From a42a4b244b7a0bec05600f101a46459d00ff6c33 Mon Sep 17 00:00:00 2001 From: b7525ceabcc90ce5cb1c130a2e0cd03b Date: Wed, 16 Sep 2020 17:32:33 +0000 Subject: [PATCH] Store local file --- module3/exo1/analyse-syndrome-grippal.ipynb | 2236 ++++++++++++++++++- module3/exo1/data_grippe.csv | 1874 ++++++++++++++++ 2 files changed, 4073 insertions(+), 37 deletions(-) create mode 100644 module3/exo1/data_grippe.csv diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 4933e01..e3434db 100644 --- a/module3/exo1/analyse-syndrome-grippal.ipynb +++ b/module3/exo1/analyse-syndrome-grippal.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,15 +28,40 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 2, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On copie les données dans un fichier local" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import urllib.request\n", + "data_file = \"data_grippe.csv\"\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -61,11 +86,978 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020203732279918087.027511.03528.042.0FRFrance
12020363108478019.013675.01612.020.0FRFrance
2202035399186842.012994.01510.020.0FRFrance
3202034360843090.09078.094.014.0FRFrance
4202033361063411.08801.095.013.0FRFrance
5202032359183330.08506.095.013.0FRFrance
6202031343512269.06433.074.010.0FRFrance
7202030381795442.010916.0128.016.0FRFrance
8202029386875860.011514.0139.017.0FRFrance
9202028383405701.010979.0139.017.0FRFrance
10202027340662406.05726.063.09.0FRFrance
11202026340392389.05689.063.09.0FRFrance
12202025328531488.04218.042.06.0FRFrance
13202024330581690.04426.053.07.0FRFrance
14202023341682468.05868.063.09.0FRFrance
15202022335801947.05213.053.07.0FRFrance
16202021361144026.08202.096.012.0FRFrance
17202020393156775.011855.01410.018.0FRFrance
182020193116798722.014636.01814.022.0FRFrance
1920201831639812851.019945.02520.030.0FRFrance
2020201731808214454.021710.02721.033.0FRFrance
2120201632416519893.028437.03731.043.0FRFrance
2220201534104935377.046721.06253.071.0FRFrance
2320201437166664531.078801.010998.0120.0FRFrance
24202013310774299187.0116297.0164151.0177.0FRFrance
25202012310728398610.0115956.0163150.0176.0FRFrance
26202011310170493652.0109756.0154142.0166.0FRFrance
27202010310497796650.0113304.0159146.0172.0FRFrance
282020093110696102066.0119326.0168155.0181.0FRFrance
292020083143753133984.0153522.0218203.0233.0FRFrance
.................................
184219852132609619621.032571.04735.059.0FRFrance
184319852032789620885.034907.05138.064.0FRFrance
184419851934315432821.053487.07859.097.0FRFrance
184519851834055529935.051175.07455.093.0FRFrance
184619851733405324366.043740.06244.080.0FRFrance
184719851635036236451.064273.09166.0116.0FRFrance
184819851536388145538.082224.011683.0149.0FRFrance
18491985143134545114400.0154690.0244207.0281.0FRFrance
18501985133197206176080.0218332.0357319.0395.0FRFrance
18511985123245240223304.0267176.0445405.0485.0FRFrance
18521985113276205252399.0300011.0501458.0544.0FRFrance
18531985103353231326279.0380183.0640591.0689.0FRFrance
18541985093369895341109.0398681.0670618.0722.0FRFrance
18551985083389886359529.0420243.0707652.0762.0FRFrance
18561985073471852432599.0511105.0855784.0926.0FRFrance
18571985063565825518011.0613639.01026939.01113.0FRFrance
18581985053637302592795.0681809.011551074.01236.0FRFrance
18591985043424937390794.0459080.0770708.0832.0FRFrance
18601985033213901174689.0253113.0388317.0459.0FRFrance
186119850239758680949.0114223.0177147.0207.0FRFrance
186219850138548965918.0105060.0155120.0190.0FRFrance
186319845238483060602.0109058.0154110.0198.0FRFrance
1864198451310172680242.0123210.0185146.0224.0FRFrance
18651984503123680101401.0145959.0225184.0266.0FRFrance
1866198449310107381684.0120462.0184149.0219.0FRFrance
186719844837862060634.096606.0143110.0176.0FRFrance
186819844737202954274.089784.013199.0163.0FRFrance
186919844638733067686.0106974.0159123.0195.0FRFrance
18701984453135223101414.0169032.0246184.0308.0FRFrance
187119844436842220056.0116788.012537.0213.0FRFrance
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1872 rows × 10 columns

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" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202037 3 22799 18087.0 27511.0 35 28.0 \n", + "1 202036 3 10847 8019.0 13675.0 16 12.0 \n", + "2 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "3 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "4 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "5 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "6 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "7 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "8 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "9 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "10 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "11 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "12 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "13 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "14 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "15 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "16 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "17 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "18 