diff --git a/module3/exo2/data-varicelle.csv b/module3/exo2/data-varicelle.csv
new file mode 100644
index 0000000000000000000000000000000000000000..18e17a78848287a6073ab7e4285ebc8c17cd466a
--- /dev/null
+++ b/module3/exo2/data-varicelle.csv
@@ -0,0 +1,1575 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202103],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2021-01-31T17:57:39+01:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
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+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
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+202012,7,8123,5790,10456,12,8,16,FR,France
+202011,7,10198,7568,12828,15,11,19,FR,France
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+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
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+199049,7,1143,0,2610,2,0,5,FR,France
diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb
index 0bbbe371b01e359e381e43239412d77bf53fb1fb..a12b7e47c25fab42bd82862be4c52b4fd74993c0 100644
--- a/module3/exo2/exercice.ipynb
+++ b/module3/exo2/exercice.ipynb
@@ -1,5 +1,2466 @@
{
- "cells": [],
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import pandas as pd\n",
+ "import isoweek"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Les données de l'incidence de la varicelle sont disponibles du site Web du Réseau Sentinelles. Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Le jeu de données commence en 1991 et se termine avec une semaine récente."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n",
+ "\n",
+ "| Nom de colonne | Libellé de colonne |\n",
+ "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n",
+ "| week | Semaine calendaire (ISO 8601) |\n",
+ "| indicator | Code de l'indicateur de surveillance |\n",
+ "| inc | Estimation de l'incidence de consultations en nombre de cas |\n",
+ "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n",
+ "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n",
+ "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+ "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+ "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
+ "| 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",
+ "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Pour éviter des problèmes liés à l'indisponibilité et à l'altération des données, on récupère les données dans un fichier local et on effectue le téléchargement uniquement si le fichier local n'existe pas."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_file = \"data-varicelle.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": "markdown",
+ "metadata": {},
+ "source": [
+ "On lit les données depuis le fichier local"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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\n",
+ " \n",
+ " | 1565 | \n",
+ " 199104 | \n",
+ " 7 | \n",
+ " 7913 | \n",
+ " 4563 | \n",
+ " 11263 | \n",
+ " 14 | \n",
+ " 8 | \n",
+ " 20 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1566 | \n",
+ " 199103 | \n",
+ " 7 | \n",
+ " 15387 | \n",
+ " 10484 | \n",
+ " 20290 | \n",
+ " 27 | \n",
+ " 18 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1567 | \n",
+ " 199102 | \n",
+ " 7 | \n",
+ " 16277 | \n",
+ " 11046 | \n",
+ " 21508 | \n",
+ " 29 | \n",
+ " 20 | \n",
+ " 38 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1568 | \n",
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+ " 7 | \n",
+ " 15565 | \n",
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+ " 20859 | \n",
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+ " 18 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1569 | \n",
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+ " 7 | \n",
+ " 19375 | \n",
+ " 13295 | \n",
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+ " 34 | \n",
+ " 23 | \n",
+ " 45 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
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+ " 7 | \n",
+ " 19080 | \n",
+ " 13807 | \n",
+ " 24353 | \n",
+ " 34 | \n",
+ " 25 | \n",
+ " 43 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1571 | \n",
+ " 199050 | \n",
+ " 7 | \n",
+ " 11079 | \n",
+ " 6660 | \n",
+ " 15498 | \n",
+ " 20 | \n",
+ " 12 | \n",
+ " 28 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1572 | \n",
+ " 199049 | \n",
+ " 7 | \n",
+ " 1143 | \n",
+ " 0 | \n",
+ " 2610 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1573 rows Ă— 10 columns
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " week | \n",
+ " indicator | \n",
+ " inc | \n",
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+ " inc_up | \n",
+ " inc100 | \n",
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+ " inc100_up | \n",
+ " geo_insee | \n",
+ " geo_name | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
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\n",
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+ " geo_insee | \n",
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+ "
\n",
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+ " 9 | \n",
+ " 19 | \n",
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\n",
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\n",
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\n",
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\n",
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\n",
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+ " 11 | \n",
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+ " FR | \n",
+ " France | \n",
+ "
\n",
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+ " 4744 | \n",
+ " 9382 | \n",
+ " 11 | \n",
+ " 7 | \n",
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\n",
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+ " 11 | \n",
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+ " France | \n",
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\n",
+ " \n",
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+ " 4312 | \n",
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\n",
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+ " 2963 | \n",
+ " 7035 | \n",
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+ " France | \n",
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\n",
+ " \n",
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+ " France | \n",
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\n",
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+ " 6 | \n",
+ " 3 | \n",
+ " 9 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 12 | \n",
+ " 202044 | \n",
+ " 7 | \n",
+ " 4391 | \n",
+ " 2375 | \n",
+ " 6407 | \n",
+ " 7 | \n",
+ " 4 | \n",
+ " 10 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 13 | \n",
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+ " 7 | \n",
+ " 4376 | \n",
+ " 2505 | \n",
+ " 6247 | \n",
+ " 7 | \n",
+ " 4 | \n",
+ " 10 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 14 | \n",
+ " 202042 | \n",
+ " 7 | \n",
+ " 4000 | \n",
+ " 1979 | \n",
+ " 6021 | \n",
+ " 6 | \n",
+ " 3 | \n",
+ " 9 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 15 | \n",
+ " 202041 | \n",
+ " 7 | \n",
+ " 3961 | \n",
+ " 2099 | \n",
+ " 5823 | \n",
+ " 6 | \n",
+ " 3 | \n",
+ " 9 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 16 | \n",
+ " 202040 | \n",
+ " 7 | \n",
+ " 2078 | \n",
+ " 675 | \n",
+ " 3481 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 5 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 17 | \n",
+ " 202039 | \n",
+ " 7 | \n",
+ " 1049 | \n",
+ " 237 | \n",
+ " 1861 | \n",
+ " 2 | \n",
+ " 1 | \n",
+ " 3 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 18 | \n",
+ " 202038 | \n",
+ " 7 | \n",
+ " 2253 | \n",
+ " 782 | \n",
+ " 3724 | \n",
+ " 3 | \n",
+ " 1 | \n",
+ " 5 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 19 | \n",
+ " 202037 | \n",
+ " 7 | \n",
+ " 1584 | \n",
+ " 405 | \n",
+ " 2763 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 20 | \n",
+ " 202036 | \n",
+ " 7 | \n",
+ " 919 | \n",
+ " 100 | \n",
+ " 1738 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 21 | \n",
+ " 202035 | \n",
+ " 7 | \n",
+ " 828 | \n",
+ " 0 | \n",
+ " 1694 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 22 | \n",
+ " 202034 | \n",
+ " 7 | \n",
+ " 2272 | \n",
+ " 371 | \n",
+ " 4173 | \n",
+ " 3 | \n",
+ " 0 | \n",
+ " 6 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 23 | \n",
+ " 202033 | \n",
+ " 7 | \n",
+ " 1284 | \n",
+ " 177 | \n",
+ " 2391 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 24 | \n",
+ " 202032 | \n",
+ " 7 | \n",
+ " 2650 | \n",
+ " 689 | \n",
+ " 4611 | \n",
+ " 4 | \n",
+ " 1 | \n",
+ " 7 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 25 | \n",
+ " 202031 | \n",
+ " 7 | \n",
+ " 1303 | \n",
+ " 100 | \n",
+ " 2506 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 26 | \n",
+ " 202030 | \n",
+ " 7 | \n",
+ " 1385 | \n",
+ " 75 | \n",
+ " 2695 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 4 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 27 | \n",
+ " 202029 | \n",
+ " 7 | \n",
+ " 841 | \n",
+ " 10 | \n",
+ " 1672 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 28 | \n",
+ " 202028 | \n",
+ " 7 | \n",
+ " 728 | \n",
+ " 0 | \n",
+ " 1515 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 29 | \n",
+ " 202027 | \n",
+ " 7 | \n",
+ " 986 | \n",
+ " 149 | \n",
+ " 1823 | \n",
+ " 1 | \n",
+ " 0 | \n",
+ " 2 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " | 1543 | \n",
+ " 199126 | \n",
+ " 7 | \n",
+ " 17608 | \n",
+ " 11304 | \n",
+ " 23912 | \n",
+ " 31 | \n",
+ " 20 | \n",
+ " 42 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1544 | \n",
+ " 199125 | \n",
+ " 7 | \n",
+ " 16169 | \n",
+ " 10700 | \n",
+ " 21638 | \n",
+ " 28 | \n",
+ " 18 | \n",
+ " 38 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1545 | \n",
+ " 199124 | \n",
+ " 7 | \n",
+ " 16171 | \n",
+ " 10071 | \n",
+ " 22271 | \n",
+ " 28 | \n",
