From bac363ccf2919f4d311e47e01b07c0818c57710a Mon Sep 17 00:00:00 2001 From: 30e8d42d13b8715d7da81c16008b0a74 <30e8d42d13b8715d7da81c16008b0a74@app-learninglab.inria.fr> Date: Sun, 6 Sep 2020 13:18:54 +0000 Subject: [PATCH] exo3 update --- .../exo1/analyse-syndrome-grippal-Copy1.ipynb | 1339 +++++++++ module3/exo1/incidence-PAY-7.csv | 1554 +++++++++++ module3/exo2/exercice.ipynb | 2399 ++++++++++++++++- module3/exo2/incidence-PAY-7.csv | 1554 +++++++++++ 4 files changed, 6843 insertions(+), 3 deletions(-) create mode 100644 module3/exo1/analyse-syndrome-grippal-Copy1.ipynb create mode 100644 module3/exo1/incidence-PAY-7.csv create mode 100644 module3/exo2/incidence-PAY-7.csv diff --git a/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb b/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb new file mode 100644 index 0000000..0f71e8e --- /dev/null +++ b/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb @@ -0,0 +1,1339 @@ +{ + "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": [ + "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": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.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": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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22201941371224720.09524.0117.015.0FRFrance
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.................................
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1846 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "1 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "2 202009 3 110696 102066.0 119326.0 168 155.0 \n", + "3 202008 3 143753 133984.0 153522.0 218 203.0 \n", + "4 202007 3 183610 172812.0 194408.0 279 263.0 \n", + "5 202006 3 206669 195481.0 217857.0 314 297.0 \n", + "6 202005 3 187957 177445.0 198469.0 285 269.0 \n", + "7 202004 3 122331 113492.0 131170.0 186 173.0 \n", + "8 202003 3 78413 71330.0 85496.0 119 108.0 \n", + "9 202002 3 53614 47654.0 59574.0 81 72.0 \n", + "10 202001 3 36850 31608.0 42092.0 56 48.0 \n", + "11 201952 3 28135 23220.0 33050.0 43 36.0 \n", + "12 201951 3 29786 25042.0 34530.0 45 38.0 \n", + "13 201950 3 34223 29156.0 39290.0 52 44.0 \n", + "14 201949 3 25662 21414.0 29910.0 39 33.0 \n", + "15 201948 3 22367 18055.0 26679.0 34 27.0 \n", + "16 201947 3 18669 14759.0 22579.0 28 22.0 \n", + "17 201946 3 16030 12567.0 19493.0 24 19.0 \n", + "18 201945 3 10138 7160.0 13116.0 15 10.0 \n", + "19 201944 3 7822 5010.0 10634.0 12 8.0 \n", + "20 201943 3 9487 6448.0 12526.0 14 9.0 \n", + "21 201942 3 7747 5243.0 10251.0 12 8.0 \n", + "22 201941 3 7122 4720.0 9524.0 11 7.0 \n", + "23 201940 3 8505 5784.0 11226.0 13 9.0 \n", + "24 201939 3 7091 4462.0 9720.0 11 7.0 \n", + "25 201938 3 4897 2891.0 6903.0 7 4.0 \n", + "26 201937 3 3172 1367.0 4977.0 5 2.0 \n", + "27 201936 3 2295 728.0 3862.0 3 1.0 \n", + "28 201935 3 1010 2.0 2018.0 2 0.0 \n", + "29 201934 3 1672 279.0 3065.0 3 1.0 \n", + "... ... ... ... ... ... ... ... \n", + "1816 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1817 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1818 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1819 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1820 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1821 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1822 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1823 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1824 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1825 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1826 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1827 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1828 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1829 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1830 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1831 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1832 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1833 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1834 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1835 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1836 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1837 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1838 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1839 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1840 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1841 