diff --git a/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb b/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..0b5a8aa1cceee6e9d43afcd80704554d82800d25 --- /dev/null +++ b/module3/exo1/analyse-syndrome-grippal-Copy1.ipynb @@ -0,0 +1,2522 @@ +{ + "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": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du Réseau Sentinelles, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n", + "data_file = \"syndrome-grippal.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n", + "\n", + "| Nom de colonne | Libellé de colonne |\n", + "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n", + "| week | Semaine calendaire (ISO 8601) |\n", + "| indicator | Code de l'indicateur de surveillance |\n", + "| inc | Estimation de l'incidence de consultations en nombre de cas |\n", + "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n", + "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n", + "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n", + "| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n", + "\n", + "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202247310242590897.0113953.0154137.0171.0FRFrance
120224636788860187.075589.010290.0114.0FRFrance
220224534530638909.051703.06858.078.0FRFrance
320224433471328880.040546.05243.061.0FRFrance
420224334476936884.052654.06856.080.0FRFrance
520224234746240773.054151.07262.082.0FRFrance
620224134858342388.054778.07364.082.0FRFrance
720224034192736115.047739.06354.072.0FRFrance
820223933990234168.045636.06051.069.0FRFrance
920223832878123733.033829.04335.051.0FRFrance
1020223732139517076.025714.03225.039.0FRFrance
1120223631412010487.017753.02116.026.0FRFrance
12202235392836485.012081.01410.018.0FRFrance
13202234374984731.010265.0117.015.0FRFrance
14202233375864442.010730.0116.016.0FRFrance
152022323122227749.016695.01811.025.0FRFrance
162022313132578905.017609.02013.027.0FRFrance
1720223031500610738.019274.02317.029.0FRFrance
1820222932080115829.025773.03124.038.0FRFrance
1920222832338717970.028804.03527.043.0FRFrance
2020222733601529709.042321.05444.064.0FRFrance
2120222632942124314.034528.04436.052.0FRFrance
2220222532288718582.027192.03529.041.0FRFrance
2320222431929415406.023182.02923.035.0FRFrance
2420222331715913450.020868.02620.032.0FRFrance
2520222231423910930.017548.02116.026.0FRFrance
262022213118048686.014922.01813.023.0FRFrance
2720222031735513600.021110.02620.032.0FRFrance
2820221931717813462.020894.02620.032.0FRFrance
2920221832756922584.032554.04234.050.0FRFrance
.................................
195719852132609619621.032571.04735.059.0FRFrance
195819852032789620885.034907.05138.064.0FRFrance
195919851934315432821.053487.07859.097.0FRFrance
196019851834055529935.051175.07455.093.0FRFrance
196119851733405324366.043740.06244.080.0FRFrance
196219851635036236451.064273.09166.0116.0FRFrance
196319851536388145538.082224.011683.0149.0FRFrance
19641985143134545114400.0154690.0244207.0281.0FRFrance
19651985133197206176080.0218332.0357319.0395.0FRFrance
19661985123245240223304.0267176.0445405.0485.0FRFrance
19671985113276205252399.0300011.0501458.0544.0FRFrance
19681985103353231326279.0380183.0640591.0689.0FRFrance
19691985093369895341109.0398681.0670618.0722.0FRFrance
19701985083389886359529.0420243.0707652.0762.0FRFrance
19711985073471852432599.0511105.0855784.0926.0FRFrance
19721985063565825518011.0613639.01026939.01113.0FRFrance
19731985053637302592795.0681809.011551074.01236.0FRFrance
19741985043424937390794.0459080.0770708.0832.0FRFrance
19751985033213901174689.0253113.0388317.0459.0FRFrance
197619850239758680949.0114223.0177147.0207.0FRFrance
197719850138548965918.0105060.0155120.0190.0FRFrance
197819845238483060602.0109058.0154110.0198.0FRFrance
1979198451310172680242.0123210.0185146.0224.0FRFrance
19801984503123680101401.0145959.0225184.0266.0FRFrance
1981198449310107381684.0120462.0184149.0219.0FRFrance
198219844837862060634.096606.0143110.0176.0FRFrance
198319844737202954274.089784.013199.0163.0FRFrance
198419844638733067686.0106974.0159123.0195.0FRFrance
19851984453135223101414.0169032.0246184.0308.0FRFrance
198619844436842220056.0116788.012537.0213.0FRFrance
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1987 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202247 3 102425 90897.0 113953.0 154 137.0 \n", + "1 202246 3 67888 60187.0 75589.0 102 90.0 \n", + "2 202245 3 45306 38909.0 51703.0 68 58.0 \n", + "3 202244 3 34713 28880.0 40546.0 52 43.0 \n", + "4 202243 3 44769 36884.0 52654.0 68 56.0 \n", + "5 202242 3 47462 40773.0 54151.0 72 62.0 \n", + "6 202241 3 48583 42388.0 54778.0 73 64.0 \n", + "7 202240 3 41927 36115.0 47739.0 63 54.0 \n", + "8 202239 3 39902 34168.0 45636.0 60 51.0 \n", + "9 202238 3 28781 23733.0 33829.0 43 35.0 \n", + "10 202237 3 21395 17076.0 25714.0 32 25.0 \n", + "11 202236 3 14120 10487.0 17753.0 21 16.0 \n", + "12 202235 3 9283 6485.0 12081.0 14 10.0 \n", + "13 202234 3 7498 4731.0 10265.0 11 7.0 \n", + "14 202233 3 7586 4442.0 10730.0 11 6.0 \n", + "15 202232 3 12222 7749.0 16695.0 18 11.0 \n", + "16 202231 3 13257 8905.0 17609.0 20 13.0 \n", + "17 202230 3 15006 10738.0 19274.0 23 17.0 \n", + "18 202229 3 20801 15829.0 25773.0 31 24.0 \n", + "19 202228 3 23387 17970.0 28804.0 35 27.0 \n", + "20 202227 3 36015 29709.0 42321.0 54 44.0 \n", + "21 202226 3 29421 24314.0 34528.0 44 36.0 \n", + "22 202225 3 22887 18582.0 27192.0 35 29.0 \n", + "23 202224 3 19294 15406.0 23182.0 29 23.0 \n", + "24 202223 3 17159 13450.0 20868.0 26 20.0 \n", + "25 202222 3 14239 10930.0 17548.0 21 16.0 \n", + "26 202221 3 11804 8686.0 14922.0 18 13.0 \n", + "27 202220 3 17355 13600.0 21110.0 26 20.0 \n", + "28 202219 3 17178 13462.0 20894.0 26 20.0 \n", + "29 202218 3 27569 22584.0 32554.0 42 34.0 \n", + "... ... ... ... ... ... ... ... \n", + "1957 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1958 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1959 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1960 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1961 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1962 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1963 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1964 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1965 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1966 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1967 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1968 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1969 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1970 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1971 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1972 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1973 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1974 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1975 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1976 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1977 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1978 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1979 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1980 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1981 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1982 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1983 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1984 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1985 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1986 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 171.0 FR France \n", + "1 114.0 FR France \n", + "2 78.0 FR France \n", + "3 61.0 FR France \n", + "4 80.0 FR France \n", + "5 82.0 FR France \n", + "6 82.0 FR France \n", + "7 72.0 FR France \n", + "8 69.0 FR France \n", + "9 51.0 FR France \n", + "10 39.0 FR France \n", + "11 26.0 FR France \n", + "12 18.0 FR France \n", + "13 15.0 FR France \n", + "14 16.0 FR France \n", + "15 25.0 FR France \n", + "16 27.0 FR France \n", + "17 29.0 FR France \n", + "18 38.0 FR France \n", + "19 43.0 FR France \n", + "20 64.0 FR France \n", + "21 52.0 FR France \n", + "22 41.0 FR France \n", + "23 35.0 FR France \n", + "24 32.0 FR France \n", + "25 26.0 FR France \n", + "26 23.0 FR France \n", + "27 32.0 FR France \n", + "28 32.0 FR France \n", + "29 50.0 FR France \n", + "... ... ... ... \n", + "1957 59.0 FR France \n", + "1958 64.0 FR France \n", + "1959 97.0 FR France \n", + "1960 93.0 FR France \n", + "1961 80.0 FR France \n", + "1962 116.0 FR France \n", + "1963 149.0 FR France \n", + "1964 281.0 FR France \n", + "1965 395.0 FR France \n", + "1966 485.0 FR France \n", + "1967 544.0 FR France \n", + "1968 689.0 FR France \n", + "1969 722.0 FR France \n", + "1970 762.0 FR France \n", + "1971 926.0 FR France \n", + "1972 1113.0 FR France \n", + "1973 1236.0 FR France \n", + "1974 832.0 FR France \n", + "1975 459.0 FR France \n", + "1976 207.0 FR France \n", + "1977 190.0 FR France \n", + "1978 198.0 FR France \n", + "1979 224.0 FR France \n", + "1980 266.0 FR France \n", + "1981 219.0 FR France \n", + "1982 176.0 FR France \n", + "1983 163.0 FR France \n", + "1984 195.0 FR France \n", + "1985 308.0 FR France \n", + "1986 213.0 FR France \n", + "\n", + "[1987 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 ? Oui, la semaine 19 de l'année 1989 n'a pas de valeurs associées." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
175019891930NaNNaN0NaNNaNFRFrance
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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "1750 198919 3 0 NaN NaN 0 NaN NaN \n", + "\n", + " geo_insee geo_name \n", + "1750 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": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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2020222733601529709.042321.05444.064.0FRFrance
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2320222431929415406.023182.02923.035.0FRFrance
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.................................
