From d8f21f58e32a9ac980ae68d26ad233df5aa0796c Mon Sep 17 00:00:00 2001
From: 9aa90d4140479b05f150a83e98f581e8
 <9aa90d4140479b05f150a83e98f581e8@app-learninglab.inria.fr>
Date: Fri, 7 Nov 2025 15:57:05 +0000
Subject: [PATCH] =?UTF-8?q?=E2=9C=A8=20Response=20to=20module3/exo2=20(wit?=
 =?UTF-8?q?hout=20text,=20only=20code)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 module3/exo2/exercice.ipynb       | 1262 +++++++++++++++++++-
 module3/exo2/syndrome-grippal.csv | 1824 +++++++++++++++++++++++++++++
 2 files changed, 3083 insertions(+), 3 deletions(-)
 create mode 100644 module3/exo2/syndrome-grippal.csv

diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe37..9efd317 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,1262 @@
 {
- "cells": [],
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Incidence varicelle"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_file = \"syndrome-grippal.csv\"\n",
+    "\n",
+    "import os\n",
+    "import urllib.request\n",
+    "if not os.path.exists(data_file):\n",
+    "    urllib.request.urlretrieve(data_url, data_file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202544</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3595</td>\n",
+       "      <td>1584</td>\n",
+       "      <td>5606</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202543</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3855</td>\n",
+       "      <td>1990</td>\n",
+       "      <td>5720</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202542</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3981</td>\n",
+       "      <td>2127</td>\n",
+       "      <td>5835</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202541</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3779</td>\n",
+       "      <td>1944</td>\n",
+       "      <td>5614</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202540</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2513</td>\n",
+       "      <td>964</td>\n",
+       "      <td>4062</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202539</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3063</td>\n",
+       "      <td>1367</td>\n",
+       "      <td>4759</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202538</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1195</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2448</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202537</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1120</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2229</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202536</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1575</td>\n",
+       "      <td>320</td>\n",
+       "      <td>2830</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202535</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1327</td>\n",
+       "      <td>162</td>\n",
+       "      <td>2492</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202534</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1438</td>\n",
+       "      <td>48</td>\n",
+       "      <td>2828</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202533</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3579</td>\n",
+       "      <td>692</td>\n",
+       "      <td>6466</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>9</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202532</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2384</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4809</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>8</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202531</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5703</td>\n",
+       "      <td>0</td>\n",
+       "      <td>13082</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202530</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7102</td>\n",
+       "      <td>3590</td>\n",
+       "      <td>10614</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6</td>\n",
+       "      <td>16</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202529</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6385</td>\n",
+       "      <td>3384</td>\n",
+       "      <td>9386</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202528</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5584</td>\n",
+       "      <td>3123</td>\n",
+       "      <td>8045</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202527</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5667</td>\n",
+       "      <td>2850</td>\n",
+       "      <td>8484</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202526</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5872</td>\n",
+       "      <td>3285</td>\n",
+       "      <td>8459</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202525</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5953</td>\n",
+       "      <td>3698</td>\n",
+       "      <td>8208</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>12</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202524</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4580</td>\n",
+       "      <td>2558</td>\n",
+       "      <td>6602</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202523</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4911</td>\n",
+       "      <td>2663</td>\n",
+       "      <td>7159</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202522</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6837</td>\n",
+       "      <td>3940</td>\n",
+       "      <td>9734</td>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>14</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202521</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4693</td>\n",
+       "      <td>2653</td>\n",
+       "      <td>6733</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202520</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3083</td>\n",
+       "      <td>1535</td>\n",
+       "      <td>4631</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202519</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5084</td>\n",
+       "      <td>1997</td>\n",
+       "      <td>8171</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202518</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5003</td>\n",
+       "      <td>2718</td>\n",
+       "      <td>7288</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>10</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202517</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6246</td>\n",
+       "      <td>3424</td>\n",
+       "      <td>9068</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202516</td>\n",
+       "      <td>7</td>\n",
+       "      <td>6151</td>\n",
+       "      <td>3193</td>\n",
+       "      <td>9109</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202515</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5557</td>\n",
+       "      <td>3262</td>\n",
+       "      <td>7852</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1792</th>\n",
+       "      <td>199126</td>\n",
+       "      <td>7</td>\n",
+       "      <td>17608</td>\n",
+       "      <td>11304</td>\n",
+       "      <td>23912</td>\n",
+       "      <td>31</td>\n",
+       "      <td>20</td>\n",
+       "      <td>42</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1793</th>\n",
+       "      <td>199125</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16169</td>\n",
+       "      <td>10700</td>\n",
+       "      <td>21638</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1794</th>\n",
+       "      <td>199124</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16171</td>\n",
+       "      <td>10071</td>\n",
+       "      <td>22271</td>\n",
+       "      <td>28</td>\n",
+       "      <td>17</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1795</th>\n",
+       "      <td>199123</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11947</td>\n",
