diff --git a/module3/exo2/module3_ressources_analyse-syndrome-grippal-jupyter.ipynb b/module3/exo2/module3_ressources_analyse-syndrome-grippal-jupyter.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..01e5fc867ef92995fd6f131d719c5e32997f2451 --- /dev/null +++ b/module3/exo2/module3_ressources_analyse-syndrome-grippal-jupyter.ipynb @@ -0,0 +1,2529 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Incidence du syndrome grippal" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "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": 2, + "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": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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2201840374094717.010101.0117.015.0FRFrance
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6201836332151349.05081.052.08.0FRFrance
720183531506239.02773.020.04.0FRFrance
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1120183132048242.03854.030.06.0FRFrance
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142018283165452.03256.031.05.0FRFrance
15201827332691145.05393.052.08.0FRFrance
16201826337581493.06023.063.09.0FRFrance
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18201824332231351.05095.052.08.0FRFrance
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20201822332021330.05074.052.08.0FRFrance
2120182132537763.04311.041.07.0FRFrance
2220182032694967.04421.041.07.0FRFrance
23201819310250.02098.020.04.0FRFrance
24201818335411416.05666.052.08.0FRFrance
25201817325731003.04143.042.06.0FRFrance
26201816348182724.06912.074.010.0FRFrance
2720181531631112168.020454.02519.031.0FRFrance
2820181432266618092.027240.03528.042.0FRFrance
2920181333268025536.039824.05039.061.0FRFrance
.................................
174319852132609619621.032571.04735.059.0FRFrance
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1773 rows × 10 columns

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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 ? Oui, la semaine 19 de l'année 1989 n'a pas de valeurs associées." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1536 198919 3 0 NaN NaN 0 NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1536 FR France " + ] + }, + "execution_count": 4, + "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": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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1772 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 201842 3 7832 5145.0 10519.0 12 8.0 \n", + "1 201841 3 8048 5098.0 10998.0 12 8.0 \n", + "2 201840 3 7409 4717.0 10101.0 11 7.0 \n", + "3 201839 3 7174 4235.0 10113.0 11 7.0 \n", + "4 201838 3 6127 3482.0 8772.0 9 5.0 \n", + "5 201837 3 4644 2200.0 7088.0 7 3.0 \n", + "6 201836 3 3215 1349.0 5081.0 5 2.0 \n", + "7 201835 3 1506 239.0 2773.0 2 0.0 \n", + "8 201834 3 1368 116.0 2620.0 2 0.0 \n", + "9 201833 3 1962 5.0 3919.0 3 0.0 \n", + "10 201832 3 1839 183.0 3495.0 3 0.0 \n", + "11 201831 3 2048 242.0 3854.0 3 0.0 \n", + "12 201830 3 1951 202.0 3700.0 3 0.0 \n", + "13 201829 3 1951 252.0 3650.0 3 0.0 \n", + "14 201828 3 1654 52.0 3256.0 3 1.0 \n", + "15 201827 3 3269 1145.0 5393.0 5 2.0 \n", + "16 201826 3 3758 1493.0 6023.0 6 3.0 \n", + "17 