpejaRpbv1hM9NlT3DNpauGM/oZibG+P57vvkH3+PPHvvVfpcg6cT2LMsoPYWpjwzbhO2FlVfr3V6tavtQcz+rfgj1NxfLj1nEHKbHXX3QyaPpPU+Dg2fzyPb1+eyqKxQ/h0/KOsnvEiv37yEfvXryUpOuqGcx0sHPj4ro9Jz05nxp4ZVV6IXghReRMnTmTnzp2cP1835kqUJlFx20v+/nuyw8LwXryoSou5l2TxscVYGFswrvW4KpVzaNOPnPxrK10eHk6zbtXTEda6a1ccx44ladkyrO+4A9uePct97sWUTN755TSbTsTgaWfBN+M64WFXtxecBxjTzY/TMZdZ+GcIzdzrcX+bqjVZg26qkYlLVpASE01ybDQpsTEkx0STEhtN+IkjXPkriSNbNvLoOx9Sz/naJL6xQ2OeC3yOdw68w6ozqxjZfGSV4xFCXCs9Pf2GbT179qRnkZ95lpaWMkpUiLoi7/JlLi1chFWnTthUwzQeZ5LO8PuF3xnfZjyOFo6VLif08AF2rlxGky5BdKvkiNDycpk2lSt79hDz6mtYbtyAiZNTqcdnZufx+c5QPvsrFE2Dyb0bM/HOBgabZ626KaWYPaAVIfHpPP/9cfycrWjpWfVmcVMzc1x8/XHx9b9hX2JUJKtee44N773NsFlzb2jOHd5sOHui9/DBoQ/o6N6RJg6GrU0VQtx8pElU3NYuff45eSkpuE5/sVpGMC4+uhhbM1tGtxxd9sGl2L36G5y9fbh30lSUUfX+tzUyM8Nz/nvkp6UR+8abJR6naRqbTkTT54O/+GhrML2bu7HtuTt59u4mN02yVsDcxJjPRnXAztKU8csPk5ieVa3Xc/Kuz/1TXiD+Qhi/ffrxDU2fSilmdZuFrZkt03dO52puzS0fJoSomyRhE7et7MhIkpevwG7AACxbVn1U5PWOJxwvnHetnlnpS0aV5kpKMpciL9C8x10GGRFaHhZNmuA8aRJpf/zBlf37b9h/LDKFoUv28/Sqo9SzNGXN+C4sHtEebwfDrQpR01xtLVjyWAcupWcxaeURcvLyq/V6Ddp1pMfw0Zzdt4sDG364Yb+TpRNvB71NSEoIHxz+oFpjEULUfZKwidtW/PsfgIkJLlOnVEv5i44uwsHcocp9kCJP/QNQrjnGDMlx7BhMvbyIm/MOmn5esYPhSYxa+jcDFu8hJD6dOQNbs+mZILo0KL3Z9GbRxtueuQ+34e/zScz6+VS1X6/jgw/TrPud7F6znNDDB27Y392rO482f5TVZ1azM2pntccjRE252QfU1Eb8krCJ21LG0aOk/forTuPGYermZvDyD8YeZH/Mfh5v/ThWplWrdYr89wRmlla4+TcyUHTlY2RujuuLL5J17hyHP1nGsCX7GPzZPk5FX+al+5qx88W7GNHZp1rnV6sNA9p5MeGOBqzYf4FVf0dU67WUUvSd8Ayufg34ZeF7JEZF3nDM1A5TaeLQhNf3vC5TfYhbgoWFBYmJiTdt0qZpGomJiVhY1EyLRwFVl9+wwMBA7dChQ7UdhrjFaJrGhUdHkX3hAo1++xUja2uDlz/m1zFEpUWxedBmLEyq9p/6q6njcfD0ZuCLMwwUYflomsbOcwlcmTQex4RIXhowk1F9WzOik0+VJpm9GeTla4z7+iB7Qi6x6okudPKv/ICR8rh8KYGVr0zD3MqKEW99gIXNtWuchqaEMnTTUALdA/mk9ycYKflbW9y8cnJyiIqK4urVm7dvpoWFBd7e3pheN7OAUuqwpmmB1XHNm6tnsBAGkL5jB5mHD+M+c4bBkzWAPdF7OBJ/hNc6v1blZO3ypQSSY6Jpe3c/A0VXflPXHmPDsWg6tx/IzE1zWWn2L15BD9Z4HLXB2EixYHg7Bi7ew/gVh1g+rhNtvO2r7Xr1nF144NmX+X7Wq2xeMI+BL83EyOi/pLihfUNeCHyBt/5+i1WnV/Foi0erLRYhqpupqSn+/jeOnhalkz/TxG1Fy8sj4YMPMPX1wf6RRwxfvqax8OhCvGy8GNR4UJXLizx5AoD6LdtUuayK2Bt6iQ3Honmihz8r3hmFw+DBXF6zmqwwwy7SXJfZWZqybGxHbMxNGL5kP3tDqrc50rtZS3o/PpHw40fYvXr5DfuHNB1Cz/o9ef/Q+4z5dQwfHv6Q7RHbSbqaVK1xCSHqBknYxG0ldePPZAWH4Dp1arVMkrs9cjunEk8xse1ETI2rXn7kyX+wsK2Hi49f1YMrp/x8jXe3nMHTzoLn+jbFzMQIlymTMbKwIO7dd2ssjrrA18madU92w8vBkjHLDvLrv7HVer02ve+lRY+7OLx5A7nZ1y5Kr5Tire5vMaL5CLJys1h+cjmTt0/mzrV30m99P17e9TJrz6wlPDX8pu0bJIQomTSJittGflYWCQsWYNGqFbb33FMt19gcthkXSxf6N+hf5bI0TSPi5HHqt2hV7XOvFbX5nxhORKUyf3DbwjVATZyccJ40ifh580jfuRObO6pnpYW6yK2eBd9N6MrYrw8yaeVh3h3UhiEd61fb9Rp27MKpXdtJuHAej8ZNr9lnZ27HCx1fAOBq7lVOJZ7ieMJxjiccZ3/MfjaFbQLAy8aLIK8gunt2p7NH5yoPfBFC1D5J2MRtI3nlKnJjYvB8Z061JEC5+bnsi95HH98+mBhV/b9WanwcaZcS6PSg4ZtuS5Kdm897v52lmbstA9t5XbPP8dGRpKxdS9w772LdtWu11FDWVfZWZqz8X2cmrDjMi+tOkJqZwxN3NKiWa7k31K1qEBt67oaErSgLEwvau7WnvVt7QJfgR6VFsS9mH7su7mJj6EbWnl2LiZEJ7V3b092rOw82fBBnS+dqiVsIUb2kSVTcFvIuXybx88+x7t4d6y5dquUaxxOOk5aTRg/vHgYpL+Lf40DN9l9b+fcFIpIyeOm+ZjdM16HMzHB9aTrZ58+TvGpVjcVUV1iZmbB0dEfub+PB27+cZu6vZ6ql6dHWyRlrewdiQyq2GL1Sivr16jOk6RAW9lrInmF7WNp3KaNajCIlK4UPD3/I2F/HkpGTYfCYhRDVTxI2cVtI/HIpeampuD73bLVdY/fF3ZgoE7p4GCYhjDx5Amt7Bxy9vA1SXlnSruaw8M8QujV04s4mLsUeY9OzJ9bdu5Ow+BNyk5NrJK66xMzEiAXD2jGisw+f7gjllR//JT/fsEmbUgr3Rk2ICQ2uUjmmxqZ08ujEsx2eZd2D61hy9xIuXL7A+4feN1CkQoiaJAmbuOXlxMWTtHw59e6/H4sWLartOruidhHgGoCtmW2Vy9I0jciTJ6jfsk21rHFanM//CiPpSjYv39e8xGsqpXB7+SXyr1whYcGCGomrrjE2Urw9oBVP3dWQ1Qci+GhrxWrCysO9YROSo6O4eiXdYGV29ezK6Jaj+e7cd+yI3GGwcoUQNUMSNnHLu7R4MVpeXrUtQQUQdyWOs8lnCfIKMkh5SRejuJKSXGPNoXGXr/Ll7jAeaOtJa2+7Uo81b9QIh+HDSVn7HZn//Fsj8dU1Sime79uUwR28WfBniMFHj7o30vVjiwsNMWi5z7R7hmaOzZi5d6asmiDETUYSNnFLywo7T8q6dTgMHYpZ/eob2bcneg+AwRK2iJO6/ms+rdoapLyyfPjHOfLyNV7oW3In96JcpkzGxMmJmBkzCtcZvd0opZg9oBVt69vz3HfHCI5LM1jZ7g0aA7qBB4ZkZmzGuz3e5UrOFWbsmSHTfwhxE5GETdzSEj76CCNzc5yfnFit19l9cTeuVq40cWhikPIiT56gnosrdq6GX+f0esFxaXx3KJJHu/ji41S+6R+MbW1xe/VVsk6fJmn5imqO0EIisgAAIABJREFUsO6yMDXms0fbY2lmzPgVh0nNzDFMuTY2OHh4EVPBgQfl0dC+Ic92eJZdF3ex5uwag5cvhKgekrCJW1bmiROk/f47juPGYeLkVG3XycnPYV/0Pnp49TBIfzMtP5/Ik/9Qv0XN9F+b++tZrM1MeKZX4wqdZ3tPX2x69iRh4UKyoy5WU3R1n4edJZ+M7EBkUgbT1h4z2CAE94aNiTNwDVuB4c2GE+QVxPuH3ic0JbRariGEMCxJ2MQtK/GLLzG2s8NxzJhqvc6x+GOk56TTw8sw03kkRIRzNT0Nn1bV33/twPkktp6OY2LPhjham1XoXKUU7jNeB6WInT3rtm5e6+TvyMwHWvDnmXg+NNAgBPdGTUhPTiItyfB9zZRSzO4+GysTK17a9RLZedllnySEqFWSsIlbUk50NGnbtmE/ZDDGNoZf4L2oguk8Ont0Nkh5NbV+aF6+xpxfTuNWz5xx3Su3ELOppyeuUyZz5a+dpP36q4EjvLk82sWXIYHeLPwzhF//jalyeYUT6FZDsyiAs6Uzs7rP4kzSGRYdXVQt1xBCGI4kbOKWlLxmLQAOw/7P3n2HR1VtDRz+nZnJpPeQhJBGAqG3EHqvIr0jhKYCCggi9quiIMhFkI4CggrSIRTp0nvvvYVUQnrvM3O+Pwhe/USB5GQmgf0+Dw9kMrP2CpBkZZ+z13qt2Nc6En2EQLdAbLQ2isSLuHoJx7Ie2DoXb0f6b3ff5GJkCh93qIylVl3oOI4DB2JRrRoPp3yDPjVVwQxLF0mSmNTt8SGES0U+hODq64dKrS62gg2gpVdL+gT04Zdrv3A65nSxrSMIQtGJgk144Rhyc0lZvx6b1q0wK1fu6S8ogoeZD7mTfEex06EGvZ6oG9eKfXdty8VoFh0KJbiBNz0Di9aYV1KrcZ80EX1SEnHfzVQow9LJwkzNooF1sdRqGL78LKlZhT+EoNFqKeNTXvGTov/fB0Ef4GPnw6dHPiU2M7ZY1xIEofBEwSa8cNJ27ESfnIxTcHCxr3U0+iigXDuP2Pt3ycvOKtaC7XJUCh9tuFxw31U1RWJaVquG0+DBpKxbR9a5c4rELK3c7S34YWAg0SnZDPn5NGk5hS/a3P0DeHjvDrLBoGCGf2VlZsWMFjPIyM9gzP4xYnSVIJRQomATXiiyLJO8YgVaf3+simlm6J8djT6Ku7U7FRwqKBIv8toVALyq1lAk3v8Xl57DW7+ew8XGnO+DA9FqlPsSUGbMO2g8yhLz5ZfIeS/3Tez1fJ2YPyCQq9GpDFp6utDtPtwrBJCXnU3Sg+I9hVvJqRLTW0znVvItPj3yKQa5+ApEQRAKRxRswgsl59Ilcq5dwzF4QLG3xMjX53My5iRNyzVVbK2Iq5dw8fLB2sFRkXh/lqvTM3LFeZKz8lg8uC4uNuaKxldZW+M+YQJ5d++RuHSporFLo1equfN9cCDXH6QyeOmpQhVtZQsmHhT3ZVGA5p7N+TDoQ/ZH7mf2+dnFvp4gCM9HFGzCCyVp5SpUNjY4dOtW7GtdiLtAZn6mYu089Lp8om9dL5bLobIsM2HzNc6FJzOjTy2qefz7+KnCsm3ZEtsOHUj4/gdivphA+r59GDIzi2Wt0qB9NXd+CK7L9Zg0Bi099dz3tDl6lMPMwtIoBRtAcJVg+lXqx89Xf2bjnY1GWVMQhGcjCjbhhaGLjydt1y7se/RAZV28rTygoJ2HSrl2HjF3b6PLzcWrGPqv/XoynLVnI3mnVQU61/RQPP6fuX/xObbt2pK2YwdRo9/hdsNGRLw5jKTlv5IXEVGsa5dEbau6sXBgXW7GpDPwOYs2lUqNu1+FYj0p+meSJPFJ/U9o7NGYr098LU6OCkIJIgo24YWRvH495OfjOKC/UdY7En2Eum51sTZTpjiMvHoZJAmvKsrev3b8XgITt16nbRVXxrdTZnTWv9E4O1Nu5kwCThzH+5efcQwOJv/BA2K/+YZ77V/hXodXSdmw4aVqtNumihsLBwVy62E6wUtPkpL17Pf4uVcIIC7sPrp8ZcZePY1GpWFGixn42Pnw3sH3CEsNM8q6giD8O1GwCS8EOT+flDVrsW7aFPPyhWsC+zxiMmK4m3JXscuh8KhhrquvHxY2yvRzAwhPzGT0yvP4uVgzq19tVKriH3X1mKTVYt2wIW6ffIz/zh34/74bt88+Q21vT8znXxAxZCh5YWFGy8fUWld2Y9Ggutx+mEHwklPPXLS5VwjAoNcRHx5azBn+j63Wlvlt5qNRaRi9bzQpOSlGW1sQhCcTBZvwQkjfuxddXByOA4u/lQc82l0D5dp5GPR6Hty+oejp0MSMXIb8dBoZ+HFwELYWZorFLgyttzdOgwbis3oV7pMmknPjBqFdu5GwaDGykXaPTK1VZVcWDa7LnbgMev5wnLtxT2+uW9wTD/6Jp60nc1rN4WHmQ8YdHEdSTpJR1xcE4a9EwSa8EJJWrMTMywubZsrteP2bo9FH8bD2wM/eT5F4GclJ6HU6nDyK1sT2sew8PW8uO0tMag5Lh9TD16X47+l7VpJKhWPfvvht34ZNq1bEz5rF/d59yL58+W/PlfPzyb58mcSffyFqzFiixowl/8EDE2StnFaVXPn1jfqkZefTbf4xdl759zFWts4uWDs4Gr1gA6jtWpvJTSdzMe4inTZ24qerP5GrzzV6HoIgiIJNeAHk3LhB9rlzOA4YgKQu/IilZ5Wnz+NUzClF23lkFAz4VmIclU5vYMzq81yOSmFu/zrU9VG+RYgSzFxd8ZwzG8/vF6BPSSGs32s8/OYbMo4cIX7uXMKHDOVWvfqE9e1H3LRp5Ny8Sebx44T26En6/v2mTr9IGvg5s3VMUyq62TJy5Xn+u/MmOv2Te59JkoR7hUcNdE3h1fKvsrHrRuq61WXWuVl03dSVnfd3vlT3IApCSSAKNqHUS1q5EsnSEoeePYyy3vm482TpsmjmqdxuXnpiIgA2RSzYZFlmwm/X2Hsjjoldq/FKNXcl0itWtq1b47d9G479+5P86woih48gYeEiDBkZOPTpQ7nZs6hw6BAV9vxO+Y0haMuVI2rUaGKnTi3VDXrL2luy9q2GBDfwZuGhewz5+TSJGU/evXL3DyDpQRS5WaZpkeLn4Mf8NvNZ0n4JduZ2fHT4I4J3BHMh7oJJ8hGEl5HG1AkIQlHoU1JI27oN+27dUNsXT2+x/+9I1BHMVGbUd6+vWMz0xHgAbJ2KVrAtOHCXVaciGNnSn0GNfBXIzDjUNja4T/gCh3590ScmYlGzFmqbv1/G1fr44LNmNXHfTidp2XKyzp2n3KyZaL28TJB10Zlr1EzpUYNaXg58vvkqXeYdZeGgutT0dPjL89z/aKB7B58atU2RKgANyjZgTac1bA3dyrzz8xi8czDtfNrRq2IvAt0CsdRYmiw3QXjRiR02oVRLCQlBzs3F0QhzQwFOxpxk7a21NCnXBCszK8XiZiQloDE3x7wI/ePWn41kxu+36VGnHB+9Ukmx3IzJolIlrBs3fmKx9phKq8X9888oN28ueRER3O/Rk7Rdu42YpfL6BnkR8nZjJEmi98ITrD8b+Zf3u/tVBIx/8OBJ1Co13St0Z2uPrYyuPZqj0Ud5e+/bNFndhDd2v8Hiy4u5En8FvUFv6lQF4YUiCjah1JJlmZR167EMqotFpeLvL3Yu9hxj94/F286bSY0nKRo7PTERW+cyhb4n7tDteD7deIWmFVyY1qtmsY/lKgns2rWj/MaNaP38iB43jpiJE9GnP/3UZUlVw9OerWOaUt/XiQ83XGbFyfA/3mdhY4NjWQ+jTTx4FlZmVrxd620O9j3IwrYLCa4STHpeOvMuzGPAjgE0W9OMcQfGcfbhWVOnKggvBHFJVCi1si9cJC88nLJvvVXsa12Kv8SovaNwt3ZncbvFOFooeyN/elICtk7OhXrt9QdpjFpxjoputvwwUNmB7iWd1rMcvit+JW72HJJ++on0HTtxHj4Mx+BgVJal7/Kck7WWn4bWY+SKc3y++SpajYq+QY8u97r7BxB57e8naU3NysyKJuWa0KRcEwCScpI4HXOakzEnORx1mJHRI/m5w89Ud6lu4kwFoXR7eb6yCy+c1M2bkSwtsW3fvljXuZZ4jZF7RuJs6cyS9ktwsSz6Sc7/Lz0xodAnRKfsuI6lVs0vr9czea81U5C0Wtw++hDfkA1Y1KpJ3IzvuNu+PUkrVmIohYcStBoVC4IDaVbRhY9DLrPlYjTw6D62jOQk0gtOFJdUThZOdCjfga8af8W6LutwtnRm9L7RRKVHmTo1QSjVilSwSZLkIEnSBkmSbkqSdEOSpEaSJDlJkrRHkqQ7Bb87FjxXkiRpriRJdyVJuixJUqAyH4LwMjLk5JC2cye27dr+6/1ORXUr6RZv7XkLW60tS9svxdXKVfE1DHo9mclJ2BTiwMGFiGSO3U3kreb+uNlZKJ5baWJZrRreixfjs3IF5j6+xE6eTGiHV0kJ2Yis05k6vediYaZm8aAgGpZ3Zvy6S+y4EvO/Bromau9RGC6WLnzf5nvyDfmM2jeK1NxUU6ckCKVWUXfY5gC7ZFmuDNQCbgCfAPtkWa4I7Ct4G+BVoGLBrxHAD0VcW3iJZRw4gCE9HYfu3YttjdCUUEbsGYGF2oIlryyhrE3ZYlknMzUZ2WAo1A7b9wfvYW9pRv8G3sWQWelkVbcu3r8ux2vJEtSOjsR89hmhXboSP3ce6QcPoksqHR37LbVqlgwJoo6XA2NXX+BKjg0qtbpEHDx4Hn4OfsxpNYeo9CjGHRhHnr707XoKQklQ6IJNkiQ7oDmwFECW5TxZllOAbsCygqctAx5/R+0GLJcfOQk4SJJUPN8BhRdeyubNaNzdsWrQoFjih6eFM+z3YagkFUvaL8HLtvjaRmQU9GB73oLtdmw6e67HMrSxLzbm4nbUP5MkCZumTfDdsJ5y8+aisrEhYeFCot4eyZ3GTbjbth3R498n8ZdfyDp/vsReOrU21/Dz6/WoVs6eMWuvYOHmWeoKNoB67vX4usnXnI09y4TjE0TTXUEohKJ8lfcD4oGfJUmqBZwD3gXcZFmOAZBlOUaSpMfXkMoBfz6rHlXw2L/PZRGE/0cXH0/m0WM4v/lmsUw2yNXnMuL3EegMOn7u8DO+9r6Kr/Fnj3uw2TznoYMfDt7DSqtmaGPfYsjqxSBJEnbt2mHXrh2GzExyrl8n+/Jlsi9fIevCBdJ27ABA4+aGyzujcejRA0lTsopfWwszlr9enwFLTnLmqi01E28jGwxIqtJ1C3Inv048yHjA3Atz8bD2YGzgWFOnJAilSlE+4zVAIPCDLMt1gEz+d/nzSZ7UZ+BvP2ZJkjRCkqSzkiSdjY+PL0J6wosqdes20Oux796tWOLvCN3Bg8wHTG02FX8H/2JZ488eTzmwdSnzzK+JSMzit0sPGFDfG0drbXGl9kJRWVtjVa8ezm++ieec2VQ8sJ8Khw9Rbs4czNzdefjFBEK7dCVt1+4StwNkb2XGr282QHb2Qp+bzcdzN7Dragw5+aWr19mwGsPoVbEXP175kZDbIaZORxBKlaIUbFFAlCzLpwre3sCjAi728aXOgt/j/vT8P19X8gT+NsVZluXFsiwHybIcVKbMs38DE14OsiyTunkzFjVrYu6nzOD1/x9/xY0VVHCoQGOPxorHf5L0pAQ0WnMsrG2e+TWLDt9DLUkMa6b838HLxMzVFbtX2uOzZjWeC+aDWkX0uHGE9elL5vHjpk7vL5ystXzzfjA6O1fsT6/jw58PEfj1HkavOs+OKzFk5ZX8gxWSJPFZw89o4tGEr09+zbHoY6ZOSRBKjUIXbLIsPwQiJUl63FK9DXAd+A0YUvDYEGBLwZ9/AwYXnBZtCKQ+vnQqCM8q9+ZNcm/fLrbdtTMPz3A7+TaDqg4yWvPZRy09nJ95vbi0HNafi6JXXU/c7V/uk6FKkSQJ2zZt8NuyhbJTp6JLSiTijTcJf/11sq9eM3V6fyjr4sDwiV9jp1Ux2nCE7jVcOXkvkVErz1P3672MWnmOU6GJpk7zX5mpzJjRYgb+Dv6M3T+WTXc2mTolQSgVinoTxBhgpSRJl4HawDfAf4F2kiTdAdoVvA2wAwgF7gI/AqOKuLbwEkrdvBnJzAz7jh2LJf6vN37F0dyRjuWLJ/6TZCQmPFdLj6VH76PTG3i7hdhdU5qkVuPQozv+u3bh9p9Pyb15i/ABA8g6X3KGnDt5lKPjmA/IfBBOs7iDnPpPG1YNb0Dvup6cCk2i3+KTDFxyinPhyaZO9R/ZaG34sf2PBLoFMuH4BL46/hW5+icPvhcE4ZEiFWyyLF8suHxZU5bl7rIsJ8uynCjLchtZlisW/J5U8FxZluXRsiz7y7JcQ5ZlMa9EeC5yfj6pW7dh06oVageHp7/gOUWkRXAo8hB9KvXBQmO8nav0pGdvmpualc+Kk+F0rumBj3Px9Z972am0WpwGD8Zvx3Y0Zd2JGj2avMjIp7/QSPzr1qdR7/5cP7yfK3u209jfha+7V+fYJ635vFMVbj5Mo9cPxxn682kuRaaYOt0ncrJwYmHbhQyvMZyQOyEM2jFINNcVhH9Ruo4ZCS+1jCNH0SclYV9MvddW3VyFWqWmX6V+xRL/SQyGR01zn7VgW3YijMw8PSNbFv9hCAE0jo54LVwIBgORb72NPrXkNH5t1Ks/foH1OLh8CVE3rgKPGu4Oa+bH4Y9a8XGHylyMTKHbgmMMW3aWaw9KTu6PqVVqxgaOZV7reUSlR9FvWz+ORB0xdVqCUCKJgk0oNVI3b0bt5IRNs6aKx07PS2fTnU108O1QLNMM/klWSgoGvf6ZLolm5ur46dh92lR2pUpZOyNkJwCYly+P5/x55EVGEvXuOOQS0rNNUqnoOOYD7F3d2Drrv38ZWWWl1TCypT9HPmrF++0COH0/kU5zjzL059PsvBJDns5gwsz/rqVXS9Z2XktZ67KM3jeaBRcXoDeUrhOwglDcRMEmlAr6lBQyDhzArnMnJDPl52VuurOJLF0WA6sOVDz2v3n8TdbW+ek92FafjiAlK59RrSoUd1rC/2NVrx5lv55E1smTxEycWGLafphbWdP1/c/Iz8lh68yp6PLz//J+WwszxrSpyJGPWzOubUVuxqQzcuV5Gk7dx9fbrnPzYVqh1jUYZO4nZPLbpQfM/P0Wx+8lFPnvxMvOi187/koX/y4svLSQ0ftGk5hdsg9QCIIxlawOkYLwD9J27kTOzy+WUVR6g55VN1cR6BpINedqisf/N/+bcvDvLWxydXp+PBJKQz8n6vo4GiM14f9x6N6d/IgIEr7/Aa2PLy4jhps6JQBcvHzoMGocW2f9lwO/LKLd8Hf+9hx7SzPGtQ1gTOuKHLkTz/qzUSw/EcbSo/ep6WlPnyAvWld2xUz15JPKmXl6rj1I5Up0KleiHv2envO/NiJz99+llqc9b7Xw55Vq7qj/Ic7TWGosmdxkMrXK1GLa6Wn0+q0XU5pOoUm5JoWKJwgvElGwCaVCyubNmAcEYF6liuKxD0YeJDojmveD3lc89tM83mF72pSDTeejiU3LZXrvWsZIS/gHLmPGkBceQfzMmWi9vbDr0MHUKQEQ0LAp9bv15vSWDXhVq0nlxs2f+Dy1SqJlJVdaVnIlKTOPLRejWXsmki82X+WLZ1hHq1ZRpawtXWt5UNPTnhrlHPB2tuK3iw9YfPgeo1aex9fZiuHN/egV6ImF2fNPIpEkib6V+lLbtTYfH/6Yt/e+zeCqg3k38F20atEkWnh5SSVla/9JgoKC5LNnxWHSl11u6H1CO3bE9aOPcH7jdcXjD901lJiMGLb33I5GZdyfYQ6t+IkLu7by7q8b/7EPW0JGLh3nHMHd3oIto5sYrT+c8GSG3Fwihr5OzvXr+Cz7BcvatU2dEvDoAMuKT8aRn5vD6zMXonrGsW2yLHM1Oo3L0f98mvRRoWZHgJstWs2T76TRG2R+v/aQhYfucSkqFRcbLUMb+9LQz5k8nYFcvYE83Z9+6Q34OFnRuMI/37+Zo8vhu7PfsebWGio7VWZas2n4OYh2NkLJJUnSOVmWg4ojtthhE0q81M2bQaXCvktnxWNfT7zOudhzfBD0gdGLNShomuvk8o9FmMEgM37dJVKy8/nl9fqiWCsBVObmeC6YT1i/14gcNRrX99/HvktnJK1pd39UKjWN+gzgtxlTuHH0INVatHmm10mSRA1Pe2p42hdpfbVK4tUaZelQ3Z2ToUksPHSPGb8/fVD9gAbeTOhc9Ym7cRYai0eTEco1YcKxCfTb1o8P631In4A+4nNBeOmIgk0o0WSDgdStW7Fu2gRNMYwqW3ljJZYaS3pU7KF47GeR8ZQebIuPhHL4djyTu1enqoc4GVpSaJyc8Fq0iOj33yfms8+InzMHpyFDcOjXF7XNs48YU1qFoIa4+vpzImQ1lZu0QG2CQfaSJNHI35lG/s7cjUvnQUoOWo3q0S/1/34306j49UQ4Cw/d43x4MvMH1KGCq+0TY7b0aklI1xA+O/rZHyOtJjSagLPl0w/rCMKLQpwSFUq0rLNn0cXEYN9V+VFUCdkJ7Li/g+4VumOnNU0xlJ6YiM0/FGznwpOZvvsWHWu4E9zA28iZCU9j7lee8htD8FqyBK2fH3HTp3O3VWvivpuJLj7eJDlJkkTjvgNIjX3I9SP7TZLDn1VwtaV5QBka+jkT6O1I9XL2BLjZ4utiTTkHSz55tTK/vF6P+PRcusw7xrqzkf942rSMVRkWtlvIB0EfcDj6MF02d2HNzTWi/Yfw0hAFm1CipW3bjmRlhW3rVorHXntrLTqDjuAqwYrHfhaywUBGUiK2TzhwkJqVz9jVF/BwsGBqz5ri8k8JJUkSNk2b4PPLz/iuX491kyYkLl3K3dZtiPliArpk44+H8gusj5tfRU6GrEWvy3/6C0ysZSVXdrzbjNpeDny04TLvrb1IRu6TB9mrJBVDqg0hpEsIVZ2rMuXUFPpv78/FuItGzloQjE8UbEKJJeflkbZ7N7Zt2qCyslI0dq4+l3W31tHCswU+dj6Kxn5WWWmpGPS6v+2wybLMhxsuEZeew/z+gdhbKt93TlCeZY3qeM6ehf/OHdj37kXK5s3EfjPV6Hk83mVLi4/l2qF9Rl+/MNzsLFgxrAHj2wXw26UHdJl3lIuRKaRm5ZOUmUd8ei5xaTnEpGYTlZyFBWVZ3HYxM1rMIDEnkUE7BzHh2ASScpJM/aEIQrER97AJJVbG0WMYUlOx79xJ8di/h/1OUk6SyXbX4NGBA/h7D7Zlx8P4/Xosn3eqQi0v5WemCsVL6+ND2S+/RG1jQ+KSpTi/+QYWlSsbNYfytYMoW6ESJzeupVqLNqg1Jb/oV6skxrapSIPyTry75iLdFxz71+c3KO/EV10bsbX7VhZeXsiv135lb8RextYZS5+APqhVz99SRBBKMlGwCSVW2ratqB0dsW7cWPHY62+vx9fOl4ZlGyoe+1n9MeXgT5dEr0an8s2Om7Sp7MqbTcubKjVBAc7DhpG8dh1xM2fivXixUdeWJInGfQYQMvVLrh7YQ612HY26flE08HNmx7vN2HrpATqDjFoClUpCJUmoVRJqSSIxM4/Fh+/Rae4Rghv4ML7dO3T37843p79hyqkpnI89z7Tm08StBMILRRRsQomkz8gkff8BHHr2UHwU1Z3kO1yIu8AHQR+Y9At6esLjHbZHl0QzcnW8s+o8zjZaZvSpJb7ZlHJqe3tcRgwnbsZ3ZJ4+jXX9+kZd36dWIB4BVTi5aR3VWrZDUwwj3YqLk7WWIY19//U5/et7MWvPbX49Gc7Wyw94v30lFrZZzOIrC/nh0g+08GpBJz/ld+cFwVTEPWxCiZSxfx9yTg52nZXvvbb+9nrMVGZ09e+qeOznkZGUgFqjwdLWDlmW+WzTFSKSspjzWh0crUVH9xeB48CBaFxdif9uptHnjz7aZQsmIzGBK/t3G3VtY3Cw0jKxW3V2vNuMKu52fLH5Kp3nHaW2bW9ql6nNlFNTiM2MNXWagqAYUbAJJVLqtm2YeXgo3kU+Kz+Lbfe20d63PY4Wpp3JmZ6YgI2zC5JKxbbLMWy5+IBxbQOoX97JpHkJylFZWODyzmiyL10iY5/xDwB416hFucrVOL1pHbq8PKOvbwyV3e1YNbwB3wcHkp6jY8CPZ8iN6UOOLo/Pj00weqEsCMVFFGxCiaNLTCTz2HHsOnVCUin7X3R32G7S89PpE9BH0biF8ailhwtx6Tl8seUqtbwcGNXS39RpCQpz6NkTbfnyxM2ajax7cruK4vLHLltyEpf37TLq2sYkSRIda5Rl7/gWfPhKJaLjbUh/0IGTMccJXjuLs2FJonATSj1RsAklTtquXaDXY1cMo6jW316Pn70fga6Bisd+XumJ8dg4OfPZpqtk5+n5rk8tNGrxKfmikTQayowbR969e6Ru2WL09b2r18Srag1Ob15Pfl6u0dc3JkutmtGtKnDko1b80utdnFTVuZy9kj5Lt9FqxkHm7rvDg5RsU6cpCIUivjsIJU7atu2YBwRgERCgaNwbiTe4knCFvpX6mvyG/sdNc2N05uy5HsuHr1SigqvpRhoJxcu2fTssatYkft58DLnGL5oa9wkmMyWZS7u3G31tU1CpJJpUKMPanrOwNddSpeZ23O3NmbnnNm2+O0TIuShTpygIz00UbEKJkhcVRfaFC8V22MBcbU5nP+VjP6/s9DT0Oh27w3II8nHk9SaihceLTJIkXMePR/fwIckrVxl9fc+q1fGtXZfj61eR8jDG6Oubiru1O/9p8B8is67zSuNbHP6wFTU97Xl//SU+XH+J7Dwx1kooPUTBJpQoadt3AGDfSdm+UZn5mWwP3c4rvq9gb26vaOzCSEt8NGsyXW3DjD61UKtEC48XnXXDBlg3bUriokXo09ONvn674e+gUqverkJUAAAgAElEQVTZ+f0sDC/R/M3Ofp1p492GeRfmkauKZuWwBoxtXYEN56PotuAod2KN/28hCIUhCjahxJBlmbRtW7GsWxezcuUUjb09dDtZuiz6VuqraNzC2nXqJgC9m1fD18XaxNkIxuI6/j30qakkLllq9LXtXMrQ+o23eXDrOme3bjL6+qYiSRITGk3AVmvLZ0c/Q0bP+PaVWP5GfRIz8ug6/5i4RCqUCqJgE0qM3Nu3yb1zV/FRVLIss+H2BgIcA6jpUlPR2IURlZzFthOPCrZ+LWqYOBvBmCyqVsWuY0eSli8nPy7O6OtXadqSig0ac2ztCuLD7xt9fVNxsnBiQqMJ3Ei6wdTTUwlPC6dpBRd2vNuMWl7iEqlQOoiCTSgx0rZtA40G2w4dFI17LfEaN5Ju0Cegj+kPG8gyH4dcxio/HZVajY2DmBX6sinz7ljk/Hxip3xjkjYfbYeNxsLGhh3zv0OXn2/U9U2pjXcbegf0Zv3t9XTe1Jm269sy8+KX9GwRxZAW1mw4H0mneUdYciSUqOQsxdcPCwujevXqf3nsq6++YsaMGQwdOpQNGzYAkJSURJ06dfj5558Vz0Eo3cRoKqFEkA0GUrdvx7pJYzSOyja0XXdrHZYayxJx2GDFqQiO3U3kQ1c1WrWL4n3mhJJP6+OD67h3iZvxHdGyjMeM6ai0xptsYWVnT/u3xrL520kcX7+S5gOGGm1tU5vQcAKDqw7mzMMznH14ltMPT7Pj/qP7ZsvVdCEzw4+pB2oxebsfNco50KG6O69Wd8evjHFOcKempvLKK68wYsQIXn/9daOsKZQeomATSoTsCxfQPYjB9b33FI2bnpfOrrBddCzfERutadtmxKRmM3XHDZpVdMElMhvZ2fnpLxJeSM7DhiFptcR+M5WokZl4zpuLysrKaOv7161PjdbtOfNbCH6B9fCsXM1oa5uSJEmUty9Pefvy9K3UF1mWCUsL+6OAO/bgGFY+p3E08yQjownT91Rh+u5bVHKzpUN1d15v4ouDVfEU1xkZGbz66qsMGDCAkSNHFssaQukmfrwXSoTUrVuRLC2xbd1a0bjbQreRrcsuEZMNtl+OIStPz6Ru1clISsTGycXUKQkm5DR4MGWnTCbzxAkihg1Hn5Zm1PVbDh6GfRlXdi2YSV628pcAS4PHBVzfSn35tsW37Ouzj6+bfE05OwcSzNdSpuo0mjQ4iLl1LHP336H7gmPcjSueU6Xjx4+nadOmvKfwD63Ci0MUbILJyXl5pO/chW3r1qislTsxKcsy626to6pzVaq5mH4HYc/1WCq72+LrbEV6UgK2zqJge9k59OpFuZkzyb5yhfAhQ9ElJhptba2lFR1GvUdqfBwHfzX+qdWSyEJjQfcK3VndeTWrO63mFd/23Mo8wH3zSdSpv5JUzTG6/7CXAzef/8DIP90/+/jx1q1bs2XLFuJMcBhFKB1EwSaYXMbRo+hTU7FT+HTopfhL3E25WyJ211Kz8jkbnkzbKm6Pmubm54uCTQDArsMreH2/gLz79wkfOIj8hw+NtrZnlerU69KTK/t2E3r+jNHWLQ2qu1RnctPJ7O29lw+CPiCPNHROa5F8JjFq7xg+3LGc7PxnH3Pl7OxMcnLyXx5LSkrCxeXR14HXXnuNkSNH0rFjR9JN0KdPKPlEwSaYXMqGENRlXLBp1kzRuKtvrsbazJqO5ZVtwlsYB2/HoTfItKniSnpiAgC24pKoUMCmWTO8l/yILj6e8AHB5IWHG23txn0H4uLlw8753xFx9ZLR1i0tHCwcGFJtCFu7b2V1p9X0r9wPK9sH7IqfTqNVzfn40KccjT6KzvDvJ35tbGwoW7Ys+/btAx4Va7t27aJp06Z/PGfcuHG0adOGHj16kJeXV6wfl1D6iIJNMKn8uDgyDh3CoXt3JI1yZ2BiM2P5Pex3elbsiZWZ8W7m/id7rsfiYmNOLU8HMpIeFWw24tCB8CdWQUF4L/sFQ3Y24YMGkx9jnBFSGjMzun34BVYOjmyY8gXnd25FlmWjrF2aSJJEdZfq/KfhJ5waeICOLhPJTqnOrvv7Gbl3JB8e+vCpMZYvX87kyZOpXbs2rVu35ssvv8Tf3/8vz5k2bRpeXl4MGjQIg8FQXB+OUAqJU6KCSaVu3gJ6PfY9eyoad+2ttRgwMKDyAEXjFkaezsCh2/F0rF4WlUoiveA+JVvnMibOTChpLKtVw3vZL4QPCCbyrbfxWbUStU3xn252cHNnwOTv2LngOw78soj48FDavDkKjZlZsa9dGmnUGqZ16knLK40Yv+4c1o53qVy5Cvl6A2bqf94HqVq1KgcOHPjb47/88stf3hY92IQnETtsgsnIskxqSAiWQXUxL6/c8PNsXTbrb6+nlVcrPG09FYtbWGfCkkjP0dGmiisA6YnxqNRqrOxNP9NUKHksAgLwnDuH3NBQose9h2yk5rbmVlZ0e/8zGvZ6jasH9rBu0qdkJCcZZe3S6tUaZQkZ2RzzvJpM3aSjwTf7+HzzFU6FJmIwiF1KQVmiYBNMJvvsWfLCw3Ho1VvRuNtDt5OSm8LAKgMVjVtYe2/EYq5R0bTio3vWMhITsHZ0QqVSmzgzoaSybtyYsl99SebRozz8erLRLlFKKhVN+g6ky3ufEB9+n5X/eY+Hd28bZe3SqqqHHfveb8GiQXVp5O/MhnNR9Ft8ksb/3c/kbde5HJUiLjELihCXRAWTSdkQgsraGrtX2isWU5ZlVlxfQRWnKtR1q6tY3KLks/dGLE0quGClffTplp6UKA4cCE/l0Ls3eRGRJC5ejNbbC+dhw4y2dkDDpji4e7BlxmTWfPUx7UeMoWpzZXskvkgszNS8Us2dV6q5k5mrY++NWLZeesCyE2EsOXqfWl4O/Di4Lq62FqZOVSjFxA6bYBL69HTSdu/GrlMnRTu8n3hwgnup9xhYdaDJ54YC3InLIDIpm7ZV3P54LEP0YBOeUZlx72LX8VXiZnxH2q5dRl3b1deP4G9m4VGxMjsXzGTTt5NIfvjAqDmURtbmGrrVLseSIfU4+1k7Jnevzu2H6fRZeIKIxJezQbGgDFGwCSaRtn0Hck4ODn2UvRz6641fcbF0oYOvsgPkC2vP9ViAP+5fk2WZ9IQEbETBJjwDSaWi7NSpWAYG8uCjj8m6cMGo61vZ2dPrs69pNmAokdeusOz9URxZ9Qt5Oc/ef+xlZm9lxsCGPqwc3oDU7Hx6LTzOjRjjTrQQXhyiYBNMIiUkBPOAACyqV1csZmhqKEejj9KvUj+0auMN0/43+27EUtPTHje7R5dCcjLS0eXniUuiwjNTmZvjuWA+mrLuRI0aTV5EhFHXV2s01O/WmzdmL6Jykxac3rKBn8e9xfUjB8S9Wc8o0NuR9W81Qi1J9Ft0gjNh4jCH8PxEwSYYXc6t2+RcuYJD716KXrZcdWMVWpW2REw2AEjIyOVCZAptKv/vcugfTXNFDzbhOWgcHfFetAgMBiJHvIUuyfjf8G0cnegw6j36fz0Da0dnds7/jjUTPiI29K7RcymNKrrZsmFkI1xszBm09BT7b8aaOiWhlBEFm2B0KSEbkMzMsOvSRbGYqbmp/HbvNzr5dcLZsmQUQ/tvxiHL/7scCpCRJHqwCYWj9fXF8/sF5D98SISR547+mUdAZYKnfEf7t8eSEhvDiv+8x4mQ1WK37Rl4Olqx/u1GVHS1Zfjyc2y6EGXqlIRSRBRsglEZ8vJI2/IbNm3boHF0VCxuyJ0QsnXZBFcJVixmUe29HktZewuqedj98Vh6YjwgphwIhWNVty5eC38gLzKS8CFD0CUkmCQPSaWiRqv2vDF7EVWatuT4upXsXjgHve7fxzMJ4GxjzuoRDWlQ3on31l5iyZFQUewKz0QUbIJRZezdiz41VdHea/mGfFbdWEUD9wZUcqqkWNyiyMnXc+ROAm2quP7lsm96YiKSSoW1g3LFqvBysW7YEK+FC8mPiiZ86FCTFW0A5lbWvDp6PA179efawb1smjaR3CxxEvJpbMw1/DS0Hh2quTN5+w2GLTtLTKo4yCH8O1GwCUaVsiEEjUdZrBs3Uizmvoh9xGbFMrBqyWiUC3AiNJHsfP1f2nnAo5YeommuUFTWDRvgtWgR+dEPCB8yFF18vMlykSSJJn2Daf/2WCKvXWbNlx/9ca+m8M8szNQsCA7k805VOH4vkXYzD/PriTAxIUH4R6JgE4wmPzqazBMncOjRE0ml3H+9FddX4GXrRXPP5orFLKq912Ox0qpp6PfXS5/piaIHm6AM6wb18V68iPyYGMKHDCU/Ls6k+dRo1Z4en3xFWnwsqz4bT1xYqEnzKQ3UKolhzfz4/b3m1PF24Ist1+i3+AR34zJMnZpQAomCTTCalI2bAHDo2UOxmJfjL3Mp/hLBVYJRSSXjv7Msy+y7EUfzimWwMPvrTlp6YoJo6SEoxqpevUdFW8FBBFMXbb416/DapOmgUrHmy48Ju3jOpPmUFl5OVix/oz4z+tTidmwGHeccYd6+O+TpDKZOTShBivwdTpIktSRJFyRJ2lbwdnlJkk5JknRHkqS1kiRpCx43L3j7bsH7fYu6tlB6yHo9KZs2Yt2oEWblyikWd+WNldiY2dC9QnfFYhbVtQdpPEzL+cvpUChompuUIFp6CIqyCgrC+8fF6GJjiRg8hLyoaJPmU8bblwGTZ+Dg5s7GaRM5t30zBoPepDmVBpIk0buuJ3vHt6BdNTe+23ObrvOPcuthuqlTE0oIJbYk3gVu/OntacAsWZYrAsnAmwWPvwkky7JcAZhV8DzhJZF54iS6BzE49O6lWMyknCR+D/+d7hW6Y21mrVjcotp7IxZJglaV/1qw5WZmosvNFS09BMVZ1a2L15If0SUkENq1K0m/rkA2mG53xtbJhdcmTqN8nSAOLl/Cqs8+EP3anlEZW3MWDAjkx8FBJGbm0eP7Y+y6GmPqtIQSoEgFmyRJnkAnYEnB2xLQGthQ8JRlwOOtj24Fb1Pw/jZSSRj2KBhF2q6dqGxssGnbVrGYW+5uQWfQ0TtA2fFWRbX3RiyB3o642Jj/5fGU2EdfdG3EJVGhGFgFBuK3ZTNWdesSO2UK4cEDyb13z2T5aC2t6P7hF3Qc+yHpifGs/M94Diz7kbxscYr0WbSr6sa2MU0JcLPl7RXnmfn7LXEg4SVX1B222cBHwOMf5ZyBFFmWHzfjiQIeX/8qB0QCFLw/teD5wgtONhjIOHgI62ZNUWmVGRklyzIbbm8g0DUQfwd/RWIqISY1m6vRaX+5HKrLz+fM1o1smPw5KrUG1/J+JsxQeJGZlSuH1+JFeEz7L3mhodzv3oOEhQuR8/NNko8kSVRp0oLXZy2kZttXOL/zN35+fxR3zpwwST6ljZudBWtGNKRPXU/m7r/LiF/Pkp5jmn9LwfQKXbBJktQZiJNl+c93lT5px0x+hvf9Oe4ISZLOSpJ0Nt6ER9UF5eRcu4Y+IQHbVq0Ui3n64Wki0iNK3O7a42Hv7aq4Icsyt08e5Zfxb3N4xU94VKrC4G/n4ujuYeIshReZJEnYd+uG3/Zt2LRtQ/zsOdzv3Yfsq9dMlpOFtQ1th42m/6TpWFrb8NuMKWye/jVpCaY9JFEaWJip+bZ3TSZ2rcaBW/F0X3CM0HhxivRlVJQdtiZAV0mSwoA1PLoUOhtwkCRJU/AcT+BBwZ+jAC+AgvfbA38biCfL8mJZloNkWQ4qU0bc6/MiyDhwEFQqrJs1Uyzm+tvrsdPa0c6nnWIxi0qnN7D06H2qedhhk/6AtV99zNZZ/8XM3IJe/5lEz0++wtnT29RpCi8JjYsLnrNm4Tl/HvqkJML69iV59WqT5uQRUJngqbNpPvANwq9cZMUn40iNe2jSnEoDSZIY0tiXFW82IDkrn24LjnHgpih2XzaFLthkWf5UlmVPWZZ9gdeA/bIsBwMHgMfbHkOALQV//q3gbQrev18W8zheCukHD2BZu7Zio6gSsxPZF7GPrv5dsdBYKBJTCRsvRBMbl0jP9MOs+ux9kmMe0G74OwyaNhffWoGmTk94Sdm2bYvf9m1Y1a9P3Hcz0aeb9tShWqOhXpeeDJw6G9lgYNO0SWI6wjNq5O/Mb+80wcvRijeWnWH67pvk5IsTuC+L4mhc9TEwXpKkuzy6R21pweNLAeeCx8cDnxTD2kIJkx8bS+71G9i0aqlYzC33Hh026BPQR7GYRZWvNzBv3216p+4n/foZ6nfvwxuzF1OzbQdUajHVQDAttZ0drh9+gCEjg+Q1a0ydDgDO5bzoPO4Tkh5EsWPedNH64xl5OloRMrIxvQI9WXDgHm1nHmJvwa0YwotNkYJNluWDsix3LvhzqCzL9WVZriDLch9ZlnMLHs8peLtCwftFG+yXQMbBQwDYtmypSDyDbPjjsIGfQ8m5eT/kXBSOYWdwTI2gzZujaNZ/COZWVqZOSxD+YFmtGtZNmpC0bDmGnBxTpwOAT83atBo6gtDzZzi65ldTp1NqWGrVzOhTi1XDG2BhpmbY8rMMW3aWyCSxU/kiKxmt4YUXVsaBA5iVK4e2QgVF4p1+eJrI9Ej6VCo5u2t5OgM/7ThD05STlK8TRPVWJee+OkH4M+fhw9EnJJC6aZOpU/lD7fadqNXuVc5s2cD1w/tNnU6p0tjfhR1jm/Hpq5U5fi+BdrMOMX//HXJ1YrfyRSQKNqHYGLKzyTxxAptWrVCq5d76W+uxN7cvUYcN1p+JoEboTrRaLe1HjFHsYxUEpVk1qI9FrZokLv0JWad7+guMQJIkWg19C6+qNfh90Vwe3L5p6pRKFa1GxVst/Nk7vgWtK7sy4/fbvDr7CMfvJZg6NUFhomATik3mqVPIubnYKHQ5NCE7gf0R++nq3xVztfnTX2AEeToDe9atxSP3Ie3efBsbJ9FaUCi5JEnCZcQI8qOiSNu5y9Tp/EGt0dBl/KfYOpdhy4zJot1HIXg4WPJ9cF2WvVEfGRi09DRbLpp2TJmgLFGwCcUm4+BBJCsrrOrXUyTelrtb0Mkla7LBqt2nqRJzHIcqgVRtplyfOUEoLjatWqGt4E/ijz/yLAf1ZVkm984dMg4fJiUkhISFi3j49WSi3h1H2IBgQrt0JWXz5iLnZWlrR/ePJqDLy2Pz9Mnkl5D77EqbFgFl2DqmKfV8HRm39iKrT0eYOiVBIaJgE4qFLMtkHDyETZPGikw3eHzYIMgtCD/7knHYIDs3jzvrf0TWaHlt3HviUqhQKkgqFc7DhpF7+zYZBw/+63NlWSZu+gxCu3QlcsRbxHz2OfGzZ5P622/k3rmDpNGARkPMJ5+SuHTpv8Z6Fs6eXnR+9yMSwsPYuWCmODlaSDbmGn55vT4tA8rw6cYrLD1639QpCQoQBZtQLHJv3kT38CE2LZXZdToZc5KojKgStbu27IefcMqOpUqv17F2UKbHnCAYg32nTph5eJD445J/fV7iosUk/fQTDn364LN6Ff5791Lp4gUqnTmN/47t+Cxfhu/aNdh1fJW46TOI/Xb6M+3a/ZvydYJoPvB17pw+zvY509GZaKxWaWdhpmbRoCA61nDn623XmbvvTpH/bQTT0jz9KYLw/B7/5G7Torki8Tbc3oCDuUOJOWwQefcO6Sd2kORalfHdXzV1OoLwXCQzM5zeeIPYyZPJOnsWq6Cgvz0nefVq4mfPxq5rF9wnfoWkevLP9yqtFo/p01E7OJL000/ok5IoO/nrR7tvhRTUuQfIModW/ERORhpd3/9ctMkpBK1GxdzX6mBpdoWZe26Tmavjk1cri6sBpZTYYROKRfqBg1jUrInGxaXIsRKyEzgQcYBu/t3QqpUZHl8Uel0+IbOmk6224JXho8QXP6FUcujVE7WTEwmLF//tfanbtvNw0tfYtGqFx5Qp/1isPSap1bh98TkuY94hdfNmot4ZgyE7u0j5BXXpyaujxxN14xrrJn1KZkpykeK9rDRqFdN712RQQx8WHQ7liy1XMRjETltpJAo2QXG6hARyLl/GVqHpBpvvbkYn6+gV0EuReEV1ZO1K9AkPiKrWmRY1fEydjiAUisrSEqfBg8g8fIScm/9rpZF+8CAPPvkEq6Agys2aiWRm9kzxJEmizOjRuH85gYxDh4gYNhx9amqRcqzavDXdP/yCpAdRrJnwESmxYu5oYahUEpO6VeOtFn6sOBnBBxsukaczmDot4TmJgk1QXMahwwCKtPN4fNignns9ytuXL3K8ooq8dplzv4Vw3aYyr7/WSeyuCaWa44ABqKytSVz8IwBZZ84Q/e44LCpVwvOH71FZPP+sXsf+/Sk3aybZly8TPnAQ+TExRcqxfJ0g+nw+hZzMDFZ/8QFxYWJITmFIksQnHSrzQfsANp6PJnjJSeLTc02dlvAcRMEmKC7j4AE07u6YV65c5FinH54mOiOaXhVNv7uWnZ7Gb3NnkGpmR169rjTyFz3XhNJNbWeHY//XSNu1i7Rdu4gcOQqzcuXw+nExahubQse169AB70ULyY+O5t4rHYiZ8CW59wt/UtEjoDKvTfwWtcaMtV99TOS1y4WO9TKTJIl3Wldkbv86XIlOpcu8o1yKTDF1WsIzEgWboChDXh4Zx45j07KFIrtPG29vxE5rR1uftgpkV3iyLLPj+9lkpaZwwqcj3/ZXprecIJia4+DBSBoN0ePeQ2Vni/fSJWicnIoc17pxY8pv2oh9t26kbt5MaMdORL7zDlnnLxQqnrOnF69N+hZb5zKEfDOB0PNnipzjy6prLQ9CRjZGo5bos+gE689Gmjol4RmIgk1QVNbpM8hZWYpcDk3JSWFvxF46+3U2+WSDi79vJ+z8aY47NWLSGx0oa29p0nwEQSlmrq44BgejcXXFe+lSzMqWVSy21seHsl9PosL+fTi/NYKsM2cJHzCAsP4DSN+7F9nwfPdR2bmUod/Eabh4+7J15lSiblxVLNeXTTUPe357pylBPo58uOEyX/12jXz93/899AaZM2FJTNl+nbYzDzH059Mcu5sgWoSYgFSS/9KDgoLks2fPmjoN4Tk8/HoyKSEhBJw8Uaj7X/5s5Y2V/Pf0f9nQZQOVnCoplOHzi48IY/kn4wjTelD99fd4q0VFk+UiCMVBlmXQ6Z75gEFhGTIzSQnZSNKyZeRHR6P198f1vXHYtGnzXDvyWWmprPnyYzKTk+j75VTcyvsXY9YvNp3ewNSdN1l69D4NyjuxIDgQG3MNx+8l8Pu1WPbeiCUhIw+tWkUDPyduxKSTkJFL9XJ2DG/mR6caZdGoxd7PY5IknZNl+e99cpSILQo2QSmyLHOvbTvMAwLw+uH7IsfqtbUXWpWWNZ3XKJTh88vPzeHHD8aSmJhMXNt3mPt6c3HQQBCKSNbpSNu9m4T5C8i7fx/LwEBcP/gAq8A6zxwjLSGeNRM+Qq/L57WJ03AsW64YM37xbboQxSchV7C10JCdpyczT4+NuYZWlV1pX9WNlpXKYGthRk6+ns0Xoll8JJTQ+EzKOVjyZtPy9KvnhbW5aO0qCjahVMi9c4fQLl1xnzgRx359ixTrasJV+m/vzxcNv6BvpaLFKootC+Zw9/AeTlfuw9L/BGMjviAJgmJknY6UkI3Ez5+HPj4Bm7ZtcB0/HnO/Zxs/97jdh5mFBa9N/BYbJ2fSd+3CzNsby2rVijn7F8/V6FT+u/Mm3s5WtK/qRiN/Z8w16ic+12CQ2XczjsWH73EmLBl7SzOGNyvP2y38X+odN1GwCaVCwuIfiZ85kwqHDmLm5lakWJNOTGLrva3s77sfW62tQhk+n+snjrJz9n+54hTI5xM/ooJr4U/NCYLwzwxZWSQtW0bikqUYcnJw6NULl9GjMXNzfeprY0Pvsm7Sp9g6udDKpgxZ69ajreCP39atYjfcSM5HJPPDwXvsuR5LkI8jc/rXoZzDy3mfb3EWbC9vGSwoStbpSN28GYtq1YpcrGXlZ7Hj/g7a+7Y3WbGWlhDH9gWzidW60vft4aJYE4RipLKywmXkSPz3/I5j//6kbNrEvQ4dSFq+/KkHE9z8KtBt7MckR0ey5/xxNHXqkHf3HlmnThspeyHQ25EfBwcx57Xa3HyYTsc5R9h1VTQ5Vpoo2ARFJK9dS15oKC6jRhY51p7wPWTmZ9KzYk8FMnt+ep2O5d9MQafT49j5dTrW8jJJHoLwstE4OeH++Wf4b9+GVb0gYr+ZSvjAQf/aw00XH4/+m2nUCXtImo0lFyr7gIMDyatWGTFzAaBb7XJsG9MUbycr3l5xji82XyUnX2/qtF4YomATikyfmkrCvPlYNWiATevWRY638c5GfO18CXQNVCC757dl0Q/kRt8jqlonPuzdxCQ5CMLLTOvtjdeiRZSdOpXcu3e5370HiUt/Qtb/9Zt/7r17hL3Wn9x796g7dTodRr1H5PUrnK5ansjjR4o8ZUF4fr4u1oSMbMzwZuX59WQ43Rcc425cuqnTeiGIgk0osoTvf0CfmorbJx8X+Z6R0NRQzsedp0fFHia5/+Ti3l3cP7yba851+PLdgS/1zbOCYEqSJOHQozt+27Zi3bQpcdOnE9Z/ALl37wKQefo0Yf0HYMjNxWf5cmxbt6Jq89Z0GvshWSo47u/BtslfkJ6YYOKP5OWj1aj4rFNVfh5aj7j0XLrMO8a6s5Gid1sRie9GQpHkhYWRtGoV9r16YlGlSpHjbb6zGY2koat/VwWyez7Rt26wb+kPhFt60X34CFztitZHThCEojNzdcVz/jw8vptBfkQE93v05MHnnxP55jA0Zcrgu2YNljWq//H8yk1a8Oa8JVS2tCMsPoafxo3g+PpV5OfkmPCjeDm1quzKznebUdvLgY82XOajDZfFJdIiEAWbUCSx02egMjPD9d13ixwr35DPlntbaO7ZHBdLFwWye3bpiQlsnD6ZVLU1csuBdK0j7lsThJJCkiTsO3XCb/s2bNq0IXVDCJa1a+O7aiVaz7/3X7QSCoUAACAASURBVNNaWtFi+Gia34jAq6wnJzas4qf33uL6kQPPPV1BKBo3OwtWDGvAmNYVWH8uip7fHyciMcvUaZVKomATCi3z5Cky9u3DecQINGXKFDne4cjDJOUk0SvAuIPe8/Ny2TxjMlmZWRz17cbEPmJOqCCURBpnZzxnz6L8li14L12C2t7+H59r3agRDp5eBIbH0W/iNKwdnNg5/ztWf/kRyTHRRsxaUKsk3m9fiZ+GBhGVnEXneUfYdyPW1GmVOqJgEwpF1uuJ/e9/0XiUxWnoEEVihtwJwdXSlcYejRWJ9yxkWWbv4vnEhd5ll0sbPh3QEidrrdHWFwTh+VlUCkDS/vvnqaRS4ThgANmXLuGcLxM85Ts6jHqP5Ogoln88lkt7dop7qoysdWU3to1phqejFW8uO8t3v99Cb3jyv4Esy9yLz2DtmQiWHQ9j4/ko9lyP5WRoItcepBKZlEVKVt4/vv5FJNq2C4WSumkTuTdv4vHdjCLPDAV4mPmQYw+O8Wb1N9GojPff8vyOLVw/coDTjvUIbNaMdlWL1kNOEISSw757N+JmzSJ51So8pn5DtRZt8K5Ri90/zGHvkgXcO3eKV95+F2sHR1On+tLwdrZi46jGfLH5KvP23+ViZApzXquDg6UZd+IyOHU/kVOhSZy6n0RCRu5T42nVKjwdLfFxtsLH2RpvJyt8XazwdrLGy8nyHyc1lEZi0oHw3PQZmdzr0AGtpyc+q1cpcppz0aVFzL84nx09d+Bla5z7x8IuX2DjN18S4+DPUe9O7HqvBfaWxTv8WhAE44qZOJHUkI1UOHQQjeOjwkw2GLiweztHVv6MmYUF7d4aQ8V6jUyc6ctnzekIJvx2DTsLDXqDTHJWPgBl7S1oUN6JBn7O1PN1wsHKjPQcHek5+WTk6Egr+HN6jo649FwikjIJS8giIimLjFzdH/GdrLVsHNkYXxdro31MxTnpQOywCc8t8ccf0Sck4LZgviLFmkE2sOnuJhq4NzBasZYQGc722dPQ27uy2a4FS3vXEsWaILyAnAYMIGX1GlJDQnAeNgx4dLk08NUu+NSozY75M/htxhSqtWxLqyEjMLeyMnHGL4/X6ntTzcOeb3ffxM3uUZHW0M8ZT0fLv31vcbExf2o8WZZJzPw/9u47PqoqbeD470xLJr2QRhJC7yVUpSkoFhTFghTF3l9dsbd1V1FEWbFgF3sDUZEilrWCSi/SeycEkkB6Mpl63j/uQAILJEDKBJ7v53OZmTu3nBxSnjntcbFjfynb9pUw+ts1PPT1Cqbc1hOTqf6nKZOATRwX9+7d5H74IRGXXIK9U6dquebUTVPZXbybezrfUy3Xq0zW1s18Pfbf+EwWPgs/h2G9mnFWy5OfNCGECDxBLVoQcsYZ5E2aTMyNN6LM5V1ksSmpXD1mPPO//oJF079ix4plNGrfiYSmzYlv0oz4xk2x2SWAq0kdUiL59OYzquVaSikahAXRICyIrmlGa+qDX63gw3nbublPk2q5R12SgE0cl+wXXwKTifj776uW6y3PXs7YhWPp3bA3FzS+oFqueSyZG9fxzXNPYbWHMC1xEJHBMTw28OTXjxNCBK7oq69m96hRFM+ZQ/hh2VjMFit9hl9Lk87dWDT9S3asXsHaP3833lSK6KRkEpo0I6Fpc9r3O4/gMMkrXF9c2SWZH1bt4T8/rqd/qziaxtXv/zsZwyaqzLltG1sHXkTs7bcTf9+9J329rJIshn83nBBLCJMunkRk0NGn6FeHnatXMv0/T2OPjOa/jS5jRb7i81vOpEeTmBq9rxCibmmPh80DziOoaVMaffB+pccX5+WSvW0LWds2G49bt1C0P4fIhEQuvf9x4hs3rYVSi+qQVVjG+S//QbO4UL66oxfmGu4arckxbLKsh6iyvEmTwWolZuQ1J30tp9fJfbPvo9RdyoT+E2o8WNv29xKmPf8UIbFxzEy5nJUFJiZe202CNSFOA8piIXr4MErmzcO59eiJ5A8Ii46haZfu9LxyBIMffILb3vyQEc+8gNflYvK/HmLdX7NrvtCiWiREBDP60nYs25nP+39trevinBQJ2ESVeItLKPjmGyIuvPCkF8nVWvPM/GdYtW8VY/uOpXl082oq5ZFtWjiP6S+MITwpma/iL2FLiYmPbuhO/9bxNXpfIUTgiBoyBKxW8iZPPqHzG7Zsw8jnJ5DQtDnfvzae3z9+F6/HU/mJos4NTm/I+W0TGP/TxnqdiF4CNlElBTOm4yspqZbWtUnrJzFjywzu7HQn5zY6txpKd3Tr/vydb195nuhGTfkkciCZZWY+vbkHvZrXbuorIUTdsjRoQORFA8n/4gtKFi46oWuERkVz1b+epfPAS1j2/Qy+fvYJSgvyq7mkoroppXj28g6E2sw88NVKPN66TU+mlCpWSnVQSi33b7lKqW3+578c7TwJ2ESltM9H3mefE9yhw0nPDF20ZxEvLH6B/qn9uaPTHdVUwiNbM+dXvn/jJWKbteHd0AHk+yxMuvVMuqZJN6gQp6OExx7DmtaIjLvuomz9+hO6htli4Zwbbmfg3Q+wd9NGPn3sXvZs3lDNJRXVLS48iKcHt2fFrnwm/ln3XaNa61Va63StdTowE3jI/3rA0c6RgE1UqmTefFzbthFz7ciTus7u4t08MOcB0iLSGNtnLCZVc99+W5Yu4r9vTyC2RTvesPbDqWxMua0nHVJqdqycECJwmaOiaPTuu5jCwth16224Mk48p2jbvv0Z/swLmExmpjz5CEu/m4HP663G0orqNqhjEhd1SOSVnzexYW/96xqVgE1UKu+zzzDHxhJ+4YUnfA2Hx8Go30bh1V5ePedVwmw1N71694Z1zHplHOHJjXlN9cFss/Hl7WfSKjG8xu4phKgfrElJNHp3Ij6nk1233IInL++Er5XQpBkjn3uZtI6dmf3Ju3z6yD3sWrOyGksrqpNSimcGtyc82MKDX61gZUY+m7OL2VPgoMDhrvOu0srIsh7imFy7drHl/AtocOcdxN1z4gvbjlkwhi83fMmbA96kT3Kfaizhofbt2sGUJx/BFhbOpLjBOC12ptzek9QYWfxSCFGudOlSdt50M0GtW5H24YeYTiLDgdaazYvnM/uT9ynMyaJlz76cPfImIhrIgtyB6IdVe7jz82VHfC/IYiI0yEKU3UpsmI3Y0CDjMSyIBmE2YkJtNI8Po1VC+BEz/VRlWQ+lVLHWOqzC64+AWVrrr491niycK44p7/NJYDYTNWz4CV9jefZypmyYwrVtr63RYK1wXzZTx/4bs83GsjZDychw89UdXSVYO1V43VBWACYLmK1gthnPqyE9mjj9hHTtSvKL48m4ZxQZ991H6uuvo6wnlp5OKUWLHr1onN6VxTOmsnjG12xdtogzLhtKt0GXY7HZDjne5/NSnLufgqy9uJ1OGnVIx3KC9xbHb2CHJH4Y1ZfMfAfFTg+lLi8lTg8lTi+lLg/FTg/5Djf7i51sySlm8XYXuaUuKrZvNY0LZVDHhlzSMYkWCbXTeyMtbOKofCUlbOrXn7C+fUl+6cUTuobb52bot0MpdhczY/AMQqw1EzyVFhbwxZOPUJqfh/mSuxi3qIgnL2nLjb3rfzqSU4LWkLMeNv4Xts0BFITGQWgD/xZX/tpdBvk7IH8n5O0of164G/QRuixMViOAC4qAHrfAmf8HttpL9izqt7wpX7L3ySeJvPxyksY+Wy35kQuys5jz6ftsWjSPyIRE2p89gOK8XAqy9/q3bHze8iVBwqJj6DzwUjoOuJDg0MBYjd9sNtOhQ4eDr6dPn8727dsZPHgwTZs2xeFwMGjQIMaPH1+Hpaw9RnJ6F/uKnSzdkcesFXtYsG0/WkOrhHAu6ZTEoI4NaRIXJi1sovYVfPstvqIiokee+GSDj9d8zOb8zbx2zms1Fqy5y8qYPu5pCnOyaH/TQ9z+Sz4D2ydyQ6/GNXI/UUWuUtj+pxGkbfoZCnYa++PbgiUY9m2CkhzwOI5yAQXhSRCdBmm9ICrNCOh8HqO1zec2Hr1u8Lpg30b4bQwsnAhnPwxdrgeL7SjXFsIQPWwonpwc9r3+OuaYaOLuuQdTUOWJxo8lMj6BSx94nB0rl/PbR+8w98vPCA4LJzI+kbjGzWjRoxeRCYlExifidbtZ+v0M/pz0EQunTaHDORfQ5aLBdd6darfbWb58+SH7tm/fTt++fZk1axYOh4POnTtz+eWX07t37zoqZe0xm8rzlLZOjOCaM9LILirjh1V7mbUyk/E/bWT8TxtrtAwSsIkj0lqT9/nnBLdti71z+gldY1fhLt5e8TYDGg2gX2q/6i2gn9fjYebLz7F3yyb63/UQd/7pICXazrghHavlk7I4Tm4HrJsFq74yWtI8ZWANgab9oO/90OJ8iEw+9BxXiRG4leyHkmyjtSyqMUSlguU4/3DuWgS/PAXfPwjzXoNznoD2Q8Ak86vE0TW46//w5OSQ+/4H5E2aTOiZZxJ29tmEnX0W1qSkE75uWsd0bhj/Bq6yMoKOMUauaZfuZG3bwpJvv2HZDzP5+8dvadXrLLpfcgVxaYHZS2C320lPT2f37hOfaVvfxYcHc32vxlzfqzGZ+Q6+X7WHW8dVfl7F1jX/6xuqcj/pEhVHVLJgATtvuJGksWOJuuLy4z5fa80dv9zBipwVzBg8g4TQhGovo9aaH998mbV//MaAW+/mpZ0xzN+6n2/u7EX7ZFm+o9ZoDRlLYPlnsPobcBZCZCq0ughang9pfcAaXLvl2fwr/PoU7F0FCe3h3CehxXky3k0clfb5KJk7l+LfZ1M8Zw5ufyAS1LKlEbz174e9c+ca/yBYmJPN0u9nsOrX/+J2lpHYrAWte59Ny559CI+pvQW/K3aJNmnShGnTpjF79mzGjx/PrFmzyMvLY8CAAXz33XckJibWWrkCXU3mEpWATRzRrrvvxrF0Gc1n/35C3QPfbf2OR/98lMd6PMbVba6ugRLC/KmTmffl5/S66hqWxXbnhf9uYMxl7Rl5ZlqN3E8cpnAPrPwClk8yuiMtdmg7GDpfYwRpdd2q5fPBmm+MbtK8bRDXGjqPhI7DIUxm74mj01rj2rKF4jlzKJ49h9Jly8DrJbhdO+IfuJ/QXr1qvAxlxcWs/v0n1s2dQ/a2LaAUKW3a0brXWbQ4ozchETX7oTQsLIzi4uJD9s2ePZvBgweTlpbGhg0bePTRRxk9enSNlqO+kYBN1CpXxm62nH8+sbfeSvx99x73+QXOAi6dfikpYSl8MvATzCZztZdx3dw5fP/qC7Tp25/ogddzzXsLGdSxIROGp0tXaHXT2hjwn7UWstf4H9cZz7UPGvWE9Kuh7WUQHFHXpf1fXjes+AKWfQIZi4yZpS0vNIK35ueBWUaGiGPzFhZS9PPP7HvjTdyZmYSceSbx99+HvWPHWrl/buZuNsz7g/Vz55CbmYEymUjrkE7TLt1p2LINcWlNMJmr9/fs0QK2Ay1sGzdupE+fPvz000+kp5/YsJlTUU0GbCf8m0oplQp8AiQCPmCi1nqCUioGmAI0BrYDQ7XWecr4KzoBuAgoBW7QWh95IRRRp/ImTwKliB5xYkt5vLz0ZQqcBUw8b2KNBGu7N6zjv2+9QnLrtnS5+nYufWsBjWNDGXtFBwnWqkv2Olg5BXYuMAI0Z0H5exHJxsSB1hdDx6EQ26zuylkVZit0udbYcjbA35/BismwfhaEJUCn4dBpBMS3qeuSigBljogg6soribjkEvK/mMK+t99m+9BhhJ93HnH3jiKoWc3+DMQ0TKbnkBGceeVwcnZsM4K3eX+yfYXxJ9QabCepeUsatmpDcss2JLVsTVBIKGazmXZt2uD1evF5vZzXtxfDLjiPX//4g2/+WoDW4Ha7GTVqFLfffvtxlally5Y89thjjBs3jsmTJ9fEly0Oc8ItbEqpJCBJa71MKRUOLAUuA24AcrXWzyulHgWitdaPKKUuAv6BEbCdAUzQWp9xrHtIC1vt8zkcbOrXn9AzzyRlwivHff7SrKXc8OMN3NjuRu7vdn+1l68gey+f//MBguwhDB39Ard/vZ6lO/KYfldv2iQFYOtOfVKcA6u/NoKZPSuMlqjkbpDQDhLaGkFafBuwR9d1SU+e1w2bfjKCt43/Be01ukzbXgbtLof41nVdQhHAvMUl5H78Ebnvf4CvrIzIyy8j5rrrCGrZstY+NGqtKczJJnPjOnZvWEfmxnXs27EdrX2gFEEhITzw6VTGXnFohhqv1oz97nfmzZ1L2/TOOJ1Otm/fTqtWrQ45rrIWNgCHw0Hz5s3566+/aNIkMCdH1LZ60SWqlJoBvO7f+mmt9/iDutla61ZKqXf8zyf7j99w4LijXVMCttqX+c9/UjD1G9ImTyKkc+fjOtfldXHVt1fh9Dr55tJvqn0Zj7KSYib/6yFK8nO5esyLvL28iIl/bGX8VZ0Y0jWlWu912nCXwcYfjC7DTT8bgUtSutHi1P7K02OsV3E2rJ0Ba6bDjrmAhrg2RuDW7jKIa1XpJcTpyZOby/53JpI3aRLa7cYcG0voGT0IOfNMQnv2xJaaWqvlcZaWsnfzRnZvWIujqIBL7rqPhd/NJDQq+uDm8Hhp1749O3bswG6312r5TgcBH7AppRoDfwDtgZ1a66gK7+VpraOVUrOA57XWf/n3/wo8orVecti1bgNuA2jUqFHXHTt2nHT5RNXkffUVe//1b2LvvIP4UaOO+/xXl73Ku6ve5c1z36RvSt9qLZvX42HauNHsWrOSKx9/hhXeBvxj8t9c1zONpwe3r9Z71RpHHuRsNAbs79sA+7dCbFNocQE0OtPoyqsuXg/kbTcWr81ZZ3QN5qw31kLzlEF4Q6N7s9Pw07trsGgvrJ0Ja6fDjnmAhgYtjXF6jXoa/y/RjWW2qTiEOzubkr/mUrJgPqXzF+DJyQHAmpxMyJlnYE9Px5rUEGtiApbEJMxhtbOw8+GL3z722GMMGzaMW265hZkzZ3LuuecyaNAgRowYgamuJwmdIgI6YFNKhQFzgGe11t8opfKPErB9Bzx3WMD2sNZ66dGuLS1stcexeg07rr6akO7dSZ34Duo4BrBqrXln5Tu8sfwNBjcbzJg+Y6q1bFprfnnvDVb+8iMX3DEKc+szuOLNebRrGMGkW8/EZqknv2jydsCCNyFrjREwlWSXv2cOgqhGRlDlc0NQJDTrDy0vMAbGV2zpKtkPWauN62StNraC3UYXpskCJnOF5xZjodm8bcbisgdEphpdgHGtoPkAaHKWcZ4oV7gH1s00Wh53LSofxxeWaARujXpCchdjEeAjUcoY7xcSU3tlFnVOa41r2zZK5s+ndMECShYuwldYeMgxpvDwg8GbNbkh9vbtsXfqhK1ZM1Q1Bk5H6tY8YNWqVfzyyy988skndOrUiY8++qja7ns6C9iATSllBWYB/9Vav+Tfd7CrU7pE6wdPXh7brxyCRtNk6lQs0VUfo6S15uWlL/Phmg+5tNmljO41GoupemfdLZk1jTmfvk+PwUPoeNk1XPL6X5S5vcy6pw/x4bW4vteJ8nlh0UT49RmjyzGxAzRoBXEtyx+j0oyAyVkEW2eXZwco3gsoIzCwR8Pe1f59fqHxkNjeOB9tBGc+rz8TgMfYAGKaGi1nca2MFqOg2sl9d8rw+YyWyZ3zjYkYOxdAwa6qnRuWYNT7gQA5ro3xPDS2ZsssAoL2enHv2Ysna+8hj+69e/DszcK1c+fBgM4UFoa9YweCO3bE3qkT9o4dMcfEnPC4uGMFbAfs27ePJk2aUFRUdEL3EIcK1FmiCngfWHcgWPObCVwPPO9/nFFh/91KqS8wJh0UHCtYE7VDe71kPvwInpwc0iZ9flzBmk/7GLtwLFM2TGFYq2E8fsbjmFT1tnZtX76UOZ99QIszetFz6LXc8ulS9hQ4+OK2nvUjWMtaCzP/AbuXGKv8X/ySsYL/0QSFQ5tLjE1rY/D/pp+NAfLFWUarW0I7YzHYhHYQFl97X8vpzGTy13s76H6Lsa8gwwigfZ4jn6O9RqtqzgYj2Fs+CVwV/ngmtIfuN0OHoRAUGPkjRfVTZjO2lGRsKclHfF9rjWv7dhwrVhzc9r/7Hni