From 5e154367f67784351726e441cfd8a06df4a024a6 Mon Sep 17 00:00:00 2001
From: 0d2266201a7db9f23efc46d3c8b10097
 <0d2266201a7db9f23efc46d3c8b10097@app-learninglab.inria.fr>
Date: Tue, 9 Dec 2025 14:13:34 +0000
Subject: [PATCH] exercice03

---
 module3/exo1/Untitled.ipynb                 | 1051 ++++++++++++++++++
 module3/exo1/analyse-syndrome-grippal.ipynb | 1060 ++++++++++++++++++-
 2 files changed, 2101 insertions(+), 10 deletions(-)
 create mode 100644 module3/exo1/Untitled.ipynb

diff --git a/module3/exo1/Untitled.ipynb b/module3/exo1/Untitled.ipynb
new file mode 100644
index 0000000..d762a0a
--- /dev/null
+++ b/module3/exo1/Untitled.ipynb
@@ -0,0 +1,1051 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Incidence du syndrome grippal"
+   ]
+  },
+  {
+   "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": "markdown",
+   "metadata": {},
+   "source": [
+    "Téléchargez les données et déposez-les dans le fichier local."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " Lecture du fichier CSV local."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "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>202548</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85628</td>\n",
+       "      <td>75478.0</td>\n",
+       "      <td>95778.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>143.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202547</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59094</td>\n",
+       "      <td>51658.0</td>\n",
+       "      <td>66530.0</td>\n",
+       "      <td>88</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202546</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40657</td>\n",
+       "      <td>34407.0</td>\n",
+       "      <td>46907.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202545</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47645</td>\n",
+       "      <td>40423.0</td>\n",
+       "      <td>54867.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202544</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44837</td>\n",
+       "      <td>38385.0</td>\n",
+       "      <td>51289.0</td>\n",
+       "      <td>67</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202543</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55400</td>\n",
+       "      <td>47640.0</td>\n",
+       "      <td>63160.0</td>\n",
+       "      <td>83</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202542</td>\n",
+       "      <td>3</td>\n",
+       "      <td>75239</td>\n",
+       "      <td>66515.0</td>\n",
+       "      <td>83963.0</td>\n",
+       "      <td>112</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202541</td>\n",
+       "      <td>3</td>\n",
+       "      <td>86860</td>\n",
+       "      <td>77648.0</td>\n",
+       "      <td>96072.0</td>\n",
+       "      <td>130</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>144.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202540</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79169</td>\n",
+       "      <td>71180.0</td>\n",
+       "      <td>87158.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202539</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72930</td>\n",
+       "      <td>64872.0</td>\n",
+       "      <td>80988.0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202538</td>\n",
+       "      <td>3</td>\n",
+       "      <td>61435</td>\n",
+       "      <td>54131.0</td>\n",
+       "      <td>68739.0</td>\n",
+       "      <td>92</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202537</td>\n",
+       "      <td>3</td>\n",
+       "      <td>46373</td>\n",
+       "      <td>39689.0</td>\n",
+       "      <td>53057.0</td>\n",
+       "      <td>69</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202536</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25581</td>\n",
+       "      <td>20702.0</td>\n",
+       "      <td>30460.0</td>\n",
+       "      <td>38</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202535</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22717</td>\n",
+       "      <td>17480.0</td>\n",
+       "      <td>27954.0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202534</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21429</td>\n",
+       "      <td>16177.0</td>\n",
+       "      <td>26681.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202533</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16766</td>\n",
+       "      <td>12022.0</td>\n",
+       "      <td>21510.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202532</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19900</td>\n",
+       "      <td>14303.0</td>\n",
+       "      <td>25497.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202531</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18470</td>\n",
+       "      <td>12625.0</td>\n",
+       "      <td>24315.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202530</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19166</td>\n",
+       "      <td>14283.0</td>\n",
+       "      <td>24049.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202529</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18673</td>\n",
+       "      <td>13815.0</td>\n",
+       "      <td>23531.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202528</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23285</td>\n",
+       "      <td>18131.0</td>\n",
+       "      <td>28439.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202527</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21453</td>\n",
+       "      <td>17129.0</td>\n",