+       "      <td>7671</td>\n",
+       "      <td>16223</td>\n",
+       "      <td>21</td>\n",
+       "      <td>13</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1796</th>\n",
+       "      <td>199122</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15452</td>\n",
+       "      <td>9953</td>\n",
+       "      <td>20951</td>\n",
+       "      <td>27</td>\n",
+       "      <td>17</td>\n",
+       "      <td>37</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1797</th>\n",
+       "      <td>199121</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14903</td>\n",
+       "      <td>8975</td>\n",
+       "      <td>20831</td>\n",
+       "      <td>26</td>\n",
+       "      <td>16</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1798</th>\n",
+       "      <td>199120</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19053</td>\n",
+       "      <td>12742</td>\n",
+       "      <td>25364</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1799</th>\n",
+       "      <td>199119</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16739</td>\n",
+       "      <td>11246</td>\n",
+       "      <td>22232</td>\n",
+       "      <td>29</td>\n",
+       "      <td>19</td>\n",
+       "      <td>39</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1800</th>\n",
+       "      <td>199118</td>\n",
+       "      <td>7</td>\n",
+       "      <td>21385</td>\n",
+       "      <td>13882</td>\n",
+       "      <td>28888</td>\n",
+       "      <td>38</td>\n",
+       "      <td>25</td>\n",
+       "      <td>51</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1801</th>\n",
+       "      <td>199117</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13462</td>\n",
+       "      <td>8877</td>\n",
+       "      <td>18047</td>\n",
+       "      <td>24</td>\n",
+       "      <td>16</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1802</th>\n",
+       "      <td>199116</td>\n",
+       "      <td>7</td>\n",
+       "      <td>14857</td>\n",
+       "      <td>10068</td>\n",
+       "      <td>19646</td>\n",
+       "      <td>26</td>\n",
+       "      <td>18</td>\n",
+       "      <td>34</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1803</th>\n",
+       "      <td>199115</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13975</td>\n",
+       "      <td>9781</td>\n",
+       "      <td>18169</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>32</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1804</th>\n",
+       "      <td>199114</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12265</td>\n",
+       "      <td>7684</td>\n",
+       "      <td>16846</td>\n",
+       "      <td>22</td>\n",
+       "      <td>14</td>\n",
+       "      <td>30</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1805</th>\n",
+       "      <td>199113</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9567</td>\n",
+       "      <td>6041</td>\n",
+       "      <td>13093</td>\n",
+       "      <td>17</td>\n",
+       "      <td>11</td>\n",
+       "      <td>23</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1806</th>\n",
+       "      <td>199112</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10864</td>\n",
+       "      <td>7331</td>\n",
+       "      <td>14397</td>\n",
+       "      <td>19</td>\n",
+       "      <td>13</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1807</th>\n",
+       "      <td>199111</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15574</td>\n",
+       "      <td>11184</td>\n",
+       "      <td>19964</td>\n",
+       "      <td>27</td>\n",
+       "      <td>19</td>\n",
+       "      <td>35</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1808</th>\n",
+       "      <td>199110</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16643</td>\n",
+       "      <td>11372</td>\n",
+       "      <td>21914</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1809</th>\n",
+       "      <td>199109</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13741</td>\n",
+       "      <td>8780</td>\n",
+       "      <td>18702</td>\n",
+       "      <td>24</td>\n",
+       "      <td>15</td>\n",
+       "      <td>33</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1810</th>\n",
+       "      <td>199108</td>\n",
+       "      <td>7</td>\n",
+       "      <td>13289</td>\n",
+       "      <td>8813</td>\n",
+       "      <td>17765</td>\n",
+       "      <td>23</td>\n",
+       "      <td>15</td>\n",
+       "      <td>31</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1811</th>\n",
+       "      <td>199107</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12337</td>\n",
+       "      <td>8077</td>\n",
+       "      <td>16597</td>\n",
+       "      <td>22</td>\n",
+       "      <td>15</td>\n",
+       "      <td>29</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1812</th>\n",
+       "      <td>199106</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10877</td>\n",
+       "      <td>7013</td>\n",
+       "      <td>14741</td>\n",
+       "      <td>19</td>\n",
+       "      <td>12</td>\n",
+       "      <td>26</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1813</th>\n",
+       "      <td>199105</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10442</td>\n",
+       "      <td>6544</td>\n",
+       "      <td>14340</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11</td>\n",
+       "      <td>25</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1814</th>\n",
+       "      <td>199104</td>\n",
+       "      <td>7</td>\n",
+       "      <td>7913</td>\n",
+       "      <td>4563</td>\n",
+       "      <td>11263</td>\n",
+       "      <td>14</td>\n",
+       "      <td>8</td>\n",
+       "      <td>20</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1815</th>\n",
+       "      <td>199103</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15387</td>\n",
+       "      <td>10484</td>\n",
+       "      <td>20290</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1816</th>\n",
+       "      <td>199102</td>\n",
+       "      <td>7</td>\n",
+       "      <td>16277</td>\n",
+       "      <td>11046</td>\n",
+       "      <td>21508</td>\n",
+       "      <td>29</td>\n",
+       "      <td>20</td>\n",
+       "      <td>38</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1817</th>\n",
+       "      <td>199101</td>\n",
+       "      <td>7</td>\n",
+       "      <td>15565</td>\n",
+       "      <td>10271</td>\n",
+       "      <td>20859</td>\n",
+       "      <td>27</td>\n",
+       "      <td>18</td>\n",
+       "      <td>36</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1818</th>\n",
+       "      <td>199052</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19375</td>\n",
+       "      <td>13295</td>\n",
+       "      <td>25455</td>\n",
+       "      <td>34</td>\n",
+       "      <td>23</td>\n",
+       "      <td>45</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1819</th>\n",
+       "      <td>199051</td>\n",
+       "      <td>7</td>\n",
+       "      <td>19080</td>\n",
+       "      <td>13807</td>\n",
+       "      <td>24353</td>\n",
+       "      <td>34</td>\n",
+       "      <td>25</td>\n",
+       "      <td>43</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1820</th>\n",
+       "      <td>199050</td>\n",
+       "      <td>7</td>\n",
+       "      <td>11079</td>\n",
+       "      <td>6660</td>\n",
+       "      <td>15498</td>\n",
+       "      <td>20</td>\n",
+       "      <td>12</td>\n",
+       "      <td>28</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1821</th>\n",
+       "      <td>199049</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1143</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2610</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1822 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator    inc  inc_low  inc_up  inc100  inc100_low  \\\n",
