diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..46441a37742884723f316a1278ad4be504a2cdf0 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,2486 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence de la varicelle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "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 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": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "filename = '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": "code", + "execution_count": 4, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2021-03-12 16:11:31-- http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\n", + "Resolving www.sentiweb.fr (www.sentiweb.fr)... 134.157.220.17\n", + "Connecting to www.sentiweb.fr (www.sentiweb.fr)|134.157.220.17|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: unspecified [text/csv]\n", + "Saving to: ‘incidence-PAY-7.csv’\n", + "\n", + "incidence-PAY-7.csv [ <=> ] 68.03K --.-KB/s in 0.003s \n", + "\n", + "2021-03-12 16:11:32 (20.7 MB/s) - ‘incidence-PAY-7.csv’ saved [69660]\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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.................................
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1579 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202109 7 11766 8111 15421 18 12 \n", + "1 202108 7 11382 8422 14342 17 13 \n", + "2 202107 7 13561 10315 16807 21 16 \n", + "3 202106 7 13401 9810 16992 20 15 \n", + "4 202105 7 12210 8988 15432 18 13 \n", + "5 202104 7 12026 8826 15226 18 13 \n", + "6 202103 7 8913 6375 11451 13 9 \n", + "7 202102 7 7795 5430 10160 12 8 \n", + "8 202101 7 10525 7750 13300 16 12 \n", + "9 202053 7 11978 8406 15550 18 13 \n", + "10 202052 7 12012 8285 15739 18 12 \n", + "11 202051 7 10564 7574 13554 16 11 \n", + "12 202050 7 7063 4744 9382 11 7 \n", + "13 202049 7 5026 3145 6907 8 5 \n", + "14 202048 7 6683 4312 9054 10 6 \n", + "15 202047 7 4999 2963 7035 8 5 \n", + "16 202046 7 3752 1963 5541 6 3 \n", + "17 202045 7 3696 2016 5376 6 3 \n", + "18 202044 7 4391 2375 6407 7 4 \n", + "19 202043 7 4376 2505 6247 7 4 \n", + "20 202042 7 4000 1979 6021 6 3 \n", + "21 202041 7 3961 2099 5823 6 3 \n", + "22 202040 7 2078 675 3481 3 1 \n", + "23 202039 7 1049 237 1861 2 1 \n", + "24 202038 7 2251 781 3721 3 1 \n", + "25 202037 7 1584 405 2763 2 0 \n", + "26 202036 7 919 100 1738 1 0 \n", + "27 202035 7 828 0 1694 1 0 \n", + "28 202034 7 2272 371 4173 3 0 \n", + "29 202033 7 1284 177 2391 2 0 \n", + "... ... ... ... ... ... ... ... \n", + "1549 199126 7 17608 11304 23912 31 20 \n", + "1550 199125 7 16169 10700 21638 28 18 \n", + "1551 199124 7 16171 10071 22271 28 17 \n", + "1552 199123 7 11947 7671 16223 21 13 \n", + "1553 199122 7 15452 9953 20951 27 17 \n", + "1554 199121 7 14903 8975 20831 26 16 \n", + "1555 199120 7 19053 12742 25364 34 23 \n", + "1556 199119 7 16739 11246 22232 29 19 \n", + "1557 199118 7 21385 13882 28888 38 25 \n", + "1558 199117 7 13462 8877 18047 24 16 \n", + "1559 199116 7 14857 10068 19646 26 18 \n", + "1560 199115 7 13975 9781 18169 25 18 \n", + "1561 199114 7 12265 7684 16846 22 14 \n", + "1562 199113 7 9567 6041 13093 17 11 \n", + "1563 199112 7 10864 7331 14397 19 13 \n", + "1564 199111 7 15574 11184 19964 27 19 \n", + "1565 199110 7 16643 11372 21914 29 20 \n", + "1566 199109 7 13741 8780 18702 24 15 \n", + "1567 199108 7 13289 8813 17765 23 15 \n", + "1568 199107 7 12337 8077 16597 22 15 \n", + "1569 199106 7 10877 7013 14741 19 12 \n", + "1570 199105 7 10442 6544 14340 18 11 \n", + "1571 199104 7 7913 4563 11263 14 8 \n", + "1572 199103 7 15387 10484 20290 27 18 \n", + "1573 199102 7 16277 11046 21508 29 20 \n", + "1574 199101 7 15565 10271 20859 27 18 \n", + "1575 199052 7 19375 13295 25455 34 23 \n", + "1576 199051 7 19080 13807 24353 34 25 \n", + "1577 199050 7 11079 6660 15498 20 12 \n", + "1578 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 24 FR France \n", + "1 21 FR France \n", + "2 26 FR France \n", + "3 25 FR France \n", + "4 23 FR France \n", + "5 23 FR France \n", + "6 17 FR France \n", + "7 16 FR France \n", + "8 20 FR France \n", + "9 23 FR France \n", + "10 24 FR France \n", + "11 21 FR France \n", + "12 15 FR France \n", + "13 11 FR France \n", + "14 14 FR France \n", + "15 11 FR France \n", + "16 9 FR France \n", + "17 9 FR France \n", + "18 10 FR France \n", + "19 10 FR France \n", + "20 9 FR France \n", + "21 9 FR France \n", + "22 5 FR France \n", + "23 3 FR France \n", + "24 5 FR France \n", + "25 4 FR France \n", + "26 2 FR France \n", + "27 2 FR France \n", + "28 6 FR France \n", + "29 4 FR France \n", + "... ... ... ... \n", + "1549 42 FR France \n", + "1550 38 FR France \n", + "1551 39 FR France \n", + "1552 29 FR France \n", + "1553 37 FR France \n", + "1554 36 FR France \n", + "1555 45 FR France \n", + "1556 39 FR France \n", + "1557 51 FR France \n", + "1558 32 FR France \n", + "1559 34 FR France \n", + "1560 32 FR France \n", + "1561 30 FR France \n", + "1562 23 FR France \n", + "1563 25 FR France \n", + "1564 35 FR France \n", + "1565 38 FR France \n", + "1566 33 FR France \n", + "1567 31 FR France \n", + "1568 29 FR France \n", + "1569 26 FR France \n", + "1570 25 FR France \n", + "1571 20 FR France \n", + "1572 36 FR France \n", + "1573 38 FR France \n", + "1574 36 FR France \n", + "1575 45 FR France \n", + "1576 43 FR France \n", + "1577 28 FR France \n", + "1578 5 FR France \n", + "\n", + "[1579 rows x 10 columns]" + ] + }, + "execution_count": 7, + "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": 38, + "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": 10, + "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\n", + "le début de la période qui suit, la différence temporelle doit être\n", + "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n", + "d'une seconde.\n", + "\n", + "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n", + "entre lesquelles il manque une semaine.\n", + "\n", + "Nous reconnaissons ces dates: c'est la semaine sans observations\n", + "que nous avions supprimées !" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "periods = sorted_data.index\n", + "for p1, p2 in zip(periods[:-1], periods[1:]):\n", + " delta = p2.to_timestamp() - p1.end_time\n", + " if delta > pd.Timedelta('1s'):\n", + " print(p1, p2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un premier regard sur les données !" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "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 **à la fin de l'été**.\n", + "Note: bien que les incidences soient périodiques, le creux de la vague est un peu moins évident que pour la grippe." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "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\n", + "entre deux années civiles, nous définissons la période de référence\n", + "entre deux minima de l'incidence, du 1er septembre de l'année $N$ au\n", + "1er septembre de l'année $N+1$.\n", + "\n", + "Notre tâche est un peu compliquée par le fait que l'année ne comporte\n", + "pas un nombre entier de semaines. Nous modifions donc un peu nos périodes\n", + "de référence: à la place du 1er septembre de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er septembre.\n", + "\n", + "Comme l'incidence de syndrome grippal est très faible en été, cette\n", + "modification ne risque pas de fausser nos conclusions.\n", + "\n", + "Encore un petit détail: les données commencent an octobre 1990, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en **1991**." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "first_sept_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": {}, + "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." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_sept_week[:-1],\n", + " first_sept_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": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.plot(style='*')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**L'année 2020 paraît anormalement faible. En réalité, les données sont incomplètes car elles sont censées aller de septembre 2020 à septembre 2021. Nous ignorons donc cette année.**" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Une liste triée permet de plus facilement répérer les valeurs les plus élevées (à la fin)." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2020 221186\n", + "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": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Histogramme des épidémies fortes:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +2497,9 @@ "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/incidence-PAY-7.csv b/module3/exo2/incidence-PAY-7.csv new file mode 100644 index 0000000000000000000000000000000000000000..4d1e92fee9e997482fa214faf66990fbb3233a18 --- /dev/null +++ b/module3/exo2/incidence-PAY-7.csv @@ -0,0 +1,1581 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202109],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, 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