diff --git a/module3/exo2/chickenpox.csv b/module3/exo2/chickenpox.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8439ebbecf1a2ead4c82f9ce8bda9719f8e776f9
--- /dev/null
+++ b/module3/exo2/chickenpox.csv
@@ -0,0 +1,1695 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202319],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2023-05-23T22:54:45+02:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
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+202231,7,6896,4170,9622,10,6,14,FR,France
+202230,7,9039,5770,12308,14,9,19,FR,France
+202229,7,14851,10060,19642,22,15,29,FR,France
+202228,7,15471,11028,19914,23,16,30,FR,France
+202227,7,21191,16198,26184,32,24,40,FR,France
+202226,7,16854,12806,20902,25,19,31,FR,France
+202225,7,22266,18027,26505,34,28,40,FR,France
+202224,7,22458,18105,26811,34,27,41,FR,France
+202223,7,18772,14875,22669,28,22,34,FR,France
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+202214,7,17005,13162,20848,26,20,32,FR,France
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+202112,7,11520,8415,14625,17,12,22,FR,France
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+202110,7,9056,6452,11660,14,10,18,FR,France
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+202101,7,10525,7750,13300,16,12,20,FR,France
+202053,7,11978,8406,15550,18,13,23,FR,France
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+202037,7,1584,405,2763,2,0,4,FR,France
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+202020,7,824,20,1628,1,0,2,FR,France
+202019,7,310,0,753,0,0,1,FR,France
+202018,7,849,98,1600,1,0,2,FR,France
+202017,7,272,0,658,0,0,1,FR,France
+202016,7,758,78,1438,1,0,2,FR,France
+202015,7,1918,675,3161,3,1,5,FR,France
+202014,7,3879,2227,5531,6,3,9,FR,France
+202013,7,7326,5236,9416,11,8,14,FR,France
+202012,7,8123,5790,10456,12,8,16,FR,France
+202011,7,10198,7568,12828,15,11,19,FR,France
+202010,7,9011,6691,11331,14,10,18,FR,France
+202009,7,13631,10544,16718,21,16,26,FR,France
+202008,7,10424,7708,13140,16,12,20,FR,France
+202007,7,8959,6574,11344,14,10,18,FR,France
+202006,7,9264,6925,11603,14,10,18,FR,France
+202005,7,8505,6314,10696,13,10,16,FR,France
+202004,7,7991,5831,10151,12,9,15,FR,France
+202003,7,5968,4100,7836,9,6,12,FR,France
+202002,7,6534,4530,8538,10,7,13,FR,France
+202001,7,9835,7019,12651,15,11,19,FR,France
+201952,7,7941,5246,10636,12,8,16,FR,France
+201951,7,5823,3675,7971,9,6,12,FR,France
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+199917,7,13993,9229,18757,24,16,32,FR,France
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+199915,7,19936,13939,25933,34,24,44,FR,France
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+199908,7,10840,7075,14605,19,13,25,FR,France
+199907,7,13655,9263,18047,23,15,31,FR,France
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+199851,7,13919,9478,18360,24,16,32,FR,France
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diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..752237dd6b52dcf54608fe7cfe24e2d38dd72ef9 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,1389 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "import isoweek\n",
+ "import os\n",
+ "import urllib.request"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To ensure that we always have an available copy of the data, we will dowload it and keep a local version. If we already have a local version we wont download the data again."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"\n",
+ "data_file = \"chickenpox.csv\"\n",
+ "if not os.path.exists(data_file):\n",
+ " urllib.request.urlretrieve(data_url, data_file)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " 21638 | \n",
+ " 28 | \n",
+ " 18 | \n",
+ " 38 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1665 | \n",
+ " 199124 | \n",
+ " 7 | \n",
+ " 16171 | \n",
+ " 10071 | \n",
+ " 22271 | \n",
+ " 28 | \n",
+ " 17 | \n",
+ " 39 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1666 | \n",
+ " 199123 | \n",
+ " 7 | \n",
+ " 11947 | \n",
+ " 7671 | \n",
+ " 16223 | \n",
+ " 21 | \n",
+ " 13 | \n",
+ " 29 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1667 | \n",
+ " 199122 | \n",
+ " 7 | \n",
+ " 15452 | \n",
+ " 9953 | \n",
+ " 20951 | \n",
+ " 27 | \n",
+ " 17 | \n",
+ " 37 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1668 | \n",
+ " 199121 | \n",
+ " 7 | \n",
+ " 14903 | \n",
+ " 8975 | \n",
+ " 20831 | \n",
+ " 26 | \n",
+ " 16 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1669 | \n",
+ " 199120 | \n",
+ " 7 | \n",
+ " 19053 | \n",