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1842 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1843 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1844 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1845 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 166.0 FR France \n", + "1 172.0 FR France \n", + "2 181.0 FR France \n", + "3 233.0 FR France \n", + "4 295.0 FR France \n", + "5 331.0 FR France \n", + "6 301.0 FR France \n", + "7 199.0 FR France \n", + "8 130.0 FR France \n", + "9 90.0 FR France \n", + "10 64.0 FR France \n", + "11 50.0 FR France \n", + "12 52.0 FR France \n", + "13 60.0 FR France \n", + "14 45.0 FR France \n", + "15 41.0 FR France \n", + "16 34.0 FR France \n", + "17 29.0 FR France \n", + "18 20.0 FR France \n", + "19 16.0 FR France \n", + "20 19.0 FR France \n", + "21 16.0 FR France \n", + "22 15.0 FR France \n", + "23 17.0 FR France \n", + "24 15.0 FR France \n", + "25 10.0 FR France \n", + "26 8.0 FR France \n", + "27 5.0 FR France \n", + "28 4.0 FR France \n", + "29 5.0 FR France \n", + "... ... ... ... \n", + "1816 59.0 FR France \n", + "1817 64.0 FR France \n", + "1818 97.0 FR France \n", + "1819 93.0 FR France \n", + "1820 80.0 FR France \n", + "1821 116.0 FR France \n", + "1822 149.0 FR France \n", + "1823 281.0 FR France \n", + "1824 395.0 FR France \n", + "1825 485.0 FR France \n", + "1826 544.0 FR France \n", + "1827 689.0 FR France \n", + "1828 722.0 FR France \n", + "1829 762.0 FR France \n", + "1830 926.0 FR France \n", + "1831 1113.0 FR France \n", + "1832 1236.0 FR France \n", + "1833 832.0 FR France \n", + "1834 459.0 FR France \n", + "1835 207.0 FR France \n", + "1836 190.0 FR France \n", + "1837 198.0 FR France \n", + "1838 224.0 FR France \n", + "1839 266.0 FR France \n", + "1840 219.0 FR France \n", + "1841 176.0 FR France \n", + "1842 163.0 FR France \n", + "1843 195.0 FR France \n", + "1844 308.0 FR France \n", + "1845 213.0 FR France \n", + "\n", + "[1846 rows x 10 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv('incidence-PAY-3.csv', skiprows=1)\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a-t-il des points manquants dans ce jeux de données ? Oui, la semaine 19 de l'année 1989 n'a pas de valeurs associées." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous éliminons ce point, ce qui n'a pas d'impact fort sur notre analyse qui est assez simple." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "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": null, + "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": null, + "metadata": { + "collapsed": true + }, + "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": null, + "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": null, + "metadata": {}, + "outputs": [], + "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": null, + "metadata": {}, + "outputs": [], + "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 août de l'année $N$ au\n", + "1er août 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 août de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er août.\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 1984, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1985." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", + " for y in range(1985,\n", + " sorted_data.index[-1].year)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "En partant de cette liste des semaines qui contiennent un 1er août, 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": null, + "metadata": {}, + "outputs": [], + "source": [ + "year = []\n", + "yearly_incidence = []\n", + "for week1, week2 in zip(first_august_week[:-1],\n", + " first_august_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": null, + "metadata": {}, + "outputs": [], + "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)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.sort_values()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Enfin, un histogramme montre bien que les épidémies fortes, qui touchent environ 10% de la population\n", + " française, sont assez rares: il y en eu trois au cours des 35 dernières années." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "yearly_incidence.hist(xrot=20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "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": 1 +} diff --git a/module3/exo1/incidence-PAY-7.csv b/module3/exo1/incidence-PAY-7.csv new file mode 100644 index 0000000..ec6a25f --- /dev/null +++ b/module3/exo1/incidence-PAY-7.csv @@ -0,0 +1,1554 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202035],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2020-09-06T15:02:46+02:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202035,7,881,0,1895,1,0,3,FR,France +202034,7,2303,381,4225,3,0,6,FR,France +202033,7,1284,177,2391,2,0,4,FR,France +202032,7,2650,689,4611,4,1,7,FR,France +202031,7,1303,100,2506,2,0,4,FR,France +202030,7,1385,75,2695,2,0,4,FR,France +202029,7,841,10,1672,1,0,2,FR,France +202028,7,728,0,1515,1,0,2,FR,France +202027,7,986,149,1823,1,0,2,FR,France +202026,7,694,0,1454,1,0,2,FR,France +202025,7,228,0,597,0,0,1,FR,France +202024,7,388,0,959,1,0,2,FR,France +202023,7,558,1,1115,1,0,2,FR,France +202022,7,277,0,633,0,0,1,FR,France +202021,7,602,36,1168,1,0,2,FR,France +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 +201950,7,6424,4276,8572,10,7,13,FR,France +201949,7,6621,4540,8702,10,7,13,FR,France +201948,7,5542,3383,7701,8,5,11,FR,France +201947,7,7536,5058,10014,11,7,15,FR,France +201946,7,2638,1316,3960,4,2,6,FR,France +201945,7,4492,2615,6369,7,4,10,FR,France +201944,7,5728,3627,7829,9,6,12,FR,France +201943,7,4834,2751,6917,7,4,10,FR,France +201942,7,6279,3989,8569,10,7,13,FR,France +201941,7,4130,2030,6230,6,3,9,FR,France +201940,7,4211,2218,6204,6,3,9,FR,France +201939,7,3137,1310,4964,5,2,8,FR,France +201938,7,3078,1416,4740,5,2,8,FR,France +201937,7,970,162,1778,1,0,2,FR,France +201936,7,1277,263,2291,2,0,4,FR,France +201935,7,922,0,1857,1,0,2,FR,France +201934,7,1997,605,3389,3,1,5,FR,France +201933,7,3279,1103,5455,5,2,8,FR,France +201932,7,3627,1576,5678,6,3,9,FR,France +201931,7,7611,4605,10617,12,7,17,FR,France +201930,7,8875,5629,12121,13,8,18,FR,France +201929,7,10658,7151,14165,16,11,21,FR,France +201928,7,11251,7604,14898,17,11,23,FR,France +201927,7,16602,12349,20855,25,19,31,FR,France +201926,7,18851,14491,23211,29,22,36,FR,France +201925,7,18309,13972,22646,28,21,35,FR,France +201924,7,13382,9659,17105,20,14,26,FR,France +201923,7,19264,15027,23501,29,23,35,FR,France +201922,7,16861,12783,20939,26,20,32,FR,France +201921,7,17572,13140,22004,27,20,34,FR,France +201920,7,16180,12310,20050,25,19,31,FR,France +201919,7,16646,12721,20571,25,19,31,FR,France +201918,7,13803,10159,17447,21,15,27,FR,France +201917,7,15868,11815,19921,24,18,30,FR,France +201916,7,17127,12815,21439,26,19,33,FR,France +201915,7,21449,16525,26373,33,26,40,FR,France +201914,7,16131,12254,20008,25,19,31,FR,France 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+199051,7,19080,13807,24353,34,25,43,FR,France +199050,7,11079,6660,15498,20,12,28,FR,France +199049,7,1143,0,2610,2,0,5,FR,France diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe37..92af30d 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,2399 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence de la varicelle" + ] + }, + { + "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": [ + "Les données de l'incidence de la varicelle 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": 8, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"incidence-PAY-7.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous éliminons ce point, ce qui n'a pas d'impact fort sur notre analyse qui est assez simple." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1552 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202035 7 881 0 1895 1 0 \n", + "1 202034 7 2303 381 4225 3 0 \n", + "2 202033 7 1284 177 2391 2 0 \n", + "3 202032 7 2650 689 4611 4 1 \n", + "4 202031 7 1303 100 2506 2 0 \n", + "5 202030 7 1385 75 2695 2 0 \n", + "6 202029 7 841 10 1672 1 0 \n", + "7 202028 7 728 0 1515 1 0 \n", + "8 202027 7 986 149 1823 1 0 \n", + "9 202026 7 694 0 1454 1 0 \n", + "10 202025 7 228 0 597 0 0 \n", + "11 202024 7 388 0 959 1 0 \n", + "12 202023 7 558 1 1115 1 0 \n", + "13 202022 7 277 0 633 0 0 \n", + "14 202021 7 602 36 1168 1 0 \n", + "15 202020 7 824 20 1628 1 0 \n", + "16 202019 7 310 0 753 0 0 \n", + "17 202018 7 849 98 1600 1 0 \n", + "18 202017 7 272 0 658 0 0 \n", + "19 202016 7 758 78 1438 1 0 \n", + "20 202015 7 1918 675 3161 3 1 \n", + "21 202014 7 3879 2227 5531 6 3 \n", + "22 202013 7 7326 5236 9416 11 8 \n", + "23 202012 7 8123 5790 10456 12 8 \n", + "24 202011 7 10198 7568 12828 15 11 \n", + "25 202010 7 9011 6691 11331 14 10 \n", + "26 202009 7 13631 10544 16718 21 16 \n", + "27 202008 