+       "      <td>25777.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202526</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21945</td>\n",
+       "      <td>17422.0</td>\n",
+       "      <td>26468.0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202525</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23323</td>\n",
+       "      <td>18546.0</td>\n",
+       "      <td>28100.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202524</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23154</td>\n",
+       "      <td>18577.0</td>\n",
+       "      <td>27731.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202523</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24391</td>\n",
+       "      <td>19307.0</td>\n",
+       "      <td>29475.0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202522</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18755</td>\n",
+       "      <td>14333.0</td>\n",
+       "      <td>23177.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23760</td>\n",
+       "      <td>18671.0</td>\n",
+       "      <td>28849.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20265</td>\n",
+       "      <td>15814.0</td>\n",
+       "      <td>24716.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16264</td>\n",
+       "      <td>12394.0</td>\n",
+       "      <td>20134.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>30.0</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>2114</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2115</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2116</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2117</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2118</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2119</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2120</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2121</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2122</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2123</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2124</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2125</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2126</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2127</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2128</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2129</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2130</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2131</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2132</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2133</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2134</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2135</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2136</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2137</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2138</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2139</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2140</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2141</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2142</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2143</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2144 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202548          3   85628   75478.0   95778.0    128       113.0   \n",
+       "1     202547          3   59094   51658.0   66530.0     88        77.0   \n",
+       "2     202546          3   40657   34407.0   46907.0     61        52.0   \n",
+       "3     202545          3   47645   40423.0   54867.0     71        60.0   \n",
+       "4     202544          3   44837   38385.0   51289.0     67        57.0   \n",
+       "5     202543          3   55400   47640.0   63160.0     83        71.0   \n",
+       "6     202542          3   75239   66515.0   83963.0    112        99.0   \n",
+       "7     202541          3   86860   77648.0   96072.0    130       116.0   \n",
+       "8     202540          3   79169   71180.0   87158.0    118       106.0   \n",
+       "9     202539          3   72930   64872.0   80988.0    109        97.0   \n",
+       "10    202538          3   61435   54131.0   68739.0     92        81.0   \n",
+       "11    202537          3   46373   39689.0   53057.0     69        59.0   \n",
+       "12    202536          3   25581   20702.0   30460.0     38        31.0   \n",
+       "13    202535          3   22717   17480.0   27954.0     34        26.0   \n",
+       "14    202534          3   21429   16177.0   26681.0     32        24.0   \n",
+       "15    202533          3   16766   12022.0   21510.0     25        18.0   \n",
+       "16    202532          3   19900   14303.0   25497.0     30        22.0   \n",
+       "17    202531          3   18470   12625.0   24315.0     28        19.0   \n",
+       "18    202530          3   19166   14283.0   24049.0     29        22.0   \n",
+       "19    202529          3   18673   13815.0   23531.0     28        21.0   \n",
+       "20    202528          3   23285   18131.0   28439.0     35        27.0   \n",
+       "21    202527          3   21453   17129.0   25777.0     32        26.0   \n",
+       "22    202526          3   21945   17422.0   26468.0     33        26.0   \n",
+       "23    202525          3   23323   18546.0   28100.0     35        28.0   \n",
+       "24    202524          3   23154   18577.0   27731.0     35        28.0   \n",
+       "25    202523          3   24391   19307.0   29475.0     36        28.0   \n",
+       "26    202522          3   18755   14333.0   23177.0     28        21.0   \n",
+       "27    202521          3   23760   18671.0   28849.0     35        27.0   \n",
