diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..6c3f927acfe43a486b6dfe4befd7bd6314010893 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,2422 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence de la Varicelle" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "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 du syndrome de la varicelle sont disponibles du site Web du [Réseau Sentinelles](https://websenti.u707.jussieu.fr/sentiweb/). 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 1991 et se termine avec une semaine récente." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du Réseau Sentinelles, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"syndrome-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": [ + "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": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1528 rows × 10 columns

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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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1528 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202011 7 10236 7597 12875 16 12 \n", + "1 202010 7 9011 6691 11331 14 10 \n", + "2 202009 7 13631 10544 16718 21 16 \n", + "3 202008 7 10424 7708 13140 16 12 \n", + "4 202007 7 8959 6574 11344 14 10 \n", + "5 202006 7 9264 6925 11603 14 10 \n", + "6 202005 7 8505 6314 10696 13 10 \n", + "7 202004 7 7991 5831 10151 12 9 \n", + "8 202003 7 5968 4100 7836 9 6 \n", + "9 202002 7 6534 4530 8538 10 7 \n", + "10 202001 7 9835 7019 12651 15 11 \n", + "11 201952 7 7941 5246 10636 12 8 \n", + "12 201951 7 5823 3675 7971 9 6 \n", + "13 201950 7 6424 4276 8572 10 7 \n", + "14 201949 7 6621 4540 8702 10 7 \n", + "15 201948 7 5542 3383 7701 8 5 \n", + "16 201947 7 7536 5058 10014 11 7 \n", + "17 201946 7 2638 1316 3960 4 2 \n", + "18 201945 7 4492 2615 6369 7 4 \n", + "19 201944 7 5728 3627 7829 9 6 \n", + "20 201943 7 4834 2751 6917 7 4 \n", + "21 201942 7 6279 3989 8569 10 7 \n", + "22 201941 7 4130 2030 6230 6 3 \n", + "23 201940 7 4211 2218 6204 6 3 \n", + "24 201939 7 3137 1310 4964 5 2 \n", + "25 201938 7 3078 1416 4740 5 2 \n", + "26 201937 7 970 162 1778 1 0 \n", + "27 201936 7 1277 263 2291 2 0 \n", + "28 201935 7 922 0 1857 1 0 \n", + "29 201934 7 1997 605 3389 3 1 \n", + "... ... ... ... ... ... ... ... \n", + "1498 199126 7 17608 11304 23912 31 20 \n", + "1499 199125 7 16169 10700 21638 28 18 \n", + "1500 199124 7 16171 10071 22271 28 17 \n", + "1501 199123 7 11947 7671 16223 21 13 \n", + "1502 199122 7 15452 9953 20951 27 17 \n", + "1503 199121 7 14903 8975 20831 26 16 \n", + "1504 199120 7 19053 12742 25364 34 23 \n", + "1505 199119 7 16739 11246 22232 29 19 \n", + "1506 199118 7 21385 13882 28888 38 25 \n", + "1507 199117 7 13462 8877 18047 24 16 \n", + "1508 199116 7 14857 10068 19646 26 18 \n", + "1509 199115 7 13975 9781 18169 25 18 \n", + "1510 199114 7 12265 7684 16846 22 14 \n", + "1511 199113 7 9567 6041 13093 17 11 \n", + "1512 199112 7 10864 7331 14397 19 13 \n", + "1513 199111 7 15574 11184 19964 27 19 \n", + "1514 199110 7 16643 11372 21914 29 20 \n", + "1515 199109 7 13741 8780 18702 24 15 \n", + "1516 199108 7 13289 8813 17765 23 15 \n", + "1517 199107 7 12337 8077 16597 22 15 \n", + "1518 199106 7 10877 7013 14741 19 12 \n", + "1519 199105 7 10442 6544 14340 18 11 \n", + "1520 199104 7 7913 4563 11263 14 8 \n", + "1521 199103 7 15387 10484 20290 27 18 \n", + "1522 199102 7 16277 11046 21508 29 20 \n", + "1523 199101 7 15565 10271 20859 27 18 \n", + "1524 199052 7 19375 13295 25455 34 23 \n", + "1525 199051 7 19080 13807 24353 34 25 \n", + "1526 199050 7 11079 6660 15498 20 12 \n", + "1527 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 20 FR France \n", + "1 18 FR France \n", + "2 26 FR France \n", + "3 20 FR France \n", + "4 18 FR France \n", + "5 18 FR France \n", + "6 16 FR France \n", + "7 15 FR France \n", + "8 12 FR France \n", + "9 13 FR France \n", + "10 19 FR France \n", + "11 16 FR France \n", + "12 12 FR France \n", + "13 13 FR France \n", + "14 13 FR France \n", + "15 11 FR France \n", + "16 15 FR France \n", + "17 6 FR France \n", + "18 10 FR France \n", + "19 12 FR France \n", + "20 10 FR France \n", + "21 13 FR France \n", + "22 9 FR France \n", + "23 9 FR France \n", + "24 8 FR France \n", + "25 8 FR France \n", + "26 2 FR France \n", + "27 4 FR France \n", + "28 2 FR France \n", + "29 5 FR France \n", + "... ... ... ... \n", + "1498 42 FR France \n", + "1499 38 FR France \n", + "1500 39 FR France \n", + "1501 29 FR France \n", + "1502 37 FR France \n", + "1503 36 FR France \n", + "1504 45 FR France \n", + "1505 39 FR France \n", + "1506 51 FR France \n", + "1507 32 FR France \n", + "1508 34 FR France \n", + "1509 32 FR France \n", + "1510 30 FR France \n", + "1511 23 FR France \n", + "1512 25 FR France \n", + "1513 35 FR France \n", + "1514 38 FR France \n", + "1515 33 FR France \n", + "1516 31 FR France \n", + "1517 29 FR France \n", + "1518 26 FR France \n", + "1519 25 FR France \n", + "1520 20 FR France \n", + "1521 36 FR France \n", + "1522 38 FR France \n", + "1523 36 FR France \n", + "1524 45 FR France \n", + "1525 43 FR France \n", + "1526 28 FR France \n", + "1527 5 FR France \n", + "\n", + "[1528 rows x 10 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = raw_data.dropna().copy()\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nos données utilisent une convention inhabituelle: le numéro de\n", + "semaine est collé à l'année, donnant l'impression qu'il s'agit\n", + "de nombre entier. C'est comme ça que Pandas les interprète.