7 10424 7708 13140 16 12 \n", + "28 202007 7 8959 6574 11344 14 10 \n", + "29 202006 7 9264 6925 11603 14 10 \n", + "... ... ... ... ... ... ... ... \n", + "1522 199126 7 17608 11304 23912 31 20 \n", + "1523 199125 7 16169 10700 21638 28 18 \n", + "1524 199124 7 16171 10071 22271 28 17 \n", + "1525 199123 7 11947 7671 16223 21 13 \n", + "1526 199122 7 15452 9953 20951 27 17 \n", + "1527 199121 7 14903 8975 20831 26 16 \n", + "1528 199120 7 19053 12742 25364 34 23 \n", + "1529 199119 7 16739 11246 22232 29 19 \n", + "1530 199118 7 21385 13882 28888 38 25 \n", + "1531 199117 7 13462 8877 18047 24 16 \n", + "1532 199116 7 14857 10068 19646 26 18 \n", + "1533 199115 7 13975 9781 18169 25 18 \n", + "1534 199114 7 12265 7684 16846 22 14 \n", + "1535 199113 7 9567 6041 13093 17 11 \n", + "1536 199112 7 10864 7331 14397 19 13 \n", + "1537 199111 7 15574 11184 19964 27 19 \n", + "1538 199110 7 16643 11372 21914 29 20 \n", + "1539 199109 7 13741 8780 18702 24 15 \n", + "1540 199108 7 13289 8813 17765 23 15 \n", + "1541 199107 7 12337 8077 16597 22 15 \n", + "1542 199106 7 10877 7013 14741 19 12 \n", + "1543 199105 7 10442 6544 14340 18 11 \n", + "1544 199104 7 7913 4563 11263 14 8 \n", + "1545 199103 7 15387 10484 20290 27 18 \n", + "1546 199102 7 16277 11046 21508 29 20 \n", + "1547 199101 7 15565 10271 20859 27 18 \n", + "1548 199052 7 19375 13295 25455 34 23 \n", + "1549 199051 7 19080 13807 24353 34 25 \n", + "1550 199050 7 11079 6660 15498 20 12 \n", + "1551 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 3 FR France \n", + "1 6 FR France \n", + "2 4 FR France \n", + "3 7 FR France \n", + "4 4 FR France \n", + "5 4 FR France \n", + "6 2 FR France \n", + "7 2 FR France \n", + "8 2 FR France \n", + "9 2 FR France \n", + "10 1 FR France \n", + "11 2 FR France \n", + "12 2 FR France \n", + "13 1 FR France \n", + "14 2 FR France \n", + "15 2 FR France \n", + "16 1 FR France \n", + "17 2 FR France \n", + "18 1 FR France \n", + "19 2 FR France \n", + "20 5 FR France \n", + "21 9 FR France \n", + "22 14 FR France \n", + "23 16 FR France \n", + "24 19 FR France \n", + "25 18 FR France \n", + "26 26 FR France \n", + "27 20 FR France \n", + "28 18 FR France \n", + "29 18 FR France \n", + "... ... ... ... \n", + "1522 42 FR France \n", + "1523 38 FR France \n", + "1524 39 FR France \n", + "1525 29 FR France \n", + "1526 37 FR France \n", + "1527 36 FR France \n", + "1528 45 FR France \n", + "1529 39 FR France \n", + "1530 51 FR France \n", + "1531 32 FR France \n", + "1532 34 FR France \n", + "1533 32 FR France \n", + "1534 30 FR France \n", + "1535 23 FR France \n", + "1536 25 FR France \n", + "1537 35 FR France \n", + "1538 38 FR France \n", + "1539 33 FR France \n", + "1540 31 FR France \n", + "1541 29 FR France \n", + "1542 26 FR France \n", + "1543 25 FR France \n", + "1544 20 FR France \n", + "1545 36 FR France \n", + "1546 38 FR France \n", + "1547 36 FR France \n", + "1548 45 FR France \n", + "1549 43 FR France \n", + "1550 28 FR France \n", + "1551 5 FR France \n", + "\n", + "[1552 rows x 10 columns]" + ] + }, + "execution_count": 11, + "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": 13, + "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": 15, + "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": 16, + "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": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "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'].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": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['inc'][-200:].plot()\n" + ] + }, + { + "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 août de l'année $N$ au\n", + "1er août 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 août de chaque année, nous utilisons le\n", + "premier jour de la semaine qui contient le 1er août.\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 1984, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1985." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "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": "code", + "execution_count": 25, + "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": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + 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\n", 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"cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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