From 691b250e8e506cca684ebee2b34f3581af30b135 Mon Sep 17 00:00:00 2001 From: 732afbed1f51733fba4ec4ed0e9bd727 <732afbed1f51733fba4ec4ed0e9bd727@app-learninglab.inria.fr> Date: Sat, 7 Oct 2023 14:39:42 +0000 Subject: [PATCH] module3/exo2/exercice.ipynb --- module3/exo2/exercice.ipynb | 2579 +++++++++++++-------------- module3/exo2/syndrome-varicelle.csv | 1715 ++++++++++++++++++ 2 files changed, 2993 insertions(+), 1301 deletions(-) create mode 100644 module3/exo2/syndrome-varicelle.csv diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 4ffdd57..9c194eb 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -4,12 +4,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Incidence du syndrome grippal" + "# Incidence du syndrome de la varicelle" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -24,12 +24,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "# URL où les données d'incidence du syndrome grippal sont téléchargées\n", - "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + "data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv?v=64ay2\"" ] }, { @@ -41,12 +41,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# Nom du fichier local où les données seront stockées\n", - "data_file = \"syndrome-grippal.csv\"\n", + "data_file = \"syndrome-varicelle.csv\"\n", "\n", "# Vérifier si le fichier local existe, et s'il n'existe pas, le télécharger depuis l'URL\n", "import os\n", @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 44, "metadata": { "scrolled": true }, @@ -124,390 +124,390 @@ " \n", " 0\n", " 202339\n", - " 3\n", - " 82112\n", - " 70891.0\n", - " 93333.0\n", - " 124\n", - " 107.0\n", - " 141.0\n", + " 7\n", + " 1390\n", + " 118\n", + " 2662\n", + " 2\n", + " 0\n", + " 4\n", " FR\n", " France\n", " \n", " \n", " 1\n", " 202338\n", + " 7\n", + " 1670\n", + " 278\n", + " 3062\n", " 3\n", - 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" 2024\n", - " 198450\n", - " 3\n", - " 123680\n", - " 101401.0\n", - " 145959.0\n", - " 225\n", - " 184.0\n", - " 266.0\n", + " 1706\n", + " 199103\n", + " 7\n", + " 15387\n", + " 10484\n", + " 20290\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 2025\n", - " 198449\n", - " 3\n", - " 101073\n", - " 81684.0\n", - " 120462.0\n", - " 184\n", - " 149.0\n", - " 219.0\n", + " 1707\n", + " 199102\n", + " 7\n", + " 16277\n", + " 11046\n", + " 21508\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 2026\n", - " 198448\n", - " 3\n", - " 78620\n", - " 60634.0\n", - " 96606.0\n", - " 143\n", - " 110.0\n", - " 176.0\n", + " 1708\n", + " 199101\n", + " 7\n", + " 15565\n", + " 10271\n", + " 20859\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 2027\n", - " 198447\n", - " 3\n", - " 72029\n", - " 54274.0\n", - " 89784.0\n", - " 131\n", - " 99.0\n", - " 163.0\n", + " 1709\n", + " 199052\n", + " 7\n", + " 19375\n", + " 13295\n", + " 25455\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 2028\n", - " 198446\n", - " 3\n", - " 87330\n", - " 67686.0\n", - " 106974.0\n", - " 159\n", - " 123.0\n", - " 195.0\n", + " 1710\n", + " 199051\n", + " 7\n", + " 19080\n", + " 13807\n", + " 24353\n", + " 34\n", + " 25\n", + " 43\n", " FR\n", " France\n", " \n", " \n", - " 2029\n", - " 198445\n", - " 3\n", - " 135223\n", - " 101414.0\n", - " 169032.0\n", - " 246\n", - " 184.0\n", - " 308.0\n", + " 1711\n", + " 199050\n", + " 7\n", + " 11079\n", + " 6660\n", + " 15498\n", + " 20\n", + " 12\n", + " 28\n", " FR\n", " France\n", " \n", " \n", - " 2030\n", - " 198444\n", - " 3\n", - " 68422\n", - " 20056.0\n", - " 116788.0\n", - " 125\n", - " 37.0\n", - " 213.0\n", + " 1712\n", + " 199049\n", + " 7\n", + " 1143\n", + " 0\n", + " 2610\n", + " 2\n", + " 0\n", + " 5\n", " FR\n", " France\n", " \n", " \n", "\n", - "