\n", + " \n", + "Un deuxième problème est que Pandas ne comprend pas les numéros de\n", + "semaine. Il faut lui fournir les dates de début et de fin de\n", + "semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n", + "\n", + "Comme la conversion des semaines est devenu assez complexe, nous\n", + "écrivons une petite fonction Python pour cela. Ensuite, nous\n", + "l'appliquons à tous les points de nos donnés. Les résultats vont\n", + "dans une nouvelle colonne 'period'." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(year_and_week_int):\n", + " year_and_week_str = str(year_and_week_int)\n", + " year = int(year_and_week_str[:4])\n", + " week = int(year_and_week_str[4:])\n", + " w = isoweek.Week(year, week)\n", + " return pd.Period(w.day(0), 'W')\n", + "\n", + "data['period'] = [convert_week(yw) for yw in data['week']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il restent deux petites modifications à faire.\n", + "\n", + "Premièrement, nous définissons les périodes d'observation\n", + "comme nouvel index de notre jeux de données. Ceci en fait\n", + "une suite chronologique, ce qui sera pratique par la suite.\n", + "\n", + "Deuxièmement, nous trions les points par période, dans\n", + "le sens chronologique." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous vérifions la cohérence des données. Entre la fin d'une période et le début de la période qui suit, la différence temporelle doit être zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\" d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un zoom sur les dernières années montre mieux la situation des pics en hiver. Le creux des incidences se trouve en été." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Etude de l'incidence annuelle" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Etant donné que le pic de l'épidémie se situe en hiver, à cheval entre deux années civiles, nous définissons la période de référence entre deux minima de l'incidence, du 1er août de l'année 𝑁 au 1er septembre de l'année 𝑁+1\n", + "\n", + ".\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte pas un nombre entier de semaines. Nous modifions donc un peu nos périodes de référence: à la place du 1er septembre de chaque année, nous utilisons le premier jour de la semaine qui contient le 1er septembre.\n", + "\n", + "Comme l'incidence de syndrome grippal est très faible en été, cette modification ne risque pas de fausser nos conclusions.\n", + "\n", + "Encore un petit détail: les données commencent en octobre 1990, ce qui rend la première année incomplète. Nous commençons donc l'analyse en 1991." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", + " for y in range(1991,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true + }, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er septembre, nous obtenons nos intervalles d'environ un an comme les périodes entre deux semaines adjacentes dans cette liste. Nous calculons les sommes des incidences hebdomadaires pour toutes ces périodes.\n", + "\n", + "Nous vérifions également que ces périodes contiennent entre 51 et 52 semaines, pour nous protéger contre des éventuelles erreurs dans notre code.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_september_week[:-1],\n", + " first_september_week[1:]):\n", + " one_year = sorted_data['inc'][week1:week2-1]\n", + " assert abs(len(one_year)-52) < 2\n", + " yearly_incidence.append(one_year.sum())\n", + " year.append(week2.year)\n", + "yearly_incidence = pd.Series(data=yearly_incidence, index=year)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici les incidences annuelles." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une liste triée permet de plus facilement répérer les valeurs les plus élevées (à la fin).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1996 564901\n", + "2019 584066\n", + "2015 604382\n", + "2000 617597\n", + "2001 619041\n", + "2012 624573\n", + "2005 628464\n", + "2006 632833\n", + "2011 642368\n", + "1993 643387\n", + "1995 652478\n", + "1994 661409\n", + "1998 677775\n", + "1997 683434\n", + "2014 685769\n", + "2013 698332\n", + "2007 717352\n", + "2008 749478\n", + "1999 756456\n", + "2003 758363\n", + "2004 777388\n", + "2016 782114\n", + "2010 829911\n", + "1992 832939\n", + "2009 842373\n", + "dtype: int64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +2433,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo2/syndrome-varicelle.csv b/module3/exo2/syndrome-varicelle.csv new file mode 100644 index 0000000000000000000000000000000000000000..5476b7ccaf3a59ef8d6828555ba0327dad09525c --- /dev/null +++ b/module3/exo2/syndrome-varicelle.csv @@ -0,0 +1,1530 @@ +# @source="rseau Sentinelles, INSERM, Sorbonne Universit, http://www.sentiweb.fr", @meta={"period":[199049,202011],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, 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