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "19 202018 3 16398 12851.0 19945.0 25 20.0 \n", + "20 202017 3 18082 14454.0 21710.0 27 21.0 \n", + "21 202016 3 24165 19893.0 28437.0 37 31.0 \n", + "22 202015 3 41049 35377.0 46721.0 62 53.0 \n", + "23 202014 3 71666 64531.0 78801.0 109 98.0 \n", + "24 202013 3 107742 99187.0 116297.0 164 151.0 \n", + "25 202012 3 107283 98610.0 115956.0 163 150.0 \n", + "26 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "27 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "28 202009 3 110696 102066.0 119326.0 168 155.0 \n", + "29 202008 3 143753 133984.0 153522.0 218 203.0 \n", + "... ... ... ... ... ... ... ... \n", + "1842 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1843 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1844 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1845 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1846 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1847 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1848 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1849 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1850 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1851 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1852 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1853 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1854 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1855 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1856 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1857 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1858 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1859 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1860 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1861 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1862 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1863 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1864 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1865 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1866 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1867 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1868 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1869 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1870 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1871 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 42.0 FR France \n", + "1 20.0 FR France \n", + "2 20.0 FR France \n", + "3 14.0 FR France \n", + "4 13.0 FR France \n", + "5 13.0 FR France \n", + "6 10.0 FR France \n", + "7 16.0 FR France \n", + "8 17.0 FR France \n", + "9 17.0 FR France \n", + "10 9.0 FR France \n", + "11 9.0 FR France \n", + "12 6.0 FR France \n", + "13 7.0 FR France \n", + "14 9.0 FR France \n", + "15 7.0 FR France \n", + "16 12.0 FR France \n", + "17 18.0 FR France \n", + "18 22.0 FR France \n", + "19 30.0 FR France \n", + "20 33.0 FR France \n", + "21 43.0 FR France \n", + "22 71.0 FR France \n", + "23 120.0 FR France \n", + "24 177.0 FR France \n", + "25 176.0 FR France \n", + "26 166.0 FR France \n", + "27 172.0 FR France \n", + "28 181.0 FR France \n", + "29 233.0 FR France \n", + "... ... ... ... \n", + "1842 59.0 FR France \n", + "1843 64.0 FR France \n", + "1844 97.0 FR France \n", + "1845 93.0 FR France \n", + "1846 80.0 FR France \n", + "1847 116.0 FR France \n", + "1848 149.0 FR France \n", + "1849 281.0 FR France \n", + "1850 395.0 FR France \n", + "1851 485.0 FR France \n", + "1852 544.0 FR France \n", + "1853 689.0 FR France \n", + "1854 722.0 FR France \n", + "1855 762.0 FR France \n", + "1856 926.0 FR France \n", + "1857 1113.0 FR France \n", + "1858 1236.0 FR France \n", + "1859 832.0 FR France \n", + "1860 459.0 FR France \n", + "1861 207.0 FR France \n", + "1862 190.0 FR France \n", + "1863 198.0 FR France \n", + "1864 224.0 FR France \n", + "1865 266.0 FR France \n", + "1866 219.0 FR France \n", + "1867 176.0 FR France \n", + "1868 163.0 FR France \n", + "1869 195.0 FR France \n", + "1870 308.0 FR France \n", + "1871 213.0 FR France \n", + "\n", + "[1872 rows x 10 columns]" + ] + }, + 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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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5202032359183330.08506.095.013.0FRFrance
6202031343512269.06433.074.010.0FRFrance
7202030381795442.010916.0128.016.0FRFrance
8202029386875860.011514.0139.017.0FRFrance
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10202027340662406.05726.063.09.0FRFrance
11202026340392389.05689.063.09.0FRFrance
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1920201831639812851.019945.02520.030.0FRFrance
2020201731808214454.021710.02721.033.0FRFrance
2120201632416519893.028437.03731.043.0FRFrance
2220201534104935377.046721.06253.071.0FRFrance
2320201437166664531.078801.010998.0120.0FRFrance
24202013310774299187.0116297.0164151.0177.0FRFrance
25202012310728398610.0115956.0163150.0176.0FRFrance
26202011310170493652.0109756.0154142.0166.0FRFrance
27202010310497796650.0113304.0159146.0172.0FRFrance
282020093110696102066.0119326.0168155.0181.0FRFrance
292020083143753133984.0153522.0218203.0233.0FRFrance
.................................