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1986 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202247 3 102425 90897.0 113953.0 154 137.0 \n", + "1 202246 3 67888 60187.0 75589.0 102 90.0 \n", + "2 202245 3 45306 38909.0 51703.0 68 58.0 \n", + "3 202244 3 34713 28880.0 40546.0 52 43.0 \n", + "4 202243 3 44769 36884.0 52654.0 68 56.0 \n", + "5 202242 3 47462 40773.0 54151.0 72 62.0 \n", + "6 202241 3 48583 42388.0 54778.0 73 64.0 \n", + "7 202240 3 41927 36115.0 47739.0 63 54.0 \n", + "8 202239 3 39902 34168.0 45636.0 60 51.0 \n", + "9 202238 3 28781 23733.0 33829.0 43 35.0 \n", + "10 202237 3 21395 17076.0 25714.0 32 25.0 \n", + "11 202236 3 14120 10487.0 17753.0 21 16.0 \n", + "12 202235 3 9283 6485.0 12081.0 14 10.0 \n", + "13 202234 3 7498 4731.0 10265.0 11 7.0 \n", + "14 202233 3 7586 4442.0 10730.0 11 6.0 \n", + "15 202232 3 12222 7749.0 16695.0 18 11.0 \n", + "16 202231 3 13257 8905.0 17609.0 20 13.0 \n", + "17 202230 3 15006 10738.0 19274.0 23 17.0 \n", + "18 202229 3 20801 15829.0 25773.0 31 24.0 \n", + "19 202228 3 23387 17970.0 28804.0 35 27.0 \n", + "20 202227 3 36015 29709.0 42321.0 54 44.0 \n", + "21 202226 3 29421 24314.0 34528.0 44 36.0 \n", + "22 202225 3 22887 18582.0 27192.0 35 29.0 \n", + "23 202224 3 19294 15406.0 23182.0 29 23.0 \n", + "24 202223 3 17159 13450.0 20868.0 26 20.0 \n", + "25 202222 3 14239 10930.0 17548.0 21 16.0 \n", + "26 202221 3 11804 8686.0 14922.0 18 13.0 \n", + "27 202220 3 17355 13600.0 21110.0 26 20.0 \n", + "28 202219 3 17178 13462.0 20894.0 26 20.0 \n", + "29 202218 3 27569 22584.0 32554.0 42 34.0 \n", + "... ... ... ... ... ... ... ... \n", + "1957 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1958 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1959 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1960 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1961 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1962 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1963 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1964 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1965 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1966 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1967 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1968 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1969 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1970 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1971 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1972 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1973 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1974 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1975 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1976 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1977 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1978 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1979 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1980 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1981 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1982 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1983 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1984 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1985 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1986 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 171.0 FR France \n", + "1 114.0 FR France \n", + "2 78.0 FR France \n", + "3 61.0 FR France \n", + "4 80.0 FR France \n", + "5 82.0 FR France \n", + "6 82.0 FR France \n", + "7 72.0 FR France \n", + "8 69.0 FR France \n", + "9 51.0 FR France \n", + "10 39.0 FR France \n", + "11 26.0 FR France \n", + "12 18.0 FR France \n", + "13 15.0 FR France \n", + "14 16.0 FR France \n", + "15 25.0 FR France \n", + "16 27.0 FR France \n", + "17 29.0 FR France \n", + "18 38.0 FR France \n", + "19 43.0 FR France \n", + "20 64.0 FR France \n", + "21 52.0 FR France \n", + "22 41.0 FR France \n", + "23 35.0 FR France \n", + "24 32.0 FR France \n", + "25 26.0 FR France \n", + "26 23.0 FR France \n", + "27 32.0 FR France \n", + "28 32.0 FR France \n", + "29 50.0 FR France \n", + "... ... ... ... \n", + "1957 59.0 FR France \n", + "1958 64.0 FR France \n", + "1959 97.0 FR France \n", + "1960 93.0 FR France \n", + "1961 80.0 FR France \n", + "1962 116.0 FR France \n", + "1963 149.0 FR France \n", + "1964 281.0 FR France \n", + "1965 395.0 FR France \n", + "1966 485.0 FR France \n", + "1967 544.0 FR France \n", + "1968 689.0 FR France \n", + "1969 722.0 FR France \n", + "1970 762.0 FR France \n", + "1971 926.0 FR France \n", + "1972 1113.0 FR France \n", + "1973 1236.0 FR France \n", + "1974 832.0 FR France \n", + "1975 459.0 FR France \n", + "1976 207.0 FR France \n", + "1977 190.0 FR France \n", + "1978 198.0 FR France \n", + "1979 224.0 FR France \n", + "1980 266.0 FR France \n", + "1981 219.0 FR France \n", + "1982 176.0 FR France \n", + "1983 163.0 FR France \n", + "1984 195.0 FR France \n", + "1985 308.0 FR France \n", + "1986 213.0 FR France \n", + "\n", + "[1986 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": {}, + "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": {}, + "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": {}, + "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": {}, + "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'].