201825 3 4580 2220.0 6940.0 7 3.0 \n", + "18 201824 3 3223 1351.0 5095.0 5 2.0 \n", + "19 201823 3 1207 136.0 2278.0 2 0.0 \n", + "20 201822 3 3202 1330.0 5074.0 5 2.0 \n", + "21 201821 3 2537 763.0 4311.0 4 1.0 \n", + "22 201820 3 2694 967.0 4421.0 4 1.0 \n", + "23 201819 3 1025 0.0 2098.0 2 0.0 \n", + "24 201818 3 3541 1416.0 5666.0 5 2.0 \n", + "25 201817 3 2573 1003.0 4143.0 4 2.0 \n", + "26 201816 3 4818 2724.0 6912.0 7 4.0 \n", + "27 201815 3 16311 12168.0 20454.0 25 19.0 \n", + "28 201814 3 22666 18092.0 27240.0 35 28.0 \n", + "29 201813 3 32680 25536.0 39824.0 50 39.0 \n", + "... ... ... ... ... ... ... ... \n", + "1743 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1744 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1745 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1746 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1747 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1748 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1749 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1750 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1751 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1752 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1753 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1754 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1755 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1756 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1757 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1758 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1759 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1760 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1761 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1762 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1763 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1764 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1765 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1766 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1767 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1768 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1769 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1770 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1771 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1772 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 16.0 FR France \n", + "1 16.0 FR France \n", + "2 15.0 FR France \n", + "3 15.0 FR France \n", + "4 13.0 FR France \n", + "5 11.0 FR France \n", + "6 8.0 FR France \n", + "7 4.0 FR France \n", + "8 4.0 FR France \n", + "9 6.0 FR France \n", + "10 6.0 FR France \n", + "11 6.0 FR France \n", + "12 6.0 FR France \n", + "13 6.0 FR France \n", + "14 5.0 FR France \n", + "15 8.0 FR France \n", + "16 9.0 FR France \n", + "17 11.0 FR France \n", + "18 8.0 FR France \n", + "19 4.0 FR France \n", + "20 8.0 FR France \n", + "21 7.0 FR France \n", + "22 7.0 FR France \n", + "23 4.0 FR France \n", + "24 8.0 FR France \n", + "25 6.0 FR France \n", + "26 10.0 FR France \n", + "27 31.0 FR France \n", + "28 42.0 FR France \n", + "29 61.0 FR France \n", + "... ... ... ... \n", + "1743 59.0 FR France \n", + "1744 64.0 FR France \n", + "1745 97.0 FR France \n", + "1746 93.0 FR France \n", + "1747 80.0 FR France \n", + "1748 116.0 FR France \n", + "1749 149.0 FR France \n", + "1750 281.0 FR France \n", + "1751 395.0 FR France \n", + "1752 485.0 FR France \n", + "1753 544.0 FR France \n", + "1754 689.0 FR France \n", + "1755 722.0 FR France \n", + "1756 762.0 FR France \n", + "1757 926.0 FR France \n", + "1758 1113.0 FR France \n", + "1759 1236.0 FR France \n", + "1760 832.0 FR France \n", + "1761 459.0 FR France \n", + "1762 207.0 FR France \n", + "1763 190.0 FR France \n", + "1764 198.0 FR France \n", + "1765 224.0 FR France \n", + "1766 266.0 FR France \n", + "1767 219.0 FR France \n", + "1768 176.0 FR France \n", + "1769 163.0 FR France \n", + "1770 195.0 FR France \n", + "1771 308.0 FR France \n", + "1772 213.0 FR France \n", + "\n", + "[1772 rows x 10 columns]" + ] + }, + "execution_count": 5, + "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": 6, + "metadata": { + "collapsed": false + }, + "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": 7, + "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": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" + ] + } + ], + "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": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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BLI0U4pZG1iyy6Jv7irA0io5peEI6jbcwkkSjbEsjr3slxNIoKqaRx9Io647w\nEEtj0aJwER9pSyOPaIQKVoholGVpZJVt2TL3mfVqa3/codAWouEbecyY9EGmGZZGlmiUEQj3A0BI\nPbMsjbJXT+UVjZCYRlGrp0IsurItjRDReNe74Nlnw/Iroh5FWxq+jxRtaRQpGqEilFW2J590nyYa\nw8QPzjvskB7X8KunigoOhpDXPVUEVRANEfdMoKHmlzem4amqpTHSouGviVD31Lp16b8XWY8QSyPP\nM8DyWBpluadC88sam/wkIM8zvvLSVqLR0ZHum/eWRlbDFDmrzuueKiKmkWeWFuqeGkoHbLSUN9Q9\nNVRLIyumUeTqqZF2T+W1NHbcMTwQ3t0dduys8xJyTprhnuroqLZ7qqiYhm/PkOvCRCMFPzhnBcND\nRaMo/KqodrQ0ksjjnuroaE5MIyvulSUsnqItjR/+ED73uex0IWzfDpMnZ1saobGj0HqEtG+oe2rs\n2HDRCL2uW93S2LrVfYYIpK2eSsGvg+7oSHdP+RlJkaKRNnBs3x7m9y5aNPLM0kJFo+jVRCFCmqet\nvFhk3RGedfHmcU8VHdP4znfgoouSf2+GpeHrmbV6LrQeIX0v1NIIbYf+frcQpkj3lFkao5x4TCOt\n8/f1uc5V5Zv7inBP5Vl5lCUaw/FlN6p3Hktj/PjwmEaIaIRYEWW6pyZPTv+9GaLh+0jo85iyzkvI\n4z96e7PvzM/TDnlEI497qsqWRiVFQ0T2EJFbROQREXlIRD4VbZ8uIktEZKmILBaRabF9zhORZSLy\nmIi8M7b9cBF5UESeEJGLY9s7RGRBtM8dIrJX7Ld5UfqlInJGWllDA+F5YxrDdcnkcU8V+aCyZsQ0\nhiK0jeqdx83RDEsjxD1V5LLsPKJb5JOOvWiEvmNkpC2NHXbItvjyrDiaOLE491TR793JU5esOvh2\nSks3XO/AcIaiPuAcVX0t8GfA2SJyIPB54NeqegBwC3AegIgcDJwKHAScAPxA5JW52CXAmao6B5gj\nInOj7WcCa1V1f+Bi4KIor+nAl4AjgaOB+XFxqqfoQHieh6VluadCRcPnE9LQH/oQfOYz6flBMe6p\nou8zCC1b3piGL2eam69oSyP0BqvQh99lWS55LY0JE9z5C1mllGVphA5EoZZGiJswdHl8X58TjaLc\nUz097qnTZVgaIWWD9OtiqItIPEMWDVV9QVXvj75vBB4D9gBOAq6Ikl0BnBx9PxFYoKp9qvo0sAw4\nSkR2A6Yp0kLHAAAgAElEQVSoqn+T9pWxfeJ5XQ8cE32fCyxR1W5VXQ8sAY5PKqu/MIsKhOdZ912U\naHhLI6Rj/ehH6Y9uLzoQntdUT5uVhpYtr6XhZ9RZ92AUueQ2hDyujizRCI0H+bRjxmTH+fz5LdLS\nyDp/IY/zCX24KNQsjaLcU9u2hbuxf/SjcFdrSJ9fsyY9jS971v1o8bR5KcTpISL7AIcBdwKzVHUV\nOGEB/Jt5ZwPxlfkrom2zgfjiy+XRtgH7qGo/0C0iM1LyaogfnEMuED/7SiOPaKQR6nbygXz/PYRp\niXZXsYHwPAFJT1qnDS1b3phGyAuWQgShGStnQl0TofGsENHIs6IQsi2N0PsmQtx7XhCKegaYtzSK\nck95SyNkkP/Qh8KemhvSp+64I/13CBON0DhVEsMWDRGZjLMCPh1ZHPVNXdBiTHe4oexUpqWRVa6Q\nASPungp1QaSly2NpZMU0hiIavmM3ujj7+lxbFW1pvOlNtfIm4V02aYNGMyyNIgLrvk1DhaVoS6NI\n0ejtzbY0fD6hLp1Jk4p7YGFPjxOhUFdcVtwodBwIeWmSX0TQTEtjWA/cFpFxOMG4SlVviDavEpFZ\nqroqcj29GG1fAewZ232PaFvS9vg+K0VkLDBVVdeKyAqgs26fxGc73nvv+axbB08/DX/4Qydz53Y2\nTFeGaISapXktjazjQjGrp7x7Ks8gmnb+QgPNeWMa06e7OM8DDySnCVll04yYRhHuqbg1msc9FWpp\nZIlGyDJZ/3uIeyorEJ7HPVV0TGPbNthll+xj+3O2YQPsvntyutA+FXIjphe0rIlPo/y6urro6urK\nPMZw39JwGfCoqn43tm0h8GHgQmAecENs+9Ui8h2cK+k1wF2qqiLSLSJHAXcDZwDfi+0zD/g9cAou\nsA6wGPhaFPweAxyHC8A35JBDzmduFFo/+ODkyox0TEO1HNHIE8hvhnvKn7ckSyPERbh9e74bMb2F\nkGVp7LBDujvB95Ey3FNpxJdvFykaoa6MEEvD/5ZV3yxLIzSfeH6h7qmQmEaopeHP2YYN6elC+8Da\ntXD66XDddclpfF1D7oOpL1dnZyednZ2v/H/BBRc03H/IoiEibwY+CDwkIvfh3FBfwInFtSLyUeAZ\n3IopVPVREbkWeBToBc5SfaV7nw1cDkwAFqnqTdH2S4GrRGQZ8BJwWpTXOhH5CnBPdNwLooB4Q3xM\nY9y4bF9f0TGN+PLcegEJnS2XaWmELLnNGwjPEo2QGaQ/d3liGiHLaSdMgJdeSj9uFd1TcUsj9Lje\nPVWEpREqGmPHZt/JnRUI920Zekd4MyyNkEB41rXjCe0DL70EM2dmC27IcmXIFrMkhiwaqvo7IGkB\n4zsS9vkG8I0G2/8AHNJg+zYi0Wnw2+U4ocnEXyBZotEMSyO+qqR+uafvLHlEo4jHdeTxaYZYGkN1\nTzU6frPcU6GWxqRJ2ffyNCMQXkRMw8eC8lgaWQKYJxAe8qrcMWPCRCNt4Ovrc3mELlUu+j6NjRvd\nQpOsY/trJkQ0Qq6h9eth551r1mSj/tDbmy1o/rdVq9KPl0Rb3BEeIhq+A4QMRHlEwzdQo7Shwdxm\nWRqhoiHSnJjGcC2Nobinsi6mrJhGyEXpyRPTGK7l4i2NkKcm+/QhE6k8gfDx47MtuRBLI8s99fLL\nrjzNsDRC3FNeNEItjZC76UMmItu2uT6ftlDEu86yRHmnneDBB9OPl0RbiUbaqgLfobMuIhiapdGo\nEZtpaWRdvACLF2fn09vrHl/RjJjGSAbCQ24G80KUNmiEBGnzkMfSSOtLvo/kXT0VYn1DuGgU5Z5K\nO8df/KL7DBWNvKunstJt2FC8aIRMHPxNj2n1DnVPTZvm0g5l2W1biIY3i9MukL4+93vRopEWdB7K\n6qmJE7OPmYXvUAlxrgH09GSLRt6ZctaS22bENPxy2pDHyGSJRtGPEcl7N3CjOsTv+Qm1NETCBvCk\nY8YJWQIbd0+lXTtZlob3xee1NELdU9u3p9cj1NLI454K6QNeNNLccqHuqXHjYOrUocU12kI04oHw\npJMZN51HSjTyuqfe9z549auzjxlaphB6e2HKlHT3VF4ff5GB8DyWRpbryQtkVS2NtMBqXveUF5mi\nLI2+vux+EJ+YDXfJLWTHUKAmAFmTAU/ahMazZYu7JqpoafT0ZIuGjwlNnZr9npRGtI1oZF0ged1T\nIsOPaeRdPbXrrsUEwvMMeCHuqbIC4XljGhMnpl/AW7a4GWRaGj8LLiOmEWJphIpGiPUN+SyNUNEY\n7uopT8hNoF7MQp8ekNY3wR3PWy5FiUZofUPdUxMmZFt8Y8e6vp51t3ojTDQi4qIR0hFDlub6fOOf\n9eXKE9MIHRBCyxRClnuq6Jv7Qi0NLy55RSNrBjl1ajGWxurVjV9nW08e91TaIBS3NELwg2no3cNF\nxDTixxxOIHzPPd1niHuqt9f1z5DrzJfR79eILVtcPwo5dqh7KnRxRR7RCHVPmWgk0IyYRhGi4V07\nIaKRZxbp90kir6WR5p5qxs19zQqEZ8U0vNuhCNF4z3vCylWUe8oPKBDWR0JdRUWKhh/AQwPhjdKs\nXu3eGfHZz4YN3F6oxo0rxtLIIxqhlkZI8NqnK8LS8O6p22+HT34y/ZiNaAvRaIZ7Kq9opLmnQgbI\nPLPILLZvh9e8Jixtlnuq6CW3IaucIJ+f2ueb5Z7aujXM0ghps9Wrw8pVlHvKz85DJxahk6Si3VOh\nlsaUKbUXCsV5z3vgX//VtX1ITCNuaYTGNMaMyRaNkDYLFY2QOIQvWxExDT/WnXEGzE58zGsybSMa\nWYLQLNHwna9qS24/8QnYb7/sfEJjGmUEwvPENPzqqRD3VFZMI2RWGPKcIF+uPO6ppJsPe3pqohFC\nqGj097tjjrSlMWVK43PohSTrfoV4Xt7SCHVPpbkx45ZGVn4hd4Sr1saT4VoaPq+s68e7p049dWju\n7rYQjf/5n3yWRsibu4oQjbyrp4qKaeSZpTczptFo8POWRtY5aZZ7yq9fTyJU1LIGWU8e0U0T8J6e\nobmnQgbwadOy3+MQEswNtTTSRGPqVPc5YUL+mEaoe2ry5OR+MpSYRtZThEPuXYFs0fB5ZfUnn27K\nFFtym0poTCPrUdFQ8xuGDFj+Yk56d0RZgfA870wuOqbhz+9IL7kdyUB4vFxZN7yFiq4X8CxLo0j3\nVH8/HHYYPPNMuhB6t0iIpZF1TN/n0kTDu6fyrJ4KneRNntzYNQbFxzS8WzHU1ZZ2n0ZPT5gF5ifI\nJhoZZInGscfCU09lP/UT8lsaO+6YvOIlZMD1jVxkTCPPuvWi7wj3F+RIP7DQ1zlpUI2vv09KE59R\npw3O8b6RdQGHnr800YjHNELIE9MYPx5mzIB169LLFhKAHTfOpUsalH26JNHwLxfLG9PIEwgvWjSy\nxNYLwXAtDT9xyCqbd0+ZaGSQdePeM8+4T38BZ3X+IkQj1D3lRcPvM1ziA2gWzQiE+7xG+j6NtMGj\nv78Wr0gbYPyFmzWj9+0d8u6I0EdcZLmnOjrc3crXX5+dV6h7yve9GTPSn/4bumpn/Hg36KbFfHp7\nnUXRaOD2lkZHR/H3afiYQFG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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "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": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "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 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": 11, + "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": 12, + "metadata": { + "collapsed": false + }, + "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": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "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": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2012 2175217\n", + "2003 2234584\n", + "2006 2307352\n", + "2017 2321583\n", + "2001 2529279\n", + "1992 2574578\n", + "1993 2703886\n", + "1988 2765617\n", + "2007 2780164\n", + "1987 2855570\n", + "2016 2856393\n", + "2011 2857040\n", + "2008 2973918\n", + "1998 3034904\n", + "2002 3125418\n", + "2009 3444020\n", + "1994 3514763\n", + "1996 3539413\n", + "2004 3567744\n", + "1997 3620066\n", + "2015 3654892\n", + "2000 3826372\n", + "2005 3835025\n", + "1999 3908112\n", + "2010 4111392\n", + "2013 4182691\n", + "1986 5115251\n", + "1990 5235827\n", + "1989 5466192\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "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 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": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "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": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git "a/module3/exo3/Sujet 1 - Concentration de CO2 dans l'atmosph\303\250re depuis 1958.ipynb" "b/module3/exo3/Sujet 1 - Concentration de CO2 dans l'atmosph\303\250re depuis 1958.ipynb" new file mode 100644 index 0000000000000000000000000000000000000000..016beb70f50785e6021467efb080a0f2321b01dc --- /dev/null +++ "b/module3/exo3/Sujet 1 - Concentration de CO2 dans l'atmosph\303\250re depuis 1958.ipynb" @@ -0,0 +1,766 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Importation des packages python" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import scipy\n", + "from scipy.signal import periodogram\n", + "from statsmodels.tsa.arima.model import ARIMA\n", + "from sklearn.metrics import mean_squared_error\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ne pas exécuter - Téléchargement des données effectué le 15/12/2020" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#columns=['Year','Month','Date_1','Date_2','CO2','CO2_seasonally','CO2_smoothed','CO2_smooth_seasonnally','CO2_fill','CO2_seasonally_fill']\n", + "#data=pd.read_csv('https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/monthly/monthly_in_situ_co2_mlo.csv',names=columns,skiprows=57,sep=',')\n", + "#data.to_csv('co2_data_15_12_2020.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_csv('co2_data_15_12_2020.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Unnamed: 0YearMonthDate_1Date_2CO2CO2_seasonallyCO2_smoothedCO2_smooth_seasonnallyCO2_fillCO2_seasonally_fill
0019581212001958.0411-99.99-99.99-99.99-99.99-99.99-99.99
1119582212311958.1260-99.99-99.99-99.99-99.99-99.99-99.99
2219583212591958.2027315.70314.43316.19314.90315.70314.43
3319584212901958.2877317.45315.16317.30314.98317.45315.16
4419585213201958.3699317.51314.71317.86315.06317.51314.71
....................................
75175120208440582020.6230412.59414.16412.72414.33412.59414.16
75275220209440892020.7077411.25414.77411.03414.57411.25414.77
753753202010441192020.7896411.22414.85411.18414.80411.22414.85
754754202011441502020.8743412.95415.21-99.99-99.99412.95415.21
755755202012441802020.9563-99.99-99.99-99.99-99.99-99.99-99.99
\n", + "

756 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 Year Month Date_1 Date_2 CO2 CO2_seasonally \\\n", + "0 0 1958 1 21200 1958.0411 -99.99 -99.99 \n", + "1 1 1958 2 21231 1958.1260 -99.99 -99.99 \n", + "2 2 1958 3 21259 1958.2027 315.70 314.43 \n", + "3 3 1958 4 21290 1958.2877 317.45 315.16 \n", + "4 4 1958 5 21320 1958.3699 317.51 314.71 \n", + ".. ... ... ... ... ... ... ... \n", + "751 751 2020 8 44058 2020.6230 412.59 414.16 \n", + "752 752 2020 9 44089 2020.7077 411.25 414.77 \n", + "753 753 2020 10 44119 2020.7896 411.22 414.85 \n", + "754 754 2020 11 44150 2020.8743 412.95 415.21 \n", + "755 755 2020 12 44180 2020.9563 -99.99 -99.99 \n", + "\n", + " CO2_smoothed CO2_smooth_seasonnally CO2_fill CO2_seasonally_fill \n", + "0 -99.99 -99.99 -99.99 -99.99 \n", + "1 -99.99 -99.99 -99.99 -99.99 \n", + "2 316.19 314.90 315.70 314.43 \n", + "3 317.30 314.98 317.45 315.16 \n", + "4 317.86 315.06 317.51 314.71 \n", + ".. ... ... ... ... \n", + "751 412.72 414.33 412.59 414.16 \n", + "752 411.03 414.57 411.25 414.77 \n", + "753 411.18 414.80 411.22 414.85 \n", + "754 -99.99 -99.99 412.95 415.21 \n", + "755 -99.99 -99.99 -99.99 -99.99 \n", + "\n", + "[756 rows x 11 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Affichage\n", + "\n", + "Nous voulons afficher les données brutes ainsi que les données lissées.\n", + "L'affichage des données sans traitement supplémentaire n'est pas lisible car certaines valeurs sont manquantes." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data.plot(x='Date_2',y=['CO2_fill','CO2_seasonally_fill'],figsize=(10,10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Il reste deux valeurs manquantes aux extrémités de la série temporelle.\n", + "Nous créons une nouveau dataframe sans ces valeurs manquantes:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "data_clean = data.loc[(data['CO2_seasonally_fill']>0) & (data['CO2_smooth_seasonnally']>0)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous obtenons l'affichage suivant:" + ] + }, + { + "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": [ + "data_clean.plot(x='Date_2',y=['CO2_fill','CO2_seasonally_fill'],figsize=(10,10),title='Niveau de CO2(ppm)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Caractérisation de l'oscillation périodique\n", + "\n", + "Pour estimer la longueur de la période de l'oscillation nous créons une variable 'CO2_cycle\" qui contient uniquement l'oscillation.\n", + "Nous créons cette variable en soustrayant la série lissée aux valeurs de la série brute." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " data_clean['CO2_cycle']=data_clean['CO2_fill']-data_clean['CO2_seasonally_fill']\n" + ] + }, + { + "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": [ + "data_clean['CO2_cycle']=data_clean['CO2_fill']-data_clean['CO2_seasonally_fill']\n", + "data_clean.plot(x='Date_2',y='CO2_cycle',figsize=(10,10),title='Niveau de CO2(ppm)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous calculons ensuite le périodogramme afin de trouver la fréquence de l'oscillation." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Période de l'oscillation en mois: 63\n" + ] + } + ], + "source": [ + "cycle_np=data_clean['CO2_cycle'].to_numpy()\n", + "period = periodogram(cycle_np)\n", + "plt.plot(period[1])\n", + "plt.show()\n", + "print(\"Période de l'oscillation en mois: \" +str(np.argmax(period[1])))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous trouvons une période de 63 mois (environs 5 ans). Cette oscillation de 5 ans est difficilement visualisable sur les courbes. Nous faison donc une moyenne glissante de la variable \"CO2_cycle\" avec une fenêtre de 12 mois." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " data_clean['CO2_cycle_mean']=data_clean['CO2_cycle'].rolling(window=12,min_periods=12,center=True).mean()\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data_clean['CO2_cycle_mean']=data_clean['CO2_cycle'].rolling(window=12,min_periods=12,center=True).mean()\n", + "data_clean.plot(x='Date_2',y='CO2_cycle_mean',figsize=(10,10),title='Niveau de CO2(ppm)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "L'oscillation semble bien avoir une période de 63 mois. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Projections jusque 2025" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous utilisons le modèle ARIMA afin de créer des projections jusque 2025.\n", + "Pour cela nous utilisons la variable lissée \"CO2_smooth_seasonnally\" comme historique pour créer le modèle." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous faison d'abord une première étape pour vérifier les performances du modèle. Nous découpons la série en deux séquence: une pour l'apprentissage et une pour le test." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "X = data_clean['CO2_smooth_seasonnally'].to_numpy()\n", + "X_train = X[0:X.shape[0]-60]\n", + "X_test = X[X.shape[0]-60:X.shape[0]-1]\n", + "n=X_test.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous exécutons ensuite le modèle pour chaque journée de la base de test:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "data_train = [x for x in X_train]\n", + "prediction=[]\n", + "for i in range(0,n,1):\n", + " model = ARIMA(data_train,order=(1,1,0))\n", + " model_fit = model.fit()\n", + " output = model_fit.forecast()\n", + " prediction.append(output[0])\n", + " data_train.append(X_test[i])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous affichons le résultat. Les deux courbes se superposent ce qui indique une erreur proche de 0." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(prediction)\n", + "plt.plot(X_test)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous calculons l'erreur RMSE ainsi que deux méthodes de RMSE normalisées. " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE: 0.014\n", + "NRMSE(max-min): 0.114 %\n", + "NRMSE(mean): 0.003 %\n" + ] + } + ], + "source": [ + "rmse=mean_squared_error(X_test, prediction, squared=False)\n", + "print(\"RMSE: \"+str(np.round(rmse,3)))\n", + "print(\"NRMSE(max-min): \"+str( np.round( (100*rmse /(np.max(X_test)-np.min(X_test))) ,3) )+\" %\")\n", + "print(\"NRMSE(mean): \"+str( np.round( (100*rmse /np.mean(X_test)) ,3) )+\" %\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "L'erreur est très proche de 0. Il faudrait faire plus de vérifications pour éviter le sur-ajustement." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous faisons maintenant une prédiction sur 4 ans:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "forecast = model_fit.predict(start=len(data_train), end=len(data_train)+48)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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