184219852132609619621.032571.04735.059.0FRFrance
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1871 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202037 3 22799 18087.0 27511.0 35 28.0 \n", + "1 202036 3 10847 8019.0 13675.0 16 12.0 \n", + "2 202035 3 9918 6842.0 12994.0 15 10.0 \n", + "3 202034 3 6084 3090.0 9078.0 9 4.0 \n", + "4 202033 3 6106 3411.0 8801.0 9 5.0 \n", + "5 202032 3 5918 3330.0 8506.0 9 5.0 \n", + "6 202031 3 4351 2269.0 6433.0 7 4.0 \n", + "7 202030 3 8179 5442.0 10916.0 12 8.0 \n", + "8 202029 3 8687 5860.0 11514.0 13 9.0 \n", + "9 202028 3 8340 5701.0 10979.0 13 9.0 \n", + "10 202027 3 4066 2406.0 5726.0 6 3.0 \n", + "11 202026 3 4039 2389.0 5689.0 6 3.0 \n", + "12 202025 3 2853 1488.0 4218.0 4 2.0 \n", + "13 202024 3 3058 1690.0 4426.0 5 3.0 \n", + "14 202023 3 4168 2468.0 5868.0 6 3.0 \n", + "15 202022 3 3580 1947.0 5213.0 5 3.0 \n", + "16 202021 3 6114 4026.0 8202.0 9 6.0 \n", + "17 202020 3 9315 6775.0 11855.0 14 10.0 \n", + "18 202019 3 11679 8722.0 14636.0 18 14.0 \n", + "19 202018 3 16398 12851.0 19945.0 25 20.0 \n", + "20 202017 3 18082 14454.0 21710.0 27 21.0 \n", + "21 202016 3 24165 19893.0 28437.0 37 31.0 \n", + "22 202015 3 41049 35377.0 46721.0 62 53.0 \n", + "23 202014 3 71666 64531.0 78801.0 109 98.0 \n", + "24 202013 3 107742 99187.0 116297.0 164 151.0 \n", + "25 202012 3 107283 98610.0 115956.0 163 150.0 \n", + "26 202011 3 101704 93652.0 109756.0 154 142.0 \n", + "27 202010 3 104977 96650.0 113304.0 159 146.0 \n", + "28 202009 3 110696 102066.0 119326.0 168 155.0 \n", + "29 202008 3 143753 133984.0 153522.0 218 203.0 \n", + "... ... ... ... ... ... ... ... \n", + "1842 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1843 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1844 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1845 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1846 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1847 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1848 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1849 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1850 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1851 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1852 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1853 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1854 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1855 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1856 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1857 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1858 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1859 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1860 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1861 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1862 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1863 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1864 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1865 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1866 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1867 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1868 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1869 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1870 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1871 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 42.0 FR France \n", + "1 20.0 FR France \n", + "2 20.0 FR France \n", + "3 14.0 FR France \n", + "4 13.0 FR France \n", + "5 13.0 FR France \n", + "6 10.0 FR France \n", + "7 16.0 FR France \n", + "8 17.0 FR France \n", + "9 17.0 FR France \n", + "10 9.0 FR France \n", + "11 9.0 FR France \n", + "12 6.0 FR France \n", + "13 7.0 FR France \n", + "14 9.0 FR France \n", + "15 7.0 FR France \n", + "16 12.0 FR France \n", + "17 18.0 FR France \n", + "18 22.0 FR France \n", + "19 30.0 FR France \n", + "20 33.0 FR France \n", + "21 43.0 FR France \n", + "22 71.0 FR France \n", + "23 120.0 FR France \n", + "24 177.0 FR France \n", + "25 176.0 FR France \n", + "26 166.0 FR France \n", + "27 172.0 FR France \n", + "28 181.0 FR France \n", + "29 233.0 FR France \n", + "... ... ... ... \n", + "1842 59.0 FR France \n", + "1843 64.0 FR France \n", + "1844 97.0 FR France \n", + "1845 93.0 FR France \n", + "1846 80.0 FR France \n", + "1847 116.0 FR France \n", + "1848 149.0 FR France \n", + "1849 281.0 FR France \n", + "1850 395.0 FR France \n", + "1851 485.0 FR France \n", + "1852 544.0 FR France \n", + "1853 689.0 FR France \n", + "1854 722.0 FR France \n", + "1855 762.0 FR France \n", + "1856 926.0 FR France \n", + "1857 1113.0 FR France \n", + "1858 1236.0 FR France \n", + "1859 832.0 FR France \n", + "1860 459.0 FR France \n", + "1861 207.0 FR France \n", + "1862 190.0 FR France \n", + "1863 198.0 FR France \n", + "1864 224.0 FR France \n", + "1865 266.0 FR France \n", + "1866 219.0 FR France \n", + "1867 176.0 FR France \n", + "1868 163.0 FR France \n", + "1869 195.0 FR France \n", + "1870 308.0 FR France \n", + "1871 213.0 FR France \n", + "\n", + "[1871 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2145,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2175,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2200,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "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", @@ -199,9 +2228,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sorted_data['inc'][-200:].plot()" ] @@ -252,10 +2327,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", @@ -274,7 +2347,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -298,9 +2371,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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UJWm3pHm59FmSXkmvrUzbHZO2RH48pW+RNDVXZrGkzvRYnEuflvJ2prJnF3NKbKCKWoJ5qm/kQ/3boXtv1gqq6bkcA+ZExHuSRgB/L6m0PfF9EfGn+cySZpBtU3wpMAl4RtLH01bHq4AlwM+ADcB8sq2ObwYOR8QlkhYB9wJfkjQWuAtoAwLYLml9RBxOee6LiLWSvpfqWDXwU2GnKx8UVlz7qZrLV/uNfKh/O3TvzVrBKXsukXkv/TgiPSrdkGwBsDYijkXE60AXMFvSRGB0RGyO7IZmDwELc2XWpOMngGtSr2Ye0B4RPSmgtAPz02tzUl5S2VJdVmef+PpGpt75NzyyZS8RWVCYeuff8Imvbzx14Rx/I6/eUO+9WfOras5F0lnAduAS4H9HxBZJnwFuk3QT0AF8NQWAyWQ9k5J9Ke39dFyeTnp+AyAieiW9A4zLp5eVGQe8HRG9/dRldfbCHVefdC/6WvgbefWGeu/Nml9Vq8Ui4nhEzASmkPVCLiMbgvoYMBM4AHw7ZVd/VVRIH0iZSnX1IWmJpA5JHd3d3f1lsdNUZFDwN/LBz7dHGRpqWi0WEW9Leh6Yn59rkfQD4Cfpx33AhbliU4D9KX1KP+n5MvskDQfOA3pS+qfLyjwPHALOlzQ89V7ydZW3eTWwGrJb7tfy+1r1ito7xN/IB7/TnZuz1nDK/VwkjQfeT4HlHOBpssn07RFxIOX5Q+CKiFgk6VLgUWA22YT+T4HpEXFc0jbgvwFbyCb0/1dEbJC0FPhURHwlTej/dkT8bprQ3w78RmrOz4FZEdEj6a+BH+Um9F+OiO9W+l28n4tZ45Qv2CjxEurmN5D9XKrpuUwE1qR5l2HAuoj4iaSHJc0kG47aA3wZICJ2SloHvAb0AkvTSjGAW4AHgXPIVomVZnwfAB6W1EXWY1mU6uqRdA+wLeW7OyJ60vEyYK2kFcCOVIeZNami5uasNZwyuETEy8Dl/aTfWKHMnwB/0k96B/ArYx0RcRT44knq+iHww37S/x9Z78jMWoAXbAwtvkLfzOqmqLk5a36nnHMZTDznYmZWu4HMufjGlWZmVjgHFzMzK5yDi5mZFc7BxczMCufgYmZmhXNwMTOzwjm4mJlZ4RxczMyscA4uZmZWOAcXszrzfiY2FDi4mNVZfj8Ts8HKN640q5Py/Uwe2bKXR7bs9X4mNii552JWJy/ccTVfmDmJUSOy/3ajRgxjwcxJvLDs6ga3zKx4Di5mdeL9TGwocXCxQa3ZJs9L+5k8eetV3HDFxXS/d6zRTTI7I04ZXCSNkrRV0kuSdkr645Q+VlK7pM70PCZXZrmkLkm7Jc3Lpc+S9Ep6baUkpfSRkh5P6VskTc2VWZzeo1PS4lz6tJS3M5U9u5hTYoNJs02ef//GNlYsvIwZk0azYuFlfP/GmrbIMGsZp9wsLAWAD0XEe5JGAH8P3A78NtATEd+UdCcwJiKWSZoBPEa2BfEk4Bng4xFxXNLWVPZnwAZgZURslHQr8OsR8RVJi4BrI+JLksYCHUAbEMB2YFZEHJa0DvhxRKyV9D3gpYhYVel38WZhQ0f55HmJJ8/NandGNguLzHvpxxHpEcACYE1KXwMsTMcLgLURcSwiXge6gNmSJgKjI2JzZBHtobIypbqeAK5JQW0e0B4RPRFxGGgH5qfX5qS85e9v5snzBmm2YUhrnKrmXCSdJelF4CDZH/stwAURcQAgPU9I2ScDb+SK70tpk9NxeXqfMhHRC7wDjKtQ1zjg7ZS3vK7yti+R1CGpo7u7u5pf1wYBT543RrMNQ1rjVHWdS0QcB2ZKOh94UtJlFbKrvyoqpA+kTKW6+iZGrAZWQzYs1l8eG5xKk+fXz76IR7fupdvfps8YX8Nj5Wq6iDIi3pb0PDAfeEvSxIg4kIa8DqZs+4ALc8WmAPtT+pR+0vNl9kkaDpwH9KT0T5eVeR44BJwvaXjqveTrMgPoM1m+YmGl70N2ul6442pWbNjF0zt/ydH3TzBqxDDmXfpRvva5Tza6adYg1awWG596LEg6B/gvwC+A9UBp9dZi4Kl0vB5YlFaATQOmA1vT0NkRSVemOZObysqU6roOeDbNy2wC5koak1ajzQU2pdeeS3nL39/M6szDkFaump7LRGCNpLPIgtG6iPiJpM3AOkk3A3uBLwJExM60kus1oBdYmobVAG4BHgTOATamB8ADwMOSush6LItSXT2S7gG2pXx3R0RPOl4GrJW0AtiR6jCzBvEwpOWdcinyYHImlyIffPcotz22g/uvv9zf1szqpFX/37Vau8/IUmSrjlfJmNVfq/6/a9V218I9l9Pki/XM6q9V/9+1arvdc2kAX6xnVn+t+v+uVds9EA4up6mWVTK+etlaWTN9flt1dVqrtnsgHFwKUO2dbofCOKsNXs32+W3VO0y3artr5TmXOmjVcVYz8OfXPOfStIbSOKsNPv78Nq9mGqos5+BSB4NhnLWZP8R2Zg2Gz+9g1WxDlXk13VvMBq7Vr17Of4hXXPupRjfH6qzVP7+DTSvcKNRzLlaRx9vNms/Bd4+e9EahZ6JH6TkXK5zH282aTysMVXpYzCpqhQ+x2VDU7EOVDi52Ss3+ITYbipp9vyLPuQxxrXZ3VjOrP8+5WM2aeSmjmbUuD4sNUa2wlLHVuBdo9oFqtjm+UNJzknZJ2inp9pT+DUlvSnoxPT6bK7NcUpek3ZLm5dJnSXolvbYybXdM2hL58ZS+RdLUXJnFkjrTY3EufVrK25nKnl3MKRkavAqseO4Fmn2gmp5LL/DViPi5pHOB7ZLa02v3RcSf5jNLmkG2TfGlwCTgGUkfT1sdrwKWAD8DNgDzybY6vhk4HBGXSFoE3At8SdJY4C6gDYj03usj4nDKc19ErJX0vVTHqoGfiqHFq8CK416g2a86Zc8lIg5ExM/T8RFgFzC5QpEFwNqIOBYRrwNdwGxJE4HREbE5slUEDwELc2XWpOMngGtSr2Ye0B4RPSmgtAPz02tzUl5S2VJdVqWhcnfWM829QLNfVdOcSxquuhzYAlwF3CbpJqCDrHdzmCzw/CxXbF9Kez8dl6eTnt8AiIheSe8A4/LpZWXGAW9HRG8/dVmVmn0pY6twL9DsV1W9WkzSh4EfAX8QEe+SDUF9DJgJHAC+XcraT/GokD6QMpXqKm/3Ekkdkjq6u7v7y2J22twLNOurqp6LpBFkgeWvIuLHABHxVu71HwA/ST/uAy7MFZ8C7E/pU/pJz5fZJ2k4cB7Qk9I/XVbmeeAQcL6k4an3kq+rj4hYDayG7DqXan5fs1q5F2jWVzWrxQQ8AOyKiO/k0ifmsl0LvJqO1wOL0gqwacB0YGtEHACOSLoy1XkT8FSuTGkl2HXAs2leZhMwV9IYSWOAucCm9NpzKS+pbKkuMzNrsGp6LlcBNwKvSHoxpf0R8F8lzSQbjtoDfBkgInZKWge8RrbSbGlaKQZwC/AgcA7ZKrGNKf0B4GFJXWQ9lkWprh5J9wDbUr67I6InHS8D1kpaAexIdZiZWRPw7V/MzKwi3/7FzMyagoOLmVkTavWtxR1czKzl/5ANRq1+OyHfuNLM+vwhW3HtpxrdnCFtsNxOyBP6ZkNY+R+yklb7QzaYHHz3KCs27OLpnb/k6PsnGDViGPMu/Shf+9wnB3TXhyLu1u0JfTOrie+L1nyKvp1Qo4bXPCxm1oTqtTeM74vWnIrYWrzRw2sOLmZNqJ5zIEX8IbNiFXE7oRfuuPqkw2v14OBi1kQa8W3T90UbnBrdK/Wci1kT8RxI8YbyMutG3q3bPRezJtLob5uD0VBeZt3IXqmDi1mT8RxIMRo9oT3U+ToXMxuUir5eZCjzdS5mZomHGBvLw2JmNmh5iLFxPCxmZmYVeVjMzMyawimDi6QLJT0naZeknZJuT+ljJbVL6kzPY3JllkvqkrRb0rxc+ixJr6TXVkpSSh8p6fGUvkXS1FyZxek9OiUtzqVPS3k7U9mzizklZmZ2uqrpufQCX42ITwJXAkslzQDuBH4aEdOBn6afSa8tAi4F5gPflXRWqmsVsASYnh7zU/rNwOGIuAS4D7g31TUWuAu4ApgN3JULYvcC96X3P5zqMDOzJnDK4BIRByLi5+n4CLALmAwsANakbGuAhel4AbA2Io5FxOtAFzBb0kRgdERsjmyi56GyMqW6ngCuSb2aeUB7RPRExGGgHZifXpuT8pa/v5mZNVhNcy5puOpyYAtwQUQcgCwAARNStsnAG7li+1La5HRcnt6nTET0Au8A4yrUNQ54O+Utr8vMzBqs6uAi6cPAj4A/iIh3K2XtJy0qpA+kTKW6+jZGWiKpQ1JHd3d3f1nMzKxgVQUXSSPIAstfRcSPU/JbaaiL9Hwwpe8DLswVnwLsT+lT+knvU0bScOA8oKdCXYeA81Pe8rr6iIjVEdEWEW3jx4+v5tc1M7PTVM1qMQEPALsi4ju5l9YDpdVbi4GncumL0gqwaWQT91vT0NkRSVemOm8qK1Oq6zrg2TQvswmYK2lMmsifC2xKrz2X8pa/v5mZNVg1V+hfBdwIvCLpxZT2R8A3gXWSbgb2Al8EiIidktYBr5GtNFsaEcdTuVuAB4FzgI3pAVnwelhSF1mPZVGqq0fSPcC2lO/uiOhJx8uAtZJWADtSHWZm1gR8hb6ZmVXkK/St6Q3ljZvMhhIHF6ur/MZNZjZ4+a7IVhfeuMlsaHHPxerCe8ObDS0OLlYX3rjJbGjxsJjVjTduMhs6vBTZzMwq8lJkMzNrCg4uZmZWOAeXQcwXLJpZozi4DGK+YNHMGsWrxQYhX7BoZo3mnssg5AsWzYrnYebaOLgMQr5g0ax4HmaujYfFBilfsGhWDA8zD4wvojQzq+Dgu0dZsWEXT+/8JUffP8GoEcOYd+lH+drnPjlkRgPOyEWUkn4o6aCkV3Np35D0pqQX0+OzudeWS+qStFvSvFz6LEmvpNdWpq2OSdshP57St0iamiuzWFJneizOpU9LeTtT2bNr+aXNzKrlYeaBqWbO5UFgfj/p90XEzPTYACBpBtkWxZemMt+VdFbKvwpYAkxPj1KdNwOHI+IS4D7g3lTXWOAu4ApgNnCXpDGpzL3p/acDh1MdZmZnRGmY+clbr+KGKy6m+71jjW5S0zvlnEtE/F2+N3EKC4C1EXEMeF1SFzBb0h5gdERsBpD0ELAQ2JjKfCOVfwK4P/Vq5gHtEdGTyrQD8yWtBeYA16cya1L5VVW20cysJt+/8YMRoRULL2tgS1rH6awWu03Sy2nYrNSjmAy8kcuzL6VNTsfl6X3KREQv8A4wrkJd44C3U97yuszMrAkMNLisAj4GzAQOAN9O6eonb1RIH0iZSnX9CklLJHVI6uju7j5ZNjMzK9CAgktEvBURxyPiBPADsjkRyHoRF+ayTgH2p/Qp/aT3KSNpOHAe0FOhrkPA+SlveV39tXV1RLRFRNv48eNr/VXNzGwABhRcJE3M/XgtUFpJth5YlFaATSObuN8aEQeAI5KuTPMpNwFP5cqUVoJdBzwb2froTcBcSWPSsNtcYFN67bmUl1S2VJeZmTWBU07oS3oM+DTwEUn7yFZwfVrSTLLhqD3AlwEiYqekdcBrQC+wNCKOp6puIVt5dg7ZRP7GlP4A8HCa/O8hW21GRPRIugfYlvLdXZrcB5YBayWtAHakOszMrEn4IkozM6toIBdRDqngIqkb+Od+XvoI2VxOq3G768vtrq9WbTe0bttP1u6LI6KmSeshFVxORlJHrVG5Gbjd9eV211erthtat+1Fttt3RTYzs8I5uJiZWeEcXDKrG92AAXK768vtrq9WbTe0btsLa7fnXMzMrHDuuZiZWeEGZXA5yR40/17S5rSnzP+RNDqlj5C0JqXvkrQ8V+b5tC9Nad+aCU3U7rMl/WVKf0nSp3Nl+t07pwXaXe/zfaGk59K/+05Jt6f0sZLa035B7bkbs9a8X1ELtLtu57zWdksal/K/J+n+srrq/Rkvsu3NfM5/S9L2dG63S5qTq6u2cx4Rg+4B/CfgN4BXc2nbgP+cjn8fuCcdX0+2TQDAr5HdcWBq+vl5oK1J270U+Mt0PAHYDgxLP28F/gPZTT43Ap9pkXbX+3xPBH4jHZ8L/CMwA/jPDIkDAAADj0lEQVQWcGdKvxO4Nx3PAF4CRgLTgH8Czqr3OS+43XU75wNo94eA3wS+AtxfVle9P+NFtr2Zz/nlwKR0fBnw5kDP+aDsuUTE35HdSibvE8DfpeN24HdK2YEPKbsR5jnAvwLv1qOd5Wps9wzgp6ncQeBtoE3Zfd9GR8TmyD4Rpb1zmrrdZ7J9JxMRByLi5+n4CLCLbPuGBWT7BJGeS+fv3/YriojXgdJ+RXU950W1+0y172RqbXdE/EtE/D1wNF9Pgz7jhbS93gbQ7h0RUboR8E5glLJ7RdZ8zgdlcDmJV4EvpOMv8sEdl58A/oVs64C9wJ/GB/cwA/jL1HX9n2e6630SJ2v3S8ACScOV3SR0Vnqt0t459VRru0sacr6VbYh3ObAFuCCym62SnkvDFgPZr+iMOs12l9T9nFfZ7pNp6Gf8NNte0grn/HeAHZFt/ljzOR9KweX3gaWStpN1D/81pc8GjgOTyIYMvirp36XXboiITwH/MT1urG+TgZO3+4dk/8AdwJ8B/5fsZqE17XdzBtXabmjQ+Zb0YeBHwB9ERKVeayF7DBWlgHZDA855De0+aRX9pNXlM15A26EFzrmkS8m2k/9yKamfbBXP+ZAJLhHxi4iYGxGzgMfIxp0hm3P524h4Pw3T/ANpmCYi3kzPR4BHacxQQr/tjojeiPjDiJgZEQuA84FOKu+d08ztbsj5ljSC7D/dX0XEj1PyW2kYoDQEczClD2S/omZud93PeY3tPpmGfMYLanvTn3NJU4AngZsiovR3suZzPmSCS2lFhqRhwNeB76WX9gJzlPkQcCXwizRs85FUZgTweT7Yt6bh7Zb0a6m9SPotoDciXovKe+c0bbsbcb7T+XkA2BUR38m9lN9jKL9f0ED2K2radtf7nA+g3f1qxGe8qLY3+zmXdD7wN8DyiPiHUuYBnfNKs/2t+iD7pnwAeJ8s4t4M3E62UuIfgW/ywQWkHwb+mmzy6jXgf8QHqz22Ay+n1/6ctMKmSdo9FdhNNkH3DNldS0v1tJF9YP8JuL9Uppnb3aDz/ZtkXfuXgRfT47PAOLJFB53peWyuzNfSed1NbrVMPc95Ue2u9zkfYLv3kC0WeS99tmY06DNeSNub/ZyTfRH8l1zeF4EJAznnvkLfzMwKN2SGxczMrH4cXMzMrHAOLmZmVjgHFzMzK5yDi5mZFc7BxczMCufgYmZmhXNwMTOzwv1/q4MdzlEclD8AAAAASUVORK5CYII=\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.plot(style='*')" ] @@ -314,9 +2410,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\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": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2472,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "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.hist(xrot=20)" ] @@ -341,9 +2505,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } diff --git a/module3/exo1/data_grippe.csv b/module3/exo1/data_grippe.csv new file mode 100644 index 0000000..2f95149 --- /dev/null +++ b/module3/exo1/data_grippe.csv @@ -0,0 +1,1874 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202037],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-09-16T19:32:20+02:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202037,3,22799,18087,27511,35,28,42,FR,France +202036,3,10847,8019,13675,16,12,20,FR,France +202035,3,9918,6842,12994,15,10,20,FR,France 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