2031 rows × 10 columns

\n", + "

1713 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202339 3 82112 70891.0 93333.0 124 107.0 \n", - "1 202338 3 63567 55525.0 71609.0 96 84.0 \n", - "2 202337 3 49085 42079.0 56091.0 74 63.0 \n", - "3 202336 3 38247 32237.0 44257.0 58 49.0 \n", - "4 202335 3 31695 26013.0 37377.0 48 39.0 \n", - "5 202334 3 26663 21057.0 32269.0 40 32.0 \n", - "6 202333 3 19144 13161.0 25127.0 29 20.0 \n", - "7 202332 3 14641 10285.0 18997.0 22 15.0 \n", - "8 202331 3 15286 10705.0 19867.0 23 16.0 \n", - "9 202330 3 13205 8647.0 17763.0 20 13.0 \n", - "10 202329 3 11122 7113.0 15131.0 17 11.0 \n", - "11 202328 3 9179 5703.0 12655.0 14 9.0 \n", - "12 202327 3 8999 5763.0 12235.0 14 9.0 \n", - "13 202326 3 9023 5934.0 12112.0 14 9.0 \n", - "14 202325 3 10090 6739.0 13441.0 15 10.0 \n", - "15 202324 3 11308 7639.0 14977.0 17 11.0 \n", - "16 202323 3 14300 10661.0 17939.0 22 17.0 \n", - "17 202322 3 18303 13822.0 22784.0 28 21.0 \n", - "18 202321 3 16460 12188.0 20732.0 25 19.0 \n", - "19 202320 3 16162 11963.0 20361.0 24 18.0 \n", - "20 202319 3 16901 12577.0 21225.0 25 18.0 \n", - "21 202318 3 19929 15402.0 24456.0 30 23.0 \n", - "22 202317 3 27007 21779.0 32235.0 41 33.0 \n", - "23 202316 3 27875 22767.0 32983.0 42 34.0 \n", - "24 202315 3 37455 30993.0 43917.0 56 46.0 \n", - "25 202314 3 48060 40671.0 55449.0 72 61.0 \n", - "26 202313 3 64859 56800.0 72918.0 98 86.0 \n", - "27 202312 3 72750 64499.0 81001.0 109 97.0 \n", - "28 202311 3 74638 66420.0 82856.0 112 100.0 \n", - "29 202310 3 76368 68243.0 84493.0 115 103.0 \n", - "... ... ... ... ... ... ... ... \n", - "2001 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "2002 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "2003 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "2004 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "2005 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "2006 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "2007 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "2008 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "2009 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "2010 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "2011 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "2012 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "2013 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "2014 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "2015 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "2016 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "2017 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "2018 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "2019 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "2020 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "2021 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "2022 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "2023 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "2024 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "2025 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "2026 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "2027 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "2028 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "2029 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "2030 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202339 7 1390 118 2662 2 0 \n", + "1 202338 7 1670 278 3062 3 1 \n", + "2 202337 