{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Incidence de la grippe" ] }, { "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 proviennent 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. Nous téléchargeons toujours le jeu de données complet, qui commence en 1990 et se termine avec une semaine récente." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\" " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant skiprows=1." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02020127792955661029212816FRFrance
1202011710198756812828151119FRFrance
220201079011669111331141018FRFrance
32020097136311054416718211626FRFrance
4202008710424770813140161220FRFrance
520200778959657411344141018FRFrance
620200679264692511603141018FRFrance
720200578505631410696131016FRFrance
82020047799158311015112915FRFrance
920200375968410078369612FRFrance
10202002765344530853810713FRFrance
1120200179835701912651151119FRFrance
122019527794152461063612816FRFrance
1320195175823367579719612FRFrance
14201950764244276857210713FRFrance
15201949766214540870210713FRFrance
1620194875542338377018511FRFrance
172019477753650581001411715FRFrance
182019467263813163960426FRFrance
1920194574492261563697410FRFrance
2020194475728362778299612FRFrance
2120194374834275169177410FRFrance
22201942762793989856910713FRFrance
232019417413020306230639FRFrance
242019407421122186204639FRFrance
252019397313713104964528FRFrance
262019387307814164740528FRFrance
2720193779701621778102FRFrance
28201936712772632291204FRFrance
29201935792201857102FRFrance
.................................
14991991267176081130423912312042FRFrance
15001991257161691070021638281838FRFrance
15011991247161711007122271281739FRFrance
1502199123711947767116223211329FRFrance
1503199122715452995320951271737FRFrance
1504199121714903897520831261636FRFrance
15051991207190531274225364342345FRFrance
15061991197167391124622232291939FRFrance
15071991187213851388228888382551FRFrance
1508199117713462887718047241632FRFrance
15091991167148571006819646261834FRFrance
1510199115713975978118169251832FRFrance
1511199114712265768416846221430FRFrance
151219911379567604113093171123FRFrance
1513199112710864733114397191325FRFrance
15141991117155741118419964271935FRFrance
15151991107166431137221914292038FRFrance
1516199109713741878018702241533FRFrance
1517199108713289881317765231531FRFrance
1518199107712337807716597221529FRFrance
1519199106710877701314741191226FRFrance
1520199105710442654414340181125FRFrance
15211991047791345631126314820FRFrance
15221991037153871048420290271836FRFrance
15231991027162771104621508292038FRFrance
15241991017155651027120859271836FRFrance
15251990527193751329525455342345FRFrance
15261990517190801380724353342543FRFrance
1527199050711079666015498201228FRFrance
15281990497114302610205FRFrance
\n", "

1529 rows × 10 columns

\n", "
" ], "text/plain": [ " week indicator inc inc_low inc_up inc100 inc100_low \\\n", "0 202012 7 7929 5566 10292 12 8 \n", "1 202011 7 10198 7568 12828 15 11 \n", "2 202010 7 9011 6691 11331 14 10 \n", "3 202009 7 13631 10544 16718 21 16 \n", "4 202008 7 10424 7708 13140 16 12 \n", "5 202007 7 8959 6574 11344 14 10 \n", "6 202006 7 9264 6925 11603 14 10 \n", "7 202005 7 8505 6314 10696 13 10 \n", "8 202004 7 7991 5831 10151 12 9 \n", "9 202003 7 5968 4100 7836 9 6 \n", "10 202002 7 6534 4530 8538 10 7 \n", "11 202001 7 9835 7019 12651 15 11 \n", "12 201952 7 7941 5246 10636 12 8 \n", "13 201951 7 5823 3675 7971 9 6 \n", "14 201950 7 6424 4276 8572 10 7 \n", "15 201949 7 6621 4540 8702 10 7 \n", "16 201948 7 5542 3383 7701 8 5 \n", "17 201947 7 7536 5058 10014 11 7 \n", "18 201946 7 2638 1316 3960 4 2 \n", "19 201945 7 4492 2615 6369 7 4 \n", "20 201944 7 5728 3627 7829 9 6 \n", "21 201943 7 4834 2751 6917 7 4 \n", "22 201942 7 6279 3989 8569 10 7 \n", "23 201941 7 4130 2030 6230 6 3 \n", "24 201940 7 4211 2218 6204 6 3 \n", "25 201939 7 3137 1310 4964 5 2 \n", "26 201938 7 3078 1416 4740 5 2 \n", "27 201937 7 970 162 1778 1 0 \n", "28 201936 7 1277 263 2291 2 0 \n", "29 201935 7 922 0 1857 1 0 \n", "... ... ... ... ... ... ... ... \n", "1499 199126 7 17608 11304 23912 31 20 \n", "1500 199125 7 16169 10700 21638 28 18 \n", "1501 199124 7 16171 10071 22271 28 17 \n", "1502 199123 7 11947 7671 16223 21 13 \n", "1503 199122 7 15452 9953 20951 27 17 \n", "1504 199121 7 14903 8975 20831 26 16 \n", "1505 199120 7 19053 12742 25364 34 23 \n", "1506 199119 7 16739 11246 22232 29 19 \n", "1507 199118 7 21385 13882 28888 38 25 \n", "1508 199117 7 13462 8877 18047 24 16 \n", "1509 199116 7 14857 10068 19646 26 18 \n", "1510 199115 7 13975 9781 18169 25 18 \n", "1511 199114 7 12265 7684 16846 22 14 \n", "1512 199113 7 9567 6041 13093 17 11 \n", "1513 199112 7 10864 7331 14397 19 13 \n", "1514 199111 7 15574 11184 19964 27 19 \n", "1515 199110 7 16643 11372 21914 29 20 \n", "1516 199109 7 13741 8780 18702 24 15 \n", "1517 199108 7 13289 8813 17765 23 15 \n", "1518 199107 7 12337 8077 16597 22 15 \n", "1519 199106 7 