+       "0     202544          7   3595     1584    5606       5           2   \n",
+       "1     202543          7   3855     1990    5720       6           3   \n",
+       "2     202542          7   3981     2127    5835       6           3   \n",
+       "3     202541          7   3779     1944    5614       6           3   \n",
+       "4     202540          7   2513      964    4062       4           2   \n",
+       "5     202539          7   3063     1367    4759       5           2   \n",
+       "6     202538          7   1195        0    2448       2           0   \n",
+       "7     202537          7   1120       11    2229       2           0   \n",
+       "8     202536          7   1575      320    2830       2           0   \n",
+       "9     202535          7   1327      162    2492       2           0   \n",
+       "10    202534          7   1438       48    2828       2           0   \n",
+       "11    202533          7   3579      692    6466       5           1   \n",
+       "12    202532          7   2384        0    4809       4           0   \n",
+       "13    202531          7   5703        0   13082       9           0   \n",
+       "14    202530          7   7102     3590   10614      11           6   \n",
+       "15    202529          7   6385     3384    9386      10           6   \n",
+       "16    202528          7   5584     3123    8045       8           4   \n",
+       "17    202527          7   5667     2850    8484       8           4   \n",
+       "18    202526          7   5872     3285    8459       9           5   \n",
+       "19    202525          7   5953     3698    8208       9           6   \n",
+       "20    202524          7   4580     2558    6602       7           4   \n",
+       "21    202523          7   4911     2663    7159       7           4   \n",
+       "22    202522          7   6837     3940    9734      10           6   \n",
+       "23    202521          7   4693     2653    6733       7           4   \n",
+       "24    202520          7   3083     1535    4631       5           3   \n",
+       "25    202519          7   5084     1997    8171       8           3   \n",
+       "26    202518          7   5003     2718    7288       7           4   \n",
+       "27    202517          7   6246     3424    9068       9           5   \n",
+       "28    202516          7   6151     3193    9109       9           5   \n",
+       "29    202515          7   5557     3262    7852       8           5   \n",
+       "...      ...        ...    ...      ...     ...     ...         ...   \n",
+       "1792  199126          7  17608    11304   23912      31          20   \n",
+       "1793  199125          7  16169    10700   21638      28          18   \n",
+       "1794  199124          7  16171    10071   22271      28          17   \n",
+       "1795  199123          7  11947     7671   16223      21          13   \n",
+       "1796  199122          7  15452     9953   20951      27          17   \n",
+       "1797  199121          7  14903     8975   20831      26          16   \n",
+       "1798  199120          7  19053    12742   25364      34          23   \n",
+       "1799  199119          7  16739    11246   22232      29          19   \n",
+       "1800  199118          7  21385    13882   28888      38          25   \n",
+       "1801  199117          7  13462     8877   18047      24          16   \n",
+       "1802  199116          7  14857    10068   19646      26          18   \n",
+       "1803  199115          7  13975     9781   18169      25          18   \n",
+       "1804  199114          7  12265     7684   16846      22          14   \n",
+       "1805  199113          7   9567     6041   13093      17          11   \n",
+       "1806  199112          7  10864     7331   14397      19          13   \n",
+       "1807  199111          7  15574    11184   19964      27          19   \n",
+       "1808  199110          7  16643    11372   21914      29          20   \n",
+       "1809  199109          7  13741     8780   18702      24          15   \n",
+       "1810  199108          7  13289     8813   17765      23          15   \n",
+       "1811  199107          7  12337     8077   16597      22          15   \n",
+       "1812  199106          7  10877     7013   14741      19          12   \n",
+       "1813  199105          7  10442     6544   14340      18          11   \n",
+       "1814  199104          7   7913     4563   11263      14           8   \n",
+       "1815  199103          7  15387    10484   20290      27          18   \n",
+       "1816  199102          7  16277    11046   21508      29          20   \n",
+       "1817  199101          7  15565    10271   20859      27          18   \n",
+       "1818  199052          7  19375    13295   25455      34          23   \n",
+       "1819  199051          7  19080    13807   24353      34          25   \n",
+       "1820  199050          7  11079     6660   15498      20          12   \n",
+       "1821  199049          7   1143        0    2610       2           0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0             8        FR   France  \n",
+       "1             9        FR   France  \n",
+       "2             9        FR   France  \n",
+       "3             9        FR   France  \n",
+       "4             6        FR   France  \n",
+       "5             8        FR   France  \n",
+       "6             4        FR   France  \n",
+       "7             4        FR   France  \n",
+       "8             4        FR   France  \n",
+       "9             4        FR   France  \n",
+       "10            4        FR   France  \n",
+       "11            9        FR   France  \n",
+       "12            8        FR   France  \n",
+       "13           20        FR   France  \n",
+       "14           16        FR   France  \n",
+       "15           14        FR   France  \n",
+       "16           12        FR   France  \n",
+       "17           12        FR   France  \n",
+       "18           13        FR   France  \n",
+       "19           12        FR   France  \n",
+       "20           10        FR   France  \n",
+       "21           10        FR   France  \n",
+       "22           14        FR   France  \n",
+       "23           10        FR   France  \n",
+       "24            7        FR   France  \n",
+       "25           13        FR   France  \n",
+       "26           10        FR   France  \n",
+       "27           13        FR   France  \n",
+       "28           13        FR   France  \n",
+       "29           11        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1792         42        FR   France  \n",
+       "1793         38        FR   France  \n",
+       "1794         39        FR   France  \n",
+       "1795         29        FR   France  \n",
+       "1796         37        FR   France  \n",
+       "1797         36        FR   France  \n",
+       "1798         45        FR   France  \n",
+       "1799         39        FR   France  \n",
+       "1800         51        FR   France  \n",
+       "1801         32        FR   France  \n",
+       "1802         34        FR   France  \n",
+       "1803         32        FR   France  \n",
+       "1804         30        FR   France  \n",
+       "1805         23        FR   France  \n",
+       "1806         25        FR   France  \n",
+       "1807         35        FR   France  \n",
+       "1808         38        FR   France  \n",
+       "1809         33        FR   France  \n",
+       "1810         31        FR   France  \n",
+       "1811         29        FR   France  \n",
+       "1812         26        FR   France  \n",
+       "1813         25        FR   France  \n",
+       "1814         20        FR   France  \n",
+       "1815         36        FR   France  \n",
+       "1816         38        FR   France  \n",
+       "1817         36        FR   France  \n",
+       "1818         45        FR   France  \n",
+       "1819         43        FR   France  \n",
+       "1820         28        FR   France  \n",
+       "1821          5        FR   France  \n",
+       "\n",
+       "[1822 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = pd.read_csv(data_file, skiprows=1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "raw_data[raw_data.isnull().any(axis=1)]\n",
+    "data = raw_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_week(year_and_week_int):\n",
+    "    year_and_week_str = str(year_and_week_int)\n",
+    "    year = int(year_and_week_str[:4])\n",
+    "    week = int(year_and_week_str[4:])\n",
+    "    w = isoweek.Week(year, week)\n",
+    "    return pd.Period(w.day(0), 'W')\n",
+    "\n",
+    "data['period'] = [convert_week(yw) for yw in data['week']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_data = data.set_index('period').sort_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "periods = sorted_data.index\n",
+    "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
+    "    delta = p2.to_timestamp() - p1.end_time\n",
+    "    if delta > pd.Timedelta('1s'):\n",
+    "        print(p1, p2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4e2bf58898>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4e29e67cf8>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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TjoVp3G6noE0HzDUNRovHKnn63AzZvOTaVYqHvcJcu600lVhoebidDpwOQdjr0uKhaRhaPFbJwdMzCAFXb+9c1eMUAubabaWpzMLWNW6zCLXN79ZuK03D0OKxSk6Mx9ja6bd8zivFclu5teWhqczCjYXLYbQjafe7teWhaRhaPFbJ+dkEAx2Lu+Yulwt6Q1y8Kcwlm9u05aGpiNpYqNkvHrM1iRYPTSPR4rFKzs8kGOgIrPpxesNeHvidVzHYFcDrcpLNS7J6rKimBGpjoXqpactDsxZo8VgF6WyesWiSgRLzOlaDin/omdSaUiQzeTxOB71ho5eaW1semjVAi8cqGIskkRK21sBtZUd1SNUzPTSlSGVzeN0OekJG/zS3wxSPgBYPTePQ4rEKhmaMxnRbaiweKniuZ3poSpHM5PG6nHSHTMvDWXBbpbJ5HS/TNAQtHqtATXKrtdtKDYbSMz00pUhlcvjcDja1+fCYNR6ANcVSp+tqGoFujLgKzpuWh72bbi1QBYMLi8E0G5unz85wyeY2ktkcPreTd79iB6+4sMeaXqmqzCPJDH1ttX1NajQL0ZbHKjg/O09v2Luqnlal8GnLY8Pzb88O808/O2V9PxZJ8pbPPMr9zw6TyuTxuhx0h7xF82L0TA9NI9HisQqGZ5M1qfFYiGV5aN/1huXbTw3xjz8tiMe56XmkhMlYyrI8FqLFQ9NItHisgloVCC5Ez6PWzKdzjEaSVq3P8JwxcjaSyJLM5C3r1I4WD00j0eKxQvJ5aYhHjYPlYM+20uKxUUlmcuTy0ppTPmqOnI0mMyQzOWvmvR1LPOa1eGjqjxaPFTIeTZHO5utieYS8Rh7DZCxV88fWtAbzacNlOTybLPocTWZJZfNWRp6dQlv2bIOuUrORWVI8hBBfEEKMCyEO29b+VAhxXgjxjPnxRtvPPiKEOCGEOC6EeINtfb8Q4nnzZ38jzBQRIYRXCPENc/1xIcSO2v6J9eHgmWkArhzsWOLI5bO9O8CmNh8/OT5R88duNh55aVK7WUqQMONd52fnARipwvJwOx0EPU79fGoaQjWWxxeBW0usf0pKuc/8+HcAIcSlwJ3AZeY5nxZCqFf5Z4C7gd3mh3rM9wAzUsoLgU8BH1vh39JQfv7yFEGPk71b2mr+2EIIbrmkj4dfmljXQfO5RIZ3fuFx7nn09FpfStOh/u8qHXx0rmB5JDN5vGUy/LpDXm2xahrCkuIhpXwYmK7y8W4Hvi6lTEkpTwEngGuFEJuBNinlY1JKCdwD3GE750vm198CblFWSTPz2MkprtnZhctZH8/f6y7pZz6d4+cvT9Xl8ZuBcbO9y0vjsbW+lKZDua3OK7fVnN1tlbOSKhbS3+ZlPJpszEVqNjSrufP9thDiOdOtpSYhDQDnbMcMmWsD5tcL14vOkVJmgTmgmxIIIe4WQhwUQhycmFg7l854NMnJiTjX7yp5mTXhhgu68budPHh0vG6/Y60Zjxo75JMTWjzsSCltbqsE6WzesiaiyQypTL5sbVFf2Md4RFsemvqzUvH4DHABsA8YAT5hrpeyGGSF9UrnLF6U8nNSygNSygO9vb3Lu+Ia8vjLhiFWT/HwuZ3ceEE3j56crNvvWGvUDvnliTj5fMl/+YYklc0jzafj/My81YAzZI6ZTedKp+oC9LV5GYtoy0NTf1YkHlLKMSllTkqZB/4BuNb80RAwaDt0KzBsrm8tsV50jhDCBbRTvZtsTXjy9HTd4h12esNeosn1mzmjdsiJTM5KSdVAwnRZeVwOhmeTjJguq4v6Q8TNn5WzPPrbfMTTOWKp8q+bh1+c4MfH169Fq2kMKxIPM4aheDOgMrHuB+40M6h2YgTGn5BSjgBRIcT1ZjzjXcB9tnPuMr9+G/CQGRdpWkbnkmztDNQt3qHwuhzrutZDua1Au67szJsuq109QRKZHC8MzwFwUX/YOqZczKPPnPExXkGM//rBl/jkD1+s1eVqNijVpOp+DXgM2COEGBJCvAf4X2ba7XPAzcDvAkgpjwD3Ai8ADwDvl1KqdKH3Af+IEUQ/CXzPXP880C2EOAH8HvDhWv1x9SKSzNDmr39PSWOW+frNthqPpgibNS0nddDcQlkeF/SFADh4ZgYoFo9KlgfAWIW4RySRYTJa/HOj/UlT79k0TcaSd0Ap5a+WWP58heM/Cny0xPpBYG+J9STw9qWuo5mIJLJs6ah/11JleUgpaYEEtGUzHkly8eYwx0ajnJyIr/XlNA0qTXe3KR4/ODJG2Ocq6t5cLubR32ZaHhUyriLJDDPxjPW6Oj+b4NUf/xGf/41ruHlPX63+DM06R7dkXwGRZIaLfeGlD1wlXrcTKY1xtN4SRWGtzkQ0xSWb20jnJC9PastDodJ0r97WyYdvu5hDZ2bY3Rci7HNbx5R7PahW7JUyriKJLOlcnkgiS3vAzehckryEsTkdd9JUjxaPEkgpOTUZZ1dvqOTP5xIZqxVEPbE3SFyP4jEeTfGqi7x43Q4ePbF+61mWi0rTDXpdvPfVF1jrz56btb4uZ3mEvS58bkfZjKtMLm89/kQsSXvATTRpVKQr0dJoqmFD97Z67OQUr/74j5hPF2emPHV2htd+4iccHYksOiefl8RSWWtqWz1RVcTrca7HfDpLLJWlN+xlW1eA0UiSTG79/Z0rIWG+Hv0L4hph22uuVHsSMLoT9Lf5ipIR7Niz99Qxam3h+0CjqcSGE49HT0zyp/cfIZvLc2w0wpmpeSYWvNFUsPHM1GI/fDSVRUoabHmsvx2hes77wl46Ax5Aj09VKMvA7ykWCPtrrlx7EoD+sK+s5WF/jidjaaAgHnFteWiWwYYTj8PDc3zx0dMkMjmS5o4+saB/lDLfS+3e1Juvzdc48UiuQ8tDPbd9bT46AsZzOavFAyi8/gKe8pZHuVRdgN42r/X8JjM57n922MqkiiQLz7ES8FjKWEto8dAsgw0nHirFMZnJWzv6hb5eZb6X2r2pN19jLA8112P9valVQLcv7LXmUMzWcA6FlJK/+9GJivUOzUqiTCGg1+XEY4pGpdHH/WGf9Xc/eHScD3ztaU6YqdARW7v2QssT0/KoUFio0Sxk44mHbcSrZXksEg/T8iiRsaLefI2p81i/EwVVKmlf2EuH6baaS6Rr9vijkSQf//5xfvDCWM0es1GoVN2FlgdgxdrKBczBSNdVVeaz5nOqNj3REpZHIeax/jYpmvqx8cTDU9jNqzfpIsvD3IHZ3VaPvDTJd58bKVgeDXFbrd9Z5uPRFC6HoDPgoaMOlodKMmimIPxMPM2XHj29ZDHefDqHyyFwl+hgoF53lbLvuoKGGE/H0pY1EU8ZryH1+u0JeSzLI2JlW2nLQ1M9G088bHGEgtuq+E1TKubx2YdP8rEHjlkxj/ZGuK3WseUxE0/TGfTgcIhCzKOG4pE2RSPdRM/dvz5znj+5/8iSfbwSmdyiTCtFuArLQ9WDRFMZYgsyqZTlvKsntMjy0AFzzXLYeOLhLuzmU+XcVioP3lalG0lkGJ1LWlPaGhkwX4+pupFkxhLgsM+NELUNmCvRaCbLY3jWGOy0VAJEIp1blGmlUMJQKeahBCaWzBIzLQ675eEQsK07UNTmXf1ejaZaNrB45EmalseibCvT1J+Kp8maNx/VClu10Qg1oM5DXet6DJjPJTKW/97pELT53MzN1y7moay1dK55+jWpgU5L/T8TmUri4cIhwOUo364mZPYLi6WyltuqYHlkCPvc9IW9TMbS5PPSZnlot5WmejageCi3VSFgvjjbyvheykIuvLI4jo1GCHtdOCu8eWvFurY8Etki119HwM1MLd1WTWh5jJiWx1L/z/l0ZbeVz+2s2OvMsjxSWas1u3JJRZNZ2vwuesNecnnJbCJTCJin1t8mRVM/Nlx7EsvysAXMy2VbgZEV1N/mJWK+wY6PRq2itnqznlN1I8kMu3qD1vcdfndt3VamaGSaKOah5nKklxC0ZAXL4xUX9pBZwppSVnEkWRAPZU1HkhnafG56zdbtE9GUrT2Jtjw01bPxLA+Xvc6jnOWRtXZv45EUsVSWnDnpbj6da0iNB6zvgHkkkSmKG3UEPFW7rRLpHF99/IzlUixF2nJbNcdzl83lrQSMpSyPRAXL4/Z9A3zqV/ZVPD/sNZ7XmE08VOwjksjS5nPTE7KLRyFVV7dl11TLxhOPIreVinkszrba0W3sisejKctlpWhEXysoCN16Ew8pJRHTfaLoCFRveXz24ZP80XcO8/ip8gMnm81tNRFLWRuQpSzJ+XSuZI1HtfjcDlwOQSyVWRzzMGfRDHT4AWMIVzYvCXtdZPOyacRW0/xsOPHwuu1FguUqzHNs6w4AhttqkXg0yPJwOwVCrL86j3g6Ry4vi2MefndVqbqRZIYvPHIKgLPT82WPS+eM5yydbY6d9PBsIXNvqc1AMpOrmE21FEIIQj4X0eTimIcKmG9u9+F0CF4YNpp/9puzQnTGlaZaNpx42Ku2K1WYt/ncdAU9RZaH2g02Ik0XjJvAehxFW6o/WHvAQySZsXbn5bjn0dNEklmEMKbflaPZLI+RuYT1dbnak5G5BCNziVVbHmBkXMVKxjwMt5XL6WBzu48jI8aI203mHBBd66Gplg0XMPc4HdZuXt2UFzdGzBL0OOkLexmPpKyb3Z5NYZ4+O9uQ1iQKr8tJap1ZHqX6g3X43Uhp1Bx0VEhIuPfgEDft7uH0VJxzM4myxzWbeIzO2S2P0v/PD//L88RS2YpFgtUS8rqIJAupuvG0EbeLpQruwsHOAIfMEbd95gTCed3fSlMlG87yEELgcznNIsHFbqt8XpLIGDu//jYfo5GEZXlcurkNaJzlAYaltN4sj7n5xZZHNVXmE9EUZ6fnedXuXgY7AxUtD6vOo0meu2rcVhPRFM8NzRJPZa02OiulzedmOp6yMrPm0zmr2lw974NdfivGoSwP3d9KUy0bTjzAuCHbiwTtb5hkNoeUEPC62NLhZ2S2EPO4xBSPRrQmUXhNoVtPqLTnhXUeULnK/Kmzxi756u0dbOsKMDRTKebRXNlWI3MJa754uWyrWCpLJifJ5iUB9+qs25DPVWTtxFPZRRbfYGfA+nm/5bbSloemOjaoeDiJp7PWrixhe8PYZykMdPiYiqcZi6RwOgQX9RtzyxsVMAfWd8zD5v5r9xuuqtkK6bpPnZnB43Rw2ZZ2BrsCTMbSZWsTms1tNTyXZLuZwVfObRWzuYz8ntW9NUNel5Ua7HII5tM5W2sd023VtVg8dKGgplo2rHjYJ6rZLQ8VPPe7nWwx0xmPj0Zp87nYO9DGbXs3cd3OroZdq3c9uq1KBMyV5bEws83OU2dnuGygDZ/bydZO438zVCbuURCP5si2Gp1LsK0rgBClXWlSyqJ26X7P6iyPsM9IvQXoDXuLLI+w5bYqiMcmM9tqfp1ZuZr6sSHFw+tyWDcpp0MUBcyV2R403VYAR0citPndBDwuPvPr+4vedPXG53Kuuwrzwk3MVuexRFv2dDbPc0Nz7N/WCRRufAdPz/CbX3yyyEWjjofmsTyiySwdfndZSzKVzRcJ3aoD5rbntq/NRzydY8pstdMdMqy8wS7j9S2E0aIddMBcUz0bUjz8Hqd1k+rwu4tSdZUV4vc4rUKqqXi6oXEOO14zPrOeiCSyhLwuXLZ5Fer5nSnjtnphJEIqm+fq7aZ4mP76//X9Yzx0bNzKGlI0U0t2KaXV7NDjLC0eymW12bQAViseYa9NPMw+VufMGFGf2ZqkN+TF53YQ8rqsqnQdMNdUy4YUD5/LaTXh6wx6jMpa1arE9PkGPS7623yo/nNrJh7r1PJYWKXvcjpo87mYiZcWj5PmGFWVtNAT8uB3FzYB0/HiqY/N1J4klc0jpeEu9bpL/z9VJtRr9vQC0BlY3estbHMJqkD96ck4HpfDei0LIdjaGaDN57Z6aen+Vppq2Zji4XZYI0+7zJoCZX2oN0/AY8yLVru0RgbJ7XhdjnXXVXcukSn5fPaEvEyWEQ9lkSiXi3Hj81vdjafjxe6uZnJb2eNo5dxWqr/UzXv6+OZ7b+D6Xd2r+p2hIsvDsGZOT87TG/IWdeS9sDdEb9iLx+XA7RS6SFBTNRuuSBCMHaA0icjyAAAgAElEQVTyL6tA7XwmSzvuIrcVwJYOP2OR1JpZHj63c90FzBc2RVR0hzxMxRbPjQfDdeh2iiJ3zK9cM0gqm+ezPzm5yPJIWV111z5gnrDNJC8rHqlCMPuaHatPyLDHPCzLYypuxfEU/+OOy6zNid/t1O1JNFWzYcVDoeY9T0bTPHRs3FoPmtkuWzr8PH12dg3dVo51WecxsOAmBtAd9PLyZKzkOTPxNJ0BT9Gu+T/ftAuAbx0aYmqBxdJUlkemsCHxuJwlLUnltgrXqOmm/XFU+/XxaIp9gx1FxymrBIwkkbgOmGuqZMO6rRSqFcY3D53jj75zmEdPTgEFy0Pd5NZSPNal5VGixYtheZR2W03H05bQL6Qr6GG6jHg0Q8Bc7eZ9lttq8WYgWmvxMAPgAY+TkLfw2lVtSEoR8Dh1wFxTNRtSPNSQJYCuoPHGUt1FnzKzdlRjui1m9svaZVutw4B5ObdV0MP0fJpcXvKmv32Ez/7kpPWzFYtHE1geynKsFPNQ2Vb2WMVqUG6rkNdF0Ft4vdstjYUEPC4dMNdUzYYUD7vbSk0FPDpiiMfIXBKP04HbTCPdssaWh89lpOqulyE9ubwkmsqWDJh3h7xIabTyeG5ojidPF+Z1TM+n6SwnHoES4pFrTreV1+0saQ1Z4lFjt1XI67JcsFBI0y1FwOPUAXNN1WxQ8Sj82Uo87G8a+wjQK7Z2cEFvkMu2tDXuAm2o+SPNsIOuBbESfa0UKpPquSGjTfjpqULvqul4mu5y4hHyMDOfLhJYdYPOS5Zs815v7NlW5eo8osksHpejyCpeDcqCCflcBGyWR28F8Qh6teWhqZ4lxUMI8QUhxLgQ4rBtrUsI8UMhxEvm507bzz4ihDghhDguhHiDbX2/EOJ582d/I8zIpxDCK4T4hrn+uBBiR23/xMUUWR4lbkhBm3hsavfx4IdeY/UlajRe1/oaRauyikLexTfJ7qBxY3v23CwAZ6fmyeUl2VyeuUSm7Oz47qCHTE5aDRehONax1tZHseVRLuaRKcokWy1eM/U26FloeZR3W/l1zEOzDKqxPL4I3Lpg7cPAg1LK3cCD5vcIIS4F7gQuM8/5tBBC3SU+A9wN7DY/1GO+B5iRUl4IfAr42Er/mGrxueyWR2EHvMdsfOhfZTvsWmKJxzqp9VAiWGpSnrI8njHFI53LMzJntMSXkooxD6CowNBuqa218C6q8yiVbZXK1sxlBUYdTNjnJuh1FVWrVwqY94a8jMwmK86G12gUS4qHlPJhYOGw6NuBL5lffwm4w7b+dSllSkp5CjgBXCuE2Ay0SSkfk4Zv4Z4F56jH+hZwi7DnY9aBUjEPgFv3bgKMwGGzYB+bux5Qf0cp94xySz1/fs5aOzM1b8UzlhIPe7puU1oebidel7OkCzKWzNYs00qxpcPHlg4fDocg4HEiBGVdfwBXDraTyOQ4MVE6XVqjsbPSmEe/lHIEwPzcZ64PAOdsxw2ZawPm1wvXi86RUmaBOaBkea0Q4m4hxEEhxMGJiYkVXnpBPFwOUfSGfcNlSjya0PJYJ24r1afL61780usIeHAIo7+S8tmfnopXLR72oHkqm8csPm8e8VBFgiU2AtFktmaZVoovvfta/uDWiwFjQ9Qd9Bb1E1vIlVuNGhDlNtRoKlHrgHkpi0FWWK90zuJFKT8npTwgpTzQ29u7wkssBMy9LgcupwOP+bFnU5iBDj/BGr+JV4Paoa+XdF114/SVsDycDmEJwb7BDjwux7IsD3uVeTqbs/6Pa11lnkwra8tRocI8W1SPUQu6Q17rOQh6nRUzrQB2dAdp87l45txcxeM0Gli5eIyZrijMz6o0ewgYtB23FRg217eWWC86RwjhAtpZ7CarKcoVpCwQv8fJtu4ATofgL968l/fffGE9f/2yUDv0VrA8pJS8vITLoxDzKP3SU0Hzwa4A27sCnJ6MMz1fWTzUOVMLYh4qAL3WmWpqJrkQwhKPhanXsdTiZpG1pCvoYaBzcVW/HYdDcOVghxVz0mgqsVLxuB+4y/z6LuA+2/qdZgbVTozA+BOmaysqhLjejGe8a8E56rHeBjwk61zU4F8gHkGPkx3dRovvm/f0sX97Z9lzG43aobdCzOPQmRle+4mfcGw0UvYY9XeUCphDQSAGu/xs7w5yZmreCoR3lOk06/c48budxQHzbN7ada91lXkik7NcoQtTrx87OcVzQ7OG26qO4vGpd+zjf9x+2ZLH7Rvs4MWxqE7Z1SzJkq9WIcTXgNcAPUKIIeBPgL8C7hVCvAc4C7wdQEp5RAhxL/ACkAXeL6VUd733YWRu+YHvmR8Anwe+LIQ4gWFx3FmTv6wC6saldvV/cNvFbO1s3ICn5dBKlseIOZBpZDbJxZtK18WoufHlxENlXG3tDDAdS/PIiQkmY2nCXlfFGoiuoMeyPLK5PHlJwW21xpbHfDpXeM2ZMax0No/X5eTP/u0IbqeDWB1iHnZ29FSXan7l1g5yeckz52a58YKeul2PpvVZ8tUqpfzVMj+6pczxHwU+WmL9ILC3xHoSU3wahXKZqF397fsGKh2+prRSqq6qko4ky4+StQLmrtJGb0/IcEFt7fQTT2VJZvI8cmKybHW5wt6iRO3qQ00iHklzEBSAx5YAEcZwtU2Ys8braXlUy9XbOwl6nPzmF5/k91+/x2o+qdEsZGNWmLuKLY9mppUC5qp63F6st5Cl3FYqlXRrp59fvGIznQE3J8ZjZeMdiiLxMK001dNpzWMe6ZzlKrVnz0kpmbVNTgyX6PfVaLqCHv7PB27i8oF2Pv794+umLY6m9jT/3bMOqBtXqYyfZkNZSa1geURNiyOSKG95LBUwf+v+rfz5HXvpC/to87n5wC27gfLBckVPyMukuYNX4qGyl5oh5lEQD3MzkMkxn84VzS2vZYX5atjZE+SWS/pJZfO64lxTlg0qHo6iz82Maq1dyRXULESrcluVLxIEoxHlO6/fbn3/n67bzkX9IXb3hyr+7r42LxOxFFJKS6BUCxT7DXotSGTy+DwLYh65vDUd0WUWpNQz5rFcStXOaDR2mv/uWQd8C7Ktmpk2vwu3UzBZZs5FM2G5rRKV3FZ53E5hjY9dCo/LwXc/cBMfNovdytEX9pLJSWbmM5abaq0D5n/2b0d44tQ0yXSOgHtBzCOTt+avv3K3EZiudYX5auguUbWv0dhpnldrA1G7v1YQDyEE3UFv2fGszUR1AfPcst2F7gpV0QrV8G88mkS56ddSPMYjSf7pZ6fJ56XhtvIscFtl81Yc664bd3DVYCdXbWueFHGr5UsLvO40a8OGFA9VrFUu46fZ6A55WmIHGLUsj0oxj5xV61BLVKvxiWjKGjQVWsM6jyPmcLHxaKo4VddKvc5ZlsfWDj837+kr/UBrhMp6a4XXnWZtaI27Zx3Y3O5jU3v59tTNRHfIy2QL7AALMY/ybqtUJl+XWJNqvTEeSS1yW61FttWRYaPFx1gkaaTqlqjzUJlWHWVaza8lOuahWYoNaXkA/Ov7X9FUrdcr0RPycHK8+Tudxkx3VbSC5ZHM5uriLlSWx3g0ZW0KrDqPNbY8DLeVIRr2Oo8Z0/IoVzm/lgTMJo5aPDTl2LCWR0fAU7OpbfWmJ1TIJFprfvrSBOem50v+zB7zSKRz/Pn/eYG5BUKSzOTr4i4Mel0EPU4moilbqq6KeTT+eXvBHGs8Opckl5eLU3WzOWbmjcr5amI6jcaItXmYaoFEDc3a0HyvWs0iekIe0tm8dXNeS377n5/m0z8+UfJnUVu21eOnpvj8I6d46NhY0THJTH0sD4C+Nh/j0aSVqruwSDCTyxf1v6oXkWSGM1PzdAc9ZM0RuH5zRoy9Y8DcfIb2JrQ6FF0hD1Px5neXatYGLR4tgNU1do13gbm8ZC6RYWgmUfJn8+kcXpeDdC7Pqck4ACcWuNtS2frEPMBwXY1HU2Xbk9zz2Ble98mf1N2CO2q6rF69pzA2oFSF+cx8uuxo3WagK+jVbitNWbR4tACqWeBkLMXf/+SkdWNuNKqO43wJ8VBW0UCH0fb72EgUWCweK0nVrZbesLfIbeV1OXE5hPX98GyCqXi67gH0w6Z42DOoFsY80mbMoxnjHYoe7bbSVECLRwug0iafOjvDX33vGP/7+8fX5DpU/cb52USJeRSGeGwxxeOo2Za9lHjUq6dY3wLx8LgcuJ0Oy/JQE/2S6fqKx3efG2ZXT5C9A+3WWqmYx+x8uikzrRT2fmEazUK0eLQASjweOmbM3Pr+kVHGo8mGX4cKfqey+UU3FdXXSlkex0cNy+PM1HxRkV4yk6+b5dEX9hFLZZlNGNfmcTnwuBxWwFxN9EvUcTbKsdEIT52d5Vev3VY0uU/FedxOgRDGczibyNDZxJZHV8hDIpMjoftbaUqgxaMFUDn3B0/P4HIIsnnJNw8OLXFW7bEX/52fLXZdKZeWsjxS2Twel4NsXnJmqpCdVa8iQSik6yq3mrI80gssj3qKx9ceP4vH6eCt+7cS9LqsuIuyPFSBaiKdYy6RaWrLo9CiRAfNNYvR4tECeFwO2v1usnnJ5VvbufGCbr7+5NmGX4e97cjwAvGIWm6rQuHltTu6gGLXVb2KBKFQKKgC+sZsemHVeagOsfWakpfO5vn20+e57fJNluD3tRnXFPAUSqo8ToeZek1zWx5rmKjxwOERbvpfD7XEKIKNihaPFkEFza/c2sG1O7s4N50gl29s/YK94eHCjCtledjnZL/qIqPh30nbXPN6FQkCVnGgEiu3U+B2LbY86jXS9/nzc0STWW69bJO1pgRNBczBGEU7ak5dbOaAuXrNrUXc47GTU5ybTuiYSxOjxaNFUHGPKwfbLRdIo3dlyvJwOgTDs8UxF1XjoWIeALv7w2xu91k381xeksnJuvUUu7A3RH+bl/OzCTwuB0KIooC5Eo1EnQLmh85MA7B/R6HBoWrYaBfMkNfFMTMm1Bpuq8bfwF82MwoXFpm2Eg8cHuWuLzzRFMW99UCLR4vQY+4Cr9jaYd2IGh3IjCQyOARs7w4sclvFUsabvDvktdJRBzr8XNgX4mXT8lhqiuBqcTgEb7x8MwBes2rb43SQzhpv3kSdA+YHT8+wrStgCQZAv+m28tv+5v/3DXuIm26+5q7zUJZH42Mep6cM8VDNI8sxHml84ki1fOPJs/zkxYmWGKewErR4tAiDXQF6Qh52dgetG1GywT2bIsksYZ+brZ2BkgFzISDgdlpdbbd0+Olv8zFuTvizxKOO3Yx/6YotQKGewu1anKpbD/GQUnLozAwHthe3Vb94UxsdAXfRfPLbLt/MP9x1gBt2dXNBb7Dm11IrQl4XLoewenA1inQ2byU9VBKP54ZmufZ/PsiJ8WhDrutfDg1x78FzVR2byeV54pRhiZ4t086n1dmwjRFbjQ+8djd33bADh0NYdRJrYXm0+V0MdPg5cn6u6GfRVJaQ14XDIWjzu8jk8oS8LnpCXqZi6aIJf/Wco3LVYAdb2n0oR4HHKQrioSyPOgTMT0/NMxVPF7msAN581QC/eMXmRX3Ubt7T13Rt2BcihKAj4GlISxc7Z6fnUeG8uUT5361cp2ORFBf2het+Xfc8dppMTvKOA4NLHvvc0Cxx8/V2bnqe/dubZ1ZLrdDi0SIEvS6rxbhledQx5RQMH/73nh/lD994CQ6HIJLM0OZzM9DhYyqeJpEuDDmKJrPWDO42n9u6WfaEPKRzeaKpbGEEbR3H/zocgv/n5gt5aczYjbqdDqto0LI86iC6B08bu8wD27sWXY/P0RoNOEvRFXRb43Ibhb2DQiXLI5ExNgGN2kRNxtLWBmgpfnZiCiFASm15aJoIX4MC5v/69DBf/vkZ9m/v5LbLNxNJZGnzubl4UxsAPz81Ze2eY8ms5Zp51w3brWl+VmuVaIpkxrQ86tzN+NdtM9DdTgfxVBYppc1tVXt333NDc4S9Lnb3VZ613mp0BDwNd1udNsVDiMoBc5X4UM+6HYWUksmY0Tctm8vjWqIT8s9OTHLZljYmo+l1Kx465tGCFALm9Y15DM0YL/pP/vBFcnlpWB5+Fzdd1ENHwM13njpPKpvjR8fHmYilCJuxjrdcvZW37t8KFE+kS2brGzAvhVEkaLjMlKDV42ZzajLOrt4gjipns7cKnQG3NbSqUZyaitMRcNMd9DBbQTxUvU4jxCOezlmvoaWyz5KZHE+fneXGC3rY1hXg7NT6FA9tebQgjXJbDc0kaPe7eWk8xnefHzFiHqZL6peu2Mw3Dw6Rk5LvPjcCwKsv6l30GIWOwCna/YYVUk+31UK8ZsDc7tqoR8zj1GScAzvWn1+7M+DhqfnZhv7O05NxdvYEiSQyzFVyW6VrV7czHkny6R+f5LmhWb7yn68rKuoEw3IuHJuiv638FNJnzs2SzuW5flcX0/E0j7w0uerra0a05dGCqArtWu64pJT83Y9OWKmPUkqGZhK85eoBuoMefvriBJFkljZ/wbpIZfN897kR3nXDdt776gt49yt2LHpclWI8EVsry8MImNufq1rvVFPZHMNzCXZ0N2/m1ErpCHiYnU83tFbh1GScnd1B43fbAubHRiO8OFbIrJqvUQwrl5e8+dOP8sVHT/PU2VmrBseOvUXLUn3lDp2ZAeDqbZ1s6wowao4iXm9o8WhBfHWwPIZmEnz8+8f55iGjZ9Z0PE0ik2NbV4BLNrdxZDhCLJW10nCvGuzgqm0d/OIVm/nTX76MD992Ma8pkT2kagWmYilSKmBex1TdhaiAeZF41Njdd256HilhR0+gpo/bDHQG3GRy0socqjeZXJ7RSJLBrgDtfndRzOPuew7x+k89zAe+9jS5vFxx3c6J8Rhffuy09f2Tp6c5P5vgg7fsBuDUxOKRB/ZaDZV6LqXkq4+f4bmhYsvsydPTXNQfoiPgYVuX8ZooNQOn1dHi0YKsRjzmEhne95VDi3ZP6k2qspTUi31rZ4A9m8IcM1ust/kNc14IwbfeeyN/92tXV/Tzu5wOOgNupmLpQsC8kZZHCbdVrXeBpyYNn/Z6tDxUEWOj0nUnokbPr03tPjr8bivbKpeXnJ9N0BPycv+zwxwbjSwr5nHfM+f5r197GoB7D57jv993xGp98sDhUTwuB7/5ip24HIKXJ2OLzp+MFbutwJhT/0ffOcyb/vZn/OYXnySZyZHLm/U+Zl+3QVM8zk6vzQyeeqLFowVR6bHJFWQNPXtulu8dHuWxk1NF66q9yItjxhunIB5+Lt4UtvLuleUBRpuSaugOeZmMpepeYV4Kn8tJIp0rEoxau63OmNXQ61E8VO+tpSq9a4Xa1feFvbQH3FbMYzKWIpeXXLvTiCvFklmr0WWyCqvo0RNTfPe5YXJ5acUvXhiOIKXk+0dGedXuXtoDbrZ1BXi5hOWhmkOGvS4mYsbGS1XB/6frtvGj4+P89j8/zQvDEaLJLNeY8a/t3aZ4rMOguQ6YtyCqQnslN0G1g1rYm0r1rToxESOXl1am1UCnn2yu4O9u9y+/kV+3OZHOKhJsoNuqI+AmbrY/B3A5RM276p6ajNPud9MZbN5WIyvFalHSoIyrMTPm1hf20eH3EE1lyeTyjJiNJI1iwFFitrqhat4HkWSGvDTcsRMxZTnMEfa5GJlL8vuv3wPAzp5gyUmdRsKHm/42r2V5qFEDf/jGS7ioP8yf3H+En50wguOq3qc76MHjcjDSxG1UVooWjxbE5XTgdooVuV+UeJyfLd4JqVkd6WyeM1Nxzs3M0+530+Zzs7s/hENAXmIFzJdDT9jL0ZHImlgequX5sHnz6Qx6al7ncXoqzo6e9Wd1QKFxY6PSdZXl0d/mpd10kUYSGUbnDEtY1dHEUgXLo5r/p9o8TERTVvziyHCE2UQGl0NwyyVGvG5Xb5BHTkySz8sid+xkLE13yENfuNBu5+zUPD0hL0Gvi7tu3MHWTj+fffhlkIbFDoZ7t83nsiz79cSqxEMIcRqIAjkgK6U8IIToAr4B7ABOA++QUs6Yx38EeI95/AeklN831/cDXwT8wL8DH5TrtRVljfC5nCu0PIw3TrmuuAAvjkUZmklYbwCf28mOniAvT8StmMdy6Al6iooEGxkwV9bAiNmLqyvgqcrNsRxOT86vyzRdKIhvw2IekSQOYbg6lXDNJTLW63V3fwnxqOL/qSzryViKKZvl8fz5OW64oNv6XTt7QqSyec7PJqx4hTqvJ+SlL+y1LJMz03G2dRW6SN9yST+3XNK/6HeHvC5rZMF6ohbv4pullPuklAfM7z8MPCil3A08aH6PEOJS4E7gMuBW4NNCCLUF/QxwN7Db/Li1Bte1rvG6nSuKeSh/78KuuOrNJYQR97CLB8AlZlW5PeZRLd0hL5FklmjS2OUtVZ1bS1TAd8SyPNw1jXkk0us3TRcKbspGVZmPRYybtNMhaFfxlkSG0UgSj8vB1k7jhh5LZpdV56Fm0YxFkkzF03icDk5OxDk1GecNtvkru8xGlQtdV1PxND0hD71tXjOoLzk7Nc/2Kv7vYZ/bGtO8nqjHu/h24Evm118C7rCtf11KmZJSngJOANcKITYDbVLKx0xr4x7bOZoy+D0OK/V1OUxYbqsF4pHIEvQ4GewM8Oy5WYZm5q03KsBlA224HGJFw4tUlfnwXKKhLisoBHyVWHYFPTUTDyklf/id55ESrt/VXZPHbDZcTgdtPlcD3VZJa/pihylcc/MZRuaSbG73EfQ4EQLiqSzzmeqzrayY3rgR01OWohDw+ksL1oISj8denuIHR0at+pbJWIruoJe+sI90Ls94NMVIJGml4lYi5HURS2nLYyES+IEQ4pAQ4m5zrV9KOQJgflbJ/wOAvZ/xkLk2YH69cF1TgdW6raLJbNFY2WgyQ5vfzUX9IR48Nk4yk+e6nYUmf+++cSffet+Niypvq0H1tzo/k6jbCNpyKMtjeM4mHjVyW93z2Bm+8/R5PvQLF3HDBetTPMBw/TXK8hiPpqx5KFa8JZFmdC7BpjYfQghCXhfRVNbWJbny/zOfl1ZM76hZAKi6Iezf1kmfrVq8N+Ql5HXxmR+f5O4vH+L4WJRMLs/sfMaMeRjC9tSZGaQsZFNVIrxOYx6rfSe/Qkp5NXAb8H4hxKsqHFsqr1NWWF/8AELcLYQ4KIQ4ODExsfyrXUf4Pc6qzPV/ePhl7n2yoNmTsZTV/XbEFvdQHXN/+cotvPLCHr713ht4vc2c93uc7BvsWNG1qirzI8ORFYnPalDiMTpn+NLb/YbbqhYhtYeOjXNRf4jffu2Fq36sZsZojtiobKuUNUBLucxmTctjizmlUsUQ5qt0W8XTWSvV/NiIUa90+dZ2XndJP+9+xc6iY4UQfPCW3fziFcZQsdG5pBXv6Ql5rbYkDx0bB6oTj9A6FY9VvZOllMPm53EhxHeAa4ExIcRmKeWI6ZIaNw8fAuyN8LcCw+b61hLrpX7f54DPARw4cGBDB9SrtTy+9sRZclLyjmsGyecl0/E01+7o4rGXpxieTbBnkzEHIZLI0uZ3cfu+AW7fV1vD78LeMBf0BrmwL8RdN+6o6WMvhd/jxOtykMrmCXqcBDwuaxyux7W6Joanp+LsHWhHiPXVDHEhqsiz3mRzeabiKXpNy6PN7NI8M59hLJK0ZtQrN1C1w70ithu3ypTqDXn5x7sOlDz+t161i7NT83z3uREmoikmwsY5PSEPVw62M9jltzoxbOtaOubRpmMexQghgkKIsPoaeD1wGLgfuMs87C7gPvPr+4E7hRBeIcROjMD4E6ZrKyqEuF4Y78J32c7RlMHnqS5gPpfIcGZqnnPT88wmMuTykitNC8Ie94imMlZX3FrTHnDz4Idew2ffeYAbL+ipy++ohKpV8HtchY7Eq4x7ZHJ5hmYS7Khi59nqdDXI8piMpZGyMLpXxVueOjNDJifZrMTD5zIHjBnnLSkethofhYrDlaMnrHqyFVJ7u0NevC4nH7ntEgACHqdlVVdCid16SyBdjduqH3hECPEs8ATwXSnlA8BfAb8ghHgJ+AXze6SUR4B7gReAB4D3SynVf/19wD9iBNFPAt9bxXVtCHwux5LmupTSym//2YlJq8bjks1h3E5RlHFlzOpYn2U/ynfu9zisjsSrjXsMzSTI5eW6zbKy0xEwijwXJlnUGtUyxz4D/i1Xb+URs/BuU1vB8lCJH16Xo+h/+dCxMf7lkD2EWhCPbabQOx1iyWLXgMdl/J5oykrzVuJ1295NXL+ri0s3t1VldYZ9LvKyMa3jG8mK7xZSypeBK0usTwG3lDnno8BHS6wfBPau9Fo2ItXEPBKZHFnT2fuzk1NWZkhv2Mumdl+xeJgB8/WIqlXwu50EPLWxPFRrivVaHGjn5ot7+crjZ7j5f/+Yf3zXAV5VovV+LVCV2yooDfC7v3AR//bsMFPxNJvbCzEP1f25O+hheC5pFfX97UMnmIilrHkyUCgQvKA3xMsTcbqDnqrmrvSGjbTcsNeFQ2DFO4QQ/NNvXEs2X12qvBqSFk1mGx7zqye6t1WLUk3MQ71pPE4Hj56YtHZrvSEvW9r9nDP7V0kpjTGy69TyUEFzv9tpG6S1OvE4Y9YBVBMwbXVu2t3Lj37/NbgcwgoU14Mx0/Kwz8po97v5kzddxqY2n9W1OOR1WV1+u0y3UTKbI5+XHB+NMmqKiULFPC7oNQoMl3JZKXpDhnicn03S3+bDbatP8nucVbt5Q96CeKwntHi0KD63Y8mYhxKPV13Uw1Q8zYNHjTd+T8jL/u2dPH12hvOzCebTRjfQlRQAtgKq1sPvcVpNJVdvecwT9DjprfJG1OoMdPjpCXnrGvsYj6QQopDarXjTlVt47COvtW7WQW9hk9NlDhtLpHMMzSSIp3NkcpJJ2/yNiGV5GFZiT7hK8Qh7mYilGJ5NWJleK0G9r9Zb0FyLR4vi81RheZi5+W/bv5WQ18W/PTeMy/T3/j9mAG0AABQlSURBVNp12wD458fPWPUe69dtVbA8VjOF8emzM5bFcnoqzvbu4LrPtLLTGfRYbczrwVQ8RYffXbTDV9ifZ7uF3G0mQyQyOWtsACxOQ4dCAWBPlQ0sldtqZG514qHcVistFMzlJQ8cHmn4OOCl0OLRovhcTtLZfJF5vhBleQx0BPi167YhpbGrczgEWzsDvO6Sfr72xDkmo8aLcr1aHp1WtlVBPOaX6bZ69MQkb/70o1z7P/+Dv/vRCWtU6kaiK+Cuq+UxHU9bmXGVCNksD7UxSGZyRRMAVTsaMN4HYa/Lcoctx/KIJrMMzSTY0l5+7OxShH0rd1tJKfmT+w/z3q88xes/9TA/Pl4/t+Fy0eLRoij3i2pzXgolHu1+N+9+xQ7cTlHk733XDTuYjqf5ztPnAdZxzMMQRZ975W6rB46M4nc7uW5nNx///nFOT81viHiHnc6gh5l4/VwvU7G0NfO+Ena3lXJxJdJ5jo1GrCyqkbkFmYR+N31hHz0hDxebtU1LoVyS2bxcneVhXu9KmiN+/pFTfOXnZ/mVA4N0Bjzcfc8hjo5Elj6xAWjxaFGqmelhF4/N7X4+9Po9vPXqQhbK9bu6CHic/PDoKLD+3VYBW8xjOZ11pZT8xwtj3LS7h8+9cz9vucoootwImVZ2Outc7zEVTy+Kd5TCvsnpsrutRqJct7MLr8tRZHlEkhnCPhcel4Off+QW3nxVdUWwvTYLZTXioWI1kWSGVNaIL1bLA4dHuXJrO3/11sv559+6jo6Am//6tadr1mJnNWjxaFEK0wTLv4giySxCFN5s7331BfzmKwvtGFxOB1dv6+TctLFLW791HoVUXf8KigSPDEcYnkvyukv7cTgEH3vbFfzvt1/JGy/fXJfrbVa6gh7mF0xlrCUrcVtZw6riaU5PxblkcxubF6ahJzKWReJyOqqOUxWLx8rdVpblkcryxr/+KX/70Imqzz01GefSLUY9SXfIyyffsY8T4zH+6dFTK76eWqHFo0WpplI6Yvp6K+W02+dQ1KvCfK0pFTBfTszjP46OIQS89mKjx6fb6bCSEDYS1jzzOlgfubxkZj5tBcArUeS2Mo8/fH6OvISLN4XZ3O5ndC7J0ZEIDx4dYy6xshqmIvFoX7nl4XQIgh4nQzMJTk7EeXE8uvRJGAkvU/F0UWztlbt7+OK7r+G3btq14uupFRvr1b+O8FWRNTSXyFgzEcpxzY5C59z1GvNQtQAhn8vq6puochStlJIHDo+yf1tn1fUB65XCYKiMVbBXK2bnjXYjy7U8VPcAFQfY2Rtkc7uPx09N88f3HebZoTn8bieXbWlf9jV1BT0IYSSnrGQUQdE1+1w8e24WwBpGtRSnzELUnT2hovXX7OkrdXjDWZ93iw1A1eKxxI7rqm0dOB0Cl0M0fNZGo2jzufn7X9/PNTs6EcJIVZ5NVBf4fWEkwrHRKH9+h26AoLLW6mF5TMUL/aOWQm1yvC6HJSQq02pbV4DNHT5G5hJWO5V0Nr+iCZhup4OugIeOgHvVKdkhr4sTEzGgMBZhKU5NGsc3a1afFo8WRQXMKxUKViMeAY+LvVvarBnf65Vb9xbay/eEPFV3if32U+dxOwW/tMHiG6Wwxxdqjfp/LMdtFbClXp+fTdAX9hLwuNjc7rdasO/sCXJqMr7iNPTNHb6aFIKGfW6rkeNSlscnfnCcRDpHwOPEIahq4NRaoGMeLYqVclrBd1+NeAD8xit28Lb9W5c8br3QHfJarVoqkc3lue+ZYV57cZ+1697IVBvzSGZyfPYnJ0llq48rKUHqqrJLLRgbH5+ncAtTqdMquH35QDsfvGU3QFXvg1J84u37+NM3Xbaic+3YXcIz8xkyufKbvh++MMY9j53hmaE5BrsCeFzNeZvWlkeLYrmtKrxB5xKZqnZcb75q4wgHGPn79mrkcjxxeprJWKrq1M71Toct5lGJR16a5C+/d4zBrkDFjDQppeUOmjbbiVQT8/C6HLidAr/HicfpwCEgLwuzNdT45F++cjO3Xb6Jx09tW3Ezxz1V1oQsxcJ44kw8XTTB0M5ENEU6l+fhFyesiYfNSHNKmmZJqmktXq3lsdHoDnmq8ju/MGwIzAFbUsFGxu10EPa5lrQ8lFX3xKnpwlo0xdDMvPX9ZCzFlX/2A+5/dtj83nhMZd1UQghB0Osi4HEiRCFWpyyP3X0h/v7Xr+ZdN+zA63Lyl2+5nAv7QpUesu4oa2m3eR3lXn/pbN6K/0DzxjtAi0fL4jWzhpJlKsyTmZwZKNTisZDuoJe5RIZ0hep8gJfGYnQHPRs+y8pOl9nf6o/vO8wDh0dKHjNVQjx+9xvPcOfnfm610/nBkTEiySyf/clJpDQmXHYESve1KkXIWxjs5V8gHkIIbt27uakSQFQa/HW7jI3IZBm3qRJe9ZpT/biaES0eLYp6w6TKZFtFbNXlmmLUlLildtAvjkfZ3b+2O9ZmoyPg4dmhWe557AzfePJcyWPUrvroaIS5RIbpeJpHT04yNJPg0ZNTAHzPFJ4jwxGeOTdbdYGgot3vtopalUg0a2AZCpbHdTu7AaMJZCnUnJL/fNNOAh4nV2/rLHlcM6BjHi3KUnMp5rR4lEX1T5qIpopmR9iRUvLSWIy3Xq3jHXa6Am6rXuH58xGklCQyOdxOh2U1qF21lHDozDST0TR5CW6n4FuHznH5QDuPnZzinddv59tPDfGVn59lMpaqKtNK8Rd37LUGK6nkke1NPNVxV2+QjoCba3ealke09MZlzByI9coLe/gvr9rV1F2btXi0KG6nkeM+EimdYqvFozy9puUxVSHldHguSSyVZXd/bQKm6wV71tlkLMVYJMW7vvA4N17QY2UlTcXS7B1o4/holMdfnubEeIyBDj83X9zLNw8O0d/uI5uXvG3/VoSArz1xljafu6jbwVJcZduR+91Owl6XVcTYjLzpyi3cuncTHqcDj9NRNG/EjjWKt83b1MIB2m3V0ly/q4ufmfOdF6LFozzK8piMlk/XfXHMKDq7SItHEV1mQPvmPUYW0LcOnePFsRjPDc1ax0zFUwx0+Ll2Zxf/+MgpfvziBLfu3cSvHNhGKpvnsz95mR3dAa7Y2s5v33whbqeDqXjaGuy0XAIeJ9u6A019sxVC4HUZAf5KdUbjkRROh6iqu/Baoy2PFuam3b38x9FxzpiDiRRSSr746Gn8bmdT+4HXCtW5tZzfGeAlSzx0zMOOqgD/ndddxE9enOBzD78MGJMVFZOxNNfs6OIv7ricz/z4JA8cHuGtV2/l0i1tfO+DN5HLSwa7jJt9X5uP9998IR///nF6qqjxKMV/e8MeltGods3pDnnLBszHIkl6Q16cVcxYX2u0eLQwN+3uAeCnL01a4jE3n+FLj53mpy9N8hd37NXFbSUIeV14XY6K6brHR2P0hb1W7ySNwdsPbGWwy8+Vgx3s7gtz3BTZ6XiauUSGoMdpNDgMeekNe/njX76UP/7lS63zL9nctugx3/PKnRw+P7fiWoxWS6XurmB5jEVT9LU1v9UB2m3V0uzsCTLQ4eenL00A8LMTk+z/ix/yyR++yC0X9/GfzFGzmmIM10Hp3d98Ossf33eYf39+pOSNbqPTE/LyS1dsAWDvgNFs8IqtxuezU/NMmw0Ol2NF+NxOPvPr+4uadK5nekLesi1KxiNJ+sIrb//eSLR4tDBCCG7a3cOjJ6bI5PJ88+A52vxuvn739fz9O/c3tQ94rSnnd77nsTPc89gZbtu7iT+/XTdDrMRV2zoArPbgp6bi1nOqa2PKo4pUpZQcG43w+9981opRjkdT9LeI5aHdVi3O6y7p5+tPnuNHx8Z5+KVJXn1RL9fv6l7ry2p6ukNexkpkqt3/zDD7Bjv45K/sW4Orai3ecWCQvQPt7DGTCs5Mxq2A+nLSbjcaPUEv6VyeZ87N8jvfeIYzU/NcvClsjYXWloemIbx6Ty9dQQ9/9b1jTMfTvGZP8/bCaSa6g4stjxPjMV4YifCmK7es0VW1Fh6Xg32DHfg9Tja1+Tg9NW+5Aqtprb5RufHCbgIeJ2/+9KMMzSTY1hXgq4+ftTYzrWJ5aPFocdxOB2+6cgsvT8YRwsjA0ixNT9jLVDyFlIU0nX97dhgh4Jeu0O3Xl8uOngBnpuKWeNSijfl65bIt7Tz0odfwq9du4y/fcjm/9wsXcWoyzv//0EsAOmCuaRxvvdroinvl1o5ltXjYyOzuC5HJSWuedC4v+ddnznP9zu6y3U415dnRHeT0VJypeBqXQ6xo+NJGYlO7j798y+W848Agt12+ia6gh3sPDjHY5WfvCqYergX6P7wO2DvQxu37tnBzk4ynbAXu2DfAIy9N8okfvkh/u4+Ax8mZqXn+4NaL1/rSWpLt3UEmY2lOT8bpDnl0ssYy8LqcfOE3rmEukeGVF/a0RI0HaPFYFwgh+Os7r1rry2gpHA7Bx952BePRFP/fdw7T3+5lV0+QN1y2aemTNYu43Ezb/cELY1xcoxkYG4l9gx1rfQnLRrutNBsWt9PB3/7aVfS3ezk3neC9r76gZXZ9zcYrd/fw33/pUvJS0htuDZ+9ZnVoy0OzoekIePin37iG+54Z5g49MXBVvOeVO7l0c5s1cVCzvtHiodnwXNgX5kOv37PWl7EuuOECXWO0UWgat5UQ4lYhxHEhxAkhxIfX+no0Go1GU56mEA8hhBP4O+A24FLgV4UQl1Y+S6PRaDRrRVOIB3AtcEJK+bKUMg18Hbh9ja9Jo9FoNGVoFvEYAOwDkYfMNY1Go9E0Ic0iHqXyIxeNdxHi/7Z3b6FSVXEcx7+/PFqYlpUmVtaJiAgjuvgSGt3woaiXDCoiragoiopesigiMqhI6QbZgYwuBFE9ZEVZRHalyMoupilG0EVIQ80UiuDfw16HhmHGw3j2Pmvvc34fGPaetfesWevPPvNnrTOztq6VtFrS6i1btoxAs8zMrJO6JI9fgJktz48Afms/KSIGImJ2RMyeNs1rOJmZ5VKX5PE5cKykoyVNAC4BVmRuk5mZdVGL33lExL+SbgRWAuOA5RGxNnOzzMysC7UuSd0kknYCP+zFS6cCW0tsyoHAjprWV3bbxlLsqqgPHMPhcvz23mDsjoqI4c/7R0QjH8DqkXzdHuobqGt9FbRtzMSuivocQ8cvZ31lx64u//NostdqXF/ZbStbnWNXRX1VqHuf6x7Duve3tvFr8rTV6oiYPVKvM8euDI7h8Dh+e6/s2DV55DEwwq8zx64MjuHwOH57r9TYNXbkYWZm+TR55GFmZpk0PnlIminpPUnrJK2VdHMqP1jSO5I2pu1BqXyepC8kfZu2Z6fyiZLekLQ+1XN/zn6NhLJil469JenrVM+ytFLyqFdmDFvqXCHpu5HuSw4lX4Or0m0d1qTHobn6