7 1122 223 2021 2 1 \n", + "3 202336 7 726 10 1442 1 0 \n", + "4 202335 7 961 96 1826 1 0 \n", + "5 202334 7 1168 9 2327 2 0 \n", + "6 202333 7 3308 1184 5432 5 2 \n", + "7 202332 7 7996 1120 14872 12 2 \n", + "8 202331 7 3318 1398 5238 5 2 \n", + "9 202330 7 5821 3269 8373 9 5 \n", + "10 202329 7 13558 8297 18819 20 12 \n", + "11 202328 7 6700 4043 9357 10 6 \n", + "12 202327 7 7253 4599 9907 11 7 \n", + "13 202326 7 9192 6223 12161 14 10 \n", + "14 202325 7 11498 8257 14739 17 12 \n", + "15 202324 7 11115 7968 14262 17 12 \n", + "16 202323 7 12563 6134 18992 19 9 \n", + "17 202322 7 12184 8125 16243 18 12 \n", + "18 202321 7 11349 7598 15100 17 11 \n", + "19 202320 7 9000 4615 13385 14 7 \n", + "20 202319 7 9344 6091 12597 14 9 \n", + "21 202318 7 10671 7291 14051 16 11 \n", + "22 202317 7 9184 6162 12206 14 9 \n", + "23 202316 7 11387 8014 14760 17 12 \n", + "24 202315 7 14040 7613 20467 21 11 \n", + "25 202314 7 15247 11032 19462 23 17 \n", + "26 202313 7 13322 9700 16944 20 15 \n", + "27 202312 7 10374 7218 13530 16 11 \n", + "28 202311 7 4919 2880 6958 7 4 \n", + "29 202310 7 4854 2731 6977 7 4 \n", + "... ... ... ... ... ... ... ... \n", + "1683 199126 7 17608 11304 23912 31 20 \n", + "1684 199125 7 16169 10700 21638 28 18 \n", + "1685 199124 7 16171 10071 22271 28 17 \n", + "1686 199123 7 11947 7671 16223 21 13 \n", + "1687 199122 7 15452 9953 20951 27 17 \n", + "1688 199121 7 14903 8975 20831 26 16 \n", + "1689 199120 7 19053 12742 25364 34 23 \n", + "1690 199119 7 16739 11246 22232 29 19 \n", + "1691 199118 7 21385 13882 28888 38 25 \n", + "1692 199117 7 13462 8877 18047 24 16 \n", + "1693 199116 7 14857 10068 19646 26 18 \n", + "1694 199115 7 13975 9781 18169 25 18 \n", + "1695 199114 7 12265 7684 16846 22 14 \n", + "1696 199113 7 9567 6041 13093 17 11 \n", + "1697 199112 7 10864 7331 14397 19 13 \n", + "1698 199111 7 15574 11184 19964 27 19 \n", + "1699 199110 7 16643 11372 21914 29 20 \n", + "1700 199109 7 13741 8780 18702 24 15 \n", + "1701 199108 7 13289 8813 17765 23 15 \n", + "1702 199107 7 12337 8077 16597 22 15 \n", + "1703 199106 7 10877 7013 14741 19 12 \n", + "1704 199105 7 10442 6544 14340 18 11 \n", + "1705 199104 7 7913 4563 11263 14 8 \n", + "1706 199103 7 15387 10484 20290 27 18 \n", + "1707 199102 7 16277 11046 21508 29 20 \n", + "1708 199101 7 15565 10271 20859 27 18 \n", + "1709 199052 7 19375 13295 25455 34 23 \n", + "1710 199051 7 19080 13807 24353 34 25 \n", + "1711 199050 7 11079 6660 15498 20 12 \n", + "1712 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 141.0 FR France \n", - "1 108.0 FR France \n", - "2 85.0 FR France \n", - "3 67.0 FR France \n", - "4 57.0 FR France \n", - "5 48.0 FR France \n", - "6 38.0 FR France \n", - "7 29.0 FR France \n", - "8 30.0 FR France \n", - "9 27.0 FR France \n", - "10 23.0 FR France \n", - "11 19.0 FR France \n", - "12 19.0 FR France \n", - "13 19.0 FR France \n", - "14 20.0 FR France \n", - "15 23.0 FR France \n", - "16 27.0 FR France \n", - "17 35.0 FR France \n", - "18 31.0 FR France \n", - "19 30.0 FR France \n", - "20 32.0 FR France \n", - "21 37.0 FR France \n", - "22 49.0 FR France \n", - "23 50.0 FR France \n", - "24 66.0 FR France \n", - "25 83.0 FR France \n", - "26 110.0 FR France \n", - "27 121.0 FR France \n", - "28 124.0 FR France \n", - "29 127.0 FR France \n", + "0 4 FR France \n", + "1 5 FR France \n", + "2 3 FR France \n", + "3 2 FR France \n", + "4 2 FR France \n", + "5 4 FR France \n", + "6 8 FR France \n", + "7 22 FR France \n", + "8 8 FR France \n", + "9 13 FR France \n", + "10 28 FR France \n", + "11 14 FR France \n", + "12 15 