10877 7013 14741 19 12 \n", "1520 199105 7 10442 6544 14340 18 11 \n", "1521 199104 7 7913 4563 11263 14 8 \n", "1522 199103 7 15387 10484 20290 27 18 \n", "1523 199102 7 16277 11046 21508 29 20 \n", "1524 199101 7 15565 10271 20859 27 18 \n", "1525 199052 7 19375 13295 25455 34 23 \n", "1526 199051 7 19080 13807 24353 34 25 \n", "1527 199050 7 11079 6660 15498 20 12 \n", "1528 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", "0 16 FR France \n", "1 19 FR France \n", "2 18 FR France \n", "3 26 FR France \n", "4 20 FR France \n", "5 18 FR France \n", "6 18 FR France \n", "7 16 FR France \n", "8 15 FR France \n", "9 12 FR France \n", "10 13 FR France \n", "11 19 FR France \n", "12 16 FR France \n", "13 12 FR France \n", "14 13 FR France \n", "15 13 FR France \n", "16 11 FR France \n", "17 15 FR France \n", "18 6 FR France \n", "19 10 FR France \n", "20 12 FR France \n", "21 10 FR France \n", "22 13 FR France \n", "23 9 FR France \n", "24 9 FR France \n", "25 8 FR France \n", "26 8 FR France \n", "27 2 FR France \n", "28 4 FR France \n", "29 2 FR France \n", "... ... ... ... \n", "1499 42 FR France \n", "1500 38 FR France \n", "1501 39 FR France \n", "1502 29 FR France \n", "1503 37 FR France \n", "1504 36 FR France \n", "1505 45 FR France \n", "1506 39 FR France \n", "1507 51 FR France \n", "1508 32 FR France \n", "1509 34 FR France \n", "1510 32 FR France \n", "1511 30 FR France \n", "1512 23 FR France \n", "1513 25 FR France \n", "1514 35 FR France \n", "1515 38 FR France \n", "1516 33 FR France \n", "1517 31 FR France \n", "1518 29 FR France \n", "1519 26 FR France \n", "1520 25 FR France \n", "1521 20 FR France \n", "1522 36 FR France \n", "1523 38 FR France \n", "1524 36 FR France \n", "1525 45 FR France \n", "1526 43 FR France \n", "1527 28 FR France \n", "1528 5 FR France \n", "\n", "[1529 rows x 10 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data = pd.read_csv(data_url, skiprows=1)\n", "raw_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Y a-t-il des points manquants dans ce jeux de données ? Non." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "raw_data[raw_data.isnull().any(axis=1)]\n", "data = raw_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nos données utilisent une convention inhabituelle: le numéro de semaine est collé à l'année, donnant l'impression qu'il s'agit 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 semaine. Il faut lui fournir les dates de début et de fin de semaine. Nous utilisons pour cela la bibliothèque isoweek.\n", "\n", "Comme la conversion des semaines est devenu assez complexe, nous écrivons une petite fonction Python pour cela. Ensuite, nous l'appliquons à tous les points de nos donnés. Les résultats vont dans une nouvelle colonne 'period'." ] }, { "cell_type": "code", "execution_count": 5, "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 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 le sens chronologique." ] }, { "cell_type": "code", "execution_count": 6, "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": 7, "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": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,9))\n", "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 septembre." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "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'][-100:].plot() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Etude de l'incidence annuelle\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous définissons la période de référence 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 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 la varicelle est très faible en septembre, cette modification ne devrait pas fausser nos conclusions.\n", "\n", "Encore un petit détail: les données commencent an décembre 1990, ce qui rend la première année incomplète. Nous commençons donc l'analyse en 1991." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "first_sep_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": 11, "metadata": {}, "outputs": [], "source": [ "year = []\n", "yearly_incidence = []\n", "for week1, week2 in zip(first_sep_week[:-1],\n", " first_sep_week[1:]):\n", " one_year = sorted_data['inc'][week1:week2-1]\n", " if not abs(len(one_year)-52) < 2 :\n", " print(one_year)\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": 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": [ "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": 13, "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": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yearly_incidence.sort_values() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Enfin, un histogramme montre bien que les épidémies fortes, qui touchent presque 1 million de français, sont assez rares." ] }, { "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": [ "yearly_incidence.hist(xrot=20) " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": 2 }