NRJKjt0ESQOSNqTPwPlDNqDMr27leAAzgFPS/mRgA8Wy7g8Ci1L5IuCBtH8ycFjaPwH4Ne1PBM5K+xOAD4Fzc/evCbFLzw9IWwGvAJfk7l/TYpjKLgReAL7L3bemxQ9YBczO3aeGxu4eYHHa3weYOuT75w5ABQF9FZhH8QPCGS1B/qHDuQL+APbtcOwR4Jrc/Wla7IDxFF8vvDh3f5oWQ2AS8FH6ABgTyaPk+I2p5FFy7H4G9u/l/Ro/bdVKUj9Fdv0MmB4RmwHSttMQdj7wVUT83VbPFOAC4N0q21snZcRO0krgd2An8HLFTa6dEmJ4L7AE2F15Y2uopL/fp9OU1V2SOq3WPSoNJ3bp8w7gXklfSnpJ0vQh3zR3tiwx604CvgAuTM+3tx3f1vZ8FrAJOKatvA94E7gld5+aFrt0bD+Kaat5ufvVpBgCJwGvpf1+xtjIo4xrEDg8bScDbwMLcverCbGjWLYkgPnp+a3Ac0O+b+6OlxS88RSLKt7aUtZ16Eax5PsGYE6HupYDj+buUxNj13LOQuDx3H1rUgyB6yluQ/ATxS0K/gFW5e5bU+LXoc4rxsI1WNK1J2AXsE96PhNYO9R7N37aKg1NnwLWRcTSlkMrKD7ESNtX0/lTgDeA2yPi47a6FlMsRHZL1e2ug7JiJ2mSpBlpvw84D1hffQ/yKyuGEfFERBwWEf3AXGBDRJxZfQ/yKvEa7JM0Ne2PB84HRvU31kq89oLi/5RnpqJzgO+HbEDuzFlC5p1LMeT6BliTHucBh1D8z2Jj2h6czr+TIsuuaXkcSpGRA1jXUn517v41JHbTKe7J8g2wFngM6MvdvybFsK3OfsbItFWJ1+D+FFM3g9fgI8C43P1rQuzSsaOAD1Jd7wJHDvX+/oW5mZn1rPHTVmZmNvKcPMzMrGdOHmZm1jMnDzMz65mTh5mZ9czJw6wCkq6TtKCH8/vHykq6Njr05W6A2WgjqS8iluVuh1mVnDzMOkgLzb1FsdDcyRRLOiwAjgeWUqwntBW4IiI2S1oFfALMAVZImgz8FREPSToJWEax7P8m4KqI2CbpVIrlcHZTrKZr1hietjLr7jhgICJOBP4EbqD49fxFETH4wX9fy/lTIuKMiFjSVs+zwG2pnm+Bu1P508BNEXFalZ0wq4JHHmbd/Rz/rwH0PHAHxU103kmrfY8DNrec/2J7BZIOpEgq76eiZ4CXOpQ/B5xbfhfMquHkYdZd+9o9OylWG+02UtjVQ93qUL9ZY3jayqy7IyUNJopLgU+BaYNlksZLmrWnCiJiB7BN0ump6HLg/YjYDuyQNDeVX1Z+882q45GHWXfrgIWSnqRYofQxinsnPJqmnfqAhylWcd2ThcAySROBH4ErU/mVwHJJu1O9Zo3hVXXNOkjftno9Ik7I3BSzWvK0lZmZ9cwjDzMz65lHHmZm1jMnDzMz65mTh5mZ9czJw8zMeubkYWZmPXPyMDOznv0Hf+aHO57iaL4AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sorted_data['inc'][-200:].plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
+    "                     for y in range(1985,\n",
+    "                                    sorted_data.index[-1].year)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "year = []\n",
+    "yearly_incidence = []\n",
+    "for week1, week2 in zip(first_september_week[:-1],\n",
+    "                        first_september_week[1:]):\n",
+    "    one_year = sorted_data['inc'][week1:week2-1]\n",
+    "    yearly_incidence.append(one_year.sum())\n",
+    "    year.append(week2.year)\n",
+    "yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f4e29d47d68>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "yearly_incidence.plot(style='*')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1986         0\n",
+       "1987         0\n",
+       "1988         0\n",
+       "1989         0\n",
+       "1990         0\n",
+       "2020    221186\n",
+       "2023    366227\n",
+       "2021    376290\n",
+       "2024    479258\n",
+       "2002    516689\n",
+       "2018    542312\n",
+       "2017    551041\n",
+       "1991    553090\n",
+       "1996    564901\n",
+       "2019    584066\n",
+       "2015    604382\n",
+       "2000    617597\n",
+       "2001    619041\n",
+       "2012    624573\n",
+       "2005    628464\n",
+       "2006    632833\n",
+       "2022    641397\n",
+       "2011    642368\n",
+       "1993    643387\n",
+       "1995    652478\n",
+       "1994    661409\n",
+       "1998    677775\n",
+       "1997    683434\n",
+       "2014    685769\n",
+       "2013    698332\n",
+       "2007    717352\n",
+       "2008    749478\n",
+       "1999    756456\n",
+       "2003    758363\n",
+       "2004    777388\n",
+       "2016    782114\n",
+       "2010    829911\n",
+       "1992    832939\n",
+       "2009    842373\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "yearly_incidence.sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
@@ -16,10 +1273,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.3"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
 }
-
diff --git a/module3/exo2/syndrome-grippal.csv b/module3/exo2/syndrome-grippal.csv
new file mode 100644
index 0000000..b4429c0
--- /dev/null
+++ b/module3/exo2/syndrome-grippal.csv
@@ -0,0 +1,1824 @@
+# {"source":"r&#233;seau Sentinelles, INSERM, Sorbonne Universit&#233;, https:\/\/www.sentiweb.fr","meta":{"period":[199049,202544],"geo":["PAY",0],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2025-11-05T19:42:22+01:00","bundle":"1762368128"}
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202544,7,3595,1584,5606,5,2,8,FR,France
+202543,7,3855,1990,5720,6,3,9,FR,France
+202542,7,3981,2127,5835,6,3,9,FR,France
+202541,7,3779,1944,5614,6,3,9,FR,France
+202540,7,2513,964,4062,4,2,6,FR,France
+202539,7,3063,1367,4759,5,2,8,FR,France
+202538,7,1195,0,2448,2,0,4,FR,France
+202537,7,1120,11,2229,2,0,4,FR,France
+202536,7,1575,320,2830,2,0,4,FR,France
+202535,7,1327,162,2492,2,0,4,FR,France
+202534,7,1438,48,2828,2,0,4,FR,France
+202533,7,3579,692,6466,5,1,9,FR,France
+202532,7,2384,0,4809,4,0,8,FR,France
+202531,7,5703,0,13082,9,0,20,FR,France
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+199532,7,8030,3945,12115,14,7,21,FR,France
+199531,7,12034,7228,16840,21,13,29,FR,France
+199530,7,16283,11419,21147,28,20,36,FR,France
+199529,7,15520,11209,19831,27,20,34,FR,France
+199528,7,21385,16186,26584,37,28,46,FR,France
+199527,7,31707,25490,37924,55,44,66,FR,France
+199526,7,23680,18921,28439,41,33,49,FR,France
+199525,7,27941,22665,33217,48,39,57,FR,France
+199524,7,24813,19263,30363,43,33,53,FR,France
+199523,7,19371,14610,24132,34,26,42,FR,France
+199522,7,16158,12114,20202,28,21,35,FR,France
+199521,7,14986,10952,19020,26,19,33,FR,France
+199520,7,12831,9059,16603,22,15,29,FR,France
+199519,7,15806,11585,20027,27,20,34,FR,France
+199518,7,15333,10987,19679,27,19,35,FR,France
+199517,7,15551,11471,19631,27,20,34,FR,France
+199516,7,15939,12349,19529,28,22,34,FR,France
+199515,7,16126,12689,19563,28,22,34,FR,France
+199514,7,15247,11965,18529,26,20,32,FR,France
+199513,7,16864,13368,20360,29,23,35,FR,France
+199512,7,15875,12429,19321,27,21,33,FR,France
+199511,7,12844,9644,16044,22,16,28,FR,France
+199510,7,15346,11782,18910,27,21,33,FR,France
+199509,7,14754,11260,18248,26,20,32,FR,France
+199508,7,14521,11077,17965,25,19,31,FR,France
+199507,7,14315,10809,17821,25,19,31,FR,France
+199506,7,18089,14383,21795,31,25,37,FR,France
+199505,7,13414,10176,16652,23,17,29,FR,France
+199504,7,15743,12316,19170,27,21,33,FR,France
+199503,7,13763,10614,16912,24,19,29,FR,France
+199502,7,11495,8490,14500,20,15,25,FR,France
+199501,7,13733,10266,17200,24,18,30,FR,France
+199452,7,12696,9453,15939,22,16,28,FR,France
+199451,7,10390,7458,13322,18,13,23,FR,France
+199450,7,8048,5524,10572,14,10,18,FR,France
+199449,7,8212,5651,10773,14,10,18,FR,France
+199448,7,6481,4250,8712,11,7,15,FR,France
+199447,7,7140,4666,9614,12,8,16,FR,France
+199446,7,5021,2972,7070,9,5,13,FR,France
+199445,7,6759,4267,9251,12,8,16,FR,France
+199444,7,9276,5996,12556,16,10,22,FR,France
+199443,7,5622,3091,8153,10,6,14,FR,France
+199442,7,5848,3383,8313,10,6,14,FR,France
+199441,7,4921,2796,7046,9,5,13,FR,France
+199440,7,5936,3694,8178,10,6,14,FR,France
+199439,7,4090,2080,6100,7,4,10,FR,France
+199438,7,2734,1164,4304,5,2,8,FR,France
+199437,7,4364,1957,6771,8,4,12,FR,France
+199436,7,1991,509,3473,3,0,6,FR,France
+199435,7,3676,1494,5858,6,2,10,FR,France
+199434,7,6830,3728,9932,12,7,17,FR,France
+199433,7,6933,3534,10332,12,6,18,FR,France
+199432,7,4851,2299,7403,8,4,12,FR,France
+199431,7,7346,3935,10757,13,7,19,FR,France
+199430,7,17674,12807,22541,31,23,39,FR,France
+199429,7,17175,12461,21889,30,22,38,FR,France
+199428,7,16743,12021,21465,29,21,37,FR,France
+199427,7,22335,17343,27327,39,30,48,FR,France
+199426,7,23679,18832,28526,41,33,49,FR,France
+199425,7,24951,20263,29639,43,35,51,FR,France
+199424,7,29139,22549,35729,51,40,62,FR,France
+199423,7,13583,3641,23525,24,7,41,FR,France
+199422,7,16336,4640,28032,28,8,48,FR,France
+199421,7,16477,11025,21929,29,20,38,FR,France
+199420,7,12872,9458,16286,22,16,28,FR,France
+199419,7,13769,10440,17098,24,18,30,FR,France
+199418,7,13066,9917,16215,23,18,28,FR,France
+199417,7,18648,14838,22458,32,25,39,FR,France
+199416,7,17629,13660,21598,31,24,38,FR,France
+199415,7,23128,18550,27706,40,32,48,FR,France
+199414,7,20128,15971,24285,35,28,42,FR,France
+199413,7,16259,12721,19797,28,22,34,FR,France
+199412,7,15215,11581,18849,26,20,32,FR,France
+199411,7,16439,12812,20066,29,23,35,FR,France
+199410,7,20681,16433,24929,36,29,43,FR,France
+199409,7,22652,17519,27785,39,30,48,FR,France
+199408,7,22067,17044,27090,38,29,47,FR,France
+199407,7,15332,11563,19101,27,20,34,FR,France
+199406,7,15321,11710,18932,27,21,33,FR,France
+199405,7,15264,11523,19005,27,21,33,FR,France
+199404,7,10871,7697,14045,19,13,25,FR,France
+199403,7,10882,7808,13956,19,14,24,FR,France
+199402,7,11834,8348,15320,21,15,27,FR,France
+199401,7,11104,8142,14066,19,14,24,FR,France
+199352,7,9874,6746,13002,17,12,22,FR,France
+199351,7,9565,6818,12312,17,12,22,FR,France
+199350,7,6195,4181,8209,11,7,15,FR,France
+199349,7,10095,7443,12747,18,13,23,FR,France
+199348,7,6413,4261,8565,11,7,15,FR,France
+199347,7,7543,4934,10152,13,8,18,FR,France
+199346,7,7862,5175,10549,14,9,19,FR,France
+199345,7,5648,3511,7785,10,6,14,FR,France
+199344,7,6964,4509,9419,12,8,16,FR,France
+199343,7,5976,3632,8320,10,6,14,FR,France
+199342,7,7669,4853,10485,13,8,18,FR,France
+199341,7,9657,6648,12666,17,12,22,FR,France
+199340,7,5725,3082,8368,10,5,15,FR,France
+199339,7,5520,3207,7833,10,6,14,FR,France
+199338,7,2179,888,3470,4,2,6,FR,France
+199337,7,1762,557,2967,3,1,5,FR,France
+199336,7,3214,1526,4902,6,3,9,FR,France
+199335,7,2335,910,3760,4,2,6,FR,France
+199334,7,3770,1712,5828,7,3,11,FR,France
+199333,7,5925,3250,8600,10,5,15,FR,France
+199332,7,12711,8079,17343,22,14,30,FR,France
+199331,7,12481,7874,17088,22,14,30,FR,France
+199330,7,12584,8619,16549,22,15,29,FR,France
+199329,7,13179,8991,17367,23,16,30,FR,France
+199328,7,15293,11335,19251,27,20,34,FR,France
+199327,7,14134,9791,18477,25,17,33,FR,France
+199326,7,17937,13577,22297,31,23,39,FR,France
+199325,7,19581,14916,24246,34,26,42,FR,France
+199324,7,18285,13450,23120,32,24,40,FR,France
+199323,7,16003,11927,20079,28,21,35,FR,France
+199322,7,12652,8597,16707,22,15,29,FR,France
+199321,7,15218,10970,19466,27,20,34,FR,France
+199320,7,11343,7655,15031,20,14,26,FR,France
+199319,7,12086,8856,15316,21,15,27,FR,France
+199318,7,18898,14305,23491,33,25,41,FR,France
+199317,7,14969,10565,19373,26,18,34,FR,France
+199316,7,15102,11226,18978,26,19,33,FR,France
+199315,7,15058,11183,18933,26,19,33,FR,France
+199314,7,12425,9045,15805,22,16,28,FR,France
+199313,7,12266,8927,15605,21,15,27,FR,France
+199312,7,10821,7884,13758,19,14,24,FR,France
+199311,7,11021,8006,14036,19,14,24,FR,France
+199310,7,15847,12158,19536,28,22,34,FR,France
+199309,7,15084,11059,19109,26,19,33,FR,France
+199308,7,16967,12936,20998,30,23,37,FR,France
+199307,7,16057,12350,19764,28,22,34,FR,France
+199306,7,15887,12275,19499,28,22,34,FR,France
+199305,7,15954,12443,19465,28,22,34,FR,France
+199304,7,12374,9426,15322,22,17,27,FR,France
+199303,7,15283,11831,18735,27,21,33,FR,France
+199302,7,13366,10262,16470,23,18,28,FR,France
+199301,7,18678,14977,22379,33,27,39,FR,France
+199253,7,17829,13827,21831,31,24,38,FR,France
+199252,7,14330,10582,18078,25,18,32,FR,France
+199251,7,14635,11262,18008,26,20,32,FR,France
+199250,7,15252,11566,18938,27,21,33,FR,France
+199249,7,14411,11187,17635,25,19,31,FR,France
+199248,7,10048,7396,12700,18,13,23,FR,France
+199247,7,13069,9752,16386,23,17,29,FR,France
+199246,7,6900,4727,9073,12,8,16,FR,France
+199245,7,10791,7794,13788,19,14,24,FR,France
+199244,7,10205,7482,12928,18,13,23,FR,France
+199243,7,7196,4908,9484,13,9,17,FR,France
+199242,7,5748,3738,7758,10,6,14,FR,France
+199241,7,3587,2045,5129,6,3,9,FR,France
+199240,7,5654,3442,7866,10,6,14,FR,France
+199239,7,4747,2751,6743,8,5,11,FR,France
+199238,7,2842,1306,4378,5,2,8,FR,France
+199237,7,4103,2203,6003,7,4,10,FR,France
+199236,7,2801,1200,4402,5,2,8,FR,France
+199235,7,6428,3717,9139,11,6,16,FR,France
+199234,7,7517,4190,10844,13,7,19,FR,France
+199233,7,9951,5955,13947,17,10,24,FR,France
+199232,7,16090,11337,20843,28,20,36,FR,France
+199231,7,17156,12441,21871,30,22,38,FR,France
+199230,7,21780,16301,27259,38,28,48,FR,France
+199229,7,18926,13397,24455,33,23,43,FR,France
+199228,7,28144,20384,35904,49,35,63,FR,France
+199227,7,29388,22331,36445,51,39,63,FR,France
+199226,7,27933,21686,34180,49,38,60,FR,France
+199225,7,26446,21153,31739,46,37,55,FR,France
+199224,7,19614,14769,24459,34,26,42,FR,France
+199223,7,23628,17852,29404,41,31,51,FR,France
+199222,7,20438,14868,26008,36,26,46,FR,France
+199221,7,22595,17395,27795,40,31,49,FR,France
+199220,7,21092,15963,26221,37,28,46,FR,France
+199219,7,19210,13934,24486,34,25,43,FR,France
+199218,7,30273,22605,37941,53,40,66,FR,France
+199217,7,19162,14251,24073,34,25,43,FR,France
+199216,7,15583,11158,20008,27,19,35,FR,France
+199215,7,15473,10723,20223,27,19,35,FR,France
+199214,7,14455,10040,18870,25,17,33,FR,France
+199213,7,17146,12105,22187,30,21,39,FR,France
+199212,7,15838,10923,20753,28,19,37,FR,France
+199211,7,20003,13824,26182,35,24,46,FR,France
+199210,7,22906,16060,29752,40,28,52,FR,France
+199209,7,21824,15687,27961,38,27,49,FR,France
+199208,7,15243,10265,20221,27,18,36,FR,France
+199207,7,22633,16160,29106,40,29,51,FR,France
+199206,7,17009,12219,21799,30,22,38,FR,France
+199205,7,15997,11590,20404,28,20,36,FR,France
+199204,7,20690,15075,26305,36,26,46,FR,France
+199203,7,18586,12684,24488,33,23,43,FR,France
+199202,7,16588,10590,22586,29,18,40,FR,France
+199201,7,23607,16552,30662,41,29,53,FR,France
+199152,7,15184,10392,19976,27,19,35,FR,France
+199151,7,15043,10624,19462,26,18,34,FR,France
+199150,7,14115,9737,18493,25,17,33,FR,France
+199149,7,13304,8548,18060,23,15,31,FR,France
+199148,7,15370,10164,20576,27,18,36,FR,France
+199147,7,12813,8139,17487,23,15,31,FR,France
+199146,7,6453,3123,9783,11,5,17,FR,France
+199145,7,8048,4083,12013,14,7,21,FR,France
+199144,7,9882,5623,14141,17,10,24,FR,France
+199143,7,14307,8645,19969,25,15,35,FR,France
+199142,7,6419,3334,9504,11,6,16,FR,France
+199141,7,6168,3113,9223,11,6,16,FR,France
+199140,7,3615,1159,6071,6,2,10,FR,France
+199139,7,3105,472,5738,5,0,10,FR,France
+199138,7,4446,1435,7457,8,3,13,FR,France
+199137,7,1457,0,3262,3,0,6,FR,France
+199136,7,3053,29,6077,5,0,10,FR,France
+199135,7,805,0,2556,1,0,4,FR,France
+199134,7,5512,856,10168,10,2,18,FR,France
+199133,7,7347,2903,11791,13,5,21,FR,France
+199132,7,16099,7334,24864,28,13,43,FR,France
+199131,7,16803,8145,25461,30,15,45,FR,France
+199130,7,15915,6368,25462,28,11,45,FR,France
+199129,7,23744,14703,32785,42,26,58,FR,France
+199128,7,24222,15617,32827,43,28,58,FR,France
+199127,7,20309,12868,27750,36,23,49,FR,France
+199126,7,17608,11304,23912,31,20,42,FR,France
+199125,7,16169,10700,21638,28,18,38,FR,France
+199124,7,16171,10071,22271,28,17,39,FR,France
+199123,7,11947,7671,16223,21,13,29,FR,France
+199122,7,15452,9953,20951,27,17,37,FR,France
+199121,7,14903,8975,20831,26,16,36,FR,France
+199120,7,19053,12742,25364,34,23,45,FR,France
+199119,7,16739,11246,22232,29,19,39,FR,France
+199118,7,21385,13882,28888,38,25,51,FR,France
+199117,7,13462,8877,18047,24,16,32,FR,France
+199116,7,14857,10068,19646,26,18,34,FR,France
+199115,7,13975,9781,18169,25,18,32,FR,France
+199114,7,12265,7684,16846,22,14,30,FR,France
+199113,7,9567,6041,13093,17,11,23,FR,France
+199112,7,10864,7331,14397,19,13,25,FR,France
+199111,7,15574,11184,19964,27,19,35,FR,France
+199110,7,16643,11372,21914,29,20,38,FR,France
+199109,7,13741,8780,18702,24,15,33,FR,France
+199108,7,13289,8813,17765,23,15,31,FR,France
+199107,7,12337,8077,16597,22,15,29,FR,France
+199106,7,10877,7013,14741,19,12,26,FR,France
+199105,7,10442,6544,14340,18,11,25,FR,France
+199104,7,7913,4563,11263,14,8,20,FR,France
+199103,7,15387,10484,20290,27,18,36,FR,France
+199102,7,16277,11046,21508,29,20,38,FR,France
+199101,7,15565,10271,20859,27,18,36,FR,France
+199052,7,19375,13295,25455,34,23,45,FR,France
+199051,7,19080,13807,24353,34,25,43,FR,France
+199050,7,11079,6660,15498,20,12,28,FR,France
+199049,7,1143,0,2610,2,0,5,FR,France
-- 
2.18.1