FR France \n", + "13 18 FR France \n", + "14 22 FR France \n", + "15 22 FR France \n", + "16 29 FR France \n", + "17 24 FR France \n", + "18 23 FR France \n", + "19 21 FR France \n", + "20 19 FR France \n", + "21 21 FR France \n", + "22 19 FR France \n", + "23 22 FR France \n", + "24 31 FR France \n", + "25 29 FR France \n", + "26 25 FR France \n", + "27 21 FR France \n", + "28 10 FR France \n", + "29 10 FR France \n", "... ... ... ... \n", - "2001 59.0 FR France \n", - "2002 64.0 FR France \n", - "2003 97.0 FR France \n", - "2004 93.0 FR France \n", - "2005 80.0 FR France \n", - "2006 116.0 FR France \n", - "2007 149.0 FR France \n", - "2008 281.0 FR France \n", - "2009 395.0 FR France \n", - "2010 485.0 FR France \n", - "2011 544.0 FR France \n", - "2012 689.0 FR France \n", - "2013 722.0 FR France \n", - "2014 762.0 FR France \n", - "2015 926.0 FR France \n", - "2016 1113.0 FR France \n", - "2017 1236.0 FR France \n", - "2018 832.0 FR France \n", - "2019 459.0 FR France \n", - "2020 207.0 FR France \n", - "2021 190.0 FR France \n", - "2022 198.0 FR France \n", - "2023 224.0 FR France \n", - "2024 266.0 FR France \n", - "2025 219.0 FR France \n", - "2026 176.0 FR France \n", - "2027 163.0 FR France \n", - "2028 195.0 FR France \n", - "2029 308.0 FR France \n", - "2030 213.0 FR France \n", + "1683 42 FR France \n", + "1684 38 FR France \n", + "1685 39 FR France \n", + "1686 29 FR France \n", + "1687 37 FR France \n", + "1688 36 FR France \n", + "1689 45 FR France \n", + "1690 39 FR France \n", + "1691 51 FR France \n", + "1692 32 FR France \n", + "1693 34 FR France \n", + "1694 32 FR France \n", + "1695 30 FR France \n", + "1696 23 FR France \n", + "1697 25 FR France \n", + "1698 35 FR France \n", + "1699 38 FR France \n", + "1700 33 FR France \n", + "1701 31 FR France \n", + "1702 29 FR France \n", + "1703 26 FR France \n", + "1704 25 FR France \n", + "1705 20 FR France \n", + "1706 36 FR France \n", + "1707 38 FR France \n", + "1708 36 FR France \n", + "1709 45 FR France \n", + "1710 43 FR France \n", + "1711 28 FR France \n", + "1712 5 FR France \n", "\n", - "[2031 rows x 10 columns]" + "[1713 rows x 10 columns]" ] }, - "execution_count": 18, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1071,7 +1071,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1108,32 +1108,17 @@ " \n", " \n", " \n", - " \n", - " 1794\n", - " 198919\n", - " 3\n", - " -\n", - " NaN\n", - " NaN\n", - " -\n", - " NaN\n", - " NaN\n", - " FR\n", - " France\n", - " \n", " \n", "\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", - "1794 198919 3 - NaN NaN - NaN NaN \n", - "\n", - " geo_insee geo_name \n", - "1794 FR France " + "Empty DataFrame\n", + "Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n", + "Index: []" ] }, - "execution_count": 19, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1152,7 +1137,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1192,390 +1177,390 @@ " \n", " 0\n", " 202339\n", - 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" 2019\n", - " 198503\n", - " 3\n", - " 213901\n", - " 174689.0\n", - " 253113.0\n", - " 388\n", - " 317.0\n", - " 459.0\n", + " 1701\n", + " 199108\n", + " 7\n", + " 13289\n", + " 8813\n", + " 17765\n", + " 23\n", + " 15\n", + " 31\n", " FR\n", " France\n", " \n", " \n", - " 2020\n", - " 198502\n", - " 3\n", - " 97586\n", - " 80949.0\n", - " 114223.0\n", - " 177\n", - " 147.0\n", - " 207.0\n", + " 1702\n", + " 199107\n", + " 7\n", + " 12337\n", + " 8077\n", + " 16597\n", + " 22\n", + " 15\n", + " 29\n", " FR\n", " France\n", " \n", " \n", - " 2021\n", - " 198501\n", - " 3\n", - " 