9/gsoTCEhxhYaevC5Cg0hrE9fYq49vtSBxcXFLFmyhH79+gGwfPly0tJk7cr64GRmifYB/gRWYSzrAfA4sBD4EmgE7ASu0lrn+gO814ELMZb1uPHw8WuHkxa2mpfz2uvse+MNEp96iujhw6p8nsfn4cl5TzJzy0xubH8j93W5r9pnR+Vn7eXzx+4lPLYBI54Zz6t/7OC13zbXj8VxPU74Yzz89bKxNtnA/xiD+GXs0+nrwHp2OeuNQH7Vl0YmhqBIYx277rdAg+Z1XUoRAHwOB2Vr1uBYvRpvQQG6tBRfaSm+Ev+jfws76yzi7vnHUa9z+Bi2Cy+8kH/+858MGzaMLVu2YLfbCQ0NZcKECXTrViONQqedgO0SrWkSsNWs4jlz2HXHnUQOHkzSc2OrHHC5vW4e+fMRft7xM3en381tHW+r9mDNXVbG5H89SOH+HEaOfYWF+xW3f7qUod1SGHdlgOcJ3bnAaFXbtxE6DoMLnpPuL/G/tDbGxi1+15ih6nNDs3Ogx21Ga6yMKRSi3pGATVQ7V0YG264cgjUpicaTJ2Gq4vTuMk8Z982+j792/8VD3R7iunbXVXvZtNZ8/9p41s/7gysefQpvw1Zc9sZcmsWFMuX2ngRbA/QPWVEW/D4Gln0KkSkw6BVoMaCuSyXqg6IsWPYxLPkQijKNsYmpPYwtpQc0TAerLMEgRKALyDFsov7ylZWRcc894POR8uqEKgdrbq+bu3+9m0V7F/FkzycZ0nJIjZRv2fczWD93Dn2GX4c7qSW3fbyYIIuJt0Z2Dcxgze2A+a/DX68YXaE974J+j8m4JFF14Qlw9sPQ5z5Y/52xZSwysjEAmKyQ1NEI3pr0hVYXSfe6EKcZCdhOQzmvTMC5dh0pb76JrVGjKp83bvE4Fu5dyJjeYxjcfHCNlG3n6pXM+ewDmnfvyaakHjzz2l+EB1uYeF1XGkYFWAuDzwerp8IvT0FhBrQeBOc9HfipmkTgMluNxXrbXWa8Ls6GjMVG12nGYlj6ESx8C879N/R9oE6LKoSoXRKwnWbKNmwg99NPiRo6lPBz+lf5vOmbpzNlwxRuaHdDjQVrhfuymfXK80QmNuTH2P78MH0NfVs04KWh6cSFB9XIPU/YzgXw38dh91JI6gRXvAON+9R1qcSpJizeyNna+mLjtdcN0+6AX582lgY5sF8IccqTgO00on0+9j41GnNEBHH33Vvl89buX8sz85+hR2IPRnU5/gwIVeFxuZj54nO4XG6mR5zL1k35PH5Ra27p0xSTKYC6fnK3GS1qa6dDeBJc9hZ0HG4s+yBETTNbYfDrkLsVpt4KN/9krMMnhDjlScB2GimYNh3H33+T9OyzVV5vLa8sj3t/v5cYewwvnP1CtS+KC8Ykg5/fe5OsrZv4LuFCvGENmDq8M51Soyo/ubY48oxlOha+Y/zRPPtR6H0P2GonxYwQB1ntMHwSvNsfJo+AW387PXK+CnGak4DtNOHNzyd7/HjsXboQefllVTrH4/Pw0B8Psd+xn08GfkJMcPWn2PF5vfz43tusm/MLi6K60rFXb565rD3hwdWYR/NkeFyw5H2YMw4c+ZB+DZzzBEQk1XXJxOksIskI2j4cCFNGwvUzwXKMYQOFe+Cvl4xFftsPMdJqSauwEPWKBGynieyXX8FbWEjik/+ucq661/5+jYV7FvJ0r6dp16BdtZfJVeZgxkvj2LliCSui0rnq1psZ0q3qkyBqlNbGDL2f/210PzU5G84fY8zUEyIQJHeBy96Er2+CWfcbXaWHzxx1lxkzmP98yVjnzWSBJR8YOU7bXwkdhkBiR5lxKkQ9IAHbacCxYgX5X35JzHXXEdyqVZXO+Wn7T3yw+gOGthzK5S0ur/YyFeXu45vnR5OzcztzGpzF3f93HRe0S6z2+xwXZ5ExG2/nfNj8C2T+beT6vPoraHGe/FETgaf9lUbqqznjjFyxve429msNa2fAz/+C/J3GDObznzHymm74AVZ9BQvehHmvGrllO1xlXEtmOAsRsGTh3FOc9nrZdtVVePftp+n332EOq3xtsC35Wxjx3QhaRLfgwws+xGa2VWuZsrdvZdq40RQWFvNt7AD+cd0grup2jPyaNaVknzHbc8c82DkP9qw08j8qk9Hq0OU66HI9mOVzjQhgPh98db3RIjxiirGm24+PwY65Rr7SC5+DJmf973mluUZQt+pr2PGXsS+5G3QcCu2uqPtxcVrLhyRR70imA3HCcj/7nKwxY0h++SUiBg6s9PhiVzEjvhtBkauIKYOmkBCaUK3l2fb3Er59ZRxlysaUmAu48/I+3NK3abXe4xDF2UaXZu5WY4Zn3rby545c4xhzEKR0h7Sextie1B5GEnYh6gtXCXxwAezbZCzeHBJjjLXscn3VUlwVZBhrCq78CrJWgTJDs/5GarVWF9XuItA+L/w+1lhz7oqJ0Pzc2ru3ECdJAjZxQjw5OWwZeBH2jh1Jff+9SvNvaq15YM4D/LbzN947/z26JVbv99zyn77ntw/exhudxEeh53LjeZ148IKqddEet/yd8N0DsOmn8n3KZKSMimkK0U2M7p+U7tCw87EHbAtRHxRkGBMQ0nrDWQ+B/QRnWWevg5VfGi1vBTvBGmLkNo1vA1GNICrNeIxoWP35TktzYerNsOU3CIkFZzEM+wxanl+99xGihkjAJk7I7ocfpuiHH2kycwZBTZpUevzn6z7n+UXPc3/X+7mx/Y3VWpaF077kry8+wZzWjjfoydCezRhzWfvqT+Lu88KiifDrM8br3qMguSvENIHIVLBUb/euEKcsnw92LYSVU2DTz1C4G6jw98JkNT4APjbqiAAAIABJREFURadBfDtjAemkTtCgxYkFcruXwZfXQ3EWXPQCtLkEPr0cstbA0I9lkWBRL0guUXHcShYuonDmtzT4vzurFKytylnF+CXj6ZfSj+vbXV+tZVk9+xf++uIT7G168IKjMxd3SubpwTUQrO1dDd/eY2QfaHE+XPyi0RIghDh+JpMxTCCtp/Ha4zRa8fK2Gy3Y+Tsgb4cxzGDJ++ApM46zhkBiB0hKNwK41DOM1uxj/bwv/Ri+f9CYFHHTj8YMWIDrZsBnV8KX18GQD6BtzWRZEaI+kBa2U5Br1y52XDMSZbPRdNa3mIKDj3l8gbOAod8ORSnFlEFTiAyKrLaybF+xjGnjRmNNacErprPo3TKRd6/rhs1SjWtAuR0w5z/GjLfgKBg4zpjxJgOWhagdXg/s2wh7VsCe5f7HleAuMd6PSIGm/fzb2UbKLTCWHfn+Qfj7U2jaH658H0JjD712WSF8PgQylhhj2joMqb2vS4jjJC1sosrcWVnsvPEmtNNJ6nvvVhqs+bSPf/71T7Id2Xw68NNqDdayt29l5ktjcYXH8Sa9ObN5Am+N7FJ9wZrXbYxR++lfkLvFWNT2/DHGgGshRO0xWyChrbGljzD2+bywf7MxW3XrbGMW6/LPjPfi2xnB2465RoDX90Ho//iRu1KDI2DkVJg0DL651Vj8t9PwWvrChAgcErCdQjz797Pzxpvw5uXR6KOPCG7ZstJzPlrzEXMy5vBYj8do36D6chIW5mTz1bP/pkjbmBR+Hjf1b81D57fCYj7JYE1r2LsSVnxhrCVVkgPRjeHa6casNiFEYDCZIa6VsXW7yQjg9q40grets2Hxe8Zkn+GTofVFx75WUDhc8xVMHg7T7jA+rHW5tja+iuNiNpvp0KEDbrcbi8XC9ddfz7333ovJZGL27NkMHjyYJhWGqIwfP54BAwbUYYlFfSIB2ynCW1DAzptvwZ2ZSaP33sXeofLga2nWUl5d9ioXNL6AEa1HVFtZHMVFfDb6CQqLS/m+0ZWMH3kWAzucZCqnwkxj5tqKLyBnHZht0PJC6DQCmg+QyQRCBDqT2ZiR3bAz9LnPGMoARm7UqrCFwtVfwhdXw8y7YdWX0PgsY4255C5Gjt86ZrfbWb58OQDZ2dlcffXVFBQUMHr0aAD69u3LrFmz6rKIoh6TgO0U4C0uYddtt+PasoWUt94ipFvl3ef7Hft5eM7DpISn8FTPp6ptAoDb6eSdfz2BK2cvS1tfxcd3XUrz+BNc00xr2P4XzH0FNv8KaEjpARe/BO0ul65PIeqzqgZqh58zfLKR2WHTz/D7GPgdsIYakyMa94UmfSGhQ51/iIuPj2fixIl0796dp556qk7LIk4NErDVc76yMjLuugvH6tWkTHiFsD69Kz3H6/Py6J+PUuAq4M0BbxJmq55FMYsdLl58/N+EZW4hu8tVfDhq+IklcdfaGJv2x3jIWASh8XDWg0ZrmqTOEeL0Zg2GAU8aW8l+I0vDtj9h2x/wy5Plx4XGQ2SykTc1ItlYNy4i2ViKJCoVwpOqfx25wzRt2hSfz0d2djYAf/75J+np6Qffnzp1Ks2aye80UTUSsNVj2uUiY9QoShctouF//kN4FcZClLhLGD1/NAv2LGB0r9G0iqmehWuz8kt57snnSN27BmvPwbww6rrjb7XzeY1UOX++ZKy2HtkILhoPnUee2KdxIcSpLTTWWOrjwHIfRVlGALdvMxRmQMFu2L/FCOachYeea7IYAVxUI2ONxqhUiG1uDLGoxtb7iisxSJeoOBkSsNVT3uIS9jz2KCVz/iBx9GgiLxlU6Tnrc9fz0JyH2Fm0k3s638PlzasnqfvG3bm8/fQzpOZvIqH3hVzzj1uOL1jzuIzxKH+9bMwqi20Bl71lJKQOgHEpQoh6IjzBWNLnSMoKjbGwBRlGBof8XcZ6cgW7jEkQRXsAbQRyTftD+yuMxXqDT3zm/NatWzGbzcTHx7Nu3boTvo4QIAFbvVS67G8yH3kE9+7dJDz+ONHDhh7zeK01X274kv8s/g9RQVG8d/57dE/sXi1lWbhuJ9PGPU1Dx15aDh7JJVcfx3R7d5mx/tLcCcYvzcSOcNXHxgrnNdxVIYQ4zQRHGFt86yO/73FB1mpYOx1WT4PpdxqTm5oPgHZXQKuBx5VTNScnhzvuuIO77767+hcJF6clCdjqEe12k/Pmm+x/ZyLWhg1J++xTQrp0OeY5Ra4inpr3FD/t+Ineyb0Z22csMcHV09z/w9yVzH9rHDGeEnrecj+9zzunaic6i2HphzDvNSMNTeoZxkSCFufJYrdCiLphsRmzTZO7wIDRxkK9a76BNdNgw/dgCYZBr5SvM3cEDoeD9PT0g8t6XHvttdx///0H3z98DNsTTzzBkCGyELCoGsl0UE84t20j8+FHKFu1isgrriDh8ccwhx37096afWt4cM6D7CnZwz1d7uGGdjdgUtWzaO2nM/9gx+RXsZjgkgf/RbvOnSo/yZEPi9+F+W+CIxeanG0kqW7cRwI1IURg8vlg1wJY/Q10uQ6SOtZ1iUQAk0wHpzGtNflTppA17j+YbDaSJ0wg4oLzKz1n8vrJvLDkBRrYG/DRhR+RHp9+zHOOpzyvfTiN0p8+wRQczsinxpDSOO3YJ/l8sPBtmP2cMfC3xQXGrM/UHtVSJiGEqDEmE6T1MjYh6pAEbAHMtX07Wc89T/GcOYT27k3S2LFYE+KPeY7T6+SZ+c8wY8sMzk45m2f7PFtt6aZKSx28NOEDgpf/gC86mf979jmiYivpXt2/BWbcBTvnQ/Pz4Nx/GQmhhRBCCFFlErAFINeOHex78y0Kvv0WFRREwj//SfQ1V6NMx+7OzCrJ4r7Z97Fq3yru7HQnd3S6o1q6QPfv3sXcWbNY+8ev2D1l+FLb8sDTowkKOcZSGz4fLJoIvzxlDNy97G0j/590fQohhBDHTQK2AOLatYt9b71NwYwZKIuFmOuvJ/aWm7HExlZ67vLs5dw3+z5K3CW80u8Vzk0796TK4nG72bxoHit/+ZFda1fhxURGeFP6XXopV17S/9iznnK3Ga1qO+ZCi/PhkgnGopUi4OzfXYyz1ENwmBV7uJWgECsmkwTVQggRaCRgCwCujN3se/stCqbPQJlMxIy8hthbbsESF1el86dunMqYhWNIDElk4nkTaRHd4oTLUpKfx9LvZ7D6959xFBbgDY1mYfQZmFqdwUvX9yE1JuToJ/t8RkLnX5401jIa/AakXyOtagFq3bw9/PbpOqg470hBcKgVe5iV4DArsQ3DaNYljoYtojCZq2fCihBCiOMnAVsdy/34Y7JeGI8ymYgePpzYW2+tdJzaAW6vm3GLxzFlwxR6NezFf876zwmPV3OWlrBk1jSWzpqOx+0ioX0X5rqbMNcRy+39mvHg+a2wHu0PttawbQ78NgYyFhvrFl3yqpEWRgSkjYv28tun60htHU3n89JwlLgoK3bjKHIbj8UuHEVu1i/Yw+o/dmMPt9IkPY7mneNp2CoKczUHbz6fpqzYTWmhC6/bhzKBUgplUgefm0yKkEgbtmD5tSWEOP3Ib746orUm59VX2f/W24QNOJfEJ57AmphY5fP3FO/h0T8fZVn2Mm5odwOjuozCYjr+/06Py8Xyn75j4fSvKCsqpOWZfShsN4Axf+4jxGbmo5s60a/VMQLI7XPh92eN7s+IZBj8JqRfLa1qAWzz0mx++WgdyS2iGHhnR6y2oy9S7HZ62blmP1uWZbNxURZr/8wkONRKk/QGJDWLxOXwUlbiLt+KjUdXmReL1YTFZsYa5H+0mbEEmbFaTTgdHkoLXTiKXJQWGsFiVVYYCgq1MOThbkQlHKOlVwghTkGyDlsd0D4fWWPGkDdpMlFXDSHxqadQ5qqv7P/Dth94Zv4zeLWXf/f8Nxc3vfi4y+Dzelnzx6/M+2oSxfv3kdohnZIOF/D5Fh+bs4vp2TSWV4ankxARfOQL7FpktKhtmwNhidD3AWONIutRjhcBYevyHP47cTUJTSIY9I9Ox9Va5XF52bk2ly3Lstm2ch/uMq/xhoIgu4XgUKMbNTjUis1uwevx4XF6cbu8eFw+3E4vHpfx2hZsISTChj3cRkhE+WYPt2GxmdAatE8bm/+51+Nj7tebsYdbGfJoN2lpE0IEnJpch00Ctlqm3W4yH3ucwlmziLn5JuIffLDKaUuKXEWMXTiWWVtn0TGuI8/3eZ7UiNTjun/hvhw2L17Aip++Izczg5jGzdnb4hwmZwRRWOahQ3IkN/RqzGWdkzEfPvjcXQa7lxg5Pzf/AqFx0Oc+6HaTJGevB7av2scPb68irlE4l96Tjs1+4gGPx+2lONdJUKilVicqZKzPZearK2jcIZaBt3dAyQQJIUQAkYVzTxE+h4Pd995H8Zw5xN1/Pw1uu7XK5y7NWsrjfz5OVmkW/9fp/7i1461V7gLNzdzNpkXz2LxoHnu3bAIgJDGV3V2H8UZuNGqriYHt47ixd2O6NIo2AkifF7LWw+5lkLnMeMxaAz432KNhwFPQ4zawhZ5ATYjatnPtfn58ZzWxyWFc8o9OJxWsAVis5jrplkxpHUPvK5vz11ebWPLDdrpf3KTWyyCEEHVBArZa4i0qYtedd+JYuozEp54ieviwKp3n9rl5a/lbvL/6fRqGNqxy1oK8vZmsnfMrmxbNZ3/GTgASm7Wg0+VXMyU7ip8zNdFlVu7s34iRZ6aRZCqEjLnw8yIjh96e5eAuNS4WFAEN06HnXUaevWbnQFD4CdfF6cbl8LBnSwGZm/LI3lGE1+ND+4xxjNqn8VXo9tMa0PrgeC6ty/dZbObyrsMIGyHh5c/tYVasQWZswRasQcZYsQOtXhkb8vj+rVVEJYZw6ah0gkKsdVYX1aHjOSnk7Cpi0bfbaJASRpNOVZtNLSoXFhZGcXEx27dvp02bNrRq1erge/fffz/XXXddHZZOiNObBGzVxLVzJ56sLDCbQSljTJrJjDKb0B4ve578N85Nm0l+cTwRF11U6fV2Fe1i3u55TN00lXW567is+WU82uNRQq3HbtFyO8tYOO0rFs+civb5SGnTjo433Eazbmfw80439327Bq/Xy4SzFBdFbcW650v4cBHk7zAuYLYZmQi6XAcN/YmQY5oZ6VlElZSVuMnclE/m5nwyN+azb1cRWoPJpIhNCcNmN6Ms/hmQSmEycfC5UhjfPwpQHOwuV8qYAFBa6GLv1gJKC114XL5jlsNiM2ENMuN0eIiKD2HwqHSCQ+t3sAZGnfS7uhV5e0r4+cO1XPVoN6ITpaW3ujVr1ozly5fXdTGEEH4SsJ0k7Xaz76232PfORPB6j3qcCg4m9c03COvb94jvl7hLWLRnEXMz5zIvcx67inYBkByWzItnv8j5jY+dPxRg67LF/PrB2xTmZNG2b3/6XnMjYdExZBeW8cC0VWxZv4LRMYu5VP2BZVGmcVJ4kpHTs8dtxmNSJ7AEHX9FnEa01jiK3BTuc1CQ46Bw34GtjMJ9DorznACYLSYSmkTQdWBjGraMIrFJJNagqk8uqYyrzOOfZemmrNiF2+k9uLnKyp+bTIquA9Owh9uq7d51zWIzc+HtHfjqucV8/9YqhjzajaCT7OYVQohAJpMOToJzyxYyH36EsjVriBw8mMjBl6J9GnxetM8HPh/a6wWfJqhlC1zJDcguzSarNMt4LDEetxRsYUX2Cjzag91ip3tid3o17EXvhr1Ji0irdFJC4b5sfv9oIpsXLyAmOZUBt/wfqW07oLXm+8XrWfbDB1zs+50uahNamVDNzoUOVxnJjCNTTuslOFxlHkrynZTkOyn2P5bkOSkpcOF0uHE7fXhc/tmNTi9ul/Gaw35sQiNtRMTZiWhgJyo+hIYtIolvHIHFWn0BmvhfmZvymfHy36S2i+HiOzvKJISTdKwu0ddee42+R/nAKYQwyKSDAKN9PvI++4zsF1/CZLeT/OoEIs4vbwFze91syt/Emv1rWLt/LWv2rWHHvB2Uekr/51qRQZGkhKVwXbvr6N2wN+nx6djMVWsJ8Xo8LPt+BvO+ngQa+o64nq5nnQEFu8j580N2LJzBgKK/uFi5ccW2gq7PoDoOhfCqr/dWX/h8GpfDQ1mJG2eJB2epm7JSN2XF/ufF/7tWWFmxsV7Y4YJCLIRGBREUYiEoxEJYVBCWIFP5OmI2M8FhViL9AVpEbDCWY6xlJmpOwxZR9Bnagj++2Mj8aVto1jW+/P+4wv+5s8SNz6vRGGMFgfLxgkBIhI241HDiGoXTICVM/j+RLlEhAo0EbMfBp30U7tpKzhNP4lm0DG/PdPLuHcHGcBeF6yaxJX8La/evZUPeBtw+NwDhtnDaxbbj8haXkxCSQHxIPAkhCSSEJBAXEkew5fjWLfO43WSsXcX2+b+wcekSigpLSY6FMxN3k7ziTszLjfvGARYdzsaUK2k78A5syem12pKmfZqyUjeOwvJV811lHmMxVasZi81YTNViM16bLApnqefgKvvGo5uyIheOYjcetw+v24fXc2Az1uXyeYz1vZwOz/+0elVks1sIDi1fKywqIYTgUCuhUUGERgUR5n8MjQ465kKyIvC0PzuZnF1F/P3zTv7+eeehbyojAA8OsWKymFDqwI+BkUEBjDFxWVsLWTd3j/HapIhODCGuUThxqeFExtnxeXWF773y7z/t08b1Q63l69D516IzW6o+7lP7NGUlRqaH0iIX2quJaGAnvEFwtWeVEELUTwEdsHmysihdtgx7p07HtbBsVWmvF8/evbgyduPOyMC9ezdl+7MpNnsoNLvJMznIUcVkUUimLxdycrn6Nw9mH3w80MSvnVbB8tUHrxdmDaNtbFtGthlJ2wZtaRfbjpSwlCqvs3Y0BdlZbJv/MxvnzyZz5168XjArHykhBfRM3ocKC2a9J56FwZ3wRKRhjm1CRFIL2rVtR4f4qCrf50Ar1YGWKiNNkREwOYrLWy08bt/BGY7GIwdnO7qd3oOB1sn2tptMiuBw44+fNciM2WLCFmzGbDH+GJosJswWhTXIQlCo8Uc52L8uWFBoxecW+aN3ClNKcfbVrWjSsQFKqYMBU3CoFVuIpUprxGmtKc5zkrOzyNh2FbFrbS4bFuw94XJZg8zGjF2bCbPVjNVmwmw1WmrNVhNet4+SQheOQuNn7EDL3yFfm0kRHhNERAM7kfEhRDawEx4bjC24/ENPxWtabGYU/s8uB2cYgzb+wWQxyVg/IeqpgB7D1t5u11+lNUZFRRLWty8R/fsT2qcP5oiIQ47zaR9FriIKXYUUOgspcBWgtcZqsmIxWbAqC5Y9+zCv2wprN+HZug3v7j2Ys3NR3vKZdj6g2A5BbgjyHLlMRa2SyXpgGEGN0gi3hRNuCyfMGkaYLYyY4BhM6sQCA5ejlIK9eyjYtZHCjM3kZu5k354s8nMLKCk1uu0irQ4SQ0soCYuhJKUr1tYDaNS0DU3jwmgYZf+fhW6NPwhOSgtclBQ4Kck3HkvznZQWuXA5PDgd3oNBmtt59EkTJpM62HpgsZrKZzVWyPloMhmDwQ8sM2EPN5aeCA63EhJuwxpsxuv24XH58Lj9Y8P8jz6PD1tIedJxe7gNW7D5pINdIU5GSYGTotwyzBaTf1MVnptAcfADjtEF6zmk293tH//odflwu3x43eXjIC1W0yFLtNgrZHxQSh2c1FKQ46Agu5SCfQ6cJUf5xVRFzTrHceHtHY76/rHGsN10003cc889J3V/IU51p22mg9A0u75mRFO6bNZ03qKJcIDXBNvSgtnSJpJ9oT4KlIMCHJRZwWUBlxVcZkjK07TI1DTPhOaZmvAy45plVtjVALKjFNlRkBdtw5vUAGtyMmGpaSRGppIankqqvSENzTGEecz4iovxlZSgfb4qt/Z5PW4KsrPJ35tJ/t5MivPzcJWW4ipz4CrKw1WYi6ukAGepA4fDjdNz6P+DRfkItXoJtih8wbF4G7THmtSN2AaNiLSYcZcZ3YAH0/04DxsY758heLgDCbTt4TaCQizY7BaC7MZj+XMzwWG28uApzEg1JMGTEHWrrMRNcV6ZkerrYCDo9X8Q8vpbv/F3/fp/XlX564g4O2ntYuv2ixDiFHbaBmwtO7TS46e/QJGriBJnEZZ124haspn45buIyizGpDXHCiG0UvgaN8TVujHOlo0obZVCaUoM9qAwksKSaBjakEhbJNrnxet243G78brduMocuMvKcDkcuMocOEtKcRSV4Cx14PV4yxc7rbD5vD5Ki/Io2r+XktwsSgv2o3V5651SCrPJjMKMUlY0wWgVgg87SgWhzBEoU6R/iwBlP2qAZDKrgwGW1T8I/mCC7aDygfEHBs+HRgYREmkjNDIIe5hVZtIJIYQQNeCUCtiUUhcCEwAz8J7W+vmjHZsaG6cfGDgIZfKi8KC1B5/Xjc9rDKw3my3YgsOwWu2YzHZMJjtoO1oH41UKrbz4vGX4vA58Hkf5c58LtBetvaCP3g14/GwoczTKFIUyR2EyRaPMUShTFCg7JuVBmUpxmtw4rGZcoaGYoyKJjrGTHBNCamwIkSE2TGaFyaRQ/kdbsNHqdaAFzGw1SWuXEEIIEWBOmWU9lFJm4A3gPCADWKyUmqm1Xnvk4zXKFgwEoX1BaJ8VZbFgtlpQmNG6DKfbgdNZitbFoLPRvlKM0WiAMqHMdmOzBKNs4Zgt8ZhNNjQmTD4PZu3F4nNj8Xkwo1EobCYfVrMHm8lDkMlNkMlFsMlJsNmJRXlQyosZLya8mJQH8FGCjQIF+3GSjYM8sx2X3YuOtGGLiSYmPo60hhE0bhBKo5gQgmV9LiGEEEJUUW1PF+oBbNZabwVQSn0BDAaOGLDF2/IY1WjSwddebaHI24AibwLF3lisqhSrqQizuQRlKsWLpkzbKPHZ8CkzPmXCp0x4tBFeeTDjxUyCyqWN2olVGa1rmTqGlbo5a0wt2WlKxaw0QcpNMG6CcBOsjEeb8uCyRuAOjsVrj0WHxGEOi8MaHkNkSBAJ4cG0jLbTP9pORHD9TwEkhBBCiMBQ2wFbMrCrwusM4IyKByilbgNuA2jcKAX+MRvtLKSsOJ+SwjzKivNxFuehSgvB50JrF0q7sPhcBGsXET4nFp8T5fOgtBf8j8rnAe1FaSc6KBlX0iBcKd0xp3YlMSqZhibFhbVXD0IIIYQQVVbbAduRBl4dMohOaz0RmAhGaipim6EAu38TQgghhDjd1PZqohlAaoXXKUBmLZdBCCGEEKJeqe2AbTHQQinVRCllA4YDM2u5DEIIIYQQ9UqtdolqrT1KqbuB/2Is6/GB1npNbZZBCCGEEKK+qfWkclrr74Hva/u+QgghhBD1lWTEFkIIIYQIcBKwCSGEEEIEOAnYhBBCCCECnARsQgghhBABTgI2IYQQQogAJwGbEEIIIUSAk4BNCCGEECLAScAmhBBCCBHgJGATQgghhAhwSmtd12U4KqVUEbChrssR4BoA++q6EAFM6qdyUkfHJvVTOamjY5P6qdypUkdpWuu4mrhwraemOk4btNbd6roQgUwptUTq6OikfiondXRsUj+Vkzo6NqmfykkdVU66RIUQQgghApwEbEIIIYQQAS7QA7aJdV2AekDq6NikfiondXRsUj+Vkzo6NqmfykkdVSKgJx0IIYQQQojAb2ETQgghhDjtBWzAppS6UCm1QSm1WSn1aF2XJxAopT5QSmUrpVZX2BejlPpZKbXJ/xhdl2WsS0qpVKXU70qpdUqpNUqpUf79UkeAUipYKbVIKbXCXz+j/fubKKUW+utnilLKVtdlrUtKKbNS6m+l1Cz/a6mfCpRS25VSq5RSy5VSS/z75GesAqVUlFLqa6XUev/vo55SRwalVCv/986BrVApda/UT+UCMmBTSpmBN4CBQFtghFKqbd2WKiB8BFx42L5HgV+11i2AX/2vT1ce4AGtdRvgTOAu//eN1JHBCZyjte4EpAMXKqXOBMYBL/vrJw+4uQ7LGAhGAesqvJb6+V/9tdbpFZZhkJ+xQ00AftRatwY6YXw/SR0BWusN/u+ddKArUApMQ+qnUgEZsAE9gM1a661aaxfwBTC4jstU57TWfwC5h+0eDHzsf/4xcFmtFiqAaK33aK2X+Z8XYfySTEbqCABtKPa/tPo3DZwDfO3ff9rWD4BSKgW4GHjP/1oh9VMV8jPmp5SKAM4C3gfQWru01vlIHR3JucAWrfUOpH4qFagBWzKwq8LrDP8+8b8StNZ7wAhYgPg6Lk9AUEo1BjoDC5E6Osjf3bccyAZ+BrYA+Vprj/+Q0/1n7RXgYcDnfx2L1M/hNPCTUmqpUuo2/z75GSvXFMgBPvR3rb+nlApF6uhIhgOT/c+lfioRqAGbOsI+mc4qqkQpFQZMBe7VWhfWdXkCidba6++KSMFoyW5zpMNqt1SBQSk1CMjWWi+tuPsIh56W9VNBb611F4whK3cppc6q6wIFGAvQBXhLa90ZKEG69/6HfyzopcBXdV2W+iJQA7YMILXC6xQgs47KEuiylFJJAP7H7DouT51SSlkxgrXPtdbf+HdLHR3G30UzG2OsX5RS6kCautP5Z603cKlSajvGMIxzMFrcpH4q0Fpn+h+zMcYe9UB+xirKADK01gv9r7/GCOCkjg41EFimtc7yv5b6qUSgBmyLgRb+2Vk2jGbTmXVcpkA1E7je//x6YEYdlqVO+ccbvQ+s01q/VOEtqSNAKRWnlIryP7cDAzDG+f0ODPEfdtrWj9b6Ma11ita6McbvnN+01tcg9XOQUipUKRV+4DlwPrAa+Rk7SGu9F9illGrl33UusBapo8ONoLw7FKR+KhWwC+cqpS7C+HRrBj7QWj9bx0Wqc0qpyUA/oAGQBTwJTAe+BBoBO4GrtNaHT0w4LSil+gB/AqsoH4P0OMY4ttO+jpRSHTEG85oxPqx9qbV+WinVFKNFKQb4GxiptXbs9hnHAAAEKklEQVTWXUnrnlKqH/Cg1nqQ1E85f11M87+0AJO01s8qpWKRn7GDlFLpGBNXbMBW4Eb8P3NIHaGUCsEYp95Ua13g3yffQ5UI2IBNCCGEEEIYArVLVAghhBBC+EnAJoQQQggR4CRgE0IIIYQIcBKwCSGEEEIEOAnYhBBCCCECnARsQgghhBABTgI2IUSt8udWbFsL93m8wvPGSqnVNXCPfkqpWcd5zmylVLcj7L9BKfV69ZVOCHEqkYBNCFGrtNa3aK3X1sKtHq/8kENVSEElhBABRQI2IUSN8acy+k4ptUIptVopNaxiC5NSqlgp9az//QVKqQT//gSl1DT//hVKqV7+/SOVUouUUsuVUu8opcxHue/zgN1/3Of+3Wal1LtKqTVKqZ/86bkOtHiNVUrNAUb5U3hNVUot9m+9/ced7b/ecqXU3wdSNAFhSqmvlVLrlVKf+1OkoZQ613/cKqXUB0qpoCOU80al1Eb/vXtXW8ULIU45ErAJIWrShUCm1rqT1ro98ONh74cCC7TWnYA/gFv9+18F5vj3dwHWKKXaAMOA3lrrdMALXHOkm2qtHwUcWut0fz5QgBbAG1rrdkA+cGWFU6K01mdrrV8EJgAva627+495z3/Mg8Bd/nv3BRz+/Z2Be4G2QFOgt1IqGPgIGKa17oCRxunOimX0J7gejRGonec/XwghjkgCNiFETVoFDFBKjVNK9T2QN7ACF3BgDNhSoLH/+TnAWwBaa6//vHOBrsBipdRy/+umx1GWbVrr5Ue4F8CUCs8HAK/77zETiPC3ps0FXlJK3YMR4Hn8xy/SWmdorX3Acv91W/nvt9F/zMfAWYeV5wxgttY6R2vtOqwMQghxCBmvIYSoMVrrjUqprsBFwHNKqZ8OO8StyxMaezn27yQFfKy1fuwEi1MxYbsXsFd4XVLhuQnoqbV2cKjnlVLfYXwtC5RSA45yXYu/rFUhyZyFEFUiLWz/387do0QSRWEYfj/E1GAEQROFMRBEMHABugcNDSYzkNHcCSYwEVyAGJu5AMGfwEgUEewGcQfuQATBa9AXRhpseoTGEt8nKepy63BudqhTpyQNTJIJ4LGUcgDs0mlv9uOM2kJMMpRkpK4tJxmr6z+STPaI8Zxk+ANpHwPrb84wX68/SyntUsoOcA3M9IhxD0wlma73q8B5155LYDHJaM1z5QO5SvomLNgkDdIccFXbi1vAdp/PbQBLSdp02pezdbL0D3CcpAWcAOM9YuwDrTdDB/36DSwkaSW5A9bq+mYdnLil8/3a0XsBSilPwC/gsJ7hBdjr2vMA/AUugFPg5j/zlPSN5F83QpIkSU3kGzZJkqSGc+hA0peW5BLo/sfZaiml/Rn5SNIg2BKVJElqOFuikiRJDWfBJkmS1HAWbJIkSQ1nwSZJktRwFmySJEkN9wrAbG8kwvtTCwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 720x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
-    "for c in COUNTRIES_CORE:\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_7.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 222,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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Q9xWo9SK45X+8suPuwG99oVoP/SGEEOI+ScyEsHaxt2DHVNj+E8TcAHsnKFYXmn8MpZpCkepg72j+eu0doedCvUVu23jYMBo2f6+3yNUfAl7FMy4jNf9+A6c36uW6+0Lp5uaNWwghAHd3d4KDg+nbty8A4eHheHp64unpiY+PD+vWrTM4wtRJYiaEtYqOhO2TYMcUiLsF5dpAnZehRANwdM2ZGJTSk79STeHyQdg2AXZNg51T9YVoGw0H38qZL+/6KQj+GSo/py+Au6gfvPiPPulACCHMLCAg4P6WTi+88ALt27enS5cuBkeVPknMhLA2d69B8ETYOQ3io6BiB2jybtaWvrCEQlXg+SnQ8n96whg6G44sh5fW6+cyY/UH4OCibwmVFA/TW8L8bvDyenAvaNHwhRDCFkhiJoQ1CRoDW3+AhBi9VanJO1lrkcoJnn7Q+gtoMBSmNIYlA+DljRmveXb8HzixBp4aBR6++rFev8Gstvq6af1XgJOb5eMXQuSoz5Yf4vDF22Yts1KRvIzsYGU/G81ElssQwlpcPqDvV1mqGby2A7rOsr6kLCUPX+g8Ha6dgL/fSf/axHhY8wF4l4G6r/53vEh1vYwLu+GPV2TdNCHEE09azISwFvt+BTtH6PTT4898zCklm0DTEbDpa/15WrNCd0yG6yeh9xJwcHrwXIV2egvcmg/1ddOe+tziYQshck5ubdmyFGkxE8IaJCXC/kVQrrXtJGX3NH0P/BvDyrf1tc8educKbBoLZVtD2adSL6PeEH0pjq0/6mPXhBDiCSWJmRDW4PRGuHvVfOuQ5SQ7e3h+Gji6weIXID76wfPrP4PEWHjmq7TLUArajIUyrWDFW3ByvUVDFkIIayWJmRDWYO8CcM0PZdJoUbJ2eQvrMzavHobV7/93/HwI7J0P9V8D79Lpl2HvoO/TWbAiLOqvL88hhBDZFBUV9cDr2bNnW/1SGSCJmRDGi7kJR1dCQJdHx1/ZkjKt9HXNds+BA0v0gfyr3gP3Qvrs0sxwyQu9FukzPOd31XceEEKIJ4gM/hfCaIf/gqS43LE9UfOP4WwwLB8GEUfhQig8NwWcPTJfhmdRPTmb1UZf42zA33rClpGDSyHoK9CS9bXSHJwf/NfJXR8P51M2++9PCCEsTFrMhDDavoXgUx6K1DA6ksdn7wBdZujbOf37DfjVhoBuWS+ncFXoNkfvGl38AiQlpH1tUiL887G+npqDi74Qbz5/cM0Hyk7fm/PWOb1V8q/XQdOy++6EEMLipMVMCCNFnobwYGg5Uh8Anxt4+umtZCvfhrbfgF02//4r0wrafw/Lh8LKt6DD+Ee/Rnev6wnZmU1Q+yVo/VXa3cG7ZujlHF8D5Z/JXkxCCGFhkpgJYWaHrx9m1ZlVFMpTiOIexSmetzhF3IvgaJfKRuP7FwEKqmajVcmalWsNZZ9+/GSzZn+4GQ6bx+mbpjd5979zF/fCb30h6gp0+hmq906/rBr9IPgnfZZo2af02aRCCGFlJDETwoz2RezjlbWvEJ0QjcZ/XWb2yp6i7kUplrcYZb3K8lLAS3g65dW7MUs20VuZchtztQC2+FhPzjaMBq8SehK7dyGseBPcfGDgaiiaiW5ge0e9rCUD9IQ4sKd54hNCCDOSxEwIMzkQcYBX175Kfpf8/NnpTxzsHDh35xxnb58l/HY44XfCCb8dzryL89h1eRdTK7xM3hth0OwDo0O3bkpBp4lw5xL8OQSO/Q2H/tAXte06G/L4ZL6sSs9C4R9h45dQ5Xl9YoAQItcJCwujffv2HDz437I7n376Ke7u7hw8eJD27dvTpUsXIiMjadmyJUOHDmXAgAEGRvwfScyEMIND1w7xytpX8HL2YmbrmRTKUwgAH1cfqhes/sC1QeeCGB40nMHbP2GKkzvuFdobEbJtcXCG7r/AjNZ6Ulb/dWj1mT7ZICvs7KDVSPjlOQiZCfUGWyZeIYTVu3XrFq1bt2bQoEFWk5SBzMoU4rEdvn6Yl9e+TF7nvA8kZWlpVqwZ4xp+yeHEWwwuXoK7drlk0L+luebTl84YuEbfWzOrSdk9pVtAyab6rNHY2+aNUQhhE6KiomjTpg29evVi8GDr+gNNWsyEeAxHrh/h5X9ext3RnRmtZ1DYvXCm7msZHc3Yq9d419eeIeuGMKnVJNwc3SwcbS6QxydrXZdpafUpTGuuTwZoLl3JQljUqvfh8gHzllkoANp8ne3b33rrLV566SWGDx9uxqDMQ1rMhMimY5HHeHnty7g5ujGz9UyKuhfN/M37fuUpB2++bvwVeyP28vqG14lJjLFcsOJBRWvo482CJ0JUhNHRCCHMTKUx+eje8RYtWvDXX39x9erVnAwrU6TFTIhsOH7jOC/98xIu9i7MbD0TP48szKq8c0XfpLvhMJ4p1ZYkND7c8iFvbHiDiS0m4uLgYrnAxX9a/A+OLNe7NNuOTfu6uDsQF6XvByqEyLrHaNnKLm9vb27cuPHAscjISEqWLAlAjx49aNSoEW3btmXjxo14eGRhdxILkxYzIbIoITmBt4LewsnOiZmtZ1LMo1jWCji4BLSk+1swtSvVjlENR7Hz0k6GbRxGXFKcBaIWj/ApAzX66pMAIs88ej7ytN4F821FmFgbbl/K+RiFENni7u5O4cKFWb9+PaAnZatXr6ZRo0b3r3nzzTdp2bIlzz33HPHx8UaF+ghJzITIoiXHl3D29llGNhhJ8bzFs17A3oX69ksFyt8/1LF0Rz5r8BnbLm7jnU3vkJicaMaIRZqavq8vNBv0lf5a0+B0ECzoAeNrwK7p+mK0SfGw9hNDQxVCZM3cuXMZPXo0gYGBtGjRgpEjR1K6dOkHrhkzZgzFihWjb9++JCcnGxTpg6QrU4gsiIqPYvK+ydQuVJvGRRtnvYDLB+HKAWg77pFTz5V9jrikOL7Y8QUjt41kVMNR2Cn528mi8haGuq/C1h/BuywcWqrvz+nmo+8yUPtF8CikL2777zdQ8wXwb2h01EKITKhUqRIbN2585Pjs2bMfeD1r1qwciihz5Ke+EFkw69AsImMjeavmW2kOLk3X/t/AzgEqP5/q6R4VejAkcAjLTi3j25Bv0WTDbctr9Ca45IWNo/XWs04/w/BD0OIjPSkDaPQWeBaDVe/pm6YLIYSFSIuZEJl0Nfoqcw/NpY1/G6r4VMl6AcnJcGCJvjl3Hu80L3u16qvcjL3J3MNzyeeSj5cCXnqMqEWGXPNBv2WQEAPF66W+lZSTm7522qJ+EDoL6ryc83EKIZ4IkpgJkUk/7/2ZRC2RN2q8kb0Czm6BOxeh9eh0L1NKMaLOCG7G3eTH3T/i5exFl3JdslenyJwigRlfU7EjlGoGG0ZB5efMs56aEEI8RLoyhciEkzdO8sfJP+hRvkfWZ2Hes/83cHKHcm0yvNRO2TG60WgaFW3EqO2j+Cfsn+zVKcxHKWgzFuLvwvrPjI5GCJFLSWImRCb8sPsH8jjk4ZWqr2SvgIRYOLxMb3VxytwK/452jnzX7Duq+lTl/c3vs/3S9uzVnUtcuBnDoLkhtP7+XyLvGjS1vUB5fbLA7l/gfKgxMQghcjVJzITIwK7Lu9h0fhMvBryIl4tX9go5vhribkPVrlm6zdXBlYktJ1IibwmGbRjG/oj92avfhiUkJTP131O0+nYTm09c48y1uwz7dQ9JyQZNjGg6AtwLwt/v6OMGhRDCjCQxEyIdmqbxXch3+Lr50rti7+wXdGAxuPvqm2dnkaezJ1Ofmko+l3y8sPoFpu6fSkJyQvZjsSG7w2/QYcIWvvz7KA3LeLP2rSZ83qkym09c44d1x40JyiUvPDUKLu6GvfOMiUEIkSF7e3sCAwPvP77+Wt+BYMWKFVSvXp1q1apRqVIlpkyZYnCkD5LB/0KkY83ZNRy8fpDRDUdnf6uk6Eg4vgbqDNKXY8iGAm4FWNBuAV/t+IoJeyaw9uxaRjUcRYX8FbIXk5W7FZ3A2DVHWbAzHF8PFyb3qUnryr4opehRpzi7w28wYcNJqvl50aqSb84HWLWbvmPAus+gYgd9ZqcQwqq4urqyd+/eB44lJCQwaNAgdu7ciZ+fH3FxcYSFhRkTYBoy1WKmlBqulDqklDqolFqolHJRSpVUSu1QSp1QSv2mlHIyXetsen3SdN7fkm9ACEtJSErgx9AfKZevHO1Ltc9+QYf/guQE/Zf5Y8jvkp9vmn7DD81+ICI6gp4rejJxz0Tik6xnK5HHoWkapyOimLX1DC2/C2LhznAGNizJureb8kyVQg+sG/d5pypULpKX4Yv2Enbtbs4HqxS0/QZiImHjVzlfvxAiW+7cuUNiYiLe3vqSRc7OzpQvXz6Du3JWhi1mSqmiwFCgkqZpMUqpRUAPoC3wvaZpvyqlJgMvApNM/97QNK2MUqoHMAbobrF3IISFLDq+iPNR55nUahL22WzpAmD/IvApB4WrmSWuliVaUqtQLcbuGsuU/VNYH76ezxt8TkCBALOUn5Mu34pl68lrbDt1nW2nrnHpViwA1Yp5MXtAHaoU9Uz1PhdHeyb3qUn7CVt4dV4ofwxpiKvTY3xG2VG4KtQaCLumgZYMDYeBVzZn7AqRi43ZOYajkUfNWmaF/BUYUWdEutfExMQQGPjfUjgffPAB3bt3p2PHjpQoUYKWLVvSvn17evbsiZ2d9YzsymxXpgPgqpRKANyAS0ALoJfp/BzgU/TErJPpOcASYKJSSmmyhLmwITsu7eCnPT9Rt3BdGhZ5jC14boZD+DZo8XHqC5dmk6ezJ180+oLW/q35PPhz+qzqQ/9K/RkSOCT7Xa455HpUHJOCTrHh2FVOR+itXfncHGlQ2ocGZbxpUNoHf2+3DHdWKJbfjR96BDJw9i4++vMA33atlr3dGB5Hy5H6Ppqhs/WFZ6v1hEbDwbt0hrcKISwrta5MgOnTp3PgwAHWrVvHuHHjWLt27SPbNBlJZSZfUkoNA74AYoB/gGHAdk3TypjOFwNWaZpWRSl1EHhG07TzpnOngLqapl1Lq/xatWppISEhj/1mhHhcmqYx69Asftz9I/55/ZnYcmL21y0D2PwtrP8chu2DfP5mizOlO/F3+DbkW34/8Tv+ef0Z1XAUgQUzsWBqDktMSmbBznDGrTlGdHwSjcv60LCMDw1K+1ChkAd2dtlLqr5fe5wf159g9LNV6FOvhJmjzqSb52DbeAido3dbV+kCjd+CghWNiUcIgx05coSKFY39/nd3dycqKirda65du0bJkiW5c+dOmtek9l6UUqGaptUyS6APybDtTimVD70VrCRQBMgDpLZC5r0ML7Wfro9kf0qpQUqpEKVUSEREROYjFsJCouKjGB40nO9Dv+fpEk+zsN3Cx0vKNE3vxixWz2JJGYCHkwefNviUKU9NIS4pjn6r+jFu1zhiE2MtVmdW7QqLpMPErXzy1yGq+nmx+s0mzBpQh5cal6JSkbzZTsoAhrUsS7PyBfhs+SH2hN8wY9RZ4FVMH3P25n6o/xocXQk/14Pf+sDti8bEJIR4RFRUFEFBQfdf7927lxIlDPqDLg2Z6VRtBZzRNC1C07QEYCnQAPBSSt3rCvUD7v30OQ8UAzCd9wQiHy5U07SpmqbV0jStVoECBR7zbQjxeE7eOEnPlT0JOhfEe7XfY2yTsbg5Zm4h2DRdPgARR7O8dll2NSjSgD86/UHXcl2Zc3gOXZd3Zc/VPTlSd1qu3o5l+G976To5mFvR8UzqXYNfXqxDmYLuZqvDzk7xQ/dAfPO6MGT+bq5HxZmt7CzzKARPj4bhB6HJe3ByA/zWF5KejOVNhLAm98aY3Xu8//77aJrG2LFjKV++PIGBgYwcOdKqujEhc2PMwoF6Sik39K7MlkAIsBHoAvwK9Af+Ml2/zPQ62HR+g4wvE9Zs9ZnVfLLtE9wc3Jj+9HRqFTJT6/SBRWDnAJWfN095mZDHMQ//q/8/nvZ/mpHbRtJ/VX96V+zN0BpDcXVwzbE4kpI1Zm09ww/rThCfmMzrzcswpHlp3Jwss0KPl5sTk/vU5PlJ23hj4R7mDqyDg72Bg3nd8kOLj8C3Eix+ATZ+Aa0+NS4eIZ5ASUlJqR7/+++/cziSrMnwJ5emaTvQB/HvBg6Y7pkKjADeUkqdBLyBGaZbZgDepg69wu4AACAASURBVONvAe9bIG4hHltSchJjd43l3X/fpUL+CizqsMh8SVlyEhxYAmWe0n9J57C6heuytONSupfvzrwj8+iyrAtX7l7Jsfq/W3uM0SuPUMs/H2uGN+Gd1uUtlpTdU6WoJ6OfrcK2U9cZ949Bi88+rPJzUKMfbPkBTm00OhohhA3I1J+UmqaN1DStgqZpVTRN66tpWpymaac1TaujaVoZTdO6apoWZ7o21vS6jOn8acu+BSGyZ9mpZfxy+Bd6VejFjNYzKOhW0HyFh22BO5cee+2yx+Hm6MZH9T5ixtMzuBJ9hW9CvsmRetcdvsJPG0/Ro3YxZr1Qm5I+eXKkXoButYrRq25xJm86xeqDl3Ks3nQ9M0ZfLuWPVyBKxtMKIdJnPQt3CJGDkpKTmHFwBhXzV+T9Ou/jaOdo3gr2LwInDyif2jyZnFWncB1eDHiRNWFrCL4YbNG6wq9H89aivVQpmpdPO1bO+eUrgJEdKlHNz5N3Fu/n5NX0Z2TlCCc36DoLYm7Cn4Nlf00hRLokMRNPpH/O/sPZ22cZVHWQ+ZOHhBg4sgwqdQTHnBvXlZ6BVQZSzKMYX+740mI7BcQmJDF4figAk3rXxMUxhxd8NXF2sGdSn5o4Odjx6rxQ7sYlGhLHA3wrQ+sv4ORa2DHJ6GiEEFZMEjPxxEnWkpm6fyqlPUvTongL81dwfDXE3YaAnJmNmRnO9s58UOcDwm6HMffwXIvU8emyQxy6eJvvuwdSLP9jzmh9TEW8XJnQszqnI6J47/f9WMX8o9ovQYX2sHYkXDR2tqwQwnpJYiaeOEHngjh58yQvBryInbLAf4FdMyCvH5RsYv6yH0Njv8a0LN6SKfumcDHKvGtrLQo5x6+7zvFa89K0rGjApuKpaFjGh3dbV2Dl/kvM2HLG6HD0nR86TgD3grBkIMSlvaClEOLJJYmZeKJomsa0/dPwc/ejTUkLjP+6tA/CNkPdQfA4+2tayIja+t5yY3eNNVuZhy7e4n9/HqRhGW/eesq6NgN+tWkpWlf25atVR9l++rrR4egzdJ+fBjfCYOU7RkcjRK5mb29PYGAg1apVo0aNGmzbtg2AsLAwXF1dH1jjbO5cy/QkZIckZuKJEnwpmIPXD/JiwIs42Flg+Ybgn8ExD9Tob/6yzaCwe2FeqfYK68PXs/n85scu71ZMAoPn7SafmxM/9qiO/WOs4G8JSinGda1GCW83Xl+wm8u3rGA3BP+G+uKz+3+Ffb8ZHY0Quda9vTL37dvHV199xQcffHD/XOnSpdm7d+/9R79+/QyM9EGSmIknyrT90yjoVpCOpTuav/A7l+Hg71C9D7h6mb98M+lfqT/+ef35audXxCVlf5X85GSNtxft4+LNGH7qXR0fd2czRmk+Hi6OTOlTk+j4JN5evJfkZCsYb9bkXX2rrtUj4K4VtOQJkcvdvn2bfPnyGR1Gplh2xUchrMjuK7sJuRLCiNojcLJ3Mn8FO6dBciLUe9X8ZZuRo70jH9b9kEFrBzHz4EwGVxuc5TKi4xMZteIw645c4ZP2lahZIucX0c2Ksr4e/K99JT5YeoBZ28J4sVFJYwOyd4AOP8DkRrD2E3j2J2PjEcKCLn/5JXFHjpq1TOeKFSj04YfpXnNvS6bY2FguXbrEhg0b7p87deoUgYGB919PmDCBxo0bmzXG7JLETDwxph6YSn6X/HQu19n8hcdHQ8gMqNAO8pcyf/lmVr9IfVr7t2bGgRm0L9U+S5u17wqL5J3F+wiPjOaVpqUY0NDfcoGaUY/axVh/5CpjVh+lURkfyhfyMDagghWh/uuw9Qe9lbVEfWPjESKXudeVCRAcHEy/fv04ePAg8F9XpjWSxEw8EQ5dP8TWC1sZVmOYZfaM3P8rxNyAekPMX7aFvFvrXTaf38yYnWOY2HJihtfHJiQxbs0xZmw9g18+V359uR51S3nnQKTmoZTi684BtP7+X978bS9/vtYAZweDJ2g0fQ8OLoWVb8Er/4K9mRc6FsIKZNSylRPq16/PtWvXiIiw/t03ZIyZeCJM3z8dDycPepTvYf7Ck5P1Qf+FA6FEA/OXbyG+eXwZEjiETec3sencpnSv3RN+g3bjNzN9yxl61y3O6mFNbCopu8fH3Zkxnaty5NJtvl97wuhwwCkPtBkDVw/D9p+NjkaIXOvo0aMkJSXh7W39P7ckMRO53skbJ1kXvo5eFXrh7uRugQrWwfUTUP81fa0qG9KrYi9K5C3BxL0TU12ENS4xiTGrj9J50jZi4pOY92JdRj8bQB5n221sb1XJl551ijHl31PssIYlNCq0hfJtIehruHnO6GiEyDXujTELDAyke/fuzJkzB3t7vZX83hize4/x48cbHO1/bPenqxCZNP3gdFwdXOlTsY9lKtj+E3gUgUrPWqZ8C3K0c+TlgJf5eOvHBJ0Lonnx5vfPbTx2ldErDnMq4i7davnxcftK5HXJHV1tH7erRPCp67y1aB+r3mxs/PtqMwZ+qgur34ce842NRYhcIikpKdXj/v7+xMTE5HA0mSctZiJXO3f7HKvOrKJ7+e54uVhgCYvLB+F0ENR5GRwsMNMzB7Qr1Q4/dz8m75+MpmmcuHKH/jN3MmDWLpKSNWa9UJuxXaoZn7yYUR5nB77rHsilWzF8uuyQ0eGAV3F9vNnRFXBstdHRCCEMJImZyNVmHZqFg3KgXyULLR64fRI4ukHNFyxTfg5wsHNgUNVBHL5+mFd/n8czP25md/gNPm5XkX+GN6V5hYJGh2gRNYrn4/XmZVi6+wJ/H7hkdDhQ7zUoUAFWvavP8hVCPJEkMRO51rWYa/x18i86lelEAbcC5q/gzhU4sAgCe+lb7diohKRkrl2uAon52HxtIT1q+xH0TjNealwKJ4fc/SPijZZlqebnyYd/HODKbYN3BXBwgnbfwc1w+PcbY2MRQhgmd//UFU+0BUcWkJCcQP/KFtoeKWQGJMVD3awv0GotYhOS6DRxK1+sPI4f7bF3PUfbOnfwttJV/M3N0d6O77oHEpuQxBsL9hCbkPqYlBzj3xCq9YJtEyDimLGxCCEMIYmZyJWiE6L59divtCzekhJ5S5i/goQY2DUDyrUBnzLmLz+HLN19gcOXbjOuazX+6v8mhfIUYtK+SanO0MytShdw55su1dh1NpLXF+wmISnZ2ICeHqUvo7Gov95VfuUwPEGfhxBPOknMRK70+4nfuRN/hwFVBlimgv2LIPoa1LedBWUflpSsMfXfUwQU9aRzjaI4OTjxUpWX2Bexjx2XdxgdXo7qUK0In3eqwrojVxmxZL+x+2nm8YFnf4bEWH2W5qT6MK4sLBkIoXPgRphxsQkhLE4SM5HrJCQnMPfwXGr61qRqgaqWqWTPPChYGfytY2+17Fhz6DJh16MZ3Kw0yrT+2nNln6OgW0Em75tscHQ5r2+9Erz9VDmW7rnA5ysOG9tqWKEdDNsLbx6ATj9BqeYQtgWWD4Ufq8EPVWHNR3Bup77AsRDiEV988QWVK1ematWqBAYGsmPHDpo1a0ZISIjRoaVL1jETuc6asDVcvnuZ/9X7n2UqiIuCC6HQ6E2bW1D2Hk3TmBR0ipI+eWhdudD94072TgysMpCvd37Nrsu7qF2otoFR5rzXW5ThRnQCM7eeIZ+bE8NalTU2IK/i+j6a1fvo3ZkRx+DMv3ByLeyYAsETIW9RqNgRKnWCYnXBTv7eFiI4OJgVK1awe/dunJ2duXbtGvHx8UaHlSmSmIlcRdM0Zh2cRRmvMjQq2sgylZzbAVoSlGhomfJzwLZT1zlw4RZfPheAvd2DyWXnsp2ZfmA6k/dNfuISM6UUH7eryK2YBL5fdxwvN0f6N/A3OiydUlCwgv6oOwhib+lrnh3+C0Jmwo5J4F4IKnWEpiP0LlEhnlCXLl3Cx8cHZ2d9IpOPj+38f5DETOQq2y5u4/iN44xuOBo7ZaGWg7NbQdnrrRM2avKmUxTwcOb5GkUfOefi4MLAKgMZu2ssoVdCqelb04AIjWNnpxjTOYDbsQmMXHYILzdHOgU++nUynIsnVOuuP+LuwPE1cPhPCJkFty5AzwVGRygEAJsXHefauSizlulTzJ3G3cqlef7pp5/m888/p1y5crRq1Yru3bvTtGlTs8ZgKdLmLXKVWQdnUdCtIG1LtrVcJWFboUggOFtg380ccOD8LTafuMbAhiVxcbRP9Zou5bqQ3yU/U/ZNyeHorIODvR0TelanXqn8vL1oHxuOXjE6pPQ5e0BAF+g+D1p8BMdW6omaEE8od3d3QkNDmTp1KgUKFKB79+7Mnj3b6LAyRVrMRK5x6NohdlzewTu13sHR3kLbB8VH6+PL6tnu2mWT/z2Fh7MDvesVT/MaVwdXBlQewLeh37L36l4CCwbmYITWwcXRnmn9atFr2g5eX7CHVcMaU8I7j9FhZazea7B3Ifz9LpRsAo6uRkcknnDptWxZkr29Pc2aNaNZs2YEBAQwZ84cQ+LIKmkxE7nGrEOz8HD0oHPZzpar5PwuSE4AfwuNX7OwsGt3WXXgEr3rlchw78tu5buRzzkfk/ZNyqHorI+HiyNT+9XE3k7x9qJ9JBm5jEZmOThBu2/h5lnY8r3R0QhhiGPHjnHixIn7r/fu3UuJEhZY09ICJDETucK52+dYe3Yt3cp3w93Jgl2MZ7eCsoPi9SxXhwVN3XwaBzs7Bjb0z/BaN0c3Xgx4kW0Xt7H90nbLB2elCnu68nmnyoScvcH0zaeNDidzSjaGgK56Ynb9lNHRCJHjoqKi6N+/P5UqVaJq1aocPnyYTz/91OiwMkUSM5ErzDk8B3tlT++KvS1bUdhWKBSgD7y2MVfvxLIk9DydaxalYF6XTN3To0IPCucpzPeh35OsPbnrZT0bWJRnKhfi23+Oc/TybaPDyZynR4ODi96lKTsHiCdMzZo12bZtG4cPH2b//v0sXboUHx8fgoKCqFWrltHhpUsSM2HzImMj+fPkn3Qs3dEym5XfkxCrd2WWsM1uzNlbw0hISmZQk9KZvsfZ3pnXq7/O4euH+efsPxaMzroppfjiuSrkdXVg+G/7iE+0gSTVoxA0/xBOrYcjy4yORgiRSZKYCZu38OhC4pPiLbdZ+T0XQiEpTt9o2sbciU3gl+1naVOlECV9sjaAvV3JdpTNV5bxu8eTkJRgoQitn7e7M189X5Ujl27z4/rjRoeTObVfBt8AWP2BvjCyEMLqSWImbFpSchJLjy+lsV9jSnqWtGxlZ7cCCorXt2w9FrBgRzh3YhN5tWnmW8vusbez580ab3LuzjmWnFhigehsx1OVfOla049JQafYHX7D6HAyZu+gTwS4fQH+HWt0NEKITJDETNi0HZd3cDXmKp1Kd7J8ZWFbwLcyuOW3fF1mFJeYxIwtZ2hYxpuqfl7ZKqNx0cbULlSbyfsmczfhrpkjtC2fdKhEYU9X3l60j+j4RKPDyVjxuvqWTsE/wdUjRkcjhMiAJGbCpq04tQIPRw+aFrPwis6J8fqG0Ta4DdPkoNNcvRPH4KZlsl2GUorhNYYTGRvJ3ENzzRid7fFwcWRc12qcuXaXr1cdNTqczGn1GTi5w8p3ZCKAEFZOEjNhs6ITolkXvo6n/Z/G2d7ZspVd2guJMTY3vmzvuZuM33CCToFFaFT28faKCygQwFMlnmL2odlci7lmpghtU/3S3gxsWJK5wWfZfCLC6HAylscHWo2Es1tg/yKjoxFCpEMSM2Gz1oevJyYxhg6lO1i+srAt+r821GIWHZ/I8N/24uvhzOedqpilzKHVhxKXFMfU/VPNUp4te++Z8pQukId3F+8n8m680eFkrEZ/KFoLVr0LN88ZHY0QFqeUom/fvvdfJyYmUqBAAdq3bw/Ad999x4svvnj//Pz582nXrl2Ox/kwScyEzVpxegVF3YtSvWB1y1d2disUqKC3PNiIL/8+Qtj1u4zrVg1PV/NsUeXv6U/nsp1ZfGwx524/2b/cXRzt+aF7dSKj4xk0N4TYhCSjQ0qfnT08PxWSk2DpIEiygfFxQjyGPHnycPDgQWJiYgBYu3YtRYsWvX9+6NChhIaGsnXrVm7evMnHH3/MhAkTjAr3PknMhE2KiI5g+6XttCvVDjtl4W/jpEQI3w4lGli2HjPaePQq87aH81KjkjQobd5k8tVqr+Jo78iEPcb/ADNagJ8n33WrRsjZG7y7ZD/J1r5lk3dpaPcdhG+DzeOMjkYIi2vTpg0rV64EYOHChfTs2fP+OQcHB37++Wdee+013nvvPQYOHEipUqWMCvW/uIwOQIjs+PvM3yRryXQolQPdmJf3QXyUzXRjRt6N590l+6lQyIO3ny5v9vILuBWgb6W+TN0/lf5V+lPZu7LZ67Al7asWITwymrGrj1EivxvvtDb/19ysqnWHUxtg0xh9k3Mb+oND2KaNs6dy9ax5tzMrWKIUzV8YlOF1PXr04PPPP6d9+/bs37+fgQMHsnnz5vvnGzRoQMWKFVm3bh1HjljHrGVpMRM2afmp5QT4BODv6W/5ysK26v/awMblmqbxwdL93I5J4Pvugbg42lukngGVB+Dl7MXo4NHsvrL7id6uCWBw09L0qF2MiRtPsmiXDXTxthsH+fzh95chOtLoaISwmKpVqxIWFsbChQtp27btI+ejoqIICQkhISGBiAjrmMgjLWbC5hy/cZxjN47xQZ0PcqbCs1shf2l9ixsrtzj0PGsOXeHDthWoWDivxepxd3Lnvdrv8VnwZ/Rf3R9fN19a+7fmGf9nqOJTBaWUxeq2RkopRj1bhQs3Y/jwjwMU8XJ97FmwFuXsAZ1nwIynYPlQ6PYLPGGfmcg5mWnZsqSOHTvyzjvvEBQUxPXr1x84N3LkSPr06YOvry/Dhw9n8eLFBkX5H2kxEzZnxakVOCgH2pRsY/nKkpPgbLBNLJNxLjKaz5Ydol6p/LzUyPLjJDqU7sCm7pv4uvHXVPSuyIKjC+j1dy/aLG3DD6E/cCzymMVjsCaO9nb81LsGpQu4M3heKMev3DE6pPQVrQEtR8KR5RA6y+hohLCYgQMH8sknnxAQEPDA8QMHDrBy5UpGjBjBoEGDOHv2LGvXrjUoyv9IYiZsSlJyEitPr6RR0Ubkc8ln+QqvHIS4W1a/cXlSssbw3/ZipxTjulbDzi5nWj/yOOahXal2TGgxgU3dNzGq4Sj8Pf2ZfWg2XZZ34csdXxKfZANLSZhJXhdHZg6ojYuTPQNm7eLqnVijQ0pf/dehdAt9L03ZFUDkUn5+fgwbNuyBY5qmMXjwYL7//ntcXFyws7Pj559/ZtiwYcTHG/szSxIzYVN2Xt7J1ZirtC/dPmcqvD++zLpbzH7eeJKQszf4/NnK+OVzMySGvE55ebbMs0xuNZmN3TbSp2IfFh5dSJ+/+xB+O9yQmIxQ1MuVmf1rE3k3npfnhFj3tk12dvDsZL1rc8lASIgxOiIhzCYqKuqRY82aNWPFihUopdiyZQtt2vzX81KrVi0OHz6Mk5NTTob5CEnMhE1ZcVrfgqlZsWY5U+HZreBVAjz9cqa+bNh26hrfrztOp8AiPBtYNOMbckA+l3yMqDOC8c3HcyHqAt1WdGP1mdVGh5VjAvw8Gd+zOvsv3OKFWbu4HZtgdEhp8/DVk7Orh/Utm5KsOFYhngCSmAmbEZ0Qzdqza3NmCyaA5GQ9MbPi2ZhXb8cydOFeSvrk4cvnAqxu0H3z4s1Z3GExZbzK8O6/7/JZ8GfEJqbevXc1+ip/nfyLDzd/yJxDc9BsfE/Hpyr5Mr5HdfaE36D7lO3W3a1ZthU0fhv2zoNpzeHSPqMjEuKJJbMyhc3YcG4DMYkxtC+VQ92YEUcg5obVrl+WmJTMGwv3cDcukQUv1yWPs3X+dy7iXoRZz8xiwp4JzDo4i30R+xjXdByF8xQm9Eoo2y5uI/hiMCdvngTA3dGd5aeXcyTyCJ83+Bwne2O7FR5Hh2pF8HR15JVfQuk6OZhfBtaluLcxXc0ZavkJFKkBK9+Cqc2h4TBoOgIcXYyOTIgninX+JBciFStOraBIniLU8K2RMxVa+fiy79YeZ8eZSL7rVo1yvh5Gh5MuRztH3qr5FrV9a/PRlo/otrwbyVoyCckJONk5UcO3Bh1Ld6RBkQaUzVeWmQdn8uPuH7ly9wo/NP8BT2dPo99CtjUpV4AFL9dlwOxddJ68jbkD61h0KZPHUrG9/v2+5mPY8p0+Y7PTRChez+jIhA3SNM3qWvGzyoiWe+nKFDYhIjqC4EvBObMF0z1nt0BeP32MmZXZePQqPwedomedYjxfw3rHvz2ssV9jFndYTNuSbelVoReTW01mS88tTHt6GgOqDKB8/vLYKTteCniJMY3HsC9iH31X9eX8nfNGh/5YqhfPx+JX6uNgp+g2JZhdYVa8qKtrPnj2J+j7ByTGwcxn4O/3IO7RgdRCpMXFxYXr16/b9JAETdO4fv06Li4522qsrOGLVqtWLS0kJMToMIQVm3NoDuNCxrHs2WWU9Cxp+Qrj78IPVfWlBDpPs3x9WXDhZgztxm+miKcrS4c0sNjq/tYg9EooQzcMxcHOgYktJhJQICDjm6zYhZsx9J2xgws3Yvi5dw1aVvQ1OqT0xUXBhlGwYwrkLQIBXaFCOyhaS5/RKUQaEhISOH/+PLGxVjy2MhNcXFzw8/PD0dHxgeNKqVBN02pZok5JzIRN6La8G/bKnoXtF1q+suRkWNxf78bp9xeUamr5OjMpPjGZblOCOXU1iuVvNMLfJ4/RIVncmVtnGLJuCNdirvF1k69pWbyl0SE9lutRcQyYvYtDF2/zXbdqdLKSmbTpCt8OQV9B2BZITgR3Xyj3jJ6klWwq49DEE8eSiZn8ySOs3tnbZzkSeYS2pR7d58wigr6CI8vg6VFWlZQBfPn3Efaeu8nYLlWfiKQMoKRnSea1nUe5fOUYvnE4sw/Otum9Ob3dnVnwcj1qlcjHO4v3sfOMFXdr3lO8nv5Hyrsn4fnpULw+HPwdFnSDsaVgUT+4EWZ0lELkCpKYCau3Pnw9AK2Kt7J8ZQd/h3/HQmAffVV0K/L3gUvM3hbGgIb+tAkobHQ4Ocrb1ZsZrWfQqkQrvg39lr5/9+Xw9cNGh5Vt7s4OTO1bi2L53Hh1XijnIqONDilzXPNB1a7QbQ68dxp6L4Gq3eDkBvi1DyTYdreVENZAEjNh9daHr6eSdyUKu1s4GbkQCn8O0VsD2n9nVZs6JyYlM3rFYQKKevJBm4pGh2MIFwcXvm36LV81/ooLURfoubInX+74ktvxt40OLVs83RyZ3r8WiUnJvDQnhKg4K94hIDUOzlD2KejwA3SZAVcOwJoPjI5KCJsniZmwalejr7I/Yr/lxxXdvggLe0GegtDtF/2XjhXZeCyCi7diea15GZwcntz/tkop2pdqz7LnltG9fHd+O/YbHf/oyPJTy21y9lepAu783LsmJyOiGLZwD0nJtvceACjXGhoMhZCZequzECLbMvUTXinlpZRaopQ6qpQ6opSqr5TKr5Raq5Q6Yfo3n+lapZQar5Q6qZTar5TKoUWnRG60MXwjgGUTs/hoWNgT4qOg16/gXsBydWXT/B1n8c3rTMuKBY0OxSrkdcrLh3U/ZGG7hRRxL8KHWz5k4JqBnLxx0ujQsqxRWR9GdqjE+qNXGbvmqNHhZF/LT8CvDiwbBtdPGR2NEDYrs396/wis1jStAlANOAK8D6zXNK0ssN70GqANUNb0GARMMmvE4omyLnwd/nn9KeVZyjIVaBr8NUTfgqbzdPCtbJl6HsO5yGg2HY+ge+3iONo/ua1lqankXYl5befxSf1POH7jOM8ve54uy7owZucY1p9dz83Ym0aHmCn96vvTp15xpmw6zZJQG12zzd4RuswEO3tY/IKMNxMimzJc+V8plRdoArwAoGlaPBCvlOoENDNdNgcIAkYAnYC5mt6vsN3U2lZY07RLZo9e5Gq34m4RcjmE/pX7W2716E1j4dAf0OozKN/GMnU8pgU7w1FAj9rFjA7FKtkpO7qW60rL4i1ZfGwxuy7vYvHxxcw7Mg+AsvnKUtu3NrUL1aaxX+Oc2Wc1G0Z2qMzpiLt8uPQAJX3cqFkiv9EhZZ1XMXh2EvzaE/75GNqNMzoiIWxOZv78LgVEALOUUnuUUtOVUnkA33vJlunfe30sRYFzKe4/bzomRJb8e/5fErVEy3Vjng+BoC+hWk99X0ArFJ+YzKJd52hZ0ZciXq5Gh2PV8rvk55VqrzC99XS29dzGnGfm8Hrg63i7eLP0xFKGBw2n87LOBF8MNjrUVDna2/Fz7xoU8XLhlV9COX/DRmZqPqxCW6j3GuyaBof+NDoaIWxOZhIzB6AGMEnTtOrAXf7rtkxNak0bj4xoVUoNUkqFKKVCIiIiMhWseLKsD19PQbeCVPaxUPfi7jngmAfajrOqGZgprTl0met34+ldt7jRodgUJ3t9/81Xqr3CtKensa3nNia2mIimaQxaO4j3N7/PtZhrRof5CC83J6b3r01cYjI9pm5n+ubTXI+KMzqsrGv1KRStCcvegMgzRkcjhE3JTGJ2HjivadoO0+sl6InaFaVUYQDTv1dTXJ+yz8UPuPhwoZqmTdU0rZamabUKFLC+wdbCWDGJMWy9sJUWxVpYZm/M+Gg4+AdUfhac3c1fvpnM33EWv3yuNCkr/0ceh6O9I02LNWVpp6W8Wu1V/gn7h45/dmTRsUVWt1htmYLuzHyhNgU8nBm98gh1v1zPq7+EsuHoFRKTrCvWNDk46ePNULBkgL7nphAiUzL8jadp2mXgnFKqvOlQS+AwsAzobzrWH/jL9HwZ0M80O7MecEvGl4ms2nZhG7FJsbQqYaFFZY+ugPg7ENjLMuWbwcmrd9h+OpJedYtjZ2edLXq2xtnemdcCX2NJxyVUyF+BUdtH0XdVX45FHjM6tAfU9s/PH0Ma8s/wJgxo6M+usEgGilapGgAAIABJREFUzg6h4ZgNjF19lDPX7hodYsby+euboV/cA8vfhCQbW6dNCINktiniDWC+Umo/EAh8CXwNPKWUOgE8ZXoN8DdwGjgJTAOGmDVi8URYH74eT2dPavrWtEwFe+eDVwko3sAy5ZvB/B3hONorutWSQf/mVsqzFDOensGXjb7k3O1zdF/RnbmH5hod1iPK+XrwUbtKBH/Qksl9alK5iCeTN52ixbdBfLD0AJF3440OMX0VO0CzD2DfAn3/2YQYoyMSwuplOCsTQNO0vUBqm3U+MirbNBvztceMSzzBEpITCDofRPNizXGwy9S3aNbcPAenN0Gz98HOOpefiIlP4vfQ8zxTpTA+7tY5i9DWKaXoULoDTfya8L+t/2NcyDgq5K9AncJ1jA7tEU4OdjxTpRDPVCnElduxTNl0mjnBYaw6eIl3ni5PzzrFsbfWVtVm7+tbOa0aAb88Dz0XgquX0VEJYbWs87eSeKLturyLO/F3LDcbc/+vgAbVelimfDNY8X/27juuyvL/4/jrPoc9la2CIKIgirj31nBb5si9cmSWaZajtGx9s7Jtli1HOcscuCeKGwfKcCN7gyCbA+f+/QH5+/bNBRy4D3I9Hw8fwOHw4X0K9eN9XffnuhLPvfwisem/ClgbW7Os6zJcrVxZGLiQ9Hz9PlTc0cqEdwZ7s2d2VzwdLVm8PZRnvzvBhai7Skd7uPYzSo5tig2C1f1LTtoQBOGBRGMm6J0j0UcwNTClU91KWGaUZQjeAG5dS/bA6Knfz0bT0N6c9g2q4SyrasjM0IzPun9GZkEmi08srhbHO3k6WbJpege+Gd2SlKwChn1/ijf+uExKlp5utG82DMb+ARnR8IsfpNxQOpEg6CXRmAl6RStrORJ9hC71umBiYKL7bxBzFtIj9HrTf2hcJpdjMhjb3rXyBusK/+Jl48W8NvMIjAvkt/DflI7zRCRJYohvXY7M68GM7u7sCI6j1+cBfHHwBqn6OGajYU+YtBuK8uHXviWzBAVB+AfRmAl65UrKFVLyUuhVv1flfIPg9SWzy5oMqZz6OrD+bDQmhiqGtXJWOkqNM9prND1devLlxS8JSwtTOs4TMzc2YFH/Jux9rRvtG9jyzeGbdFp2hAV/XuFmUlaF66dlFxAal6mbK4l1W8CLB8DECtYOhpsHK15TEJ4ilbCzWhDK70j0EQwkA7o5d9N98WowuywrX8OO4DgGN6+LtZmh0nFqHEmS+KDzBwzbOYw3j73JlkFbsDDSz5+VB/FwsODniW24nZLNryfusPViLJvPx9C9sT1Tuzagi4fdY6/CyrJMdHouQZF3OR+ZzrnIdCJSSsZz+LrUYmE/Lzo2tK1YUBt3ePEg/D4MNrwA/T+BdtMqVlMQnhKSPuylaNOmjXz+vLikXdPJssygbYNwsXThh2d+0P03uLIF/ppWspTi1kX39XXgt9ORLNkRxvZZnWnhIu5cU8qFpAtM2T+F/g3683GXj6vtknJ6TiEbzkax9nQUKVkFeDlZ0sHd9qEHXSTfKyAoMp3k0n1q1qaGtHGtTdsGNpgbqVkZcJuEzHx6eNqzoJ8XTepYVSxgQRZsnQo39kHbqdDvE1CL6wWC/pMk6YIsyw+aVlFh4neAoDduZdwiOiuaiU0nPv7J5aHns8u0Wpn1Z6NpWtcKX2drpePUaK0dWzPTdybfBX9HxzodedbjWaUjlYuNuRGv9GrEtG7u+F9OYPXJkqtoD2NlYkjHhra0dbOhrZsNjRws/jHceEQbF9aeiuS7o7cY8E0gQ1vW4/VnGuNc26x8AY0tYdQGOLQUTn0DabdhxBoxTkOo0URjJuiNQ9GHkJAqZ39ZNZhdtuV8DNcSs/h8hG+1vULzNJnmM41zief46OxHNLdvTgPrBkpHKjdjAzXDWzszvHXF9i2aGKqZ0b0ho9rWZ+WxW6w+GcmuywmM6+BKY0cLCoq0FBQVU6DR3n+/sEhLTy8Heng6PLioSg1+H4BdY9g1F37uA2M2g23DCmUVhOpKLGUKemOE/whM1Cb8NqAS7og7/hkc+RBeu6yXYzKSs/Lp8/kxmtSxYtP0DqIx0xNJOUkM9x9OLeNavN3hbTrU6aB0JL0Sn5HHlwdvsPViLNr/+atEksDEQI0kQZ6mmLf6N2Fq1waP/tmOPAmbx4GshRd+hwZdK/cFCEI5VeZSpmjMBL0Qlx1Hv639eKPNG7pfypRl+LYVWNWDSbt0W1tHZm24yMHwJPa+1pWG9tVns3lNEJQYxOITi4nPiadT3U7MaTWHJrZNlI6lV9KyCygo0mJsoMLYUI2xgQoDlYQkSeRripm35TK7QxIY274+7w1pioH6EVet0yNgwyhIvw0DP4fWk6rsdQjCk6rMxkw/13SEGicgJgCAni49dV9cz2eXHb6axO4rCbza00M0ZXqorVNbdg7dyZtt3iQsLYyRu0ay4PgCYrJilI6mN2wtjKlbyxRbC2MsjA0wVKvuXxkzMVTz7eiWzOzRkPVno5m67jzZBY840NzGHaYehAbdwf+1kpsD8jKq6JUIgvJEYybohaMxR3G3dqe+VSUcQaTHs8uyC4pYsj2Uxo4WzOgu9tToK2O1MROaTmDv83uZ5jONI9FHGLJ9CMvOLdP7I5z0gUolsaCfFx8/70PgzVSGf3+KhMxHHGhuYg1jtkDPtyH0L/i+M9w5XnWBBUFBojETFJdVmMWFxAt0d+mu++J6Prts+f7rJNzL5+Pnm2NkIH476jtLI0tmt5rN7ud382zDZ9l4bSODtg0SV8+e0Oh29Vk9qS2xd/N47ruThMZlPvzJagPoPr9k3pmBMawdAgcWQ5EenmggCDok7soUFHcy/iRFclHlLGNe2wWFWXq5jBkck8Ha05GMa+9Ka9faSscRysDBzIGlnZYytslYXtj1AmvD1rK4w2KlY1UL3Rrb8+fMjkxZHcTIVaeZ39cTazNDirVQrNWWvJVltFoZC2MDBvu2xOilQNj/Npz6Fm4fhed/BMemSr8UQagUojETFBcQE0Bt49o0t2uu++JXtoB1fb2bXaYp1rJw6xUcLU2Y389T6ThCOTWq3YghDYew/dZ2ZvrOxNa0ghPxawgvJyu2z+rMi2vPs9Q//JHP/Skwgi9faEGTwV9B436w8xX4sQf0WQrtZ+rt+BtBKC/RmAmKKtIWERgbSA+XHqhVat0Wz0mDiKPQ8RW9+8P7p8AIriVmsWp8ayxNxNFL1dmEphPYenMrm65vYlaLWUrHqTYcrEzY9nInotJzUUkSaklCrS55q1KBWpK4EHWXt7aFMmTFCeb0acyMbn4YzDwNO1+F/W9BcSF0mav0SxEEndKvv62EGic4OZh7hffo4dJD98Wv7gBtETQbpvvaFRCZmsPXh27Sr6kTfZs6KR1HqCB3a3d6uPRg07VN5GpylY5TrRioVTS0t6CBnTn1bc2oV8sUJ2sTHCxNsLUwxq+pEwfmdsPP24nP9l9nxKrTROSZwuiN4DkAjn0G9+KVfhmCoFOiMRMUFRATgKHKkE51K2GpMWRryTRxJx/d1y4nWZZ5a1sIRmoV7z0r9sg8LSY3nUxGQQbbb21XOspTx8bciBVjWvLN6JZEpOQw4JtA1pyKROv3n5J/eB18V+mIgqBTojETFHUs9hhtndpibmiu28L34iHqJDQbzkNPbFbAzsvxnLqdxvz+XjhamSgdR9CRlg4t8bX3ZV34Ooq0j5jRJZSLJEkM8a3Lgbnd6OBuy1L/cMZuTSKl+QwI2QLRZ5SOKAg6IxozQTF3Mu8QeS+ycpYxw7YBsl4tY+YWFvHxnmv41LNmbLtKmNcmKEaSJCY3nUxcdhyHog8pHeep5WhlwupJbVn2vA8hcZl0O92CVJUdmX/NpbhINMTC00E0ZoJijsUcA6C7cyXMLwvdCnV8wc5D97XL6YeA2yTey+fdwd6oVPpzFU/QjR4uPXC1cmV16Gr04ai7p5UkSYxqV5+TC3oxd0ALvlFPxDojnM8/WcxPxyPIzNMoHVEQKkQ0ZoJiAmIDaFy7MXUt6uq2cHoExF3Qq6tlMem5rDoewRDfurRxs1E6jlAJ1Co1E7wnEJ4WTlBikNJxnnrWZoZM79aQdxa8TbpdG14qWs+KPUF0/PgwS7aHEpfxiJMFBEGPicZMUERGfgbBycGVd7UMoOnzuq9dTsv2XkOSYGF/L6WjCJVoSMMh2JjYsDpstdJRagwDAzU2w7/CimyOtDrFAJ86bA6KYfC3J7gYfVfpeIJQZqIxExQRGBdIsVxcOdP+Q/+C+h2hlovua5fDmYg0dockMLO7B3VrmSodR6hEJgYmjPEaw4m4E9y8e1PpODWHkw+0mYLt1XUs72bA/rndsDQxYPSPZ9gXmqh0OkEoE9GYCYo4FnsMO1M7mtrpeGREUjgkh+vNMmaxVuY9/3Dq1TJlejd3peMIVeAFzxcwNTBlTdgapaPULD3fLjn8fO8CGtia8dfMTnjXtWLm+gv8euKO0ukE4YmJxkyocppiDSfjTtLNuRsqScc/gqFbQVKB93O6rVtOm4NiuJpwj0UDvDA10vHJBoJeqmVSi6EeQ9kTsYfEHHG1psqY2UCvJRAZCOHbsbUwZsPUDvh5O/L+rnDe9w9HqxU3ZQj6TzRmQpU7n3SebE02PZx76LawLEPon9CgO1jY67Z2OWTmaVh+4Drt3GwY6FNH6ThCFZrQdAIyMuuvrlc6Ss3SehI4+sD+xVCYi6mRmpVjWzO5sxu/nrzDy+svkq8pVjqlIDySaMyEKncs9hjGamM61O2g28LxF+FuJPgM123dcvrm8E3u5hbyzmBvJD0acitUvnoW9fBz9eOPG3+QVZildJyaQ6WGAZ/CvVjY+AJc+h11TjLvDm7KkkHe7A9PZMxPZ0jLLlA6qSA8lGjMhColyzIBMQG0r9MeUwMdb4QP2QpqI/AapNu65XArOZu1pyIZ1daFZvWslY4jKGBSs0nkaHL4/PznYq5ZVXLtBH2WQupN2DELPm8MP/bgRc1G1vczIDw+g75fHec/e65yM0k0zYL+EY2ZUKVuZ9wmLjtO99P+tcUQ9hd4PAOmtXRbuxw+3B2OqaGaeX6eSkcRFOJt6800n2lsvbmV74K/UzpOzdJlLrx+FWYEluw7UxvB8c/odHQkoRav8rnpGg6fOM0zXx7n2e9O8tuZKDJzdTOYNjIykmbNmv3jsaVLl7J8+XImTZrEn3/+CUB6ejotW7Zk9WoxWkX4JwOlAwg1S0BsAFAJ0/6jT0NWAvgofzdmwPVkAq6nsHhgE+wsjJWOIyjo1Zavkpafxqorq7AxsWFMkzFKR6o5JAnqNC/51e0NyE2HW4cxuLGP7td2cch4D7cd+/FpzkCWbM/gg13h9G3qxOi2LnTysKvUaJmZmfTt25fp06czefLkSv1eQvUjGjOhSgXEBOBt642DmYNuC4f8CYZm0LifbuuWw/ZLcdiaGzGho5vSUQSFSZLEkg5LyMjPYNm5ZdiY2NCvgfI/ozWSmQ00H1HyKysJ6fQKPIJ+4UfNHjK9+rPBeAQ/3EjB/3I8b/g15pVejSolRnZ2Nv3792fMmDHMnDmzUr6HUL2JpUyhyqTlpXEl5YrulzGLNRC+AzwHgJG5bmuXkSzLnLqdRicPO4wMxG8vAQxUBnzS7RNaOrRk0YlFnIo/pXQkwdIR/D6AuaHQbT7WCaeYeX0KF91/5HXPuyw/cJ3P9l+rlL2Br7/+Ol26dGHu3Lk6ry08HcTfHEKVOR57HBlZ92MyIgIgL10vhsreTskmOauAzg1tlY4i6BETAxO+7f0t7tbuzDk6h7DUMKUjCVA6++xtmBsCvZagjr/A7KhZnKz9HqnHf2bZjotlbs4edgf234/36tWLHTt2kJycXOH4wtNJNGZClTkUfYg65nXwstHxeZEhf5ZM/Pbordu65XDqdhoAnRpW7h4VofqxMrLihz4/YGNiw8xDM4nMjFQ6kvA3E+uSfWhzQ2HAcupaGvCJ4U/MujSQMyteRJt09YlL2dracvfuP8/oTE9Px86u5M+EUaNGMXPmTAYMGEBWlrgrVPg30ZgJVeJe4T1OxZ/Cz9VPtzO9CrLhqj94PwsGym+0P3UrjXq1THGxEWdiCv9mb2bPqmdWIUkSMw7OIDlXXDXRK0bm0G4a0sxTyJP3EWPfnVapO1B93wH51/4l/wgsevQMNAsLC+rUqcPhw4eBkqZs3759dOnS5f5z5syZQ+/evRk6dCiFhYWV+pKE6kc0ZkKVCIgJoEhbxDNuz+i2cPgO0ORAi3G6rVsOxVqZ0xFpdPawFQNlhYdytXJlZZ+VZBRkMPvIbDTFuhnTIOiQJCG5dsR71ibWddjLx5rRpCZEwtYXIeiXx375unXr+PDDD2nRogW9evXi3XffpWHDhv94zieffIKLiwvjx49Hq9VWzusQqiVxV6ZQJQ5EHsDJ3Inmds11Wzh4A9g0BJd2uq1bDlcT7pGZpxHLmMJjNbVtyn+6/oc5R+fw5cUvmd92vtKRhAeQJIlp/dvxk7kd7fYMZLZrDFO9hmH5mK/z9vbm6NGj/3p8zZo1//hYzDATHkRcMRMqXVZhFqfiT/GM6zO6vZKUfgeiTkCLMSUzixR28lYqAJ3Exn/hCfSu35vRXqP5Lfw3AmIClI4jPMK0bu68/6wPX0e50v7LSyzceoUrsRlKxxKeUqIxEypdQEwAGq0GP1c/3Ra+vAmQwHeUbuuW06nbaXg4WOBgZaJ0FKGamNdmHk1smrD45GIScxKVjiM8wviObvi/0oVBzeuwIzieIStOMvjbE2w8F01OQZHS8YSniGjMhEp3IPIAjmaONLfX4TKmVguXN4B7D7B21l3dcios0hIUmS6ulgllYqw25rPun6Ep1rDg+AKKtOIveH3m42zNp8N9Oft2b95/timaYi2L/gqh/X8O8/a2EGLSc5WOKDwFRGMmVKrswmxOxp/kGddnUEk6/HGLOgkZ0dBirO5qVsDl2AxyC4vF/jKhzFytXFnScQkXky+yMnil0nGEJ2BlYsiEjm7sfa0rW2d2xK+pI39eiGX4D6dEcyZUmGjMhEoVEFuyjNnXra9uCwdvAGMr8Bqo27rldOpWGpIEHdxtlI4iVEOD3Acx1GMoP4f8zOn400rHEZ6QJEm0drXhi5Et2PlKF/I1Wsb+fJbke/lKRxOqMdGYCZXqQOQBHMwcdLuMWZBdMiaj6VAwMtNd3Qo4dTuVZnWtqWVmpHQUoZpa2G4hDawbsChwEal5qUrHEcrI08mSNZPbkppdwIRfz5GRK+aTCeUjGjOh0mQXZnMy7iR+rn66Xca8P7tMP5Yx8wqLuRSdIfaXCRViZmjG8u7LydZk81bgW2hlMduqumlZvzY/jm9DREoOk9cEkVso9gwKZScaM6HSHIs9RqG2ED83Hd+NqUezywDOR6VTWKylo2jMhApqVLsRC9st5HTCaX4JefwgU0H/dGlkxzejW3A5JoMZv12goKhY6UhCNSMaM6HS/L2M6Wvvq7uieja7DODkrTQMVBLtGoj9ZULFDWs0jP5u/VkRvELMN6um+jWrwyfDmhN4M5U5m4Ip1pbtIHShZhONmVApcjQ5nIg7ofu7MfVsdhnA6duptKxfCzMjcZCGUHGSJLG001Ka2DRh/vH5hKWFKR1JKIcRbVxYMsibvaGJvPVXCLIsmjPhyYjGTKgUx2JKlzF1OVRWz2aXAWTmaQiJy6SjGJMh6JCZoRkreq+glnEtXj38qhg+W0292KUBs3t5sPl8DO/5h4srZ8ITEY2ZUCkORB3AwdSBFg4tdFdUz2aXAZyNSEMrQ2exv0zQMTtTO1b2XkleUR4vH36Z7MJspSMJ5TD3mca82KUBa05FMvbnM2KUhvBYojETdC5Xk8uJuBP0ce2j22VMPZtdBiXHMJkYqmhRv5bSUYSnkEdtD77o8QV3Mu4w79g8NFqN0pGEMpIkiSWDvFk+wpfLMZkM+CaQwJspSscS9JhozASdOxZ7jILiAt3ejamHs8ugZH5ZWzcbjA3USkcRnlId63ZkScclnIo/xUdnPhJ7laqp4a2d2flKZ2qbGTHh13N8ceC6WNoUHkg0ZoLOHYg8gL2pPS0dWuquqJ7NLgNIySrgRlK2OIZJqHTPN3qeqT5T2XpzK6vDVisdRyinRo6W7HilM8NbOfPNkVtiaVN4INGYCTqVq8klMC6wcpYx9Wh2GcDpiDQAMVhWqBKvtnyVfm79+PLCl+yP3K90HKGczIwM+GyE7z+WNk/cFCc9CP/vif/mlCRJLUnSJUmSdpV+3ECSpLOSJN2UJGmzJElGpY8bl358q/TzbpUTXdBHx+OOlyxj6vJuzIyYktllvqP1ZnYZwKlbqViaGNCsnrXSUYQaQCWp+LDLh7R0aMlbgW/hf9tf6UhCBfxzafMsm4OilY4k6ImyXNJ4Dbj6Xx9/Anwpy3Ij4C7wYunjLwJ3ZVn2AL4sfZ5QQxyKOoSdqZ1ulzHDtpW89Rmmu5o6cOp2Gh3cbVGr9KdZFJ5uxmpjvun5Dc3tm/PWibdYemop+UViKay6+ntps2sjexZsDeGXE3eUjiTogSdqzCRJcgYGAj+XfiwBvYA/S5+yFniu9P1nSz+m9PO9S58vPOW0spYzCWfoUq8LapUON8OHboW6rcDGXXc1KygmPZfo9FwxJkOocrVMavGT309M85nG1ptbGbtnLJGZkUrHEsrJzMiAnya0YYCPEx/sCuerQzfEDR413JNeMfsKmA/8faquLZAhy/LfJ7TGAvVK368HxACUfj6z9Pn/IEnSdEmSzkuSdD4lRdw6/DS4cfcGmQWZtHPS4T6wtNuQEAzN9Otq2enbpfvLPMTGf6HqGagMmN1qNit7ryQpN4lRu0exL3Kf0rGEcjIyUPHNqJYMb+3MV4du8uHuq6I5q8Ee25hJkjQISJZl+cJ/P/yAp8pP8Ln/f0CWf5RluY0sy23s7e2fKKyg384lnAPQbWMW+lfJ26ZDdVdTB07eTsXOwphGDhZKRxFqsK7OXflz8J941PLgzWNv8tGZjygsLlQ6llAOBmoVnw5rzqRObvxy4g4Lt4aIcRo11JNcMesMDJEkKRLYRMkS5ldALUmS/j4c0BmIL30/FnABKP28NZCuw8yCnjqXeA5XK1cczR11VzR0K9TvBNb1Hv/cKpKZq+FAWBJ9mjggVukFpTmZO7G632omek9k0/VNjN87npRcsQpRHalUEu8O9r5/jNPsTZcoLNI+/guFp8pjGzNZlhfJsuwsy7IbMAo4IsvyWOAoMLz0aROBHaXv7yz9mNLPH5HFNdmnXpG2iAtJF3R7tSwpHFKuQrPndVdTBzYFRZOnKWZiJzelowgCAIYqQ95o+wZf9/yaW3dvserKKqUjCeUkSRKv+3ny1gAvdl9JYMZv58ktLHr8FwpPjYoMmloAvC5J0i1K9pD9Uvr4L4Bt6eOvAwsrFlGoDq6lXyNbk63jZcytIKnA+7nHP7eKFBVrWXc6ig7uNjSpY6V0HEH4h171e9HXrS+7InaRq8lVOo5QAdO7NeQ/Q30IuJHCoG9PEBKbqXQkoYqUqTGTZTlAluVBpe9HyLLcTpZlD1mWR8iyXFD6eH7pxx6ln4+ojOCCfjmbcBaANk5tdFNQlksaswbdwUJ/9iAeuppEXEYekzs3UDqKIDzQCM8R5Ghy2Htnr9JRhAoa074+v7/YntyCYoauPMnKgFti31kNICb/CzoRlBiERy0P7Ex1dJdi/CW4e0fv7sb89WQkzrVN6dNEh/voBEGHWti3wKOWB3/c+EPpKIIOdPawY9+crvg1deTTfdcZ89MZ4jLylI4lVCLRmAkVpinWcDH5Im2d2uquaOhWUBlCk0G6q1lBYfGZnLuTzsSObmKorKC3JEliROMRhKWFEZYWpnQcQQdqmRnx3ZhWLB/hS2hcJv2+Os6O4DilYwmVRDRmQoWFpoWSV5RHe6f2uimo1ZZM+/foA6a1dVNTB9acjMTUUM3Iti5KRxGERxrUcBAmahP+uC6umj0tJElieGtn9rzWlUYOFry2KZg5my5xL1+jdDRBx0RjJlTY2YSzSEi6218WcxbuxenVMmZadgE7LsczrHU9rE0NlY4jCI9kZWRF/wb92XNnD9mF2UrHEXTI1dacLTM6MqdPI/yvJDD2p7PkFIi7Np8mojETKiwoMQgvGy+sjXV0mHfon2BgCp79dVNPBzaei6awSMukTmLTv1A9jGg8gryiPHZH7C7X1xcUFxB9L5pzCefwv+2P/21/irSiAdAHBmoVc/o0ZtW41oQn3OOl3y+IeWdPEYPHP0UQHq6guIDg5GBGeY3STcHiIgjbDo37grF+TNXXFGv57UwU3Rrb4yEm/QvVRDO7ZjSxacIfN/5gpOfIxw5DPpNwhvVX15OUk0RiTiJ3C+4+8DkfdP4AlST+Ta8P+ng78vFQH+ZvvcL8Py/zxcgWqMT+12pPNGZChVxOvkyhtlB388sij0Nuql4tY+4JSSDpXgHLnndTOoogPDFJkhjeeDgfnPmAK6lX8LX3fehzb929xewjs7E0tMTTxpNmds1wNHPEydwJR3NHnMyc2HtnLysvr8TC0IKF7RaKUy/0xMi2LiRn5bP8wA0crEx4a0ATpSMJFSQaM6FCziWeQy2pae3YWjcFQ7eCkSU0ekY39XRgzalIGtiZ072x/sxTE4QnMdB9IJ+f/5w/rv/x0MbsXuE9Xjv6GmYGZmwYuOGhR6q95PsS2Zps1oWvw9LIkldavlKZ0YUymNXTg+SsAn48HoGDpTFTu7orHUmoAHE9WqiQc4nn8Lb1xsJIB0t8RQVw1R+8BoKhacXr6UBwTAaXojOY2NFVLBEI1Y65oTkD3QeyL3IfmQX/nhyvlbUsPL6Q+Ox4vujxxSPPuZUkiTfavMHzjZ5n1ZVVrA1bW5nRhTKQJIl3BzdlgI8TH+6+KkZpVHNrIFGvAAAgAElEQVSiMRPKLVeTS0hKiO6WMW8fgfxM8Bn++OdWkdUn72BpbMDwNmJEhlA9jWg8goLiAnZF7PrX574L/o7AuEAWtltIK8dWj60lSRLvdHgHP1c/lp9fztYbWysjslAOapXEFyNb0L6BDW/8cZnAm+Ig++pKNGZCuV1KvkSRXKS7xix0a8ncMvceuqlXQUn38tl9JYERbVywMBar/kL11MS2CT52Pmy5vgVZ/v/jfA5HHebHKz8y1GMoIz1HPnE9tUrNsq7L6FyvM++dfo99kfsqI7ZQDiaGan6a2IaG9ha89NsFcb5mNSUaM6HcziWew0BlQAuHFhUvVpgL1/aA97Og1o85YevPRFEsy0zs5Kp0FEGokBGNRxCRGcHF5IsARGRE8NaJt/Cx8+HtDm+XeSO/odqQL3t8SUuHliwKXERgbGBlxBbKwcrEkLVT2lHLzIgJv57lSmyG0pGEMhKNmVBuQYlBNLdrjpmhWcWL3TwAmhxo+nzFa+lAZp6G9Wej6e3lgKutudJxBKFC+rr1xdLQki3Xt5BVmMVrR1/DxMCEL3p8gbHauFw1TQ1MWdF7BY1qNeL1gNf56+ZfYs6ZnnC0MmHDtPaYGxsw5qeznIlIUzqSUAaiMRPKJaswi7C0MN2djxm+HcztwbWzbupV0Pv+4WTkaZjTp7HSUQShwswMzRjUcBAHow4yL2AesVmxfNHjC5zMnSpU19LIkh+e+QFPG0/ePfUuw3YO43DU4X8smQrKcLU158+XOuFkbcLEX89x5FqS0pGEJyQaM6FcLiZdRCtraV9HB+djFubCjf3QZDCold/LdSg8ia0XY5nVoyHN6unoNINKVpSSQu7580rHEPTYiMYj0Gg1nE44zfx283U24sbGxIbf+v/Glz2+RCtrmRMwh3F7xhGUGKST+kL5OVmbsGVGRxo7WjJ93QVxt2Y1IRozoVzOJp7FSGVEc/vmFS928wBocsH7uYrXqqCM3EIWbQvBy8mSV3o1UjrOE8m7fJmIoc8TNW489/buVTqOoKca1W7Ecx7PMdF7IqM8dXRSRylJkujj2odtz27jvU7vkZibyJT9U3jp0EtcTbuq0+8llI2NuREbprWntWtt5mwOZv3ZqAc+r7BIy/6wRF767QJN39nHKxsucic1p4rTCgCSPlxybtOmjXxe/Gu/WhnhPwIrIyt+6ftLxYv9MQkiT8Dr1xS/YvbapkvsvpLAjlc607Su/l8ty/T3J+HtxRg4OKC2taHg2nVc163F1PfhU94FobLlF+Wz6domfgr5iXuF9xjScAhvtHmD2ia1lY5WY+Vrinl5/UWOXEtmQT8vZvZoiCzLBMdksO1SHP6X47mbq8HOwohODe04GJ6EpljLC21deK13IxysTJR+CXpFkqQLsiy3qYzayq8bCdVORn4G19OvM6vFrIoX+3sZ03eU4k3ZvtAEdgTHM7dP40pryjRJyWRu307tF0airlWr3HVkrZaUr74m7ccfMWvThnrffgNA5AujiHl5Fm6bN2PkXE9XsQWhTEwMTJjUbBLPN36eX0J+YV3YOo7HHmd+2/kMch8kjnNSgImhmlXjWzNvy2U+2XeNkLgMriVkEZGag7GBCr+mTjzfsh5dG9lhoFaRnJXPiiO32HA2mq0XY5nSuQEzujfE2lQ/7pp/mokrZkKZHYo6xNyAuazrv46WDi0rVixsO/wxESbsBPfuuglYDmnZBfh9eRwnaxO2z+qMoVr3q/xZAQEkLHqL4rt3MW7kgcvPP2Po+PBJ6w+jzckhbsECsg8dptaI4TgtWYJkZARAQUQEkaNGY+joiOvGDagtxKHrgvJu3r3J0tNLuZJyhQ51OvBOh3dwsarY0GatrBWHqZdDsVbmnR2hrD8bTfsGNgxr5Uw/HyesTB7ccEWl5fDFwRvsCI7H2tSQl3s0ZGInN0wM1VWcXL9U5hUz8VMtlNm5xHOYGpjSzLZZxYvpyd2Y7+wM416+hs9H+uq8KZMLC0la9gmxL83EwMGBOh99hCYunqgxYymMjCxTLU1cHJFjxpJ95CiOby3C6f337zdlAMbu7jh//RUFd+4QN/d15CIxvkBQXqPajVjXbx1vt3+bkNQQhu4cyi8hv6DRaspV71T8Kbps6sKhqEM6Tvr0U6skPhrqw5Wlfmye0ZGRbV0e2pRByd2dX49qye7ZXWhZvxYf773G8ytPkZiZX4WpaxbRmAlldi7hHK0cWmFY0UGwenI35q4r8ey+ksCcPo3xcrLSae3CqCgiR48hfc0aao8di9uWzdQa9jz1165Fm5tL5Nhx5F99ss3ROWfOcmfkC2ji43FZtQqbCRMeuCRk3rEjTu8sIScwkKSPl+n09QhCealVakZ5jWLHszvoUq8LX138ilG7RhGaGlqmOmcTzjL7yGyyCrPYeG1jJaV9+j2qGXuQpnWtWTO5HT9PaENUWg7PfXeSsHhxskBlEI2ZUCbBycHczrxNN+duFS9266Did2OmZBWwZHsozZ2tmdHNXae1M3fu5M7Q59HExuL83QqclixGZVwyzNPUpxmu639HMjIiavwEcoMePFpAlmVyzpwlatJkoidNQmVhjtvmTVh07fLI71175Ehspkzh7vr1pP/2u05flyBUhKO5I1/1/IqvenxFRn4G4/eM57fw355o9llQYhCvHH4FF0sXRnuNJigxiMScxCpILfytj7cjf87shEqCET+c5vBVMR9N10RjJpTJqiursDGx4TkPHTRTYdsUXcaUZZnF20PIKSjm8xG+GOhoCbM4O4f4hYuIn78AY+8mNNi+Dcvevf/1PGN3d9zW/46BvT3RU6eRdeToP7JlHz9O1JixRE+aRMHtWzjMn4/7X39h7P5kDaTDvNex6N2bpI8/JvvYMZ28NkHQld6uvdn23Da6OXfj06BPmXdsHtmF2Q99/sWki8w6PIt6FvX42e9nxjUZh4zMnjt7qjC1ANCkjhXbZ3Wmob0F09adZ/XJO0pHeqqIxkx4YmFpYZyIO8F47/EVP4ZJD5Yx94clsT8sibnPNKaRo2WF68nFxdzdsoXb/fqRuXMndrNm4bpmDYZ16jz0awzr1sV1/e8YN2pE7KuvkrF9O/cOHiRy2HBips9Ak5SI4ztL8Dh0CNspk1GZP/nxUJJaTb3PPsXYy5PYua8T9+Z87m7cSP7168jFxRV+vYJQUVZGVnzV8yvmtZ7HkegjjN49mht3b/zrecHJwcw8NBNHM0d+7vsztqa21Leqj6+9L/63/cVJAwpwsDJh84wO9GniyHv+4by7I5SiYq3SsZ4K4q5M4Ym9duQ1gpKCODDsABZGFbzbL3wHbJmg2N2Y+Zpi+nxxDHMjA3bP7lLhq2XZgSdI/vRTCm7exLRVKxwXLsC0+ZMP3y3OziF21ixyz54FwNC1PnbTp2M9ePA/NveXhyYpmeRPlpETFERxSioAKgsLTH19MW3VErNWrTD29ERdu7YYYyAo5nzied48/ibZhdks6biEIQ2HAHAl5QrTD07HztSOX/v+ioOZw/2v2XRtEx+d/Yg/B/+Jp42nUtFrtGKtzLK9V/kp8A49Pe35dkwrLIyf/klclXlXpmjMhCdy4+4Nhu0cxkzfmbzc4uWKF/xjEtwJhHnXFbli9u3hm3x+8AYbprank4dduevkX79B8mefkXPiBIb16+Mwbx6Wfs+Uq8HRFhSQ+v33GDf0wKp/PyQD3f53kWUZTWwseZcukXvxInkXL1Fw8yaU/hmgsrLCyM0NIzdXjNzcMHZzK3nbqBGSoZhdJFS+1LxU5h+fT1BiEMMbD2dIwyHMOjQLa2NrVvdb/a+zPe/m36XXll6M8x7HvDbzFEotAPx+Jop3d4bh6WjJmsltn/qBtKIxExQ3/9h8jscdZ/+w/VgbV3D4amEufNawZKjsoC91E7AMEjLz6LX8GN0b2/PD+PKdF1iUmkrK11+TsfUvVJaW2M18CZsxYyp8dauqFWdlkXflCoW3IyiMvENhZCQFkZEUxSfcf46xlxf1f/0FAxsbBZMKNUWRtogVl1bwS2jJqSL1LOqxuu9q6lg8eEvAq0deJTw1nAPDD6BW1ezZWkoLuJ7My+svYmthxLop7Wlg9+RbL6obMflfUNSdzDvsi9zHlGZTKt6UgeJ3Y3685xrFsszbA5uU6+uLUlKIfGEUmpQUbMaPx27mSxWa4q8ktaUlFp07Q+d/3oChzc+nMCqa/JArJH74EVETJuC6ejUG9vYKJRVqCgOVAXNaz8HX3pe/bv3FwnYLH9qUAQxyH0RATADnEs/RsW7HKkwq/K8eng5snNaByWuCGP79KVZPbktz5+r5Z6OSxOZ/4bF+DvkZY7Ux473H66Zg2HYws1PkbsygyHR2Xo5nRjd3XGzKfgODNi+PmJdnUXT3Lm4b1uO4aGG1bcoeRWVigolnY2oNH47LqlVo4hOImjARTVKy0tGEGqJn/Z582+tb6lk8+mix7s7dsTC0YFfEripKJjyKr0st/nypIyaGakb/eIbAmylKR6p2RGMmPFJsViy7I3YzvPFwbE1tK16wMBdu7APvIVW+t6xYK7N0Zxh1rE2Y2aNhmb9eLi4mfv588kNDqff5ckx9fCohpf4xb9+O+j/9SFFSElETxqNJSHj8FwlCFTExMMHPzY9DUYfIK8pTOo4AuNtb8NfLnXCxMWPKmiB2Xo5/6HNlWSY0LpPVJ+/w2+lIdl6O59iNFC7HZBCZmkNGbiHFWuW3XFUlsZQpPNIvob+gklRMbjZZNwUVXMbccj6GsPh7fD2qBWZGZf/RT/5sOVkHD+H41iIse/WqhIT6y6x1a1x++ZmYadOJGj8B17VrMKwnDkkX9MMg90H8dfMvjkYfZYD7AKXjCICjlQmbZ3Rk2rrzzN54idSsAqZ0aQBAZq6GwFspBFxP4diNFFKyCh5ZS5KgjpUJHo6WeNhb4OFQ8quRgwW1zavXvt4nIRoz4aEScxLZfms7wxoN+8ct6hWi0DJmZp6Gz/Zfp61bbYb41i3z16dv2FByrNK4cdhMmFAJCfWfWcuW1P/1F6KnTiNq/ATqr12DkUvFDqIWBF1o7dgaJ3MndkXsEo2ZHrE2NWTdlHbM2RTM+7vCuRSTQUJGHpdiMijWylibGtK1kR09PB3o4mGHWiWRmVdIZp6GjFzN/bcZeRqi03K4lZLNxjvp5Gn+fw6jrbkRQ1vWY/EgbwVfqW6Jxkx4qDVha0CGKc2m6Kbg30NlfV+o8mXMrw/d5G5uIe8OblfmURbZx46R9OFHWPTsieOihZWUsHowbd6c+qt/JXrKi/evnBm5uiodS6jhVJKKgQ0GsiZsDal5qdiZln8EjqBbJoZqvhvbind3hrLhbDRN61rzco+G9PC0x9e51r9mSNpbGj+ynlYrE5+Zx83kbG4nZ3P6dho/n7hD18b2dG/8dNycJPaYCQ+UmpfKnzf+ZHDDwdS1KPsVpge6uR80OVW+jHkrOYt1pyMZ1daFZvXKdldp/tWrxM19HRMvL+ot/wxJLW7HN23aFNe1a5Dz84l8YRRpa9agLXj0UoQgVLZB7oMolovZH7lf6SjC/1CrJD58zofrH/bH/9UuzPPzpLWrTbkGe6tUEs61zejp6cDUru6sHNcKV1szPtgVjuYpOXlANGbCA60LW4dGq+FFnxd1UzD/Hhx8B2o3qNJlTFmWec8/HFMjNW/4lW0yuCYxkZgZL6Gytsb5++/LdBzS087Ey6vkKKkmXiQv+4Tbfn25u3kLskajdDShhvKo7UETmybsui3uztRXhjo6j/i/GRuoWTzQm1vJ2aw/E6Xz+koQjZnwLxn5GWy6vol+bv1wtdLRMtX+RZAZC0NXVeky5t7QRAJvpjKnT2NsLR59ify/ycXFxLz8MtqcHFx++AFDRx3tsXuKGDdsiOvq1dRfsxpDJycS332X2wMHkenvL87iFBQx0H0goWmh3MkUh2rXJH2alOxR+/LQTe7mFCodp8JEYyb8y+47u8krytPd3rJru+HS79BlLtRvr5uaT+BS9F1e3xJMc2drJnQsW4OZdfgwBeFXcVq6FBPPxpWU8Olg3qEDrps24vz9SlRmZsS/OZ87zz3Hvb170cTFiatoQpUZ0GAAKkklZprVMJIksWSQN1n5Gr48dEPpOBUmNv8L/+J/2x8vGy/dHAqcnQI7Z4NTc+hedRvnI1KymbImCEcrE36Z2LbMl9DT167D0NkZqwH9Kynh00WSJCx79sSie3ey9u8n5etviJv7esknVSoMHBwwrFsXwzp1MKxbB8N69bAaMAC1lZWywYWnir2ZPR3qdGB3xG5eafFKuc6sFaonTydLxnVwZf3ZaMa2d8XTyVLpSOUmrpgJ/xCREUFYWhiD3QdXvJgsg/9sKMiC538Eg6qZN5Oclc+EX8+hkiTWTm732Lt8/ldeSAh5Fy5gM36c2OxfRpJKhVX//rjv8qf+mtU4ffA+di/NwLxDByRDQ/JCQkhfs5bEpe8RM2062vx8pSMLT5lB7oOIy47jUvIlpaMIVWxun8ZYGBvwwa5w9OEc8PISV8yEf/CP8EclqXQzC+jS73B9D/h9BA7lO5eyrLLyNUz6NYj0nEI2Te+AWzkO0U1fsxaVhQXWw4ZVQsKaQTIwwLxDB8w7dPjX52Stlqz9+4l7fR4Jb71F3eXLkVTi34iCbvSu3xtTA1N+v/o7LR1aiqtmNUhtcyPm9mnEUv9wDl1N5hlvR6UjlYv401C4Tytr2RWxi051O1V8DtDdSNi3ENy6QoeXdZLvcQqLtLz0+wVuJGWxcmyrch2eq0lI4N6+fdQaPhy1hUUlpBT+vqrm8MY87u3ZS8o33ygdSXiKmBmaMdVnKgejDvLHjT+UjiNUsbEdXPFwsOCj3eEUFFXPm5BEYybcdz7xPIk5iQxpOKRihbTFsG0mSCp47nuogqshWq3Mm39e5uStNJYNa04Pz/LdRXl3/XqQZWzGj9NxQuF/2UyZQq0Rw0n7YRUZ27YrHUd4ikz1mUrXel1Zdm4ZISkhSscRqpChWsWSQd5EpuWy5mSkYjkkScqWJMlHkqTg0l/pkiTdKX3/0KO+VjRmwn07b+/E3NCcni49K1bo9AqIPgX9P4VaVXNkz8d7r7IjOJ75/TwZ3tq5XDW0OTnc3fIHln5+4hzIKiBJEk7vvINZxw4kvPMOOWfPKR1JeEqoJBUfd/0Ye1N75h2bR0Z+htKRhCrUvbE9vb0c+PbIrceew1mZZFkOkWW5hSzLLYCdwJulH/d51NeJxkwAIK8oj4NRB/Fz9cPEwKT8hRJD4ciH0GQw+I7SXcBHWH3yDj8F3mFiR1dmdm9Y7joZ27ajvXcPm4k18yxMJUiGhjh//TVGLi7Ezp5NwR0xf0rQDWtja77o8QWpeaksDFxIsbZ6LmsJ5fP2wCYUFBXz0e5wbiVnkZiZT3ZBUbW4KUBs/hcAOBJ9hNyiXAY3rMDdmLIMO18Fk1ow6Guogk23N5Oy+HjPNfo0ceSdwU3LvdFXLi4m/bd1mPr6YtaypY5TCo+itrLCZdUPRL4wipiXXsJt0yYMatdWOpbwFGhq15RF7Rfx/un3+fHKj8xsMVPpSEIVcbe3YHLnBvx4PILtwfH3H5cksDA2wNLYAEsTQ+wsjXCwNMHByrjkraUxjlYlb11szFCrqv7mEdGYCUDJ7LI65nVo7di6/EXCt0P8RXh2JZjb6i7cQxRrZRZsvYKZsZqPn/ep0G+g7IAANFHROMyZo8OEwpMycnHBecUKoidNIvbVV6n/66+ojKpmvIrwdBveaDjBycF8f/l7fOx96FKvi9KRhCqysJ8X3Rvbk55TSHZBEVn5GrLzi7iXX0R2QRH38jSkZBdw7k46KVkFFP7PWZt1rU0Y2daFkW1cqFvLtMpyi8ZMICU3hdMJp3mx2YuopHKubhdr4PAHYN+kypYwfzsdycXoDL4Y6VvmWWX/K33NWgzq1sHymWd0E04oM7NWLanz8X+In/cGcbNfo+4ny1Bbl+3QeUH4X5IksbjDYq6mX2Vh4EK2DNpCXYu6SscSqoBKJdHZ48kmDMiyTEauhuSsApLu5ROfkcfukAS+OnSTbw7fpIenA6Pb1aenp325Dl8vC9GYCey5swetrK3YMubFdZB+G0ZvBlXlD2WNSc/l0/3X6d7YnqEtK7ZRPy8sjNygIBzmz0cyEL8llGQ9cCDFGRkkfbyMiOeGUm/5Z5i1rsBVXEEATA1M+bLHl4zaNYp5AfNY238tRmpxRVb4f5IkUdvciNrmRvdPDRjVrj4x6blsDophy/kYpq07j6OVMSPbVO5NbWLzv4D/bX987HxoYN2gfAUKc+DYJ1C/IzTuq9twDyDLMm9tC0ECPhrarMIDJNPXrkVlZkatEcN1E1CoEJuxY3HbuAHJ0JCo8RNIWfEdclGR0rGEas7VypUPOn9AaFooiwIXcT39erXYCC4oy8XGjDf6enJqYS9+HN8a7zpWrDh6q1K/p2jMarjr6de5fvc6g9wHlb/ImZWQnQR93quSDf9bL8YReDOVBf29cK5tVqFamqQk7u3Zi/XwYagtq+/Zak8bUx8fGvz1F9aDB5O6YgVRkyahiY9//BcK90mSxPjx4+9/XFRUhL29PYMGlfxe/+KLL3jxxRfvf379+vUMHDiwynNWpT6ufXjZ92UORx9muP9wnt3xLN8Hf09EZoTS0QQ9Z6BW4dfUidWT23FiQa/HPl+WZYv/+XiSLMt/Psn3Eo1ZDed/2x8DyYD+Dcp5WHdOGpz8BjwHQv32ug33AMlZ+XywK5w2rrUZ1961wvXurt8AxcXY/NdfYIJ+UFuYU/eTZdT99BMKwq8S8dxQ7u0/oHSsasPc3JzQ0FDy8vIAOHjwIPX+az7f7NmzuXDhAidPniQjI4PFixfz7bffKhW3ysxsMZPDIw6zuP1ibE1s+f7y9zy7/VmG7RzGzyE/E5MVo3REQc/Vq+QbAURjVoMVaYvYfWc3XZ27UtuknOMJAj+Hwmzo/Y5uwz3E0p1h5BUWs2xYc1QVvI25ODOTjM2bsezTByOXqhmEK5Sd9ZAhNNj2F0aursS99hpx8+eTc+asWN58Av3792f37t0AbNy4kdGjR9//nIGBAStXrmTWrFnMnz+fKVOm4O7urlTUKmVrassLXi+wut9qDo04xIK2CzA1MOXri18zaNsglp1bRnZhttIxhRpKNGY12NmEs6TmpZZ/039GNAT9BC3GgoOXbsM9wL7QRPaEJPJan0Z4OJT/HEtZlsncvZvbgwZRnJWF7dQXH/9FgqKMXF1xW/87ttOmknXgINGTJnGzazfiFy8m+/hxtIWFSkfUS6NGjWLTpk3k5+dz5coV2rf/51XtTp060aRJEw4dOsT8+fMVSqksBzMHxnmP4/cBv7N/2H5GNB7BhqsbeHb7sxyIPCD2oQlVTjRmNZh/hD+WRpZ0d+5evgJH/1NyHmaPRboN9gCZuRqW7AilSR0rpncr/7/qC6OiiJk6jfh5b2Do6ITbli2Y+vrqMKlQWSQjIxzmzaPxqZPU+/przDt1ImvvPmKmz+Bmp87EvTmfewcOoC1duhOgefPmREZGsnHjRgYMGPCvz2dnZ3P+/Hk0Gg0pKSkKJNQvdS3qsrjDYtYPWI+NqQ3zjs1j1uFZxGbFKh1NqEEe25hJkuQiSdJRSZKuSpIUJknSa6WP20iSdFCSpJulb2uXPi5JkvSNJEm3JEm6IklSq8p+EULZ5WhyOBx1mP5u/ct323hiKFzeBO1ngHXlnyv5nz1XSc8p5LPhzTEsxwwZbWEhqd9/T8TgIeQFB+O4eDFumzdh2qxpJaQVKpPKzAyrvn7U+3w5jU6fwvmH77H08yPn+HHiZr/Gjc5diJ07l3v79qHNzVU6ruKGDBnCG2+88Y9lzL+9++67jBs3jrfffpu5c+cqkE4/+dj7sHHgRt5s8ybnk84zdMdQfg75GY1Wo3S0B1Kr1bRo0eL+r2XLlgGwa9cuWrZsia+vL97e3qxatUrhpMKTeJKhTUXAPFmWL0qSZAlckCTpIDAJOCzL8jJJkhYCC4EFQH+gUemv9sD3pW8FPbI7Yjf5xfnlX8Y8/D6YWEGXyv/DPOB6MpvPxzCjuzvN6pV94GjOuXMkLn2PwogILPv1w3HRIgwdHSohqVDVVEZGWPbogWWPHsiapeQGBXHvwAGyDh4ia+8+JBMTLLp2xbJfXyy690BtYa505ArTFhdzK+g0jdp3fqJRMVOmTMHa2hofHx8CAgLuPx4SEsLu3bsJDg7GyMiIX3/9lYMHD/KMGLIMgIHKgAlNJ+Dn5seyc8v4+uLX7I7YzWiv0XR37o6juaPSEe8zNTUlODj4H49pNBqmT5/OuXPncHZ2pqCggMjISGUCCmUilXX9XJKkHcCK0l89ZFlOkCSpDhAgy7KnJEmrSt/fWPr8638/72E127RpI58/f77cL0Iom5TcFJ7b8Rzu1u6s67+u7HPAIk/AmoEl4zG6VO4RRpm5Gvy+OoaViSH+r3bBxPDJh9cW3LxJyorvyNq/H8N69XB6ZwkW3cu5bCtUK3JxMbnnL5C1fz/3Dh6gOCUVycgIk6ZN//+XtzfGDd2r1VDheynJ7P52OfHXw3nhvU9w9nr4FV8LCwuys/+5gT0gIIDly5fj7+9P165defvtt+nfv+SO7PPnzzNhwoT7jZrwTwExAXx+/nMi70UC4G3rTQ+XHvR06Ylnbc8Kz1OsiAf9v05PT8fLy4uoqChMTavuOKGaQpKkC7Ist6mU2mVpzCRJcgOOA82AaFmWa/3X5+7KslxbkqRdwDJZlk+UPn4YWCDL8vn/qTUdmA5Qv3791lFRURV8KcKTkGWZ2Udnczr+NH8M/qPsQ2WLNfCLH2QlwuyLYFi5v+Hnbg5m5+V4tr/cGR/nJ7taVhARQep3K7m3Zw8qU1NsJk3Edto0VOIPpxpJ1mrJu3SJrEOHyV52G1oAACAASURBVLtyhfyrV5FLlzglExNMPD0xadoU01atMO/cSW8PUL9++gQHf/wWWdbSZ+osmnTpoXSkGkeWZSIyIzgac5SAmACupFxBRsbJ3Inuzt1p4dACZwtn6lnUw87UrsqaNbVajY+Pz/2PFy1axAsvvMDUqVPZuXMnvXv3ZtCgQYwePRqVSmwt1wW9aMwkSbIAjgEfybL8lyRJGQ9pzHYDH/9PYzZfluULD6strphVnV0Ru1gUuIg32rzBxKYTy/bFWi1sfwmubIbhv0KzYZUTstS+0ARe+v0ir/VuxNxnGj/2+YVRUaSuXEmm/y4kY2Nsxo3DZspkvf2LVlCGXFxMYWQk+WFh5IeFkRcWRkH41ZL9aCoVpj4+mHfrikW3bpg0bYqk8F9kmvx8jq77iZDD+3HyaMzA2fOp5eikaCahRFpeGsdjjxMQE8DphNPkFf3/jScmahPqWtTF2bKkUWto3ZA2Tm1wt3bXecP2oCtmfwsJCeHQoUOsW7cOX19f1qxZo9PvXVMp3phJkmQI7AL2y7L8Relj95coxVJm9fD3EmYD6was7bcWdVnPtDywBE59A70WQ7c3KydkqdTsAvp+eZw6tUzY9nLnR2741yQkkLJiBZnbdyAZGlJ7zBhsX5yCga1tpWYUnh5ycTH5oaFkHw8kOzCQ/JAQkGXUtWtj3qULVn39sOjdu8qXq5IjI9j99aekJ8TRbsgwOo0ch7oaLb3WJIXFhcRmxRKbHUtcdhyxWSVv/34/W1PSONma2NLOqR1t67SlnVM76lvWr/DP1aMas7+lpqbSoEEDsrKyKvS9hBKV2Zg99ne4VPIT8wtw9e+mrNROYCKwrPTtjv96/BVJkjZRsuk/81FNmVA1ZFnm/TPvU1BcwAedPyh7U3b6u5KmrO006PpG5YQsJcsyb28LISu/iI0jWzyyKSu6e5fIsWMpTk2j9tgx2E2bhoG9faXmE54+klqNqa8vpr6+2L/6CkXp6eScOEF24AlyTpzgnr8/pq1b4/T2W5h4e5f7+xRpNGSlpZCV+n/t3Xd4VFX++PH3mZKZSe8JLaGG3lGkiQoqgqvrrogNXLFXWLu4P931u3bXFVYRV8W1gKKsa0GxoIKI9NBCJwFSIL1PMpl2fn/MEEJJoQwJ8Hk9z31umXvuPXOmfebcc88poLywAK/HgyU4GIstmKDgYIJswViCQwiyBbN5yY/88uE7WMPCufqJ/yO5d7+T+IzFyRZkDKJjZEc6Rh7ZnY/WmuyKbFblrmJV7ipW565m4Z6FgK8ftX5x/YiyRhFqDiU0KJRQcygh5pDa9Y4RHYmxHdsfzQNdoVxwwQUArF+/nuTkEx8tRQReozVmSqnhwFJgE+D1b54GrAQ+AZKATGC81rrYH8i9BowBqoCbD29fdjipMQu8E7qEufFT+OxW6HElXP0uHGtQd4z+ty6bP8/bwOOXdeOOkZ3q3U97vWTdeSdVy1eQPHcOtjptLIQ4WbTHQ+lnn1Hwz1fxlJQQOX48cVOnYIqObjBdTZWdtV9/QVHWXsr9wZi9tOSYzt1xwDlcetdUgsOP/W5k0XJprdlTvofVuatZlbuKLUVbqHBWUOmsxK2PHNHi78P+zpWdr6z3eIe3MRszZgxPPPEEEyZMID09HZvNRkhICNOnT2fQoIBU8px1mv1SZqBJYBZYJ3QJM/0nmHMNtBsMN/4XzNbAZRTYX1bNJf/8hZSEMD65YwjGBoZdKpw1i4JXp5P41JNEHaWPJiFOJk95OYWvv07xnLkYgoOJu/deoq67FmU2H7HvrjUr+fGdmVSWFBPVqg3hsXGExcQRHhtHeFw8YTFxhMXGYjSZcVbZqamuxlldhbO6ipqqKpxVdkKiY+g29PxmvdtPnFpaa5xeJxXOCuwuO5WuSiqdlXSI6EB8sHTx05JIYCaO2wndhblvHfzncohqDzd/A9bA/mvXWnPTu6tZvbuYhVNG0D62/j6n7MuXk3nLrYSPHUvrl16UHy9xytSkp5P37HPYly0jqHMnEqdNI2ToUACqykr56d032b58KbFJ7bnkjvto1blrM+dYCHGyNWsbM3F6+3r31yzOWsxDgx46tqCsOAPmjAdbNNwwP+BBGcBHq7L4ZUcBT1/Zs8GgzJWXR85DDxPUoQOt/vZXCcrEKWXp1Il2b79F5U8/kff8C2ROvoXo226jcGAfFn/wDi5HNcOuuZFzrvwjRtORtWlCCNEQCczOYAVVBTy38jn6xvXlxu43Nj1hVTF88AfwemDiZxDeKnCZ9NuYXcrfv97C8M6x3Di4/gaq2uUi54EH8VZVkfzefzCEnP49uYvTj1KKsFGjCBkxgoynnuTbRQsoXPUTrTp35dK7phLTtl1zZ1EIcZqSwOwM9sLqF47vLsxvHoKybLh5IcR2CVwG/b5N28/UeeuJDbXw4tV9MDTQriz/1VepXruW1i+9hKVz54DnTYj6OB3VrF3wOatzdqGjwumRlUuK00y4Ub5WhRDHT75BzlCbizbz3Z7vuLPvncd2CXPz/yDtv76+ytqdE7gM4mtTNmtJBi98u43+SZG8NWkQsaGWevevWLSI4ndmE3ntBCJ+d3lA8yZEfTxuFxt++JYVn31MdXkZXc4dygWTbsWwdRs5f36A3ddcQ7vXX8fWp09zZ1UIcRqSxv9nqDsX3UlaYRrf/uFbQoNCm5aoMh9eH+xr7H/LDxDAf/5Ot5e/fL6JT9Zkc3mfVrw8vm+D42A6MzPZ/cerCUpKInnuHAyW+gM4IQJBe71sXbaEZfM+pLwgj3Y9+zDiupto1eVg4/6anTvJuutu3AUFtH7uWcLHjm3GHAshAkUa/4tjsjZvLctylvHAwAeaHpRpDQv+DE47XDUroEFZWZWLOz9cy/KMIu6/qDNTR6c0ePmyJiODnClTQSnaTH9VgjJxSmmt2b1uDb9+9B4FmXuIb9+Ji2+7h+Q+/Y+48cTSpQvtP5lH9n33k/PAg9SkZxB77z1yg4oQoskkMDvDaK2ZkTqDOFsc13a7tukJN86DbQvgkr9DXOBu799TaGfyf1aTXVLNPyf05ar+bevdVzudFL79NkVvzEIFB9PmlVcIalv//kKcbM7qKr6d+So7V/1GZGIrxk15hK7nDW9w/ExTdDRJ784m98mnKHz9dSoXLyb2nrsJvfBCCdCEEI2SwOwMs2zfMlLzU3li8BPYTLamJSrLgW8egXbnwXl3ByxvG7JKuendVShgzm2DOad9/T2nV61bR+6TT1KzcxfhYy8jYdo0TLGxAcubEIcryd3HFy/9neJ92Zx/w80MGHtlk8epNAQF0eq5ZwkePJjCmTPJvvseLD26E3f33c0y5qYQ4vQhbczOIFprJiyYQLmznK9+/xVmYxP6UNIaPvwjZC6HO3+FmPqHQDoR+eUOLv/Xr1jMBj68ZTDJMUfv5sJTaafg1VcpmTMHU0ICiU89SdiFFwYkT0LUZ8/6tSyY8SLKYOTyKY+c0DiV2uWi7KsFFM6ahSszE0u3bsTefRdho0c3WPMmhGi5AtnGTL4VziCLMhextXgrd/e7u2lBGUDqe5D+I1z8dMCCMqfby11zUqlwuHl70jn1BmUVP/9Mxu9+R8mcOURdfz0dFyyQoEycUlprVn0xn8+e/xvhMXHc+OwrJzx4uDKbifzDVXT65mtaPf8curqanPunsPuqP2Bfueok5VwIcaaQS5lnCI/Xw2vrXqNjREfGdRjXtEQle+G7J6DDSBh0S8Dy9n8LtrB2bwmvXd+frolhRzxevXkzBa/8E/uyZVi6dKbN3DkE9+8fsPwIcTSuGgffzZrB9t9+IWXICMbcOQWz9eSNDatMJiJ//3siLr+c8m++oeC118m6/XaSZr9D8MCBJ+08QojTmwRmZ4ivd39NRlkGr1zwStM6k/V64Yt7AAVXvg4BuqTyyZosPlixlzvO78jlfVof8phz714Kpk+n/JuFGCMiiH/kEaJvvAEVFBSQvAhRn+J92SyY/iIFe3cz4vo/cc4VfwxYOzBlMhFxxRWEDB/O3htuJOvOu0j+8AOsXWVMTSGEBGZnBJfHxcz1M+ke3Z3RSaOblmj127BnKVzxGkQGZviYjdml/OXzNIZ1juHhSw/+6Ljy8ymcOZPS+f9Fmc3E3HkHMbfcgjHsyNo0IU42h72SvPRd5KbvYP+uHeSm78BeUowlOIQ/PPoUHfoHpNnIEUzR0SS9/RZ7rr+BzFtvpf1HH8ldx0IICczOBJ/t/Iycyhz+MvovTfuXX7IXFv0VOo+G/scwhuYxKKys4c4P1hIXauFf1w3AZDTgKSujaPa7FL//PtrlIuqa8cTedRemuLiA5EGIAyqLi1j+34/I2pJGyb7s2u1RrdqQ1KsviZ1S6HzOYMJj409pvsxt2viCsxsnkjn5FtrPnSN3HwtxlpPA7DRX7a7mzY1vMiB+AMNaD2s8gdbw1RRQCi5/1Tc/ydweL/fOTaXI7uS/dw0lrLKUvNffo/Tjj/FWVRE+bhxxU+4nKCnppJ9biLq8Xg8bf/iWpR+9h8fton3fAfQYcSGJnVNI7NgFa2gTO2AOIEuXLrSb9QaZk28h87bbSX7/Pak9FuIsJoHZae7jbR9TUF3ASyNfalpt2fq5kPEzjH05YJcwn1u4jRUZxfzr/FhiZv2D9M8/R3s8hI8dS8xtt2HtmhKQ8wpRV/6eDBa99Tr7d20nuU9/Rt1yF1GJrRtP2AyC+/en7YzpZN11N9l330O7t9+SES5OAqPRSO/evdFaYzQaee211xg6dCh79uyhe/fudK3Tru+BBx5g0qRJzZhbIXwkMDuNZVVk8damtxjWZhgDE5pwV1dFLnz3OCQNDdhdmJ+lZrN4wa+8WbySpC9XUGYyEXH1H4mZPJmgdoEJBIWoy+Vw8Nv8uaz9+nOsoWGMvfdBug2/oMV36ho6YgStn3uOfQ8/TM6DD9L21VdRTezQVhydzWZj/fr1AHz33Xc8/vjjLFmyBIBOnTrVPiZESyKf+tNUlauK+3+6H4Vi2rnTmpbom4fA5YAr/nXS78L01tTw/ZvzqPn0U14r2IUKCSH6lslET5okbcjEKaG9XnavX8uPs2dRXpBH74suYcQNN2MLPX0uC0b87nI8JSXkPfss+6ZNo9VTT2EIOXq/fyeb9nhw5+VhjIk5I2vrysvLiYqKau5sCNEoCcxOQ17tZdqv08goy+CN0W+QFN6EtlpbvoCtX8Hov0Js55OWF8eOHZR+Op/8zz4n2V5BREQskVOmEH/D9RjDw0/aeYQ4nL20xHdXpf/Oytz0HdTY7US3bsuEp56nbY9ezZ3F4xI9aSKeygoKZ/yLqpWrSHj8ccIuvSSgNX6e8nKybr+Dan8NkjEyElNCAqaEeMwJCZjiEzDFxaLMQSizCYxGlMmMMpt8tXpGI8poQhkNvmWDf240+vc1ocxmVFCQb1532diE7n2OU3V1Nf369cPhcLB//35++umn2sfS09Pp1+9g58H/+te/GDFiRMDyIkRTSWB2Gnpzw5v8mPkjj5zzCENbD208QVUxfP0QtOoLQ+474fN77XbKFy6k9NP5VG/YgMdo4rfEXpT94TKmPnw9liB5W4mTryw/j4x1q8nevIn96TuoKCwAQBkMxCa1p+t5I2iV0o1uw0ZiMjdx5IsWKu7uuwkZMoTcp/+PnKlTCRk+nMS/PEFQ+/Yn/Vzu4mIyb7mVml27iJs6FbQXV14e7rx83Hl5OLZsxVNU5LtxKAAMoaFYUlKwdE3B2rUrlpSuWFJSMIaeeE1h3UuZy5cvZ9KkSaSlpQFyKVO0XPILeppZtHcRMzfM5IpOV3Bj9yZ2dfHdE1BdDBM/A+OJveRV69aRfc+9eIqLCerUieVjJvKq6sxVF/Tgqd/1xGBo2e14xMnn9Xgoyd1HUdZeCjL3UpS1l8KsPVQUFhLXvgNtu/eibfdetO7aHWtI0++C9Ljd7Nu+hYx1a8hIXU1xThYA4XHxtE7pTquxV5LYKYX4Dh0xW05eD/0tRXD//nT49BNK5n5EwYwZZPzuCmJuu42Y22/DcJJGJHDl5ZF582Rc+/bRbuZMQkcMP+p+2uXCXVwCbhfa7T44udzgObDuAa8H7fH65x7wen3bPW68Tifa5UK7XOBy1a57Cgtx7NhB+YKvKf3o49pzmtu2xdKtK8H9BxA8cADWHj1OqPPpIUOGUFhYSEFBwXEfQ4hTQQKz08iOkh1M+3UafWL78OSQJ5t2aWPnItgwF85/GBJ7n9D5y7//nn0PP4IpIYH4V1/lwc2aH7cX8MDFKdx3UecW37hanBxej4ecbZvZtWYlWVs2UZyThcflAkApA5GJrYhNak/7fgPJy0hn7ddfsPrL/4JSxCV3oG33nrTp2hOLzYbb5cLtcuJxuXA7nXhcTlxOJ/kZu9izcR3O6ioMRhNte/Siz6gxdOg/iOjWbZq5BE4dZTIRPWkiYWMuJf/FlyicOZOyr74i4bFHCRkxAsMJBCrOrCwyb56Mp6SEpLf+TfA559SfD7MZc0Jg+3jTWuPetw/H9h3U7NiOY/t2HJu3ULnoR18erFZsffpgGziA4IGDsPXri/EYujvZtm0bHo+HmJgYqqqqAvU0hDhhSgeoevpYDBo0SK9Zs6a5s9GilThKuO7r63B6nHx8+cfEBzfhS7KmAmYOAXMw3LkUTMffoLf4vffIe/4FbH36EP7KdO74Kp01e0t4+speTDwv+biPK04PLoeDPRtS2bVmBRmpq3FUVmA0m2nbvRdxyR2IbZdMbLtkotu2wxx06PvM5awhd+d2srduJntrGvt2bsNdU9Pg+UKjoukw4Bw69B9Ecq++BNmCA/n0Thv2FSvJffppnBkZYDZjTUnB2qsX1l49sfXujaVTJ1QTLuPWpKeTefNkdE0N7d5+C1vvE/vTFkjuggKq1qZSlbqW6rWpOLZu9Q0pZzCQ+NeniLrmmnrTHuguA3yB37PPPsu4ceOO2l3G5MmTuf/++wP+fMSZQSm1VmsdkGFCJDA7Dbi8Lu784U7W56/n3THv0ieuT+OJPG74/C7Y9Cnc8j20O/e4zq09HvJeeIGS9z8g7OLRBP/1GW74cAO78iv454R+R4x/KU4PWmty03ew9dfF7Fq1Aq/HjSU4BEtICJaQUCzBIVhDQggKDqEoay97N63H43JhDQml48Bz6TzoPJL79ifIajvmc3vcbgoz9+BxuzCagzCZgzAFmWuXjWYTpiCL1MDWQzudVCxZgmPjJqrTNuFI24y3ogIAZbFg7d4da8+eWHv0wNqrpy9Yq9PthmPLFjJvuRWMRpJmv4M15fTqV9BTaad6w3qq16YSdvForN27N3eWxFlIArOz3HMrn2Putrk8M/wZruh0ReMJairg05th1w9w4V9g5MPHdV6vw8G+hx+m4odFRN80Cdv9f+bGd9ewLbeCtycN4vwU6QbjdFO8L5utvy5h27LFlObux2gy0aH/IILDI3FU2amxV1JTZafGbvfPKwmJiqHzoMF0Puc82nTriSGAd9GJY6e1xpWZSfWmNBxpaVSnbaJmy1a8/st1ymLB0q0r1h49CEpKpnDmTAxhoSTPnh2QmwmEOBsEMjCTNmYtmNvr5uU1LzN321wm9pjYtKCsfB/MvQbytsDvpsPAPx3fuYuLyb7rbqo3biRh2uNYr72em2avYsu+ct6cOFCCslOsNHc/yz75kLK8XMLj4v1TAhH+eXhcHGaLFY/bRU1VlS/AsttxVNlxVtkpy89j+/Kl5GXsAqVI6tmHc38/ni7nDj2mBvmi5VFKEZScTFByMhGXjwN8fbo59+zFsXlz7VT+5Vd47XaCkpNJenc25tZS2y1ESyQ1Zi1UWU0ZDy15iBX7V3Bj9xt5cNCDmAyNxNG5ab6gzFEG49+DLqOP+bxep5OK776nYMYM3Pn5tH7pRYIuHMVt769h2a5CZlzXXy5fnkI1VVWs/N88Ur/5AoPRRGLnFCqKCigvKMDrcR+yr8kchNvlrPdYCR270H34SLoOGUFodEygsy5aGO314srJwRQff0Z2ICvEqSQ1ZmeZ9NJ07vvpPnLtuTw99Gmu6nJV44l2/Qif3ASWMJj87THfgenat4+SeZ9QOn8+nqIizMlJJP3nXcx9+nLXh6ks3VnIy+P7SlB2ini9HtJ+/oFl8z6kqqyUniNHM/zaibUBlfZ6qSwtpjw/n/LCfMoL8qmurMB6SDuxYH+7sVCCwyMIiZRez89mymCQYdGEOA1IYNbCLM5azGNLH8NqtDL70tn0i+/XeKLU9+GrqRDfHa7/BCKa1p2A9nqx/7acko8+ovLnnwEIveACoq6/npChQ/CimDpvPYu25vF/V/bk6oFtT+SpiSbKTNvA4vfeoiBzD2269eCqR58isVOXQ/ZRBgNh0bGERcfShh7NlFMhhBAnmwRmLYTWmnfS3mFG6gy6x3Rn+oXTSQxJbCwR/PR3WPoydBoF4/8D1qYNg2Rfvpzcv/4N5969GKOjibntNqKuGY+5jS+o83o1j3+2ka827OPxy7oxcUj7E3uCokFer4e9G9ax/vuvyUhdTXhcPJdPfYyU84bJ3YlCCHEWkcCsBah2V/PUb0+xcPdCLutwGU8PfRqrqZGevb1e+OZBWDMbBkyCca+AsWnD0FQuWUL2ffdjbtuW1i+9RNillxzSUaXWmqcXbOGTNdncP6oLd4zsdCJPTzSgNHc/aYsXsXnJIiqLi7CGhTP82kkMHPd7TCfQeagQQojTkwRmzUhrzQ97f+DlNS+Ta89l6oCpTO41ufEaEo/rYB9lw6b6BiZvYq1KxU8/kzNlCpYuXUia/Q7GyMhDHne6vUz73ybmr83m1uEd+PPoLvUcSRwvV42DnauWk/bT92Rt2YRSBtr37c+FN91Gx4GDT/txHoUQQhw/Ccyaya6SXTy/6nlW5q6ka1RXnhvxHAMTBjae0OWA+TfD9m9g1JMw4sEmn7P8hx/I+fMDWLt3J+nttzBGRBzyeFm1i7s+XMtv6UVMGdWFqaO7yGW0k6g0L5f1331F2s+LqKmyE5nQiuHXTqLH+RcRFhPb3NkTQgjRAkhgdoqVO8t5Y/0bfLTtI0LMITwx+AnGp4zHaGhCp501lfDx9bB7CYx9Gc69rennXbiQnIcexta7N+3e+jfGsLBDHs8qruLm/6xmb5Gdf4zvyx+lof9JobUma/MmUhd+SfralRgMBlLOG06f0WNo260nymBo7iwKIYRoQSQwO0W82svnuz5neup0ShwljE8Zz3397yPSGtl4YoDqEpgzHnLWwu9nQb/rmnzusq8WsO/RR7EN6E+7WW9iDA055PH1WaXc+t5qnG4v708ezJBO0sfViXI5a9j26xLWLfySgsw92MLCGfz7a+h3yVjpQ0wIIUS9JDA7BVweF1N+nsLSnKX0j+/PrNGz6B5zDOO7VebDB3+Awu1wzfvQ/XdNTlr6+efsn/YEwYMG0W7WGxiCDx0M+tu0XKbOW0dcmIWPbx9C53jpBf5EVJYUs/67r9mwaCGOinLiktpzyZ33023YyCMG9xZCCCEOJ4FZgHm8Hqb9Oo2lOUt57NzHuL7b9cfWbqt4N8y52jfU0vXzoNNFTTtvRQUlc+ZQMH0GIUPOo+3rr2OwHRxwWmvN20t38+zCrfRrF8lbkwYRGyqBw/HKy9jF2m++YPtvS/F6PXQaOJiBY6+gbY/e0k5PCCFEk0lgFkBaa55b9Rzf7vmWBwY+wA3dbzi2A+z+BT6Z5OuvbOL/IOm8RpPUpKdT/OGHlH3xJbqqitDRo2jz8ssYrAe731iXWcI/F+3klx0FjO2dyCvX9MNqloGpD+f1eFAGQ72BldfrIX3tKlK//oLsrWmYrTb6XnIZ/cf8jqhEGSFBCCHEsZPALIBmbpjJvO3zuLnXzdzc6+ZjS7z6bVj4KER3gus/huiO9e6qPR4ql/xCyYcfYv/tN1RQEOHjxhF14w3Yevas3W99VimvLtrB4u0FRIcE8Zdx3Zk8rAMGw9lZo1NemM+u1SuoLCmmuryc6ooyqsrLqC4vo7qinBq7HWUw+Ic1CsESHII1JARLcChBtmCyt6VRlpdLWGwcI2+cTK+LLpEBwYUQQpwQCcwCZM7WOczaMIurOl/Fnwf8uekJPS749jFfYNblUvjj2/X25u8pL6f0s88omTMXV1YWpoQE4qZOJfKa8Ziio2v32+APyH7eXkBUsJlHx3Rj0pBkQixn38vvcbvJWLeaTYu+ZfeGVNAag9FEcHg4trBwbOERhHfs4lsOC8Pr8VJTVUmN3U5NlR2H3Y59XzY1VXYi4hMYcd2f6HLuEAxGqXEUQghx4s6+X+ZTYEHGAp5f9TwXtbuIJ4c82fQ2RlXFvkuXe5bC0Pt9HccepRuNmt27KfngQ0o//xxdVYVt4EDiH3yAsFGjUHU6J92WW86L327np235RAabeWRMVyYNaU/oWRiQleXnsumn70n7+QfspSWERkVz3h8m0OuC0YTHJUg7MCGEEC3C2fcLHWC/ZP/C//v1/3FO4jm8OPJFTIYmFnH+NvjoWijPOWp3GFpr7L8uo/iD97H/shRlNhM+bhzRkyZi7XHkINafrsniic/TCA4y8vClXblp6NkRkGmtqSorpSw/j7KCPMrycsnemsbejetQykCH/gPpM3oMHfoNklouIYQQLc6Z/0t9kqWXplPlqsJgMGBUxtrJoAxkVWTx4OIH6RLVhRkXzsBibOQuR60hfwts+RKWvw5mG/zpG2h3ju9hrxfnnj3Yly+nZM5cnBkZGONiib3vXqImTMAUe2Rv8U63l6cXbObDFZkM6xzDjGv7E3MG3W3prK6ioriIyrpTSRHlhQWU5eVSVpCHu6bmkDQR8QkMHX8DvS68WHrYF0II0aJJYNZELo+LF1a/wLzt8xrcLzk8mTdGv0FoUD2NwLWGnFTY+iVs/QqK0wEFHS/ANexvOHYUUj3/x9kJhQAAFqlJREFUVRybNlK9KQ1vRQUA1l69aP3iC4SPGYOqZ3Dr3DIHd81Zy7rMUu4Y2ZGHL+mKyXh69CxfUVzI7nVrqC4vx2GvpKbKXtuuy7dcib20BGd19RFpLSEhhMXEEZnYmuQ+/YmITyQiPsE3xSVgtjYyILwQQgjRQkhg1gSF1YU8uPhBUvNTmdhjIue1Og+P14NXe3FrN17txaM9aK0Z1mYY0VZ/w3utfT32l2b6pr2/+YKx8mwwmNBJI7CHjqNiRzWVs9fifvZaXzqTCWtKCuHjxmLr3Qdb3z4EderUYDuoFRlF3Ds3lWqnh5k3DGBs71anoGROTE1VFTtX/cbWpT+RuXmTr7wAkzmo9i5I352QoUTEJRAcGUloVAxh0TGEHpiiYiTwEkIIccaQwKwRm4s2M+WnKZTWlPL8iOcZ13HckTt53JCXBlkrYftzUJp1MBhzVhzcz2jB2/5C7JHXULG1nIo3luEt244hJISQ80cQ3L8/1t69sXbvfki/Yw3RWvPOr7t5buE2kqOD+ei28+iSENZ4wmbicbvZsyGVrUt/Jn3NStwuJ5EJrRjyx2vpOuR8IuITMNVTIyiEEEKc6SQwa8BX6V/xt+V/I9oazfuXvU+PGH8je2cV5KyBzBWQuRyyVh8MwCzhEJkEUcnQYQQ6vC0uZxjVOVXY16dTMWMp3oqNGMLCCLvoQsIuHUPIsKEYLE1rB6a1Zn+Zg+15FezIreC39CKW7Cjgkh4J/OOavoRZzY0f5AQ4KispK8jDUVmBy+HA6ajGWV2Ny1Fdu+yuqcHtcuJ2ufC4nLidTjxuFx6ni5K8/TgqyrGGhdProovpPvxCWnXpKndFCiGEEEhgdiiPG0r34i7exT93zuf9ghUMtMTzD1tPYpZM912WrMzz1Y553YCC+B7QdwIkDYF2g/GYonGkbaJ6/Qaqf9lA9cZ5eIqKADBERBB28cWEX3oJwUOGYGikZkhrTUahnd/Si9i2v5ztuRVsz6ugwuGu3Scx3MqjY7pxx/kdT0pHsVprKkuKKMrcS6m/MX1ZXq7/Lsdcauz2+hMrRZDViinI4pvMZoxBQZhMZoxBZiwhIXTsN5CUIcNp33cARlNgg0ghhBDidKO0v11Pc2rVrZWet2geQ1oPwWw4uT/WHq+H/fb97C3fy57yPewp28Pesgzs1cWEeTWhbiehzirCqssJrSomzO3i5xAbK2w2riur4OHiEsxBYRAcBbYosEVD637+QOxctDmM6g0bqFzyC5W//ELN9u21baWCOnTA1rcvtr59sPXtiyUlBWVqOBaucLhYtquIX3YWsGR7ATmlvsbu4VYT3RLDSUkMpWtiOF0TwuiaEEZE8PGXl6vGQVFWJgWZeyjI3E3h3j0UZO7BUXnw8qvRbCY8LoHI+ATC6zSqt4WFE2S1EWSzEWQLJshqwxQUhDKcHjcbCCGEEMdLKbVWaz0oIMduCYFZaMdQ3eGpDkRaIrk4+WIu63AZAxMGYlBH+ZF3OaCqyDdVl4AygMkCRjPaEMTu6nxWl25jTdFmdpWmk1mVi1MfrGEK9WqSXU7CvF7sykCF0UCF0UylQVGDryzMysT/63U7V6VcDbZIMB4a/LhLSrAvXUrl4iVULluGt6wMTCaC+/cn+LzB2Pr0xdanN8aIiEafu8PlYVNOGSszivhlRyGpmSW4vZpQi4mhnWI4PyWO87vE0S7a1ujlPu31UlFUSHFOFsX7cyjOycZeWoKrxoHL4fDNaxy4ampqL0MeCCLNFiuxScnEJXUgNrk9se2SiUpsTUhklARbQjSjZ555hrlz52I0GjEYDLz55ps8+uijvPzyywwaFJDfBSFEIwIZmLWIS5ldHdX8I7eAb0LtLKj+hE93fEq8V3GpCuVCQziRNZXYqsuwVZVgq6nEqjUGQAMZZhOrrVZWWy2ssVkpNhiILYcB2R5GOt1EmdzEGt0khoTQLroNsYldMMR3hphOENvVNzf52ne5PC4qXBWYDWZCseDMzcWVswtXTg7OnBzfPGM3js2bQWuMMTGEXXQRoSNHEjJsKMawhhvda63ZV+YgdW8JqZklpO4tYcv+clweX3DUq004t5/fkZEpcQxIjsJ8WFcXTkc19tIS7KUlVPnn9tISSnL3U7Ivm5L9+3A7D/bhZQkJISw6FrPFitlqxRYe7lu2WDBbrFhDw2qDsYj4BAnAhGhhli9fzoIFC0hNTcVisVBYWIjT6WzubAkhAqhFBGYqKpkLRj7CBY4yqqoLWVKxm28c+/jIW8EHugKC8E0RUUAUADaDGaUMGCocdNqv6bfTwl/ygkjMdmCqOBCcmKj7FIvYRxH7MASvRgUH+2qgDAbfpEAp37J2OnHn59fWJgFgMGBOTMTcti2x99xD6MiRWHv2qDeYqXC4SC+wszOvgl0FlaTnV7Ipp4y8cl/erGYDfdpGcsvwjgxIimRAchRRVgNl+XmU7E9n49b9lObto2T/PsrycqksLT6i41Tw5Tk8Pp7o1m1J6tWH6NbtiG7dlug2bbGFR0ijeiFOY/v37yc2NhaL/+ag2KN0Ki2EOLO0iMDM4zJR6e6NIdyGIcHGKJuN0bZgKo0uthRvoSZ3P+79uei8Agz5RRjzSzAXlGErKCek0OM7iHIQ1Kk1tlG9sfbpja1XLww2G57ycjxl5XgrfHNPRTne8nK81Q7QGq294NXg9dauK6MJc+vWmNu0OTglxB8yDiWAy+Mlu9DOniI7ewvt7CmqIr2gkp15leSWO1DaS7CnmnBdTccQL6NCNEntFAkWL6HKiavKjmN9BYXLKvm8rJTyggJffvwswSFEJrYmoWNnOkXHEBIZRXBEJCGRUbWTNSwMw1HG0xRCnP4uueQSnn76aVJSUhg9ejQTJkxg5MiRzZ0tIUQABSQwU0qNAaYDRuBtrfXzDe3vyswi69Zbj/pY9OEbDAZM8fGYW7XCfG5/rD26Y+3dB2vPHhhDfb3te9wuXDU1oAxYOnTA2EiDe/BdZtQa3B4PVdU1FJWWU1hcTklZBWXrdlJevo6KSjv2Sjsl5XbKKqqwV1Vj8Loxe90YtRub8pBkdNHTW43ZaQeHHTi0DZ8dyFAKa3AIltBQrCGhWEPDiIhPpPuIC4lKbE1kYisiE1tjCwuXGi8hzmKhoaGsXbuWpUuX8vPPPzNhwgSef77Br1MhxGnupDf+V0oZgR3AxUA2sBq4Tmu9pb40rWNi9W1jxmJSGrPSmBUY0ZjQGBR4jWY8JhNuoxmPwYgXhfdA7ZbHjXI7MXhc/rkTVafWCUCj8BhMeAwm3MqEWxnRKAxeD0btwaB9c6P2YMRbTy7rYTRjNAdhMgdhNgcRZAvFGhqBJTgCS3A4QcHhWELCsdjCMVlCMZpsGIxWvF7wuL14PRqPyzf3ejXaP3k1aI/XN6+73Yt/rn3BpFcDCoNR4bsyq1C1ky+LXo8+bPKdT2uNwagwGA2+uUEdst5QSGgwKoxmI0azAZPZgNHkn8y+tL58+QNef5EeeK/VnqP2fL78+tJRm78DZXJg3f/+8s0NAL7nrBSgfOf0neLIcyrlP4eB2vI5UFa15XlYGWutUepgHg+Wkb98lKKhQvKVicJgMmA0GjCafWmNpjplftgxa4/bjA68r3yVyf73mD745wUNuk4ZN3asumkPrjecTin/66R872PDYa+Z8r+OBv/reraYP38+7733HhUVFdL4X4hmdLo1/j8X2KW1zgBQSn0MXAnUG5gZMRBJSO0XtgbcgBN/fZMbVI3vN1DhxaR8D/h+wGygwlHK5Lt70mRGKTMoM0r7jqS1GyMe0G7fwbTbdwCDETDiiyWNoA6sm4AglAoCZQZ1YDnId2zMoHzt1+r+iLo1uKugqupoz7LGPx3pQFBS90fnkB8iVeeHqE7g5XvMdwzv4UGFP7AAjhIEHAyMvB6N2+k+Img7EAgdjUajPRq324vH5cXt8h5eMShOwIHX9mgBIf73/oHXVns1msYDHWr3Pyyt//Omvb7X1Htgw+lEURugHfVzoqjzZ8X3h0PV+ewcXG4kwPP/CVDq0LRA7Wf00GV1MMD0PeDL34FlBYkdIxhwaXK9p9y+fTsGg4EuXboAsH79epKTk0lLSzuekhJCnAYCEZi1AbLqrGcDgw/fSSl1O3A7QFLrDlw0eRoupwd3jad27qzx4HR6MB0eWBxSK6Rqvyyp86V54Ivz4D9834q/QgUUGOvWDvl/CI1GwyFf2kdzeE2IwaRqtymDod7AymBUtTVLvrS+Y5yMjmGbk9a+GiePyxeoeb26zuugan/QUAr0gVqwg5P2ajweL9qr6wQlhiMCkwPpa1/TurUwUP85oU5tmL8myOutDVIO1soc+trV1qbV1t55D813Q9GQPlAj6sXj1r5lt+95HqgpPTwQrl0/rHwOqTXUB57Xoe95Gq68O6R8OKycUIe/Xw+rVTws6Kj7OWtMfQHQgedQb/F569bcHVZTXKe2+IjtdWv6/IFm3e0Ha/0OrcHzehuPRg+83HVrAQ99Hx48ru+10kd97GBgDOExtgbPWVlZyX333UdpaSkmk4nOnTvz73//m6uvvrrR/AohTk+BuJQ5HrhUa32rf30icK7W+r760gwaNEivWbPmpOZDCCGEECIQAnkpMxAdV2UD7eqstwX2BeA8QgghhBBnlEAEZquBLkqpDkqpIOBa4MsAnEcIIYQQ4oxy0tuYaa3dSql7ge/wdZcxW2u9+WSfRwghhBDiTBOQfsy01t8A3wTi2EIIIYQQZyoZHFEIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooVQWuvmzgNKqQpge3Pno4WLBQqbOxMtmJRPw6R8Gidl1DApn8ZJGTXsTCqfZK11XCAOHJAhmY7Ddq31oObOREumlFojZVQ/KZ+GSfk0TsqoYVI+jZMyapiUT9PIpUwhhBBCiBZCAjMhhBBCiBaipQRm/27uDJwGpIwaJuXTMCmfxkkZNUzKp3FSRg2T8mmCFtH4XwghhBBCtJwaMyGEEEKIs16zB2ZKqTFKqe1KqV1KqceaOz/NTSk1WymVr5RKq7MtWin1g1Jqp38e1Zx5bE5KqXZKqZ+VUluVUpuVUlP826WM/JRSVqXUKqXUBn8Z/c2/vYNSaqW/jOYppYKaO6/NSSllVEqtU0ot8K9L+dShlNqjlNqklFqvlFrj3yafMz+lVKRSar5Sapv/+2iIlM9BSqmu/vfOgalcKTVVyqhxzRqYKaWMwOvAZUAP4DqlVI/mzFML8B9gzGHbHgN+1Fp3AX70r5+t3MCDWuvuwHnAPf73jJTRQTXARVrrvkA/YIxS6jzgBeCf/jIqAW5pxjy2BFOArXXWpXyOdKHWul+dLg7kc3bQdOBbrXU3oC++95KUj5/Werv/vdMPGAhUAf9DyqhRzV1jdi6wS2udobV2Ah8DVzZznpqV1voXoPiwzVcC7/mX3wN+f0oz1YJorfdrrVP9yxX4vgzbIGVUS/tU+lfN/kkDFwHz/dvP6jJSSrUFxgFv+9cVUj5NIZ8zQCkVDpwPvAOgtXZqrUuR8qnPKCBda70XKaNGNXdg1gbIqrOe7d8mDpWgtd4PvsAEiG/m/LQISqn2QH9gJVJGh/BfplsP5AM/AOlAqdba7d/lbP+svQo8Anj96zFI+RxOA98rpdYqpW73b5PPmU9HoAB41385/G2lVAhSPvW5FvjIvyxl1IjmDszUUbbJbaKiUUqpUOC/wFStdXlz56el0Vp7/JcQ2uKrme5+tN1Oba5aBqXU5UC+1npt3c1H2fWsLJ86hmmtB+BranKPUur85s5QC2ICBgBvaK37A3bkktxR+dtqXgF82tx5OV00d2CWDbSrs94W2NdMeWnJ8pRSrQD88/xmzk+zUkqZ8QVlc7TWn/k3Sxkdhf/yymJ87fEilVIHhmE7mz9rw4ArlFJ78DWfuAhfDZqUTx1a633+eT6+tkHnIp+zA7KBbK31Sv/6fHyBmpTPkS4DUrXWef51KaNGNHdgthro4r8bKghfdeeXzZynluhL4Cb/8k3AF82Yl2blbwv0DrBVa/1KnYekjPyUUnFKqUj/sg0Yja8t3s/A1f7dztoy0lo/rrVuq7Vuj+875yet9Q1I+dRSSoUopcIOLAOXAGnI5wwArXUukKWU6urfNArYgpTP0VzHwcuYIGXUqGbvYFYpNRbfv1UjMFtr/UyzZqiZKaU+Ai4AYoE84Cngc+ATIAnIBMZrrQ+/QeCsoJQaDiwFNnGwfdA0fO3MpIwApVQffI1qjfj+fH2itX5aKdURXw1RNLAOuFFrXdN8OW1+SqkLgIe01pdL+RzkL4v/+VdNwFyt9TNKqRjkcwaAUqofvptHgoAM4Gb8nzekfABQSgXja0feUWtd5t8m76FGNHtgJoQQQgghfJr7UqYQQgghhPCTwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIIYQQooWQwEwIcdL5xw7scQrOM63OcnulVFoAznGBUmrBMaZZrJQadJTtf1JKvXbycieEONNIYCaEOOm01rdqrbecglNNa3yXQ9UZdkkIIVocCcyEECfEP3zP10qpDUqpNKXUhLo1RkqpSqXUM/7HVyilEvzbE5RS//Nv36CUGurffqNSapVSar1S6k2llLGe8z4P2Pz7zfFvNiql3lJKbVZKfe8fkupADdazSqklwBT/sFX/VUqt9k/D/PuN9B9vvVJq3YFhiYBQpdR8pdQ2pdQc/9BgKKVG+ffbpJSarZSyHCWfNyuldvjPPeykFbwQ4owkgZkQ4kSNAfZprftqrXsB3x72eAiwQmvdF/gFuM2/fQawxL99ALBZKdUdmAAM01r3AzzADUc7qdb6MaBaa93PP9YlQBfgda11T6AU+GOdJJFa65Fa638A04F/aq3P8e/ztn+fh4B7/OceAVT7t/cHpgI9gI7AMKWUFfgPMEFr3Rvf0EV31c2jf5Dmv+ELyC72pxdCiHpJYCaEOFGbgNFKqReUUiMOjIlXhxM40EZrLdDev3wR8AaA1trjTzcKGAisVkqt9693PIa87NZarz/KuQDm1VkeDbzmP8eXQLi/dmwZ8IpS6n58gZzbv/8qrXW21toLrPcft6v/fDv8+7wHnH9YfgYDi7XWBVpr52F5EEKII0hbCyHECdFa71BKDQTGAs8ppb4/bBeXPjgor4eGv3cU8J7W+vHjzE7dQcc9gK3Our3OsgEYorWu5lDPK6W+xvdcViilRtdzXJM/r00hAxILIZpMasyEECdEKdUaqNJafwi8jO+yZFP8iP/Sn1LKqJQK92+7WikV798erZRKbuAYLqWU+Tiy/T1wb53n0M8/76S13qS1fgFYA3Rr4BjbgPZKqc7+9YnAksP2WQlcoJSK8edz/HHkVQhxFpHATAhxonoDq/yXBZ8A/t7EdFOAC5VSm/Bdduzpv5PzL8D3SqmNwA9AqwaO8W9gY53G/011PzBIKbVRKbUFuNO/far/BoYN+NqXLazvAFprB3Az8Kn/OXiBWYftsx/4K7AcWASkHmM+hRBnGXXwCoMQQgghhGhOUmMmhBBCCNFCSON/IUSLp5RaCRzeR9hErfWm5siPEEIEilzKFEIIIYRoIeRSphBCCCFECyGBmRBCCCFECyGBmRBCCCFECyGBmRBCCCFECyGBmRBCCCFEC/H/AboruCR9Jtl+AAAAAElFTkSuQmCC\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_7.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 223,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def gmean_scale(items):\n",
-    "    return gmean(items) / items[-1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 224,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def doubling_time(df):\n",
-    "    return np.log(2) / np.log((df.deaths_culm + df.deaths_g4) / df.deaths_culm)\n",
-    "\n",
-    "def doubling_time_7(df):\n",
-    "    return np.log(2) / np.log((df.deaths_culm + df.deaths_g7) / df.deaths_culm)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 225,
-   "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": 226,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</th>\n",
-       "      <th>deaths_m4</th>\n",
-       "      <th>deaths_m7</th>\n",
-       "      <th>deaths_g4</th>\n",
-       "      <th>deaths_g7</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",
-       "      <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>310.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>4.000000</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>131.0</td>\n",
-       "      <td>-3.0</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>2.000000</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>-30.0</td>\n",
-       "      <td>-1.0</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>0.000000</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>-102.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.250000</td>\n",
-       "      <td>1.250000</td>\n",
-       "      <td>0.000000</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>4898.0</td>\n",
-       "      <td>30.0</td>\n",
-       "      <td>7.750000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>0.000000</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>55</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-09</td>\n",
-       "      <td>4649</td>\n",
-       "      <td>626</td>\n",
-       "      <td>211364</td>\n",
-       "      <td>31241</td>\n",
-       "      <td>-865.0</td>\n",
-       "      <td>87.0</td>\n",
-       "      <td>626.750000</td>\n",
-       "      <td>533.000000</td>\n",
-       "      <td>624.144658</td>\n",
-       "      <td>506.479928</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>56</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-10</td>\n",
-       "      <td>3896</td>\n",
-       "      <td>346</td>\n",
-       "      <td>215260</td>\n",
-       "      <td>31587</td>\n",
-       "      <td>-753.0</td>\n",
-       "      <td>-280.0</td>\n",
-       "      <td>540.000000</td>\n",
-       "      <td>493.714286</td>\n",
-       "      <td>524.651566</td>\n",
-       "      <td>465.880261</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>57</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-11</td>\n",
-       "      <td>3923</td>\n",
-       "      <td>268</td>\n",
-       "      <td>219183</td>\n",
-       "      <td>31855</td>\n",
-       "      <td>27.0</td>\n",
-       "      <td>-78.0</td>\n",
-       "      <td>444.750000</td>\n",
-       "      <td>487.000000</td>\n",
-       "      <td>420.575043</td>\n",
-       "      <td>455.249211</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>58</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>3877</td>\n",
-       "      <td>210</td>\n",
-       "      <td>223060</td>\n",
-       "      <td>32065</td>\n",
-       "      <td>-46.0</td>\n",
-       "      <td>-58.0</td>\n",
-       "      <td>362.500000</td>\n",
-       "      <td>475.857143</td>\n",
-       "      <td>332.277650</td>\n",
-       "      <td>435.164071</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>59</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "      <td>226463</td>\n",
-       "      <td>32692</td>\n",
-       "      <td>-474.0</td>\n",
-       "      <td>417.0</td>\n",
-       "      <td>362.750000</td>\n",
-       "      <td>466.428571</td>\n",
-       "      <td>332.410269</td>\n",
-       "      <td>428.986521</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>197 rows × 11 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",
-       "55              UK    2020-05-09   4649     626      211364        31241   \n",
-       "56              UK    2020-05-10   3896     346      215260        31587   \n",
-       "57              UK    2020-05-11   3923     268      219183        31855   \n",
-       "58              UK    2020-05-12   3877     210      223060        32065   \n",
-       "59              UK    2020-05-13   3403     627      226463        32692   \n",
-       "\n",
-       "                       cases_diff  deaths_diff   deaths_m4   deaths_m7  \\\n",
-       "since_threshold geoId                                                    \n",
-       "0               DE          310.0          1.0    4.000000    4.000000   \n",
-       "1               DE          131.0         -3.0    2.500000    2.500000   \n",
-       "2               DE          -30.0         -1.0    1.666667    1.666667   \n",
-       "3               DE         -102.0          0.0    1.250000    1.250000   \n",
-       "4               DE         4898.0         30.0    7.750000    7.000000   \n",
-       "...                           ...          ...         ...         ...   \n",
-       "55              UK         -865.0         87.0  626.750000  533.000000   \n",
-       "56              UK         -753.0       -280.0  540.000000  493.714286   \n",
-       "57              UK           27.0        -78.0  444.750000  487.000000   \n",
-       "58              UK          -46.0        -58.0  362.500000  475.857143   \n",
-       "59              UK         -474.0        417.0  362.750000  466.428571   \n",
-       "\n",
-       "                        deaths_g4   deaths_g7  \n",
-       "since_threshold geoId                          \n",
-       "0               DE       4.000000    4.000000  \n",
-       "1               DE       2.000000    2.000000  \n",
-       "2               DE       0.000000    0.000000  \n",
-       "3               DE       0.000000    0.000000  \n",
-       "4               DE       0.000000    0.000000  \n",
-       "...                           ...         ...  \n",
-       "55              UK     624.144658  506.479928  \n",
-       "56              UK     524.651566  465.880261  \n",
-       "57              UK     420.575043  455.249211  \n",
-       "58              UK     332.277650  435.164071  \n",
-       "59              UK     332.410269  428.986521  \n",
-       "\n",
-       "[197 rows x 11 columns]"
-      ]
-     },
-     "execution_count": 226,
-     "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['deaths_g7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).apply(gmean, raw=True))\n",
-    "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 227,
-   "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['doubling_time_7'] = data_since_threshold.groupby(level=1).apply(doubling_time_7).reset_index(level=0, drop=True)\n",
-    "# data_since_threshold.loc[(slice(None), 'UK'), :]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 228,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "doubling_times = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time']]\n",
-    "             .unstack().sort_index().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": 229,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "doubling_times_7 = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time_7']]\n",
-    "             .unstack().sort_index().xs('doubling_time_7', axis=1, drop_level=True))\n",
-    "doubling_times_7.replace([np.inf, -np.inf], np.nan, inplace=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 230,
-   "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, 4 day average\")\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": 231,
-   "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_7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times, 7 day average\")\n",
-    "for c in COUNTRIES_CORE:\n",
-    "    lvi = doubling_times_7[c].last_valid_index()\n",
-    "    ax.text(x = lvi + 1, y = doubling_times_7[c][lvi], s = c)\n",
-    "plt.savefig('covid_doubling_times_7.png') "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 232,
-   "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, 4 day average\")\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": 233,
-   "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_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": 234,
-   "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[C7s].plot(figsize=(10, 6), title=\"Doubling times\")\n",
-    "for c in C7s:\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": 235,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# deaths_diff_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m4']]\n",
-    "#              .unstack().sort_index().xs('deaths_diff_m4', axis=1, drop_level=True))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 236,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# deaths_diff_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m7']]\n",
-    "#              .unstack().sort_index().xs('deaths_diff_m7', axis=1, drop_level=True))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 237,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# deaths_diff_m7"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 238,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</th>\n",
-       "      <th>deaths_m4</th>\n",
-       "      <th>deaths_m7</th>\n",
-       "      <th>deaths_g4</th>\n",
-       "      <th>deaths_g7</th>\n",
-       "      <th>doubling_time</th>\n",
-       "      <th>doubling_time_7</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",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>MX</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>1997</td>\n",
-       "      <td>353</td>\n",
-       "      <td>38324</td>\n",
-       "      <td>3926</td>\n",
-       "      <td>692.0</td>\n",
-       "      <td>245.0</td>\n",
-       "      <td>191.50</td>\n",
-       "      <td>202.714286</td>\n",
-       "      <td>169.431224</td>\n",
-       "      <td>188.007500</td>\n",
-       "      <td>16.405493</td>\n",
-       "      <td>14.818272</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>FI</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>19</td>\n",
-       "      <td>4</td>\n",
-       "      <td>6003</td>\n",
-       "      <td>275</td>\n",
-       "      <td>-3.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>3.75</td>\n",
-       "      <td>4.142857</td>\n",
-       "      <td>3.556559</td>\n",
-       "      <td>3.926918</td>\n",
-       "      <td>53.941311</td>\n",
-       "      <td>48.886492</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>FR</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>708</td>\n",
-       "      <td>348</td>\n",
-       "      <td>140227</td>\n",
-       "      <td>26991</td>\n",
-       "      <td>252.0</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>190.25</td>\n",
-       "      <td>208.571429</td>\n",
-       "      <td>150.463360</td>\n",
-       "      <td>180.170992</td>\n",
-       "      <td>124.687059</td>\n",
-       "      <td>104.184967</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>DK</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>78</td>\n",
-       "      <td>-6</td>\n",
-       "      <td>10591</td>\n",
-       "      <td>527</td>\n",
-       "      <td>-6.0</td>\n",
-       "      <td>-10.0</td>\n",
-       "      <td>1.25</td>\n",
-       "      <td>3.428571</td>\n",
-       "      <td>4.426728</td>\n",
-       "      <td>5.119415</td>\n",
-       "      <td>83.804459</td>\n",
-       "      <td>72.511969</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>BE</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>330</td>\n",
-       "      <td>54</td>\n",
-       "      <td>53779</td>\n",
-       "      <td>8761</td>\n",
-       "      <td>-38.0</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>60.00</td>\n",
-       "      <td>106.428571</td>\n",
-       "      <td>59.332700</td>\n",
-       "      <td>85.071774</td>\n",
-       "      <td>102.695520</td>\n",
-       "      <td>71.728827</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>IT</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>172</td>\n",
-       "      <td>221216</td>\n",
-       "      <td>30911</td>\n",
-       "      <td>658.0</td>\n",
-       "      <td>-7.0</td>\n",
-       "      <td>177.50</td>\n",
-       "      <td>228.000000</td>\n",
-       "      <td>177.180853</td>\n",
-       "      <td>219.067838</td>\n",
-       "      <td>121.272812</td>\n",
-       "      <td>98.150904</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "      <td>226463</td>\n",
-       "      <td>32692</td>\n",
-       "      <td>-474.0</td>\n",
-       "      <td>417.0</td>\n",
-       "      <td>362.75</td>\n",
-       "      <td>466.428571</td>\n",
-       "      <td>332.410269</td>\n",
-       "      <td>428.986521</td>\n",
-       "      <td>68.515868</td>\n",
-       "      <td>53.168850</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>NO</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8135</td>\n",
-       "      <td>228</td>\n",
-       "      <td>22.0</td>\n",
-       "      <td>-3.0</td>\n",
-       "      <td>3.75</td>\n",
-       "      <td>2.714286</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>22.016362</td>\n",
-       "      <td>15.836088</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>IE</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>107</td>\n",
-       "      <td>21</td>\n",
-       "      <td>23242</td>\n",
-       "      <td>1488</td>\n",
-       "      <td>-32.0</td>\n",
-       "      <td>12.0</td>\n",
-       "      <td>14.75</td>\n",
-       "      <td>21.285714</td>\n",
-       "      <td>14.012738</td>\n",
-       "      <td>19.335742</td>\n",
-       "      <td>73.950707</td>\n",
-       "      <td>53.687614</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>SI</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1461</td>\n",
-       "      <td>102</td>\n",
-       "      <td>-2.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.50</td>\n",
-       "      <td>0.571429</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>58.049517</td>\n",
-       "      <td>51.331425</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>SE</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>602</td>\n",
-       "      <td>57</td>\n",
-       "      <td>27272</td>\n",
-       "      <td>3313</td>\n",
-       "      <td>254.0</td>\n",
-       "      <td>26.0</td>\n",
-       "      <td>34.50</td>\n",
-       "      <td>65.571429</td>\n",
-       "      <td>25.110466</td>\n",
-       "      <td>46.389034</td>\n",
-       "      <td>91.797911</td>\n",
-       "      <td>49.848776</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>798</td>\n",
-       "      <td>101</td>\n",
-       "      <td>171306</td>\n",
-       "      <td>7634</td>\n",
-       "      <td>-135.0</td>\n",
-       "      <td>-15.0</td>\n",
-       "      <td>66.25</td>\n",
-       "      <td>91.142857</td>\n",
-       "      <td>50.879619</td>\n",
-       "      <td>74.283220</td>\n",
-       "      <td>104.346293</td>\n",
-       "      <td>71.579942</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>ES</td>\n",
-       "      <td>2020-05-12</td>\n",
-       "      <td>594</td>\n",
-       "      <td>176</td>\n",
-       "      <td>228030</td>\n",
-       "      <td>26920</td>\n",
-       "      <td>-2452.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>167.25</td>\n",
-       "      <td>186.714286</td>\n",
-       "      <td>162.815189</td>\n",
-       "      <td>181.983715</td>\n",
-       "      <td>114.951762</td>\n",
-       "      <td>102.880206</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         dateRep  cases  deaths  cases_culm  deaths_culm  cases_diff  \\\n",
-       "geoId                                                                  \n",
-       "MX    2020-05-13   1997     353       38324         3926       692.0   \n",
-       "FI    2020-05-13     19       4        6003          275        -3.0   \n",
-       "FR    2020-05-13    708     348      140227        26991       252.0   \n",
-       "DK    2020-05-13     78      -6       10591          527        -6.0   \n",
-       "BE    2020-05-13    330      54       53779         8761       -38.0   \n",
-       "IT    2020-05-13   1402     172      221216        30911       658.0   \n",
-       "UK    2020-05-13   3403     627      226463        32692      -474.0   \n",
-       "NO    2020-05-13     29       4        8135          228        22.0   \n",
-       "IE    2020-05-13    107      21       23242         1488       -32.0   \n",
-       "SI    2020-05-13      1       0        1461          102        -2.0   \n",
-       "SE    2020-05-13    602      57       27272         3313       254.0   \n",
-       "DE    2020-05-13    798     101      171306         7634      -135.0   \n",
-       "ES    2020-05-12    594     176      228030        26920     -2452.0   \n",
-       "\n",
-       "       deaths_diff  deaths_m4   deaths_m7   deaths_g4   deaths_g7  \\\n",
-       "geoId                                                               \n",
-       "MX           245.0     191.50  202.714286  169.431224  188.007500   \n",
-       "FI             0.0       3.75    4.142857    3.556559    3.926918   \n",
-       "FR            85.0     190.25  208.571429  150.463360  180.170992   \n",
-       "DK           -10.0       1.25    3.428571    4.426728    5.119415   \n",
-       "BE             3.0      60.00  106.428571   59.332700   85.071774   \n",
-       "IT            -7.0     177.50  228.000000  177.180853  219.067838   \n",
-       "UK           417.0     362.75  466.428571  332.410269  428.986521   \n",
-       "NO            -3.0       3.75    2.714286    0.000000    0.000000   \n",
-       "IE            12.0      14.75   21.285714   14.012738   19.335742   \n",
-       "SI             0.0       0.50    0.571429    0.000000    0.000000   \n",
-       "SE            26.0      34.50   65.571429   25.110466   46.389034   \n",
-       "DE           -15.0      66.25   91.142857   50.879619   74.283220   \n",
-       "ES            53.0     167.25  186.714286  162.815189  181.983715   \n",
-       "\n",
-       "       doubling_time  doubling_time_7  \n",
-       "geoId                                  \n",
-       "MX         16.405493        14.818272  \n",
-       "FI         53.941311        48.886492  \n",
-       "FR        124.687059       104.184967  \n",
-       "DK         83.804459        72.511969  \n",
-       "BE        102.695520        71.728827  \n",
-       "IT        121.272812        98.150904  \n",
-       "UK         68.515868        53.168850  \n",
-       "NO         22.016362        15.836088  \n",
-       "IE         73.950707        53.687614  \n",
-       "SI         58.049517        51.331425  \n",
-       "SE         91.797911        49.848776  \n",
-       "DE        104.346293        71.579942  \n",
-       "ES        114.951762       102.880206  "
-      ]
-     },
-     "execution_count": 238,
-     "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": 239,
-   "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>cases_diff</th>\n",
-       "      <th>deaths_diff</th>\n",
-       "      <th>deaths_m4</th>\n",
-       "      <th>deaths_m7</th>\n",
-       "      <th>deaths_g4</th>\n",
-       "      <th>deaths_g7</th>\n",
-       "      <th>doubling_time</th>\n",
-       "      <th>doubling_time_7</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",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>UK</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>3403</td>\n",
-       "      <td>627</td>\n",
-       "      <td>226463</td>\n",
-       "      <td>32692</td>\n",
-       "      <td>-474.0</td>\n",
-       "      <td>417.0</td>\n",
-       "      <td>362.75</td>\n",
-       "      <td>466.428571</td>\n",
-       "      <td>332.410269</td>\n",
-       "      <td>428.986521</td>\n",
-       "      <td>68.515868</td>\n",
-       "      <td>53.168850</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>DE</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>798</td>\n",
-       "      <td>101</td>\n",
-       "      <td>171306</td>\n",
-       "      <td>7634</td>\n",
-       "      <td>-135.0</td>\n",
-       "      <td>-15.0</td>\n",
-       "      <td>66.25</td>\n",
-       "      <td>91.142857</td>\n",
-       "      <td>50.879619</td>\n",
-       "      <td>74.283220</td>\n",
-       "      <td>104.346293</td>\n",
-       "      <td>71.579942</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>IT</td>\n",
-       "      <td>2020-05-13</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>172</td>\n",
-       "      <td>221216</td>\n",
-       "      <td>30911</td>\n",
-       "      <td>658.0</td>\n",
-       "      <td>-7.0</td>\n",
-       "      <td>177.50</td>\n",
-       "      <td>228.000000</td>\n",
-       "      <td>177.180853</td>\n",
-       "      <td>219.067838</td>\n",
-       "      <td>121.272812</td>\n",
-       "      <td>98.150904</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         dateRep  cases  deaths  cases_culm  deaths_culm  cases_diff  \\\n",
-       "geoId                                                                  \n",
-       "UK    2020-05-13   3403     627      226463        32692      -474.0   \n",
-       "DE    2020-05-13    798     101      171306         7634      -135.0   \n",
-       "IT    2020-05-13   1402     172      221216        30911       658.0   \n",
-       "\n",
-       "       deaths_diff  deaths_m4   deaths_m7   deaths_g4   deaths_g7  \\\n",
-       "geoId                                                               \n",
-       "UK           417.0     362.75  466.428571  332.410269  428.986521   \n",
-       "DE           -15.0      66.25   91.142857   50.879619   74.283220   \n",
-       "IT            -7.0     177.50  228.000000  177.180853  219.067838   \n",
-       "\n",
-       "       doubling_time  doubling_time_7  \n",
-       "geoId                                  \n",
-       "UK         68.515868        53.168850  \n",
-       "DE        104.346293        71.579942  \n",
-       "IT        121.272812        98.150904  "
-      ]
-     },
-     "execution_count": 239,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last().loc[['UK', 'DE', 'IT']]#, [doubling_time]]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 251,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "77"
-      ]
-     },
-     "execution_count": 251,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "it_since_threshold = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['IT']), :]\n",
-    "it_since_threshold.index.max()[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 250,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "59"
-      ]
-     },
-     "execution_count": 250,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "uk_projection = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), :]\n",
-    "uk_projection.index.max()[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 268,
-   "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>since_threshold</th>\n",
-       "      <th>geoId</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>60</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2357</td>\n",
-       "      <td>415</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>61</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2324</td>\n",
-       "      <td>260</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>62</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1739</td>\n",
-       "      <td>333</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>63</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2091</td>\n",
-       "      <td>382</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>64</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>2086</td>\n",
-       "      <td>323</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>65</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1872</td>\n",
-       "      <td>285</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>66</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1965</td>\n",
-       "      <td>269</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>67</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1900</td>\n",
-       "      <td>474</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>68</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1389</td>\n",
-       "      <td>174</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>69</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1221</td>\n",
-       "      <td>195</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>70</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1075</td>\n",
-       "      <td>236</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>71</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1444</td>\n",
-       "      <td>369</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>72</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1401</td>\n",
-       "      <td>274</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>73</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1327</td>\n",
-       "      <td>243</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>74</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1083</td>\n",
-       "      <td>194</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>75</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>802</td>\n",
-       "      <td>165</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>76</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>744</td>\n",
-       "      <td>179</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>77</td>\n",
-       "      <td>UK</td>\n",
-       "      <td>1402</td>\n",
-       "      <td>172</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                       cases  deaths\n",
-       "since_threshold geoId               \n",
-       "60              UK      2357     415\n",
-       "61              UK      2324     260\n",
-       "62              UK      1739     333\n",
-       "63              UK      2091     382\n",
-       "64              UK      2086     323\n",
-       "65              UK      1872     285\n",
-       "66              UK      1965     269\n",
-       "67              UK      1900     474\n",
-       "68              UK      1389     174\n",
-       "69              UK      1221     195\n",
-       "70              UK      1075     236\n",
-       "71              UK      1444     369\n",
-       "72              UK      1401     274\n",
-       "73              UK      1327     243\n",
-       "74              UK      1083     194\n",
-       "75              UK       802     165\n",
-       "76              UK       744     179\n",
-       "77              UK      1402     172"
-      ]
-     },
-     "execution_count": 268,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "proj = it_since_threshold.loc[(slice(60, 77), slice(None)), ['cases', 'deaths']]\n",
-    "proj.index = pd.MultiIndex.from_tuples([(n, 'UK') for n, _ in proj.index], names=proj.index.names)\n",
-    "proj"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 273,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "37624"
-      ]
-     },
-     "execution_count": 273,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "uk_projection = uk_projection.append(proj, sort=True)\n",
-    "uk_projection.deaths.sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 274,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "30905"
-      ]
-     },
-     "execution_count": 274,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "it_since_threshold.deaths.sum()"
-   ]
-  },
-  {
-   "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
-}