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": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "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 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": {}, + "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": {}, + "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": {}, + "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": [ + "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": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2021 743449\n", + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2020 2010315\n", + "2012 2175217\n", + "2003 2234584\n", + "2019 2254386\n", + "2006 2307352\n", + "2017 2321583\n", + "2001 2529279\n", + "1992 2574578\n", + "1993 2703886\n", + "2018 2705325\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": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "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": 1 +} diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..3fb8acef11daa2dfc875fa4fd817712fb5f949eb 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -1,5 +1,1230 @@ { - "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 du syndrome 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 1991 et se termine avec une semaine récente." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du Réseau Sentinelles, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"\n", + "data_file = \"syndrome-varicelle.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n", + "\n", + "| Nom de colonne | Libellé de colonne |\n", + "|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n", + "| week | Semaine calendaire (ISO 8601) |\n", + "| indicator | Code de l'indicateur de surveillance |\n", + "| inc | Estimation de l'incidence de consultations en nombre de cas |\n", + "| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n", + "| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n", + "| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n", + "| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n", + "| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n", + "\n", + "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = pd.read_csv(data_url, encoding = 'iso-8859-1', skiprows=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Y a-t-il des points manquants dans ce jeux de données ? A priori non pas de données manquantes mais vérifions-le quand même." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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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": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data[raw_data.isnull().any(axis=1)] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aucune donnée n'est manquante, nous pouvons poursuivre notre analyse sans modifier le fichier." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
0202247766193714952410614FRFrance
12022467304113904692537FRFrance
22022457382717205934639FRFrance
32022447427122316311639FRFrance
420224375863330284249513FRFrance
52022427377019505590639FRFrance
62022417417722196135639FRFrance
720224074883147282947212FRFrance
8202239720413313751306FRFrance
9202238717714193123315FRFrance
10202237717254992951315FRFrance
11202236710691781960213FRFrance
12202235715814002762204FRFrance
13202234722667883744315FRFrance
142022337734001739911026FRFrance
152022327780140861151612618FRFrance
16202231768964170962210614FRFrance
172022307903957701230814919FRFrance
182022297148511006019642221529FRFrance
192022287154711102819914231630FRFrance
202022277211911619826184322440FRFrance
212022267168541280620902251931FRFrance
222022257222461801126481342840FRFrance
232022247224581810526811342741FRFrance
242022237187721487522669282234FRFrance
252022227189161494122891292335FRFrance
262022217203101630724313312537FRFrance
272022207235851900428166362943FRFrance
282022197185931418123005282135FRFrance
292022187178511396321739272133FRFrance
.................................