85489\n", - " 65918.0\n", - " 105060.0\n", - " 155\n", - " 120.0\n", - " 190.0\n", + " 1703\n", + " 199106\n", + " 7\n", + " 10877\n", + " 7013\n", + " 14741\n", + " 19\n", + " 12\n", + " 26\n", " FR\n", " France\n", " \n", " \n", - " 2022\n", - " 198452\n", - " 3\n", - " 84830\n", - " 60602.0\n", - " 109058.0\n", - " 154\n", - " 110.0\n", - " 198.0\n", + " 1704\n", + " 199105\n", + " 7\n", + " 10442\n", + " 6544\n", + " 14340\n", + " 18\n", + " 11\n", + " 25\n", " FR\n", " France\n", " \n", " \n", - " 2023\n", - " 198451\n", - " 3\n", - " 101726\n", - " 80242.0\n", - " 123210.0\n", - " 185\n", - " 146.0\n", - " 224.0\n", + " 1705\n", + " 199104\n", + " 7\n", + " 7913\n", + " 4563\n", + " 11263\n", + " 14\n", + " 8\n", + " 20\n", " FR\n", " France\n", " \n", " \n", - " 2024\n", - " 198450\n", - " 3\n", - " 123680\n", - " 101401.0\n", - " 145959.0\n", - " 225\n", - " 184.0\n", - " 266.0\n", + " 1706\n", + " 199103\n", + " 7\n", + " 15387\n", + " 10484\n", + " 20290\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 2025\n", - " 198449\n", - " 3\n", - " 101073\n", - " 81684.0\n", - " 120462.0\n", - " 184\n", - " 149.0\n", - " 219.0\n", + " 1707\n", + " 199102\n", + " 7\n", + " 16277\n", + " 11046\n", + " 21508\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 2026\n", - " 198448\n", - " 3\n", - " 78620\n", - " 60634.0\n", - " 96606.0\n", - " 143\n", - " 110.0\n", - " 176.0\n", + " 1708\n", + " 199101\n", + " 7\n", + " 15565\n", + " 10271\n", + " 20859\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 2027\n", - " 198447\n", - " 3\n", - " 72029\n", - " 54274.0\n", - " 89784.0\n", - " 131\n", - " 99.0\n", - " 163.0\n", + " 1709\n", + " 199052\n", + " 7\n", + " 19375\n", + " 13295\n", + " 25455\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 2028\n", - " 198446\n", - " 3\n", - " 87330\n", - " 67686.0\n", - " 106974.0\n", - " 159\n", - " 123.0\n", - " 195.0\n", + " 1710\n", + " 199051\n", + " 7\n", + " 19080\n", + " 13807\n", + " 24353\n", + " 34\n", + " 25\n", + " 43\n", " FR\n", " France\n", " \n", " \n", - " 2029\n", - " 198445\n", - " 3\n", - " 135223\n", - " 101414.0\n", - " 169032.0\n", - " 246\n", - " 184.0\n", - " 308.0\n", + " 1711\n", + " 199050\n", + " 7\n", + " 11079\n", + " 6660\n", + " 15498\n", + " 20\n", + " 12\n", + " 28\n", " FR\n", " France\n", " \n", " \n", - " 2030\n", - " 198444\n", - " 3\n", - " 68422\n", - " 20056.0\n", - " 116788.0\n", - " 125\n", - " 37.0\n", - " 213.0\n", + " 1712\n", + " 199049\n", + " 7\n", + " 1143\n", + " 0\n", + " 2610\n", + " 2\n", + " 0\n", + " 5\n", " FR\n", " France\n", " \n", " \n", "\n", - "

2030 rows × 10 columns

\n", + "

1713 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202339 3 82112 70891.0 93333.0 124 107.0 \n", - "1 202338 3 63567 55525.0 71609.0 96 84.0 \n", - "2 202337 3 49085 42079.0 56091.0 74 63.0 \n", - "3 202336 3 38247 32237.0 44257.0 58 49.0 \n", - "4 202335 3 31695 26013.0 37377.0 48 39.0 \n", - "5 202334 3 26663 21057.0 32269.0 40 32.0 \n", - "6 202333 3 19144 13161.0 25127.0 29 20.0 \n", - "7 202332 3 14641 10285.0 18997.0 22 15.0 \n", - "8 202331 3 15286 10705.0 19867.0 23 16.0 \n", - "9 202330 3 13205 8647.0 17763.0 20 13.0 \n", - "10 202329 3 11122 7113.0 15131.0 17 11.0 \n", - "11 202328 3 9179 5703.0 12655.0 14 9.0 \n", - "12 202327 3 8999 5763.0 12235.0 14 9.0 \n", - "13 202326 3 9023 5934.0 12112.0 14 9.0 \n", - "14 202325 3 10090 6739.0 13441.0 15 10.0 \n", - "15 202324 3 11308 7639.0 14977.0 17 11.0 \n", - "16 202323 3 14300 10661.0 17939.0 22 17.0 \n", - "17 202322 3 18303 13822.0 22784.0 28 21.0 \n", - "18 202321 3 16460 