+       "28    202520          3   20265   15814.0   24716.0     30        23.0   \n",
+       "29    202519          3   16264   12394.0   20134.0     24        18.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2114  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2115  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2116  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2117  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2118  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2119  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2120  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2121  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2122  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2123  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2124  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2125  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2126  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2127  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2128  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2129  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2130  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2131  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2132  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2133  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2134  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2135  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2136  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2137  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2138  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2139  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2140  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2141  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2142  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2143  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         143.0        FR   France  \n",
+       "1          99.0        FR   France  \n",
+       "2          70.0        FR   France  \n",
+       "3          82.0        FR   France  \n",
+       "4          77.0        FR   France  \n",
+       "5          95.0        FR   France  \n",
+       "6         125.0        FR   France  \n",
+       "7         144.0        FR   France  \n",
+       "8         130.0        FR   France  \n",
+       "9         121.0        FR   France  \n",
+       "10        103.0        FR   France  \n",
+       "11         79.0        FR   France  \n",
+       "12         45.0        FR   France  \n",
+       "13         42.0        FR   France  \n",
+       "14         40.0        FR   France  \n",
+       "15         32.0        FR   France  \n",
+       "16         38.0        FR   France  \n",
+       "17         37.0        FR   France  \n",
+       "18         36.0        FR   France  \n",
+       "19         35.0        FR   France  \n",
+       "20         43.0        FR   France  \n",
+       "21         38.0        FR   France  \n",
+       "22         40.0        FR   France  \n",
+       "23         42.0        FR   France  \n",
+       "24         42.0        FR   France  \n",
+       "25         44.0        FR   France  \n",
+       "26         35.0        FR   France  \n",
+       "27         43.0        FR   France  \n",
+       "28         37.0        FR   France  \n",
+       "29         30.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2114       59.0        FR   France  \n",
+       "2115       64.0        FR   France  \n",
+       "2116       97.0        FR   France  \n",
+       "2117       93.0        FR   France  \n",
+       "2118       80.0        FR   France  \n",
+       "2119      116.0        FR   France  \n",
+       "2120      149.0        FR   France  \n",
+       "2121      281.0        FR   France  \n",
+       "2122      395.0        FR   France  \n",
+       "2123      485.0        FR   France  \n",
+       "2124      544.0        FR   France  \n",
+       "2125      689.0        FR   France  \n",
+       "2126      722.0        FR   France  \n",
+       "2127      762.0        FR   France  \n",
+       "2128      926.0        FR   France  \n",
+       "2129     1113.0        FR   France  \n",
+       "2130     1236.0        FR   France  \n",
+       "2131      832.0        FR   France  \n",
+       "2132      459.0        FR   France  \n",
+       "2133      207.0        FR   France  \n",
+       "2134      190.0        FR   France  \n",
+       "2135      198.0        FR   France  \n",
+       "2136      224.0        FR   France  \n",
+       "2137      266.0        FR   France  \n",
+       "2138      219.0        FR   France  \n",
+       "2139      176.0        FR   France  \n",
+       "2140      163.0        FR   France  \n",
+       "2141      195.0        FR   France  \n",
+       "2142      308.0        FR   France  \n",
+       "2143      213.0        FR   France  \n",
+       "\n",
+       "[2144 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "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": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 59d72b5..898f150 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -26,12 +26,17 @@
     "Les données de l'incidence du syndrome grippal sont disponibles du site Web du [Réseau Sentinelles](http://www.sentiweb.fr/). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1984 et se termine avec une semaine récente."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Téléchargement des données et déposez-les dans le fichier local."
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 15,
+   "metadata": {},
    "outputs": [],
    "source": [
     "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
@@ -56,14 +61,985 @@
     "| geo_insee      | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/                            |\n",
     "| geo_name       | Libellé de la zone géographique (ce libellé peut être modifié sans préavis)                                                       |\n",
     "\n",
+    "\n",
+    "Lire le fichier CSV local. \n",
+    "\n",
+    "\n",
     "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "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>202548</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85628</td>\n",
+       "      <td>75478.0</td>\n",
+       "      <td>95778.0</td>\n",
+       "      <td>128</td>\n",
+       "      <td>113.0</td>\n",
+       "      <td>143.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202547</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59094</td>\n",
+       "      <td>51658.0</td>\n",
+       "      <td>66530.0</td>\n",
+       "      <td>88</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202546</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40657</td>\n",
+       "      <td>34407.0</td>\n",
+       "      <td>46907.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202545</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47645</td>\n",
+       "      <td>40423.0</td>\n",
+       "      <td>54867.0</td>\n",
+       "      <td>71</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202544</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44837</td>\n",
+       "      <td>38385.0</td>\n",
+       "      <td>51289.0</td>\n",
+       "      <td>67</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202543</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55400</td>\n",
+       "      <td>47640.0</td>\n",
+       "      <td>63160.0</td>\n",
+       "      <td>83</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>95.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202542</td>\n",
+       "      <td>3</td>\n",
+       "      <td>75239</td>\n",
+       "      <td>66515.0</td>\n",
+       "      <td>83963.0</td>\n",
+       "      <td>112</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>125.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202541</td>\n",
+       "      <td>3</td>\n",
+       "      <td>86860</td>\n",
+       "      <td>77648.0</td>\n",
+       "      <td>96072.0</td>\n",
+       "      <td>130</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>144.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202540</td>\n",
+       "      <td>3</td>\n",
+       "      <td>79169</td>\n",
+       "      <td>71180.0</td>\n",
+       "      <td>87158.0</td>\n",
+       "      <td>118</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202539</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72930</td>\n",
+       "      <td>64872.0</td>\n",
+       "      <td>80988.0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202538</td>\n",
+       "      <td>3</td>\n",
+       "      <td>61435</td>\n",
+       "      <td>54131.0</td>\n",
+       "      <td>68739.0</td>\n",
+       "      <td>92</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>103.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202537</td>\n",
+       "      <td>3</td>\n",
+       "      <td>46373</td>\n",
+       "      <td>39689.0</td>\n",
+       "      <td>53057.0</td>\n",
+       "      <td>69</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202536</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25581</td>\n",
+       "      <td>20702.0</td>\n",
+       "      <td>30460.0</td>\n",
+       "      <td>38</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202535</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22717</td>\n",
+       "      <td>17480.0</td>\n",
+       "      <td>27954.0</td>\n",
+       "      <td>34</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202534</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21429</td>\n",
+       "      <td>16177.0</td>\n",
+       "      <td>26681.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202533</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16766</td>\n",
+       "      <td>12022.0</td>\n",
+       "      <td>21510.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202532</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19900</td>\n",
+       "      <td>14303.0</td>\n",
+       "      <td>25497.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202531</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18470</td>\n",
+       "      <td>12625.0</td>\n",
+       "      <td>24315.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202530</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19166</td>\n",
+       "      <td>14283.0</td>\n",
+       "      <td>24049.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202529</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18673</td>\n",
+       "      <td>13815.0</td>\n",
+       "      <td>23531.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202528</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23285</td>\n",
+       "      <td>18131.0</td>\n",
+       "      <td>28439.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202527</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21453</td>\n",
+       "      <td>17129.0</td>\n",
+       "      <td>25777.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202526</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21945</td>\n",
+       "      <td>17422.0</td>\n",
+       "      <td>26468.0</td>\n",
+       "      <td>33</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202525</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23323</td>\n",
+       "      <td>18546.0</td>\n",
+       "      <td>28100.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202524</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23154</td>\n",
+       "      <td>18577.0</td>\n",
+       "      <td>27731.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202523</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24391</td>\n",
+       "      <td>19307.0</td>\n",
+       "      <td>29475.0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202522</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18755</td>\n",
+       "      <td>14333.0</td>\n",
+       "      <td>23177.0</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23760</td>\n",
+       "      <td>18671.0</td>\n",
+       "      <td>28849.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20265</td>\n",
+       "      <td>15814.0</td>\n",
+       "      <td>24716.0</td>\n",
+       "      <td>30</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16264</td>\n",
+       "      <td>12394.0</td>\n",
+       "      <td>20134.0</td>\n",
+       "      <td>24</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>30.0</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>2114</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2115</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2116</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2117</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2118</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2119</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2120</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2121</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2122</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2123</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2124</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2125</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2126</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2127</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2128</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2129</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2130</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2131</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2132</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2133</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2134</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2135</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2136</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2137</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2138</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2139</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2140</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2141</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2142</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2143</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2144 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up inc100  inc100_low  \\\n",
+       "0     202548          3   85628   75478.0   95778.0    128       113.0   \n",
+       "1     202547          3   59094   51658.0   66530.0     88        77.0   \n",
+       "2     202546          3   40657   34407.0   46907.0     61        52.0   \n",
+       "3     202545          3   47645   40423.0   54867.0     71        60.0   \n",
+       "4     202544          3   44837   38385.0   51289.0     67        57.0   \n",
+       "5     202543          3   55400   47640.0   63160.0     83        71.0   \n",
+       "6     202542          3   75239   66515.0   83963.0    112        99.0   \n",
+       "7     202541          3   86860   77648.0   96072.0    130       116.0   \n",
+       "8     202540          3   79169   71180.0   87158.0    118       106.0   \n",
+       "9     202539          3   72930   64872.0   80988.0    109        97.0   \n",
+       "10    202538          3   61435   54131.0   68739.0     92        81.0   \n",
+       "11    202537          3   46373   39689.0   53057.0     69        59.0   \n",
+       "12    202536          3   25581   20702.0   30460.0     38        31.0   \n",
+       "13    202535          3   22717   17480.0   27954.0     34        26.0   \n",
+       "14    202534          3   21429   16177.0   26681.0     32        24.0   \n",
+       "15    202533          3   16766   12022.0   21510.0     25        18.0   \n",
+       "16    202532          3   19900   14303.0   25497.0     30        22.0   \n",
+       "17    202531          3   18470   12625.0   24315.0     28        19.0   \n",
+       "18    202530          3   19166   14283.0   24049.0     29        22.0   \n",
+       "19    202529          3   18673   13815.0   23531.0     28        21.0   \n",
+       "20    202528          3   23285   18131.0   28439.0     35        27.0   \n",
+       "21    202527          3   21453   17129.0   25777.0     32        26.0   \n",
+       "22    202526          3   21945   17422.0   26468.0     33        26.0   \n",
+       "23    202525          3   23323   18546.0   28100.0     35        28.0   \n",
+       "24    202524          3   23154   18577.0   27731.0     35        28.0   \n",
+       "25    202523          3   24391   19307.0   29475.0     36        28.0   \n",
+       "26    202522          3   18755   14333.0   23177.0     28        21.0   \n",
+       "27    202521          3   23760   18671.0   28849.0     35        27.0   \n",
+       "28    202520          3   20265   15814.0   24716.0     30        23.0   \n",
+       "29    202519          3   16264   12394.0   20134.0     24        18.0   \n",
+       "...      ...        ...     ...       ...       ...    ...         ...   \n",
+       "2114  198521          3   26096   19621.0   32571.0     47        35.0   \n",
+       "2115  198520          3   27896   20885.0   34907.0     51        38.0   \n",
+       "2116  198519          3   43154   32821.0   53487.0     78        59.0   \n",
+       "2117  198518          3   40555   29935.0   51175.0     74        55.0   \n",
+       "2118  198517          3   34053   24366.0   43740.0     62        44.0   \n",
+       "2119  198516          3   50362   36451.0   64273.0     91        66.0   \n",
+       "2120  198515          3   63881   45538.0   82224.0    116        83.0   \n",
+       "2121  198514          3  134545  114400.0  154690.0    244       207.0   \n",
+       "2122  198513          3  197206  176080.0  218332.0    357       319.0   \n",
+       "2123  198512          3  245240  223304.0  267176.0    445       405.0   \n",
+       "2124  198511          3  276205  252399.0  300011.0    501       458.0   \n",
+       "2125  198510          3  353231  326279.0  380183.0    640       591.0   \n",
+       "2126  198509          3  369895  341109.0  398681.0    670       618.0   \n",
+       "2127  198508          3  389886  359529.0  420243.0    707       652.0   \n",
+       "2128  198507          3  471852  432599.0  511105.0    855       784.0   \n",
+       "2129  198506          3  565825  518011.0  613639.0   1026       939.0   \n",
+       "2130  198505          3  637302  592795.0  681809.0   1155      1074.0   \n",
+       "2131  198504          3  424937  390794.0  459080.0    770       708.0   \n",
+       "2132  198503          3  213901  174689.0  253113.0    388       317.0   \n",
+       "2133  198502          3   97586   80949.0  114223.0    177       147.0   \n",
+       "2134  198501          3   85489   65918.0  105060.0    155       120.0   \n",
+       "2135  198452          3   84830   60602.0  109058.0    154       110.0   \n",
+       "2136  198451          3  101726   80242.0  123210.0    185       146.0   \n",
+       "2137  198450          3  123680  101401.0  145959.0    225       184.0   \n",
+       "2138  198449          3  101073   81684.0  120462.0    184       149.0   \n",
+       "2139  198448          3   78620   60634.0   96606.0    143       110.0   \n",
+       "2140  198447          3   72029   54274.0   89784.0    131        99.0   \n",
+       "2141  198446          3   87330   67686.0  106974.0    159       123.0   \n",
+       "2142  198445          3  135223  101414.0  169032.0    246       184.0   \n",
+       "2143  198444          3   68422   20056.0  116788.0    125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         143.0        FR   France  \n",
+       "1          99.0        FR   France  \n",
+       "2          70.0        FR   France  \n",
+       "3          82.0        FR   France  \n",
+       "4          77.0        FR   France  \n",
+       "5          95.0        FR   France  \n",
+       "6         125.0        FR   France  \n",
+       "7         144.0        FR   France  \n",
+       "8         130.0        FR   France  \n",
+       "9         121.0        FR   France  \n",
+       "10        103.0        FR   France  \n",
+       "11         79.0        FR   France  \n",
+       "12         45.0        FR   France  \n",
+       "13         42.0        FR   France  \n",
+       "14         40.0        FR   France  \n",
+       "15         32.0        FR   France  \n",
+       "16         38.0        FR   France  \n",
+       "17         37.0        FR   France  \n",
+       "18         36.0        FR   France  \n",
+       "19         35.0        FR   France  \n",
+       "20         43.0        FR   France  \n",
+       "21         38.0        FR   France  \n",
+       "22         40.0        FR   France  \n",
+       "23         42.0        FR   France  \n",
+       "24         42.0        FR   France  \n",
+       "25         44.0        FR   France  \n",
+       "26         35.0        FR   France  \n",
+       "27         43.0        FR   France  \n",
+       "28         37.0        FR   France  \n",
+       "29         30.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "2114       59.0        FR   France  \n",
+       "2115       64.0        FR   France  \n",
+       "2116       97.0        FR   France  \n",
+       "2117       93.0        FR   France  \n",
+       "2118       80.0        FR   France  \n",
+       "2119      116.0        FR   France  \n",
+       "2120      149.0        FR   France  \n",
+       "2121      281.0        FR   France  \n",
+       "2122      395.0        FR   France  \n",
+       "2123      485.0        FR   France  \n",
+       "2124      544.0        FR   France  \n",
+       "2125      689.0        FR   France  \n",
+       "2126      722.0        FR   France  \n",
+       "2127      762.0        FR   France  \n",
+       "2128      926.0        FR   France  \n",
+       "2129     1113.0        FR   France  \n",
+       "2130     1236.0        FR   France  \n",
+       "2131      832.0        FR   France  \n",
+       "2132      459.0        FR   France  \n",
+       "2133      207.0        FR   France  \n",
+       "2134      190.0        FR   France  \n",
+       "2135      198.0        FR   France  \n",
+       "2136      224.0        FR   France  \n",
+       "2137      266.0        FR   France  \n",
+       "2138      219.0        FR   France  \n",
+       "2139      176.0        FR   France  \n",
+       "2140      163.0        FR   France  \n",
+       "2141      195.0        FR   France  \n",
+       "2142      308.0        FR   France  \n",
+       "2143      213.0        FR   France  \n",
+       "\n",
+       "[2144 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data = pd.read_csv(data_url, skiprows=1)\n",
     "raw_data"
@@ -78,9 +1054,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "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>1907</th>\n",
+       "      <td>198919</td>\n",
+       "      <td>3</td>\n",
+       "      <td>-</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>-</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator inc  inc_low  inc_up inc100  inc100_low  inc100_up  \\\n",
+       "1907  198919          3   -      NaN     NaN      -         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1907        FR   France  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -364,7 +1404,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
-- 
2.18.1