+ " 17 | \n",
+ " 39 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1546 | \n",
+ " 199123 | \n",
+ " 7 | \n",
+ " 11947 | \n",
+ " 7671 | \n",
+ " 16223 | \n",
+ " 21 | \n",
+ " 13 | \n",
+ " 29 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1547 | \n",
+ " 199122 | \n",
+ " 7 | \n",
+ " 15452 | \n",
+ " 9953 | \n",
+ " 20951 | \n",
+ " 27 | \n",
+ " 17 | \n",
+ " 37 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1548 | \n",
+ " 199121 | \n",
+ " 7 | \n",
+ " 14903 | \n",
+ " 8975 | \n",
+ " 20831 | \n",
+ " 26 | \n",
+ " 16 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1549 | \n",
+ " 199120 | \n",
+ " 7 | \n",
+ " 19053 | \n",
+ " 12742 | \n",
+ " 25364 | \n",
+ " 34 | \n",
+ " 23 | \n",
+ " 45 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1550 | \n",
+ " 199119 | \n",
+ " 7 | \n",
+ " 16739 | \n",
+ " 11246 | \n",
+ " 22232 | \n",
+ " 29 | \n",
+ " 19 | \n",
+ " 39 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1551 | \n",
+ " 199118 | \n",
+ " 7 | \n",
+ " 21385 | \n",
+ " 13882 | \n",
+ " 28888 | \n",
+ " 38 | \n",
+ " 25 | \n",
+ " 51 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1552 | \n",
+ " 199117 | \n",
+ " 7 | \n",
+ " 13462 | \n",
+ " 8877 | \n",
+ " 18047 | \n",
+ " 24 | \n",
+ " 16 | \n",
+ " 32 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1553 | \n",
+ " 199116 | \n",
+ " 7 | \n",
+ " 14857 | \n",
+ " 10068 | \n",
+ " 19646 | \n",
+ " 26 | \n",
+ " 18 | \n",
+ " 34 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1554 | \n",
+ " 199115 | \n",
+ " 7 | \n",
+ " 13975 | \n",
+ " 9781 | \n",
+ " 18169 | \n",
+ " 25 | \n",
+ " 18 | \n",
+ " 32 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1555 | \n",
+ " 199114 | \n",
+ " 7 | \n",
+ " 12265 | \n",
+ " 7684 | \n",
+ " 16846 | \n",
+ " 22 | \n",
+ " 14 | \n",
+ " 30 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1556 | \n",
+ " 199113 | \n",
+ " 7 | \n",
+ " 9567 | \n",
+ " 6041 | \n",
+ " 13093 | \n",
+ " 17 | \n",
+ " 11 | \n",
+ " 23 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1557 | \n",
+ " 199112 | \n",
+ " 7 | \n",
+ " 10864 | \n",
+ " 7331 | \n",
+ " 14397 | \n",
+ " 19 | \n",
+ " 13 | \n",
+ " 25 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1558 | \n",
+ " 199111 | \n",
+ " 7 | \n",
+ " 15574 | \n",
+ " 11184 | \n",
+ " 19964 | \n",
+ " 27 | \n",
+ " 19 | \n",
+ " 35 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1559 | \n",
+ " 199110 | \n",
+ " 7 | \n",
+ " 16643 | \n",
+ " 11372 | \n",
+ " 21914 | \n",
+ " 29 | \n",
+ " 20 | \n",
+ " 38 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1560 | \n",
+ " 199109 | \n",
+ " 7 | \n",
+ " 13741 | \n",
+ " 8780 | \n",
+ " 18702 | \n",
+ " 24 | \n",
+ " 15 | \n",
+ " 33 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1561 | \n",
+ " 199108 | \n",
+ " 7 | \n",
+ " 13289 | \n",
+ " 8813 | \n",
+ " 17765 | \n",
+ " 23 | \n",
+ " 15 | \n",
+ " 31 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1562 | \n",
+ " 199107 | \n",
+ " 7 | \n",
+ " 12337 | \n",
+ " 8077 | \n",
+ " 16597 | \n",
+ " 22 | \n",
+ " 15 | \n",
+ " 29 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1563 | \n",
+ " 199106 | \n",
+ " 7 | \n",
+ " 10877 | \n",
+ " 7013 | \n",
+ " 14741 | \n",
+ " 19 | \n",
+ " 12 | \n",
+ " 26 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1564 | \n",
+ " 199105 | \n",
+ " 7 | \n",
+ " 10442 | \n",
+ " 6544 | \n",
+ " 14340 | \n",
+ " 18 | \n",
+ " 11 | \n",
+ " 25 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1565 | \n",
+ " 199104 | \n",
+ " 7 | \n",
+ " 7913 | \n",
+ " 4563 | \n",
+ " 11263 | \n",
+ " 14 | \n",
+ " 8 | \n",
+ " 20 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1566 | \n",
+ " 199103 | \n",
+ " 7 | \n",
+ " 15387 | \n",
+ " 10484 | \n",
+ " 20290 | \n",
+ " 27 | \n",
+ " 18 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1567 | \n",
+ " 199102 | \n",
+ " 7 | \n",
+ " 16277 | \n",
+ " 11046 | \n",
+ " 21508 | \n",
+ " 29 | \n",
+ " 20 | \n",
+ " 38 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1568 | \n",
+ " 199101 | \n",
+ " 7 | \n",
+ " 15565 | \n",
+ " 10271 | \n",
+ " 20859 | \n",
+ " 27 | \n",
+ " 18 | \n",
+ " 36 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1569 | \n",
+ " 199052 | \n",
+ " 7 | \n",
+ " 19375 | \n",
+ " 13295 | \n",
+ " 25455 | \n",
+ " 34 | \n",
+ " 23 | \n",
+ " 45 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1570 | \n",
+ " 199051 | \n",
+ " 7 | \n",
+ " 19080 | \n",
+ " 13807 | \n",
+ " 24353 | \n",
+ " 34 | \n",
+ " 25 | \n",
+ " 43 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1571 | \n",
+ " 199050 | \n",
+ " 7 | \n",
+ " 11079 | \n",
+ " 6660 | \n",
+ " 15498 | \n",
+ " 20 | \n",
+ " 12 | \n",
+ " 28 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " | 1572 | \n",
+ " 199049 | \n",
+ " 7 | \n",
+ " 1143 | \n",
+ " 0 | \n",
+ " 2610 | \n",
+ " 2 | \n",
+ " 0 | \n",
+ " 5 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1573 rows Ă— 10 columns
\n",
+ "