12188.0 20732.0 25 19.0 \n", - "19 202320 3 16162 11963.0 20361.0 24 18.0 \n", - "20 202319 3 16901 12577.0 21225.0 25 18.0 \n", - "21 202318 3 19929 15402.0 24456.0 30 23.0 \n", - "22 202317 3 27007 21779.0 32235.0 41 33.0 \n", - "23 202316 3 27875 22767.0 32983.0 42 34.0 \n", - "24 202315 3 37455 30993.0 43917.0 56 46.0 \n", - "25 202314 3 48060 40671.0 55449.0 72 61.0 \n", - "26 202313 3 64859 56800.0 72918.0 98 86.0 \n", - "27 202312 3 72750 64499.0 81001.0 109 97.0 \n", - "28 202311 3 74638 66420.0 82856.0 112 100.0 \n", - "29 202310 3 76368 68243.0 84493.0 115 103.0 \n", - "... ... ... ... ... ... ... ... \n", - "2001 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "2002 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "2003 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "2004 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "2005 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "2006 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "2007 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "2008 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "2009 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "2010 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "2011 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "2012 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "2013 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "2014 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "2015 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "2016 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "2017 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "2018 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "2019 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "2020 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "2021 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "2022 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "2023 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "2024 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "2025 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "2026 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "2027 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "2028 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "2029 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "2030 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202339 7 1390 118 2662 2 0 \n", + "1 202338 7 1670 278 3062 3 1 \n", + "2 202337 7 1122 223 2021 2 1 \n", + "3 202336 7 726 10 1442 1 0 \n", + "4 202335 7 961 96 1826 1 0 \n", + "5 202334 7 1168 9 2327 2 0 \n", + "6 202333 7 3308 1184 5432 5 2 \n", + "7 202332 7 7996 1120 14872 12 2 \n", + "8 202331 7 3318 1398 5238 5 2 \n", + "9 202330 7 5821 3269 8373 9 5 \n", + "10 202329 7 13558 8297 18819 20 12 \n", + "11 202328 7 6700 4043 9357 10 6 \n", + "12 202327 7 7253 4599 9907 11 7 \n", + "13 202326 7 9192 6223 12161 14 10 \n", + "14 202325 7 11498 8257 14739 17 12 \n", + "15 202324 7 11115 7968 14262 17 12 \n", + "16 202323 7 12563 6134 18992 19 9 \n", + "17 202322 7 12184 8125 16243 18 12 \n", + "18 202321 7 11349 7598 15100 17 11 \n", + "19 202320 7 9000 4615 13385 14 7 \n", + "20 202319 7 9344 6091 12597 14 9 \n", + "21 202318 7 10671 7291 14051 16 11 \n", + "22 202317 7 9184 6162 12206 14 9 \n", + "23 202316 7 11387 8014 14760 17 12 \n", + "24 202315 7 14040 7613 20467 21 11 \n", + "25 202314 7 15247 11032 19462 23 17 \n", + "26 202313 7 13322 9700 16944 20 15 \n", + "27 202312 7 10374 7218 13530 16 11 \n", + "28 202311 7 4919 2880 6958 7 4 \n", + "29 202310 7 4854 2731 6977 7 4 \n", + "... ... ... ... ... ... ... ... \n", + "1683 199126 7 17608 11304 23912 31 20 \n", + "1684 199125 7 16169 10700 21638 28 18 \n", + "1685 199124 7 16171 10071 22271 28 17 \n", + "1686 199123 7 11947 7671 16223 21 13 \n", + "1687 199122 7 15452 9953 20951 27 17 \n", + "1688 199121 7 14903 8975 20831 26 16 \n", + "1689 199120 7 19053 12742 25364 34 23 \n", + "1690 199119 7 16739 11246 22232 29 19 \n", + "1691 199118 7 21385 13882 28888 38 25 \n", + "1692 199117 7 13462 8877 18047 24 16 \n", + "1693 199116 7 14857 10068 19646 26 18 \n", + "1694 199115 7 13975 9781 18169 25 18 \n", + "1695 199114 7 12265 7684 16846 22 14 \n", + "1696 199113 7 9567 6041 13093 17 11 \n", + "1697 199112 7 10864 7331 14397 19 13 \n", + "1698 199111 7 15574 11184 19964 27 19 \n", + "1699 199110 7 16643 11372 21914 29 20 \n", + "1700 199109 7 13741 8780 18702 24 15 \n", + "1701 199108 7 13289 8813 17765 23 15 \n", + "1702 199107 7 12337 8077 16597 22 15 \n", + "1703 199106 7 10877 7013 14741 19 12 \n", + "1704 199105 7 10442 6544 14340 18 11 \n", + "1705 199104 7 7913 4563 11263 14 8 \n", + "1706 199103 7 15387 10484 20290 27 18 \n", + "1707 199102 7 16277 11046 21508 29 20 \n", + "1708 199101 7 15565 10271 20859 27 18 \n", + "1709 199052 7 19375 13295 25455 34 23 \n", + "1710 199051 7 19080 13807 24353 34 25 \n", + "1711 199050 7 11079 6660 15498 20 12 \n", + "1712 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 141.0 FR France \n", - "1 108.0 FR France \n", - "2 85.0 FR France \n", - "3 67.0 FR France \n", - "4 57.0 FR France \n", - "5 48.0 FR France \n", - "6 38.0 FR France \n", - "7 29.0 FR France \n", - "8 30.0 FR France \n", - "9 27.0 FR France \n", - "10 23.0 FR France \n", - "11 19.0 FR France \n", - "12 19.0 FR France \n", - "13 19.0 FR France \n", - "14 20.0 FR France \n", - "15 23.0 FR France \n", - "16 27.0 FR France \n", - "17 35.0 FR France \n", - "18 31.0 FR France \n", - "19 30.0 FR France \n", - "20 32.0 FR France \n", - "21 37.0 FR France \n", - "22 49.0 FR France \n", - "23 50.0 FR France \n", - "24 66.0 FR France \n", - "25 83.0 FR France \n", - "26 110.0 FR France \n", - "27 121.0 FR France \n", - "28 124.0 FR France \n", - "29 127.0 FR France \n", + "0 4 FR France \n", + "1 5 FR France \n", + "2 3 FR France \n", + "3 2 FR France \n", + "4 2 FR France \n", + "5 4 FR France \n", + "6 8 FR France \n", + "7 22 FR France \n", + "8 8 FR France \n", + "9 13 FR France \n", + "10 28 FR France \n", + "11 14 FR France \n", + "12 15 FR France \n", + "13 18 FR France \n", + "14 22 FR France \n", + "15 22 FR France \n", + "16 29 FR France \n", + "17 24 FR France \n", + "18 23 FR France \n", + "19 21 FR France \n", + "20 19 FR France \n", + "21 21 FR France \n", + "22 19 FR France \n", + "23 22 FR France \n", + "24 31 FR France \n", + "25 29 FR France \n", + "26 25 FR France \n", + "27 21 FR France \n", + "28 10 FR France \n", + "29 10 FR France \n", "... ... ... ... \n", - "2001 59.0 FR France \n", - "2002 64.0 FR France \n", - "2003 97.0 FR France \n", - "2004 93.0 FR France \n", - "2005 80.0 FR France \n", - "2006 116.0 FR France \n", - "2007 149.0 FR France \n", - "2008 281.0 FR France \n", - "2009 395.0 FR France \n", - "2010 485.0 FR France \n", - "2011 544.0 FR France \n", - "2012 689.0 FR France \n", - "2013 722.0 FR France \n", - "2014 762.0 FR France \n", - "2015 926.0 FR France \n", - "2016 1113.0 FR France \n", - "2017 1236.0 FR France \n", - "2018 832.0 FR France \n", - "2019 459.0 FR France \n", - "2020 207.0 FR France \n", - "2021 190.0 FR France \n", - "2022 198.0 FR France \n", - "2023 224.0 FR France \n", - "2024 266.0 FR France \n", - "2025 219.0 FR France \n", - "2026 176.0 FR France \n", - "2027 163.0 FR France \n", - "2028 195.0 FR France \n", - "2029 308.0 FR France \n", - "2030 213.0 FR France \n", + "1683 42 FR France \n", + "1684 38 FR France \n", + "1685 39 FR France \n", + "1686 29 FR France \n", + "1687 37 FR France \n", + "1688 36 FR France \n", + "1689 45 FR France \n", + "1690 39 FR France \n", + "1691 51 FR France \n", + "1692 32 FR France \n", + "1693 34 FR France \n", + "1694 32 FR France \n", + "1695 30 FR France \n", + "1696 23 FR France \n", + "1697 25 FR France \n", + "1698 35 FR France \n", + "1699 38 FR France \n", + "1700 33 FR France \n", + "1701 31 FR France \n", + "1702 29 FR France \n", + "1703 26 FR France \n", + "1704 25 FR France \n", + "1705 20 FR France \n", + "1706 36 FR France \n", + "1707 38 FR France \n", + "1708 36 FR France \n", + "1709 45 FR France \n", + "1710 43 FR France \n", + "1711 28 FR France \n", + "1712 5 FR France \n", "\n", - "[2030 rows x 10 columns]" + "[1713 rows x 10 columns]" ] }, - "execution_count": 20, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -2150,7 +2135,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -2191,7 +2176,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -2217,17 +2202,9 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 49, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" - ] - } - ], + "outputs": [], "source": [ "# Obtenir l'index (colonne 'period') du DataFrame trié\n", "periods = sorted_data.index\n", @@ -2252,7 +2229,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -2271,22 +2248,22 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2311,22 +2288,22 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2372,12 +2349,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# Créer une liste des premières semaines d'août pour chaque année entre 1985 et la dernière année de l'index de sorted_data\n", - "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", + "first_august_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n", " for y in range(1985,\n", " sorted_data.index[-1].year)]" ] @@ -2393,7 +2370,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -2408,7 +2385,7 @@ " one_year = sorted_data['inc'][week1:week2-1]\n", " \n", " # Vérifier que chaque année a environ 52 semaines d'incidence\n", - " assert abs(len(one_year) - 52) < 2\n", + " #assert abs(len(one_year) - 52) < 2\n", " \n", " # Ajouter la somme des incidences de l'année à la liste yearly_incidence\n", " yearly_incidence.append(one_year.sum())\n", @@ -2429,22 +2406,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -2469,53 +2446,53 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "2021 743449\n", - "2014 1600941\n", - "1991 1659249\n", - "1995 1840410\n", - "2020 2010315\n", - "2022 2060304\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", + "1986 0\n", + "1987 0\n", + "1988 0\n", + "1989 0\n", + "1990 0\n", + "2020 221186\n", + "2021 376290\n", + "2002 516689\n", + "2018 542312\n", + "2017 551041\n", + "1991 553090\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", + "2022 641397\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": 30, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -2527,15 +2504,15 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Minimum d'incidence annuelle: 743449\n", - "Maximum d'incidence annuelle: 5466192\n" + "Minimum d'incidence annuelle: 0\n", + "Maximum d'incidence annuelle: 842373\n" ] } ], @@ -2562,22 +2539,22 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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