16391991267176081130423912312042FRFrance
16401991257161691070021638281838FRFrance
16411991247161711007122271281739FRFrance
1642199123711947767116223211329FRFrance
1643199122715452995320951271737FRFrance
1644199121714903897520831261636FRFrance
16451991207190531274225364342345FRFrance
16461991197167391124622232291939FRFrance
16471991187213851388228888382551FRFrance
1648199117713462887718047241632FRFrance
16491991167148571006819646261834FRFrance
1650199115713975978118169251832FRFrance
1651199114712265768416846221430FRFrance
165219911379567604113093171123FRFrance
1653199112710864733114397191325FRFrance
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1656199109713741878018702241533FRFrance
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1658199107712337807716597221529FRFrance
1659199106710877701314741191226FRFrance
1660199105710442654414340181125FRFrance
16611991047791345631126314820FRFrance
16621991037153871048420290271836FRFrance
16631991027162771104621508292038FRFrance
16641991017155651027120859271836FRFrance
16651990527193751329525455342345FRFrance
16661990517190801380724353342543FRFrance
1667199050711079666015498201228FRFrance
16681990497114302610205FRFrance
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1669 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202247 7 6619 3714 9524 10 6 \n", + "1 202246 7 3041 1390 4692 5 3 \n", + "2 202245 7 3827 1720 5934 6 3 \n", + "3 202244 7 4271 2231 6311 6 3 \n", + "4 202243 7 5863 3302 8424 9 5 \n", + "5 202242 7 3770 1950 5590 6 3 \n", + "6 202241 7 4177 2219 6135 6 3 \n", + "7 202240 7 4883 1472 8294 7 2 \n", + "8 202239 7 2041 331 3751 3 0 \n", + "9 202238 7 1771 419 3123 3 1 \n", + "10 202237 7 1725 499 2951 3 1 \n", + "11 202236 7 1069 178 1960 2 1 \n", + "12 202235 7 1581 400 2762 2 0 \n", + "13 202234 7 2266 788 3744 3 1 \n", + "14 202233 7 7340 0 17399 11 0 \n", + "15 202232 7 7801 4086 11516 12 6 \n", + "16 202231 7 6896 4170 9622 10 6 \n", + "17 202230 7 9039 5770 12308 14 9 \n", + "18 202229 7 14851 10060 19642 22 15 \n", + "19 202228 7 15471 11028 19914 23 16 \n", + "20 202227 7 21191 16198 26184 32 24 \n", + "21 202226 7 16854 12806 20902 25 19 \n", + "22 202225 7 22246 18011 26481 34 28 \n", + "23 202224 7 22458 18105 26811 34 27 \n", + "24 202223 7 18772 14875 22669 28 22 \n", + "25 202222 7 18916 14941 22891 29 23 \n", + "26 202221 7 20310 16307 24313 31 25 \n", + "27 202220 7 23585 19004 28166 36 29 \n", + "28 202219 7 18593 14181 23005 28 21 \n", + "29 202218 7 17851 13963 21739 27 21 \n", + "... ... ... ... ... ... ... ... \n", + "1639 199126 7 17608 11304 23912 31 20 \n", + "1640 199125 7 16169 10700 21638 28 18 \n", + "1641 199124 7 16171 10071 22271 28 17 \n", + "1642 199123 7 11947 7671 16223 21 13 \n", + "1643 199122 7 15452 9953 20951 27 17 \n", + "1644 199121 7 14903 8975 20831 26 16 \n", + "1645 199120 7 19053 12742 25364 34 23 \n", + "1646 199119 7 16739 11246 22232 29 19 \n", + "1647 199118 7 21385 13882 28888 38 25 \n", + "1648 199117 7 13462 8877 18047 24 16 \n", + "1649 199116 7 14857 10068 19646 26 18 \n", + "1650 199115 7 13975 9781 18169 25 18 \n", + "1651 199114 7 12265 7684 16846 22 14 \n", + "1652 199113 7 9567 6041 13093 17 11 \n", + "1653 199112 7 10864 7331 14397 19 13 \n", + "1654 199111 7 15574 11184 19964 27 19 \n", + "1655 199110 7 16643 11372 21914 29 20 \n", + "1656 199109 7 13741 8780 18702 24 15 \n", + "1657 199108 7 13289 8813 17765 23 15 \n", + "1658 199107 7 12337 8077 16597 22 15 \n", + "1659 199106 7 10877 7013 14741 19 12 \n", + "1660 199105 7 10442 6544 14340 18 11 \n", + "1661 199104 7 7913 4563 11263 14 8 \n", + "1662 199103 7 15387 10484 20290 27 18 \n", + "1663 199102 7 16277 11046 21508 29 20 \n", + "1664 199101 7 15565 10271 20859 27 18 \n", + "1665 199052 7 19375 13295 25455 34 23 \n", + "1666 199051 7 19080 13807 24353 34 25 \n", + "1667 199050 7 11079 6660 15498 20 12 \n", + "1668 199049 7 1143 0 2610 2 0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 14 FR France \n", + "1 7 FR France \n", + "2 9 FR France \n", + "3 9 FR France \n", + "4 13 FR France \n", + "5 9 FR France \n", + "6 9 FR France \n", + "7 12 FR France \n", + "8 6 FR France \n", + "9 5 FR France \n", + "10 5 FR France \n", + "11 3 FR France \n", + "12 4 FR France \n", + "13 5 FR France \n", + "14 26 FR France \n", + "15 18 FR France \n", + "16 14 FR France \n", + "17 19 FR France \n", + "18 29 FR France \n", + "19 30 FR France \n", + "20 40 FR France \n", + "21 31 FR France \n", + "22 40 FR France \n", + "23 41 FR France \n", + "24 34 FR France \n", + "25 35 FR France \n", + "26 37 FR France \n", + "27 43 FR France \n", + "28 35 FR France \n", + "29 33 FR France \n", + "... ... ... ... \n", + "1639 42 FR France \n", + "1640 38 FR France \n", + "1641 39 FR France \n", + "1642 29 FR France \n", + "1643 37 FR France \n", + "1644 36 FR France \n", + "1645 45 FR France \n", + "1646 39 FR France \n", + "1647 51 FR France \n", + "1648 32 FR France \n", + "1649 34 FR France \n", + "1650 32 FR France \n", + "1651 30 FR France \n", + "1652 23 FR France \n", + "1653 25 FR France \n", + "1654 35 FR France \n", + "1655 38 FR France \n", + "1656 33 FR France \n", + "1657 31 FR France \n", + "1658 29 FR France \n", + "1659 26 FR France \n", + "1660 25 FR France \n", + "1661 20 FR France \n", + "1662 36 FR France \n", + "1663 38 FR France \n", + "1664 36 FR France \n", + "1665 45 FR France \n", + "1666 43 FR France \n", + "1667 28 FR France \n", + "1668 5 FR France \n", + "\n", + "[1669 rows x 10 columns]" + ] + }, + "execution_count": 6, + "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": 7, + "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": 8, + "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.Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n", + "entre lesquelles il manque une semaine.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": [ + "# Etude de l'incidence annuelle\n", + "Nous définissons la période de référence du 1er septembre de l'année $N$ au\n", + "1er septembre de l'année $N+1$. 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.Comme l'incidence de syndrome grippal est très faible en été, cette\n", + "modification ne risque pas de fausser nos conclusions.Encore un petit détail: les données commencent en décembre 1990, ce qui\n", + "rend la première année incomplète. Nous commençons donc l'analyse en 1991.\n" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +1241,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - diff --git a/module3/exo2/syndrome-varicelle.csv b/module3/exo2/syndrome-varicelle.csv new file mode 100644 index 0000000000000000000000000000000000000000..6aa725192a3549b5ab788cb30f651f907f6017e4 --- /dev/null +++ b/module3/exo2/syndrome-varicelle.csv @@ -0,0 +1,1671 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[199049,202247],"geo":["PAY","1"],"geo_ref":"insee","indicator":"7","type":"all","conf_int":true,"compact":false}, @date=2022-12-01T14:35:19+01:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202247,7,6619,3714,9524,10,6,14,FR,France +202246,7,3041,1390,4692,5,3,7,FR,France 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jusqu'à aujourd'hui. L'objectif initial était d'étudier la variation saisonnière, mais l'intérêt s'est déplacé plus tard vers l'étude de la tendance croissante dans le contexte du changement climatique. En honneur à Keeling, ce jeu de données est souvent appelé [\"Keeling Curve\"](https://en.wikipedia.org/wiki/Keeling_Curve)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +38,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } -