diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index f1e6a93580c9c49e89311ebc624f5cd61074e744..429b53b2f0b9f162f9aceff999e66728aaa6927b 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Incidence du syndrome grippal" + "# Incidence de la grippe" ] }, { @@ -34,7 +34,7 @@ "metadata": {}, "outputs": [], "source": [ - "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + "data_url = \"https://www.sentiweb.fr/datasets/all/inc-7-PAY.csv\"" ] }, { @@ -59,30 +59,10 @@ "La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`." ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Rien ne garantit que l'URL utilisée reste toujours valable. Nous avons fait une copie des données en local, puis nous avons utilisé cette copie pour les calculs." - ] - }, { "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], - "source": [ - "f = \"local.txt\"\n", - "\n", - "if not os.path.exists(f):\n", - " urllib.request.urlretrieve(\"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\", f)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, "outputs": [ { "data": { @@ -121,390 +101,390 @@ " \n", " 0\n", " 202513\n", - " 3\n", - " 43291\n", - " 36033.0\n", - " 50549.0\n", - " 65\n", - " 54.0\n", - " 76.0\n", + " 7\n", + " 6790\n", + " 3865\n", + " 9715\n", + " 10\n", + " 6\n", + " 14\n", " FR\n", " France\n", " \n", " \n", " 1\n", " 202512\n", + " 7\n", + " 3858\n", + " 1977\n", + " 5739\n", + " 6\n", " 3\n", - " 53093\n", - " 46098.0\n", - " 60088.0\n", - " 79\n", - " 69.0\n", - " 89.0\n", + " 9\n", " FR\n", " France\n", " \n", " \n", " 2\n", " 202511\n", - " 3\n", - " 59469\n", - 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" 2103\n", - " 198449\n", - " 3\n", - " 101073\n", - " 81684.0\n", - " 120462.0\n", - " 184\n", - " 149.0\n", - " 219.0\n", + " 1785\n", + " 199102\n", + " 7\n", + " 16277\n", + " 11046\n", + " 21508\n", + " 29\n", + " 20\n", + " 38\n", " FR\n", " France\n", " \n", " \n", - " 2104\n", - " 198448\n", - " 3\n", - " 78620\n", - " 60634.0\n", - " 96606.0\n", - " 143\n", - " 110.0\n", - " 176.0\n", + " 1786\n", + " 199101\n", + " 7\n", + " 15565\n", + " 10271\n", + " 20859\n", + " 27\n", + " 18\n", + " 36\n", " FR\n", " France\n", " \n", " \n", - " 2105\n", - " 198447\n", - " 3\n", - " 72029\n", - " 54274.0\n", - " 89784.0\n", - " 131\n", - " 99.0\n", - " 163.0\n", + " 1787\n", + " 199052\n", + " 7\n", + " 19375\n", + " 13295\n", + " 25455\n", + " 34\n", + " 23\n", + " 45\n", " FR\n", " France\n", " \n", " \n", - " 2106\n", - " 198446\n", - " 3\n", - " 87330\n", - " 67686.0\n", - " 106974.0\n", - " 159\n", - " 123.0\n", - " 195.0\n", + " 1788\n", + " 199051\n", + " 7\n", + " 19080\n", + " 13807\n", + " 24353\n", + " 34\n", + " 25\n", + " 43\n", " FR\n", " France\n", " \n", " \n", - " 2107\n", - " 198445\n", - " 3\n", - " 135223\n", - " 101414.0\n", - " 169032.0\n", - " 246\n", - " 184.0\n", - " 308.0\n", + " 1789\n", + " 199050\n", + " 7\n", + " 11079\n", + " 6660\n", + " 15498\n", + " 20\n", + " 12\n", + " 28\n", " FR\n", " France\n", " \n", " \n", - " 2108\n", - " 198444\n", - " 3\n", - " 68422\n", - " 20056.0\n", - " 116788.0\n", - " 125\n", - " 37.0\n", - " 213.0\n", + " 1790\n", + " 199049\n", + " 7\n", + " 1143\n", + " 0\n", + " 2610\n", + " 2\n", + " 0\n", + " 5\n", " FR\n", " France\n", " \n", " \n", "\n", - "

2109 rows × 10 columns

\n", + "

1791 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202513 3 43291 36033.0 50549.0 65 54.0 \n", - "1 202512 3 53093 46098.0 60088.0 79 69.0 \n", - "2 202511 3 59469 52154.0 66784.0 89 78.0 \n", - "3 202510 3 60334 53048.0 67620.0 90 79.0 \n", - "4 202509 3 84531 74994.0 94068.0 126 112.0 \n", - "5 202508 3 136020 124824.0 147216.0 203 186.0 \n", - "6 202507 3 208952 195988.0 221916.0 312 293.0 \n", - "7 202506 3 273519 258159.0 288879.0 408 385.0 \n", - "8 202505 3 334395 318416.0 350374.0 499 475.0 \n", - "9 202504 3 350043 332885.0 367201.0 522 496.0 \n", - "10 202503 3 252772 238917.0 266627.0 377 356.0 \n", - "11 202502 3 257247 242991.0 271503.0 384 363.0 \n", - "12 202501 3 231549 214627.0 248471.0 345 320.0 \n", - "13 202452 3 201726 185870.0 217582.0 302 278.0 \n", - "14 202451 3 201697 187843.0 215551.0 302 281.0 \n", - "15 202450 3 136694 126369.0 147019.0 205 190.0 \n", - "16 202449 3 108487 99037.0 117937.0 163 149.0 \n", - "17 202448 3 87381 78687.0 96075.0 131 118.0 \n", - "18 202447 3 76286 67626.0 84946.0 114 101.0 \n", - "19 202446 3 56399 49006.0 63792.0 85 74.0 \n", - "20 202445 3 47347 40843.0 53851.0 71 61.0 \n", - "21 202444 3 36039 30122.0 41956.0 54 45.0 \n", - "22 202443 3 46572 39928.0 53216.0 70 60.0 \n", - "23 202442 3 67785 60009.0 75561.0 102 90.0 \n", - "24 202441 3 79435 71386.0 87484.0 119 107.0 \n", - "25 202440 3 84965 76555.0 93375.0 127 114.0 \n", - "26 202439 3 91660 82937.0 100383.0 137 124.0 \n", - "27 202438 3 91786 82903.0 100669.0 138 125.0 \n", - "28 202437 3 56460 49319.0 63601.0 85 74.0 \n", - "29 202436 3 33657 27906.0 39408.0 50 41.0 \n", - "... ... ... ... ... ... ... ... \n", - "2079 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "2080 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "2081 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "2082 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "2083 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "2084 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "2085 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "2086 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "2087 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "2088 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "2089 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "2090 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "2091 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "2092 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "2093 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "2094 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "2095 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "2096 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "2097 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "2098 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "2099 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "2100 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "2101 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "2102 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "2103 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "2104 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "2105 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "2106 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "2107 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "2108 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202513 7 6790 3865 9715 10 6 \n", + "1 202512 7 3858 1977 5739 6 3 \n", + "2 202511 7 5878 2747 9009 9 4 \n", + "3 202510 7 2921 1421 4421 4 2 \n", + "4 202509 7 3381 1468 5294 5 2 \n", + "5 202508 7 2835 1286 4384 4 2 \n", + "6 202507 7 4502 2382 6622 7 4 \n", + "7 202506 7 3455 1958 4952 5 3 \n", + "8 202505 7 2087 1056 3118 3 1 \n", + "9 202504 7 6895 4466 9324 10 6 \n", + "10 202503 7 2462 1161 3763 4 2 \n", + "11 202502 7 5966 2757 9175 9 4 \n", + "12 202501 7 6059 2451 9667 9 4 \n", + "13 202452 7 4356 1776 6936 7 3 \n", + "14 202451 7 4670 2239 7101 7 3 \n", + "15 202450 7 7363 4438 10288 11 7 \n", + "16 202449 7 6077 3631 8523 9 5 \n", + "17 202448 7 4189 1454 6924 6 2 \n", + "18 202447 7 1931 726 3136 3 1 \n", + "19 202446 7 2260 863 3657 3 1 \n", + "20 202445 7 2713 1216 4210 4 2 \n", + "21 202444 7 2135 676 3594 3 1 \n", + "22 202443 7 2124 641 3607 3 1 \n", + "23 202442 7 2621 1246 3996 4 2 \n", + "24 202441 7 2035 381 3689 3 1 \n", + "25 202440 7 2125 725 3525 3 1 \n", + "26 202439 7 2898 1333 4463 4 2 \n", + "27 202438 7 751 0 1513 1 0 \n", + "28 202437 7 916 28 1804 1 0 \n", + "29 202436 7 2235 870 3600 3 1 \n", + "... ... ... ... ... ... ... ... \n", + "1761 199126 7 17608 11304 23912 31 20 \n", + "1762 199125 7 16169 10700 21638 28 18 \n", + "1763 199124 7 16171 10071 22271 28 17 \n", + "1764 199123 7 11947 7671 16223 21 13 \n", + "1765 199122 7 15452 9953 20951 27 17 \n", + "1766 199121 7 14903 8975 20831 26 16 \n", + "1767 199120 7 19053 12742 25364 34 23 \n", + "1768 199119 7 16739 11246 22232 29 19 \n", + "1769 199118 7 21385 13882 28888 38 25 \n", + "1770 199117 7 13462 8877 18047 24 16 \n", + "1771 199116 7 14857 10068 19646 26 18 \n", + "1772 199115 7 13975 9781 18169 25 18 \n", + "1773 199114 7 12265 7684 16846 22 14 \n", + "1774 199113 7 9567 6041 13093 17 11 \n", + "1775 199112 7 10864 7331 14397 19 13 \n", + "1776 199111 7 15574 11184 19964 27 19 \n", + "1777 199110 7 16643 11372 21914 29 20 \n", + "1778 199109 7 13741 8780 18702 24 15 \n", + "1779 199108 7 13289 8813 17765 23 15 \n", + "1780 199107 7 12337 8077 16597 22 15 \n", + "1781 199106 7 10877 7013 14741 19 12 \n", + "1782 199105 7 10442 6544 14340 18 11 \n", + "1783 199104 7 7913 4563 11263 14 8 \n", + "1784 199103 7 15387 10484 20290 27 18 \n", + "1785 199102 7 16277 11046 21508 29 20 \n", + "1786 199101 7 15565 10271 20859 27 18 \n", + "1787 199052 7 19375 13295 25455 34 23 \n", + "1788 199051 7 19080 13807 24353 34 25 \n", + "1789 199050 7 11079 6660 15498 20 12 \n", + "1790 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 76.0 FR France \n", - "1 89.0 FR France \n", - "2 100.0 FR France \n", - "3 101.0 FR France \n", - "4 140.0 FR France \n", - "5 220.0 FR France \n", - "6 331.0 FR France \n", - "7 431.0 FR France \n", - "8 523.0 FR France \n", - "9 548.0 FR France \n", - "10 398.0 FR France \n", - "11 405.0 FR France \n", - "12 370.0 FR France \n", - "13 326.0 FR France \n", - "14 323.0 FR France \n", - "15 220.0 FR France \n", - "16 177.0 FR France \n", - "17 144.0 FR France \n", - "18 127.0 FR France \n", - "19 96.0 FR France \n", - "20 81.0 FR France \n", - "21 63.0 FR France \n", - "22 80.0 FR France \n", - "23 114.0 FR France \n", - "24 131.0 FR France \n", - "25 140.0 FR France \n", - "26 150.0 FR France \n", - "27 151.0 FR France \n", - "28 96.0 FR France \n", - "29 59.0 FR France \n", + "0 14 FR France \n", + "1 9 FR France \n", + "2 14 FR France \n", + "3 6 FR France \n", + "4 8 FR France \n", + "5 6 FR France \n", + "6 10 FR France \n", + "7 7 FR France \n", + "8 5 FR France \n", + "9 14 FR France \n", + "10 6 FR France \n", + "11 14 FR France \n", + "12 14 FR France \n", + "13 11 FR France \n", + "14 11 FR France \n", + "15 15 FR France \n", + "16 13 FR France \n", + "17 10 FR France \n", + "18 5 FR France \n", + "19 5 FR France \n", + "20 6 FR France \n", + "21 5 FR France \n", + "22 5 FR France \n", + "23 6 FR France \n", + "24 5 FR France \n", + "25 5 FR France \n", + "26 6 FR France \n", + "27 2 FR France \n", + "28 2 FR France \n", + "29 5 FR France \n", "... ... ... ... \n", - "2079 59.0 FR France \n", - "2080 64.0 FR France \n", - "2081 97.0 FR France \n", - "2082 93.0 FR France \n", - "2083 80.0 FR France \n", - "2084 116.0 FR France \n", - "2085 149.0 FR France \n", - "2086 281.0 FR France \n", - "2087 395.0 FR France \n", - "2088 485.0 FR France \n", - "2089 544.0 FR France \n", - "2090 689.0 FR France \n", - "2091 722.0 FR France \n", - "2092 762.0 FR France \n", - "2093 926.0 FR France \n", - "2094 1113.0 FR France \n", - "2095 1236.0 FR France \n", - "2096 832.0 FR France \n", - "2097 459.0 FR France \n", - "2098 207.0 FR France \n", - "2099 190.0 FR France \n", - "2100 198.0 FR France \n", - "2101 224.0 FR France \n", - "2102 266.0 FR France \n", - "2103 219.0 FR France \n", - "2104 176.0 FR France \n", - "2105 163.0 FR France \n", - "2106 195.0 FR France \n", - "2107 308.0 FR France \n", - "2108 213.0 FR France \n", + "1761 42 FR France \n", + "1762 38 FR France \n", + "1763 39 FR France \n", + "1764 29 FR France \n", + "1765 37 FR France \n", + "1766 36 FR France \n", + "1767 45 FR France \n", + "1768 39 FR France \n", + "1769 51 FR France \n", + "1770 32 FR France \n", + "1771 34 FR France \n", + "1772 32 FR France \n", + "1773 30 FR France \n", + "1774 23 FR France \n", + "1775 25 FR France \n", + "1776 35 FR France \n", + "1777 38 FR France \n", + "1778 33 FR France \n", + "1779 31 FR France \n", + "1780 29 FR France \n", + "1781 26 FR France \n", + "1782 25 FR France \n", + "1783 20 FR France \n", + "1784 36 FR France \n", + "1785 38 FR France \n", + "1786 36 FR France \n", + "1787 45 FR France \n", + "1788 43 FR France \n", + "1789 28 FR France \n", + "1790 5 FR France \n", "\n", - "[2109 rows x 10 columns]" + "[1791 rows x 10 columns]" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "raw_data = pd.read_csv(f, encoding = 'iso-8859-1', skiprows=1)\n", + "raw_data = pd.read_csv(data_url, encoding = 'iso-8859-1', skiprows=1)\n", "raw_data" ] }, @@ -1065,7 +1045,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -1102,32 +1082,17 @@ " \n", " \n", " \n", - " \n", - " 1872\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", - "1872 198919 3 - NaN NaN - NaN NaN \n", - "\n", - " geo_insee geo_name \n", - "1872 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": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -1145,7 +1110,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -1185,390 +1150,390 @@ " \n", " 0\n", " 202513\n", - " 3\n", - " 43291\n", - " 36033.0\n", - " 50549.0\n", - " 65\n", - " 54.0\n", - " 76.0\n", + " 7\n", + " 6790\n", + " 3865\n", + " 9715\n", + " 10\n", + " 6\n", + " 14\n", " FR\n", " France\n", " \n", " \n", " 1\n", " 202512\n", + " 7\n", + " 3858\n", + " 1977\n", + " 5739\n", + " 6\n", " 3\n", - " 53093\n", - " 46098.0\n", - " 60088.0\n", - " 79\n", - " 69.0\n", - " 89.0\n", + " 9\n", " FR\n", " France\n", " \n", " \n", " 2\n", " 202511\n", - " 3\n", - " 59469\n", - " 52154.0\n", - " 66784.0\n", - " 89\n", - " 78.0\n", - " 100.0\n", + " 7\n", + " 5878\n", + " 2747\n", + " 9009\n", + " 9\n", + " 4\n", + " 14\n", " FR\n", " France\n", " \n", " \n", " 3\n", " 202510\n", - " 3\n", - " 60334\n", - " 53048.0\n", - " 67620.0\n", - 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2108 rows × 10 columns

\n", + "

1791 rows × 10 columns

\n", "" ], "text/plain": [ - " week indicator inc inc_low inc_up inc100 inc100_low \\\n", - "0 202513 3 43291 36033.0 50549.0 65 54.0 \n", - "1 202512 3 53093 46098.0 60088.0 79 69.0 \n", - "2 202511 3 59469 52154.0 66784.0 89 78.0 \n", - "3 202510 3 60334 53048.0 67620.0 90 79.0 \n", - "4 202509 3 84531 74994.0 94068.0 126 112.0 \n", - "5 202508 3 136020 124824.0 147216.0 203 186.0 \n", - "6 202507 3 208952 195988.0 221916.0 312 293.0 \n", - "7 202506 3 273519 258159.0 288879.0 408 385.0 \n", - "8 202505 3 334395 318416.0 350374.0 499 475.0 \n", - "9 202504 3 350043 332885.0 367201.0 522 496.0 \n", - "10 202503 3 252772 238917.0 266627.0 377 356.0 \n", - "11 202502 3 257247 242991.0 271503.0 384 363.0 \n", - "12 202501 3 231549 214627.0 248471.0 345 320.0 \n", - "13 202452 3 201726 185870.0 217582.0 302 278.0 \n", - "14 202451 3 201697 187843.0 215551.0 302 281.0 \n", - "15 202450 3 136694 126369.0 147019.0 205 190.0 \n", - "16 202449 3 108487 99037.0 117937.0 163 149.0 \n", - "17 202448 3 87381 78687.0 96075.0 131 118.0 \n", - "18 202447 3 76286 67626.0 84946.0 114 101.0 \n", - "19 202446 3 56399 49006.0 63792.0 85 74.0 \n", - "20 202445 3 47347 40843.0 53851.0 71 61.0 \n", - "21 202444 3 36039 30122.0 41956.0 54 45.0 \n", - "22 202443 3 46572 39928.0 53216.0 70 60.0 \n", - "23 202442 3 67785 60009.0 75561.0 102 90.0 \n", - "24 202441 3 79435 71386.0 87484.0 119 107.0 \n", - "25 202440 3 84965 76555.0 93375.0 127 114.0 \n", - "26 202439 3 91660 82937.0 100383.0 137 124.0 \n", - "27 202438 3 91786 82903.0 100669.0 138 125.0 \n", - "28 202437 3 56460 49319.0 63601.0 85 74.0 \n", - "29 202436 3 33657 27906.0 39408.0 50 41.0 \n", - "... ... ... ... ... ... ... ... \n", - "2079 198521 3 26096 19621.0 32571.0 47 35.0 \n", - "2080 198520 3 27896 20885.0 34907.0 51 38.0 \n", - "2081 198519 3 43154 32821.0 53487.0 78 59.0 \n", - "2082 198518 3 40555 29935.0 51175.0 74 55.0 \n", - "2083 198517 3 34053 24366.0 43740.0 62 44.0 \n", - "2084 198516 3 50362 36451.0 64273.0 91 66.0 \n", - "2085 198515 3 63881 45538.0 82224.0 116 83.0 \n", - "2086 198514 3 134545 114400.0 154690.0 244 207.0 \n", - "2087 198513 3 197206 176080.0 218332.0 357 319.0 \n", - "2088 198512 3 245240 223304.0 267176.0 445 405.0 \n", - "2089 198511 3 276205 252399.0 300011.0 501 458.0 \n", - "2090 198510 3 353231 326279.0 380183.0 640 591.0 \n", - "2091 198509 3 369895 341109.0 398681.0 670 618.0 \n", - "2092 198508 3 389886 359529.0 420243.0 707 652.0 \n", - "2093 198507 3 471852 432599.0 511105.0 855 784.0 \n", - "2094 198506 3 565825 518011.0 613639.0 1026 939.0 \n", - "2095 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", - "2096 198504 3 424937 390794.0 459080.0 770 708.0 \n", - "2097 198503 3 213901 174689.0 253113.0 388 317.0 \n", - "2098 198502 3 97586 80949.0 114223.0 177 147.0 \n", - "2099 198501 3 85489 65918.0 105060.0 155 120.0 \n", - "2100 198452 3 84830 60602.0 109058.0 154 110.0 \n", - "2101 198451 3 101726 80242.0 123210.0 185 146.0 \n", - "2102 198450 3 123680 101401.0 145959.0 225 184.0 \n", - "2103 198449 3 101073 81684.0 120462.0 184 149.0 \n", - "2104 198448 3 78620 60634.0 96606.0 143 110.0 \n", - "2105 198447 3 72029 54274.0 89784.0 131 99.0 \n", - "2106 198446 3 87330 67686.0 106974.0 159 123.0 \n", - "2107 198445 3 135223 101414.0 169032.0 246 184.0 \n", - "2108 198444 3 68422 20056.0 116788.0 125 37.0 \n", + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202513 7 6790 3865 9715 10 6 \n", + "1 202512 7 3858 1977 5739 6 3 \n", + "2 202511 7 5878 2747 9009 9 4 \n", + "3 202510 7 2921 1421 4421 4 2 \n", + "4 202509 7 3381 1468 5294 5 2 \n", + "5 202508 7 2835 1286 4384 4 2 \n", + "6 202507 7 4502 2382 6622 7 4 \n", + "7 202506 7 3455 1958 4952 5 3 \n", + "8 202505 7 2087 1056 3118 3 1 \n", + "9 202504 7 6895 4466 9324 10 6 \n", + "10 202503 7 2462 1161 3763 4 2 \n", + "11 202502 7 5966 2757 9175 9 4 \n", + "12 202501 7 6059 2451 9667 9 4 \n", + "13 202452 7 4356 1776 6936 7 3 \n", + "14 202451 7 4670 2239 7101 7 3 \n", + "15 202450 7 7363 4438 10288 11 7 \n", + "16 202449 7 6077 3631 8523 9 5 \n", + "17 202448 7 4189 1454 6924 6 2 \n", + "18 202447 7 1931 726 3136 3 1 \n", + "19 202446 7 2260 863 3657 3 1 \n", + "20 202445 7 2713 1216 4210 4 2 \n", + "21 202444 7 2135 676 3594 3 1 \n", + "22 202443 7 2124 641 3607 3 1 \n", + "23 202442 7 2621 1246 3996 4 2 \n", + "24 202441 7 2035 381 3689 3 1 \n", + "25 202440 7 2125 725 3525 3 1 \n", + "26 202439 7 2898 1333 4463 4 2 \n", + "27 202438 7 751 0 1513 1 0 \n", + "28 202437 7 916 28 1804 1 0 \n", + "29 202436 7 2235 870 3600 3 1 \n", + "... ... ... ... ... ... ... ... \n", + "1761 199126 7 17608 11304 23912 31 20 \n", + "1762 199125 7 16169 10700 21638 28 18 \n", + "1763 199124 7 16171 10071 22271 28 17 \n", + "1764 199123 7 11947 7671 16223 21 13 \n", + "1765 199122 7 15452 9953 20951 27 17 \n", + "1766 199121 7 14903 8975 20831 26 16 \n", + "1767 199120 7 19053 12742 25364 34 23 \n", + "1768 199119 7 16739 11246 22232 29 19 \n", + "1769 199118 7 21385 13882 28888 38 25 \n", + "1770 199117 7 13462 8877 18047 24 16 \n", + "1771 199116 7 14857 10068 19646 26 18 \n", + "1772 199115 7 13975 9781 18169 25 18 \n", + "1773 199114 7 12265 7684 16846 22 14 \n", + "1774 199113 7 9567 6041 13093 17 11 \n", + "1775 199112 7 10864 7331 14397 19 13 \n", + "1776 199111 7 15574 11184 19964 27 19 \n", + "1777 199110 7 16643 11372 21914 29 20 \n", + "1778 199109 7 13741 8780 18702 24 15 \n", + "1779 199108 7 13289 8813 17765 23 15 \n", + "1780 199107 7 12337 8077 16597 22 15 \n", + "1781 199106 7 10877 7013 14741 19 12 \n", + "1782 199105 7 10442 6544 14340 18 11 \n", + "1783 199104 7 7913 4563 11263 14 8 \n", + "1784 199103 7 15387 10484 20290 27 18 \n", + "1785 199102 7 16277 11046 21508 29 20 \n", + "1786 199101 7 15565 10271 20859 27 18 \n", + "1787 199052 7 19375 13295 25455 34 23 \n", + "1788 199051 7 19080 13807 24353 34 25 \n", + "1789 199050 7 11079 6660 15498 20 12 \n", + "1790 199049 7 1143 0 2610 2 0 \n", "\n", " inc100_up geo_insee geo_name \n", - "0 76.0 FR France \n", - "1 89.0 FR France \n", - "2 100.0 FR France \n", - "3 101.0 FR France \n", - "4 140.0 FR France \n", - "5 220.0 FR France \n", - "6 331.0 FR France \n", - "7 431.0 FR France \n", - "8 523.0 FR France \n", - "9 548.0 FR France \n", - "10 398.0 FR France \n", - "11 405.0 FR France \n", - "12 370.0 FR France \n", - "13 326.0 FR France \n", - "14 323.0 FR France \n", - "15 220.0 FR France \n", - "16 177.0 FR France \n", - "17 144.0 FR France \n", - "18 127.0 FR France \n", - "19 96.0 FR France \n", - "20 81.0 FR France \n", - "21 63.0 FR France \n", - "22 80.0 FR France \n", - "23 114.0 FR France \n", - "24 131.0 FR France \n", - "25 140.0 FR France \n", - "26 150.0 FR France \n", - "27 151.0 FR France \n", - "28 96.0 FR France \n", - "29 59.0 FR France \n", + "0 14 FR France \n", + "1 9 FR France \n", + "2 14 FR France \n", + "3 6 FR France \n", + "4 8 FR France \n", + "5 6 FR France \n", + "6 10 FR France \n", + "7 7 FR France \n", + "8 5 FR France \n", + "9 14 FR France \n", + "10 6 FR France \n", + "11 14 FR France \n", + "12 14 FR France \n", + "13 11 FR France \n", + "14 11 FR France \n", + "15 15 FR France \n", + "16 13 FR France \n", + "17 10 FR France \n", + "18 5 FR France \n", + "19 5 FR France \n", + "20 6 FR France \n", + "21 5 FR France \n", + "22 5 FR France \n", + "23 6 FR France \n", + "24 5 FR France \n", + "25 5 FR France \n", + "26 6 FR France \n", + "27 2 FR France \n", + "28 2 FR France \n", + "29 5 FR France \n", "... ... ... ... \n", - "2079 59.0 FR France \n", - "2080 64.0 FR France \n", - "2081 97.0 FR France \n", - "2082 93.0 FR France \n", - "2083 80.0 FR France \n", - "2084 116.0 FR France \n", - "2085 149.0 FR France \n", - "2086 281.0 FR France \n", - "2087 395.0 FR France \n", - "2088 485.0 FR France \n", - "2089 544.0 FR France \n", - "2090 689.0 FR France \n", - "2091 722.0 FR France \n", - "2092 762.0 FR France \n", - "2093 926.0 FR France \n", - "2094 1113.0 FR France \n", - "2095 1236.0 FR France \n", - "2096 832.0 FR France \n", - "2097 459.0 FR France \n", - "2098 207.0 FR France \n", - "2099 190.0 FR France \n", - "2100 198.0 FR France \n", - "2101 224.0 FR France \n", - "2102 266.0 FR France \n", - "2103 219.0 FR France \n", - "2104 176.0 FR France \n", - "2105 163.0 FR France \n", - "2106 195.0 FR France \n", - "2107 308.0 FR France \n", - "2108 213.0 FR France \n", + "1761 42 FR France \n", + "1762 38 FR France \n", + "1763 39 FR France \n", + "1764 29 FR France \n", + "1765 37 FR France \n", + "1766 36 FR France \n", + "1767 45 FR France \n", + "1768 39 FR France \n", + "1769 51 FR France \n", + "1770 32 FR France \n", + "1771 34 FR France \n", + "1772 32 FR France \n", + "1773 30 FR France \n", + "1774 23 FR France \n", + "1775 25 FR France \n", + "1776 35 FR France \n", + "1777 38 FR France \n", + "1778 33 FR France \n", + "1779 31 FR France \n", + "1780 29 FR France \n", + "1781 26 FR France \n", + "1782 25 FR France \n", + "1783 20 FR France \n", + "1784 36 FR France \n", + "1785 38 FR France \n", + "1786 36 FR France \n", + "1787 45 FR France \n", + "1788 43 FR France \n", + "1789 28 FR France \n", + "1790 5 FR France \n", "\n", - "[2108 rows x 10 columns]" + "[1791 rows x 10 columns]" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -2140,7 +2105,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -2170,7 +2135,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -2195,17 +2160,9 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n" - ] - } - ], + "outputs": [], "source": [ "periods = sorted_data.index\n", "for p1, p2 in zip(periods[:-1], periods[1:]):\n", @@ -2231,22 +2188,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2271,22 +2228,22 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2331,12 +2288,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", - " for y in range(1985,\n", + " for y in range(1991,\n", " sorted_data.index[-1].year)]" ] }, @@ -2351,7 +2308,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -2360,7 +2317,7 @@ "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", + " #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)" @@ -2375,22 +2332,22 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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YeilrgNaI6EllWikknqfH0W6rIf6GOrN8K7UnEsAPJB2UtDHFLoqI4wDpeW6KLwDeLSp7LMUWpOOh8UFlIqIP+BC4YIS6BpG0UVKbpLbu7u4S35LVAm+QZ5ZvpfZEro6I9yTNBVol/WiEczVMLEaIZy0zEIjYDmyHwrYnI7TNaow3yDPLt5J6IhHxXnruAp6nMD/xvqR5AOm5K51+DLi4qPhC4L0UXzhMfFAZSQ3A+UDPCHVZHRnLN9SZWW0ZNYlIOk/SjP5jYDXwJrAL6F8t1QK8kI53Ac1pxdVlFCbQ96chr1OSVqX5jtuGlOmv60bg5SjsDPkisFrSrDShvjrFrI48cmsTW9cvZcn8mWxdv3TQN9aZWWmqtcKxlOGsi4Dn02rcBuCpiPi+pAPATkkbgE7gJoCIOCxpJ/AW0AfcEREfp7puBx4DzqEwob47xR8FnkiT8D0UVncRET2S7gUOpPPu6Z9kNzOzAdX6CmBvBW9mlmPl+gpgbwVvZjYJVXuFo5OImVmOVXuFo78e18ws56r5FcCeEzEzM8+JmJlZ5TmJmJlZZk4iZmaWmZOImZll5iRiZmaZOYmYmVlmTiJmZpaZk4iZmWXmJGJmZpk5iZiZWWZOImZmlpmTiJmZZeYkYmZmmTmJmJlZZk4iZmaWmZOImZll5iRiZmaZOYmYmVlmTiJmZpZZyUlE0lRJr0n6m/R6tqRWSe3peVbRuZsldUg6ImlNUXy5pEPpZ9skKcUbJT2b4vskLSoq05J+R7uklnK8aTMzK4+x9ES+Drxd9HoTsCciFgN70mskLQGagSuBtcBDkqamMg8DG4HF6bE2xTcAJyLicuAB4P5U12xgC7ASWAFsKU5WZmZWXSUlEUkLgd8EvlkUXgfsSMc7gPVF8Wciojci3gE6gBWS5gEzI2JvRATw+JAy/XU9B1yXeilrgNaI6ImIE0ArA4nHzMyqrNSeyJ8DdwJnimIXRcRxgPQ8N8UXAO8WnXcsxRak46HxQWUiog/4ELhghLoGkbRRUpuktu7u7hLfkpmZjdeoSUTSbwFdEXGwxDo1TCxGiGctMxCI2B4RTRHRNGfOnBKbaWZm41VKT+Rq4AZJR4FngC9IehJ4Pw1RkZ670vnHgIuLyi8E3kvxhcPEB5WR1ACcD/SMUJeZmdWAUZNIRGyOiIURsYjChPnLEfF7wC6gf7VUC/BCOt4FNKcVV5dRmEDfn4a8TklaleY7bhtSpr+uG9PvCOBFYLWkWWlCfXWKmZlZDWgYR9n7gJ2SNgCdwE0AEXFY0k7gLaAPuCMiPk5lbgceA84BdqcHwKPAE5I6KPRAmlNdPZLuBQ6k8+6JiJ5xtNnMzMpIhQ/89aOpqSna2tqq3Qwzs7LpOnmarz39Gg/efBVzZ0yfkN8h6WBENI21nO9YNzOrcdv2tHPgaA/bXmqvdlM+ZTzDWWZmNoGuuHs3vX0Dd1Y8ua+TJ/d10tgwhSNbr69iywa4J2JmVqNevfNablg2n+nTCn+qp0+bwrpl83n1rmur3LIBTiJmZmXWdfI0X35kL12nTo+rnrkzpzOjsYHevjM0Nkyht+8MMxobJmxeJAsnETOzMivnHMYHH/Vyy8pLef6rV3PLykvp/qi3DC0sH6/OMjMrk6FzGP1qaQ7jbLw6y8ysyvIwh1FuTiJmZmWShzmMcvMSXzOzMuqfw7h5xSU8tb+T7nFOrtc6z4mYmZnnRMzMrPKcRMzMLDMnETMzy8xJxMzMMnMSMTOzzJxEzMwsMycRMzPLzEnEzMwycxIxM7PMnETMzCwzJxEzM8vMScTMzDJzEjEzs8xGTSKSpkvaL+kNSYcl/acUny2pVVJ7ep5VVGazpA5JRyStKYovl3Qo/WybJKV4o6RnU3yfpEVFZVrS72iX1FLON29mZuNTSk+kF/hCRPwqsAxYK2kVsAnYExGLgT3pNZKWAM3AlcBa4CFJU1NdDwMbgcXpsTbFNwAnIuJy4AHg/lTXbGALsBJYAWwpTlZmZlZdoyaRKPgovZyWHgGsA3ak+A5gfTpeBzwTEb0R8Q7QAayQNA+YGRF7o/AlJo8PKdNf13PAdamXsgZojYieiDgBtDKQeMzMrMpKmhORNFXS60AXhT/q+4CLIuI4QHqem05fALxbVPxYii1Ix0Pjg8pERB/wIXDBCHUNbd9GSW2S2rq7u0t5S2ZmVgYlJZGI+DgilgELKfQqlo5wuoarYoR41jLF7dseEU0R0TRnzpwRmmZmZuU0ptVZEfGPwCsUhpTeT0NUpOeudNox4OKiYguB91J84TDxQWUkNQDnAz0j1GVmZjWglNVZcyR9Nh2fA/wG8CNgF9C/WqoFeCEd7wKa04qryyhMoO9PQ16nJK1K8x23DSnTX9eNwMtp3uRFYLWkWWlCfXWKmZlZDWgo4Zx5wI60wmoKsDMi/kbSXmCnpA1AJ3ATQEQclrQTeAvoA+6IiI9TXbcDjwHnALvTA+BR4AlJHRR6IM2prh5J9wIH0nn3RETPeN6wmZmVjwof+OtHU1NTtLW1VbsZZma5IulgRDSNtZzvWDczs8ycRMzMLDMnETMzy8xJxMzMMnMSMTOzzJxEzMwsMycRMzPLzEnEzMwycxIxM7PMnETMzCwzJxEzM8vMScTMzDJzEjEzs8ycRMzMLDMnETOzMeg6eZovP7KXrlOnq92UmuAkYmY2Btv2tHPgaA/bXmqvdlNqQinfbGhmNuldcfduevvOfPL6yX2dPLmvk8aGKRzZen0VW1Zd7omYmZXg1Tuv5YZl85k+rfBnc/q0KaxbNp9X77q2yi2rLicRM7MSzJ05nRmNDfT2naGxYQq9fWeY0djA3BnTq920qvJwlplZiT74qJdbVl7KzSsu4an9nXR7ch1FRLXbUFZNTU3R1tZW7WaYmeWKpIMR0TTWch7OMjOzzJxEzMwss1GTiKSLJf2tpLclHZb09RSfLalVUnt6nlVUZrOkDklHJK0pii+XdCj9bJskpXijpGdTfJ+kRUVlWtLvaJfUUs43b2Zm41NKT6QP+A8R8SvAKuAOSUuATcCeiFgM7EmvST9rBq4E1gIPSZqa6noY2AgsTo+1Kb4BOBERlwMPAPenumYDW4CVwApgS3GyMjOz6ho1iUTE8Yj4YTo+BbwNLADWATvSaTuA9el4HfBMRPRGxDtAB7BC0jxgZkTsjcJs/uNDyvTX9RxwXeqlrAFaI6InIk4ArQwkHjMzq7IxzYmkYaargH3ARRFxHAqJBpibTlsAvFtU7FiKLUjHQ+ODykREH/AhcMEIdQ1t10ZJbZLauru7x/KWzMxsHEq+T0TSLwF/BfxRRJxM0xnDnjpMLEaIZy0zEIjYDmxP7eyW9JOzNa4GXQh8UO1GjEOe25/ntkO+25/ntkN9tv/SLBWVlEQkTaOQQL4dEd9J4fclzYuI42moqivFjwEXFxVfCLyX4guHiReXOSapATgf6Enxa4aUeWWktkbEnFLeU62Q1JZlbXatyHP789x2yHf789x2cPuLlbI6S8CjwNsR8V+LfrQL6F8t1QK8UBRvTiuuLqMwgb4/DXmdkrQq1XnbkDL9dd0IvJzmTV4EVkualSbUV6eYmZnVgFJ6IlcDtwKHJL2eYn8C3AfslLQB6ARuAoiIw5J2Am9RWNl1R0R8nMrdDjwGnAPsTg8oJKknJHVQ6IE0p7p6JN0LHEjn3RMRPRnfq5mZlVndbXuSN5I2pjmdXMpz+/Pcdsh3+/PcdnD7B9XlJGJmZll52xMzM8vMSWQCSPpLSV2S3iyK/aqkvWnbl7+WNDPFPyPpWyn+hqRrisq8kraOeT095g7z68rd9gnf5iYnba/5ay/pgnT+R5IeHFJXTV/7Udqeh2v/RUkH0zU+KOkLRXVV9NpPQPvHdv0jwo8yP4B/CXweeLModgD4V+n4D4B70/EdwLfS8VzgIDAlvX4FaKpw2+cBn0/HM4B/AJYA/wXYlOKbgPvT8RLgDaARuAz4MTA1/Ww/8GsU7vfZDVyfo7bn4dqfB/w68G+BB4fUVevXfqS25+HaXwXMT8dLgZ9W69pPQPvHdP3dE5kAEfF3FFaZFbsC+Lt03Ar8djpeQmHvMSKiC/hHoGrrz6My29zUdNsnso0jGWv7I+LnEfHfgUHfjJSHa3+2tldLhva/FhH997kdBqarcFtDxa99Oduf5Xc7iVTOm8AN6fgmBm7IfANYJ6lBhftqljP4Zs1vpS7lf6xEt7iYJm6bmwk3zrb3q/VrfzZ5uPajydO1/23gtYjopcrXHsbd/n4lX38nkcr5Awo7IB+k0N38fyn+lxT+obUBfw78Twr31wDcEhGfA/5FetxaqcZqyDY3I506TKzkLWsmQhnaDvm49metYphYrV37keTm2ku6ksKu41/pDw1zWsWWwJah/TDG6+8kUiER8aOIWB0Ry4GnKYy/ExF9EfHHEbEsItYBnwXa089+mp5PAU9RoaEWjbDNTfr5eLe5mTBlanterv3Z5OHan1Verr2khcDzwG0R8eMUrsq1T+0pR/vHfP2dRCqkf4WDpCnA3cB/S6/PlXReOv4i0BcRb6XhrQtTfBrwWxSGxCa6nZXY5qam256jaz+snFz7s9WTi2sv6bPAd4HNEfE/+k+uxrUvZ/szXf+xrgLwo6SVEk8Dx4FfUPhksgH4OoUVE/9AYcuY/hs9FwFHKEyEvQRcmuLnUVip9fcUJr7+grRyaILb/usUut9/D7yeHv+awtb8eyj0kvYAs4vK/CmFntURilaiUFgg8Gb62YP977nW256za3+UwiKOj9K/tSU5uvafanterj2FD4I/Lzr3dWBuNa59Oduf5fr7jnUzM8vMw1lmZpaZk4iZmWXmJGJmZpk5iZiZWWZOImZmlpmTiJmZZeYkYmZmmTmJmJlZZv8fk88guw+Gq7cAAAAASUVORK5CYII=\n", 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mzPxt4A+BSyPigjn3V2XQ6wfXwXKt30BvRMTxEfHeiNgNjEbEo5q7fgP4TnN9K/BN4CUHH9bjbnZVRJwRETuA/wr8RURcmGW/1jOAdQCZeQvwD8CLDj6sH33thkGvH1wHy71+A/2QS4CjKU/cfcAbI+IYytesXwPIzJ8A1wNPaW7f35+udkZEDEfE8XMmXQF8LDOfSnnzen5EPAb4KM06aPxv4MyIOGo5r4NBrx9cB7XVP1CBHsWKiHhxRHw+Iq6JiNObu38RuC8zDwD/A/gBcCXwaeCREfHwZr7dwF0RcX7PC+iQiHhcRHwS+ALwloh4VnPXvwLHNtf/ivKbn8+kfBr5+TnfWu6l/Grm2b3rdecMev3gOqi1/oEK9Oar09OA3wL+ADgKeF9z917ge8077l2UJ+t0yhP8NQ79BPBK4J5m+rIREavm3DwHGM/MDcBNwGgz/V7gJxFxXGbeC3wDOIVS6z8Ar27mexgwC3y7+z3vjEGvH1wHg1B/1YEeEedHxDsi4urmdgCPAz6VmX+bmX8APCoingRMUN6ZH9c8fBewupn2J5SNIL9GeTNYC/xjT4tpQUScGBEfjIhbgbdHxCOadXAW8MWIiMz8BPDDiHgm5dvHcc39NLdPBu6nfGs5OSLeB1wHHMjM7/W6psUY9PrBdTBo9Vcb6BHxeOBPgR8Bz4mIV1PqXQ/8aM6W6Q8Cz6cE9AHgSc302yhbtvdn5ueA1wFXA08G3pqZ9y+lrdsP4qmUmi6lbLh5PXA85cfU1uWhH/L5EGUdfJmyvp4BkJlfapaxIjN3AS8F7gD+e2a+iKVv0OsH18Fg1Z+Zy/5C+ST9EsrXqBXNtD8CrmmubwL+GLgcuAj4+zmPPZXy1QtKgH+Fcmalc4G/AR45Z97od60PUv8Q5YX2WcrQ0EnN9L8CXtlcfzTw9ub+8yhjh0Nz1t/3m+Wsp3w7eTnwF8B7gFX9rtH6XQfWP/9l2X9Cj4izKRsunwW8CXhDc9cE5bynUN5Rvwj8JnAjsC4iNkbEyizj5RMR8ZTMvIny85rvAD4OXJeZ3z3YVjbP/BJ0GfDrwJuB8ynbB6DsoXPwG8ddwOeBZ2TmrZRPK5sBMnMKuAU4LzMngBdShpX2Am/IzOke1dGqQa8fXAeDXj/Q3ino+iIizgWmM3N3M+mXgN2ZeXVEPAF4W0RsAm4GfjUijs3M/RHxj8BzKPuSfhT4beCPI+LHwE7gzmZ57wU+mpmTvatqfs1YX0bEeZSvhp8H/i7LrpT/BvhWZt4UEXdSjmi9GBgDfiMiTsrMuyPiG8B0RJwG/E/gyog4mXK2qXsoXzfJzO3A9p4X+RAGvX5wHQx6/QuxbD6hR8QvRsQXKGPeb4yI32ruuh/4dvNp+zbKV6Xzgf0c2uUIyunOv08J9GuB25tlfRa4OzPHoXwKX8Jh/lTgA5Qt7hcBv9/Mcj+wOyKOycw7KetgI2UscA9l31ooW+WHKM/7xyjr4QXACHBtLqH9aeeKiKGm/qdRvgIPVP0ATW0Z5ejEQXwNHD/I9S9Yv8d8HuwCrALOn3P7MuBdzfUnUt49HwVcRfmatb6573LKePnB+z7bTD+aMtxy0pxlngs8rN+1Pkj9xwIv49C3iZXAfwJ+p7n/RGBHU8MVlLHBDXPW1bWUM5xfRvkGsoayjeCTc2sGfq7ftT7E8/8Syj/daygbsgam/jn9Ow74O8oZwQBeNSjroPkfuKr5v/3YoNXfymVJfkKPiNcD3wI+GRFrm8m/Stk3nCyH3n4ZeAVlH9JTKfuMQxkrP4eyd8qHgB9ExIcpGzu/Dvx0LCwzv5KZ93W/osWJiHXADcAFwIcpG3GeTfnmcQAgM39A2Wj7Sso44ckc2uXyc5T97e/LzBuAP6cc4fpuytb8mYNt5RL8RNLsL3wj5Z/vfcDFlO0f51E+iVVd/2GOoRwvcXpEnER5nQ9B3esgIlZStn1dDrwzM3+zuevcg/PUXH/L+v2O8iDvzBdQvi69H3hNM+3VlPGyg/OcAdzVXH8b8JY5990KnNtcP4qyy9J5/a5rEfUfAzxxzu2rKRt5rgK+PGf6KcCe5vrvUA5VPrF5/N8Cp82Z96Re9L2D6+CEOdf/M+Wf9gWDUv+cfl8FvBP4L8CLKYef3zoI64CyY8ILDpt2BXDLINTf0jrrdwce5Ik8uCvRFRwaMjkB+CFw9Jz5bqW8Y58A/C/KV6z/Q3kHPqrfdbRRfxy8NLefMGc93EPZf/bgvJ85GP7Af6Ps8XMP8Lv9rqMD6+F4ynaOfwHe0ty+B1hbe/1znvsXUYbeng18pJl294Csg8soB/b8IWUnhzdShlLvBU6uvf5WLktyyCUzZ5ur/xc4LiLOzswfUsbNXzpn1tuA45r7XkEZVvlrYEuWLd/LUjbmTLqG8mkFyvjfqwCi/L7MPwMHd618M+WbzPrMfEePuts1mbmPMrT2y5SN2c+hDJu9NIpq65/z/F9KGXa6ERiOiDdQNvZvgbpfA1mGSu6khPMLgccD/57yGnhZ7a+BVsQDc2PpiYj3UMbDX9vs5fEfKcF+IuWAoUvnvAFUJyKGKeN/r8jM3VF+TGwL5cW9HvhqLsUj1josIs6hvJl/iTJOeiZlV7Nq64+I1ZThlqMoNf9bysEwr6d8cn8M9a+DYzNzf3P9bMpr/4uUQ/Orfw0s1nII9HMoe608nfKi3k85DP/HwHsz844+dq/rovx+zNOA36OMp45TvmJeAfxTll01qxcRp1Le2J6XmfdExJXAHZn5lT53rWuinGjlzygb8K6j7HL3+sy8uLm/+nUwV5RfOnw/cEVm3jto9S/Ecgj051J23dsPvJWyxbuerdLziIgvAr9A+VW3PcCbM3NHXzvVIxGxhvJG/nzKRvBrgXdn5sxDPrBSzcEwzwa2ZubefvenFyLiKMq5Cg4Oufwp8J4sP3OtwyzpQI+IjZTD8K+nbBBaVj9Z265m1603UcYR/3I5bxdoRUSsoAyz/IRS/0A9/wdFxBBwfy7lf9YuioiXUnZX/fCgvgYWakkHuiRp4ZbkXi6SpMUz0CWpEga6JFXCQJekShjoklQJA12SKmGgS1Il/j9QKOfElE3UJAAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -2510,6 +2461,44 @@ "source": [ "yearly_incidence.hist(xrot=20, color='blue', edgecolor='black', linewidth=1.2)" ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2020\n" + ] + } + ], + "source": [ + "for n, i in enumerate(yearly_incidence):\n", + " if i == yearly_incidence.min():\n", + " print(n+1992) #start in 1991, +1 because index start at 0" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2010\n" + ] + } + ], + "source": [ + "for n, i in enumerate(yearly_incidence):\n", + " if i == yearly_incidence.max():\n", + " print(n+1992) #start in 1991, +1 because index start at 0" + ] } ], "metadata": {