+ " 12742 | \n",
+ " 25364 | \n",
+ " 34 | \n",
+ " 23 | \n",
+ " 45 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1670 | \n",
+ " 199119 | \n",
+ " 7 | \n",
+ " 16739 | \n",
+ " 11246 | \n",
+ " 22232 | \n",
+ " 29 | \n",
+ " 19 | \n",
+ " 39 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1671 | \n",
+ " 199118 | \n",
+ " 7 | \n",
+ " 21385 | \n",
+ " 13882 | \n",
+ " 28888 | \n",
+ " 38 | \n",
+ " 25 | \n",
+ " 51 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1672 | \n",
+ " 199117 | \n",
+ " 7 | \n",
+ " 13462 | \n",
+ " 8877 | \n",
+ " 18047 | \n",
+ " 24 | \n",
+ " 16 | \n",
+ " 32 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1673 | \n",
+ " 199116 | \n",
+ " 7 | \n",
+ " 14857 | \n",
+ " 10068 | \n",
+ " 19646 | \n",
+ " 26 | \n",
+ " 18 | \n",
+ " 34 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1674 | \n",
+ " 199115 | \n",
+ " 7 | \n",
+ " 13975 | \n",
+ " 9781 | \n",
+ " 18169 | \n",
+ " 25 | \n",
+ " 18 | \n",
+ " 32 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1675 | \n",
+ " 199114 | \n",
+ " 7 | \n",
+ " 12265 | \n",
+ " 7684 | \n",
+ " 16846 | \n",
+ " 22 | \n",
+ " 14 | \n",
+ " 30 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1676 | \n",
+ " 199113 | \n",
+ " 7 | \n",
+ " 9567 | \n",
+ " 6041 | \n",
+ " 13093 | \n",
+ " 17 | \n",
+ " 11 | \n",
+ " 23 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1677 | \n",
+ " 199112 | \n",
+ " 7 | \n",
+ " 10864 | \n",
+ " 7331 | \n",
+ " 14397 | \n",
+ " 19 | \n",
+ " 13 | \n",
+ " 25 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1678 | \n",
+ " 199111 | \n",
+ " 7 | \n",
+ " 15574 | \n",
+ " 11184 | \n",
+ " 19964 | \n",
+ " 27 | \n",
+ " 19 | \n",
+ " 35 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1679 | \n",
+ " 199110 | \n",
+ " 7 | \n",
+ " 16643 | \n",
+ " 11372 | \n",
+ " 21914 | \n",
+ " 29 | \n",
+ " 20 | \n",
+ " 38 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1680 | \n",
+ " 199109 | \n",
+ " 7 | \n",
+ " 13741 | \n",
+ " 8780 | \n",
+ " 18702 | \n",
+ " 24 | \n",
+ " 15 | \n",
+ " 33 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1681 | \n",
+ " 199108 | \n",
+ " 7 | \n",
+ " 13289 | \n",
+ " 8813 | \n",
+ " 17765 | \n",
+ " 23 | \n",
+ " 15 | \n",
+ " 31 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1682 | \n",
+ " 199107 | \n",
+ " 7 | \n",
+ " 12337 | \n",
+ " 8077 | \n",
+ " 16597 | \n",
+ " 22 | \n",
+ " 15 | \n",
+ " 29 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1683 | \n",
+ " 199106 | \n",
+ " 7 | \n",
+ " 10877 | \n",
+ " 7013 | \n",
+ " 14741 | \n",
+ " 19 | \n",
+ " 12 | \n",
+ " 26 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1684 | \n",
+ " 199105 | \n",
+ " 7 | \n",
+ " 10442 | \n",
+ " 6544 | \n",
+ " 14340 | \n",
+ " 18 | \n",
+ " 11 | \n",
+ " 25 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1685 | \n",
+ " 199104 | \n",
+ " 7 | \n",
+ " 7913 | \n",
+ " 4563 | \n",
+ " 11263 | \n",
+ " 14 | \n",
+ " 8 | \n",
+ " 20 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1686 | \n",
+ " 199103 | \n",
+ " 7 | \n",
+ " 15387 | \n",
+ " 10484 | \n",
+ " 20290 | \n",
+ " 27 | \n",
+ " 18 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1687 | \n",
+ " 199102 | \n",
+ " 7 | \n",
+ " 16277 | \n",
+ " 11046 | \n",
+ " 21508 | \n",
+ " 29 | \n",
+ " 20 | \n",
+ " 38 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1688 | \n",
+ " 199101 | \n",
+ " 7 | \n",
+ " 15565 | \n",
+ " 10271 | \n",
+ " 20859 | \n",
+ " 27 | \n",
+ " 18 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1689 | \n",
+ " 199052 | \n",
+ " 7 | \n",
+ " 19375 | \n",
+ " 13295 | \n",
+ " 25455 | \n",
+ " 34 | \n",
+ " 23 | \n",
+ " 45 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1690 | \n",
+ " 199051 | \n",
+ " 7 | \n",
+ " 19080 | \n",
+ " 13807 | \n",
+ " 24353 | \n",
+ " 34 | \n",
+ " 25 | \n",
+ " 43 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1691 | \n",
+ " 199050 | \n",
+ " 7 | \n",
+ " 11079 | \n",
+ " 6660 | \n",
+ " 15498 | \n",
+ " 20 | \n",
+ " 12 | \n",
+ " 28 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1692 | \n",
+ " 199049 | \n",
+ " 7 | \n",
+ " 1143 | \n",
+ " 0 | \n",
+ " 2610 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1693 rows Ă 10 columns
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " week | \n",
+ " indicator | \n",
+ " inc | \n",
+ " inc_low | \n",
+ " inc_up | \n",
+ " inc100 | \n",
+ " inc100_low | \n",
+ " inc100_up | \n",
+ " geo_insee | \n",
+ " geo_name | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ "