From 23181ef3173209071cce0a0d9af9eaa7e3da22ff Mon Sep 17 00:00:00 2001 From: 80413079fb49c908946e2cd9dca7de3d <80413079fb49c908946e2cd9dca7de3d@app-learninglab.inria.fr> Date: Wed, 22 Sep 2021 13:03:38 +0000 Subject: [PATCH] saved 'data_file.csv' on local server --- module3/exo1/analyse-syndrome-grippal.ipynb | 2265 ++++++++++++++++++- module3/exo1/syndrome-grippal.csv | 1926 ++++++++++++++++ 2 files changed, 4154 insertions(+), 37 deletions(-) create mode 100644 module3/exo1/syndrome-grippal.csv diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb index 59d72b5..31c3717 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": 48, "metadata": {}, "outputs": [], "source": [ @@ -28,15 +28,34 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 62, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour nous protéger contre une éventuelle disparition ou modification du serveur du Réseau Sentinelles, nous faisons une copie locale de ce jeux de données que nous préservons avec notre analyse. Il est inutile et même risquée de télécharger les données à chaque exécution, car dans le cas d'une panne nous pourrions remplacer nos données par un fichier défectueux. Pour cette raison, nous téléchargeons les données seulement si la copie locale n'existe pas." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "data_file = \"syndrome-grippal.csv\"\n", + "\n", + "import os\n", + "import urllib.request\n", + "if not os.path.exists(data_file):\n", + " urllib.request.urlretrieve(data_url, data_file)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -61,14 +80,1009 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 54, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02021363102247428.013020.01511.019.0FRFrance
12021353125189208.015828.01914.024.0FRFrance
22021343130159485.016545.02015.025.0FRFrance
32021333103927042.013742.01611.021.0FRFrance
420213231558611009.020163.02417.031.0FRFrance
520213131885513664.024046.02921.037.0FRFrance
62021303139919695.018287.02114.028.0FRFrance
72021293136269618.017634.02115.027.0FRFrance
8202128386365430.011842.0138.018.0FRFrance
92021273106936838.014548.01610.022.0FRFrance
10202126370864109.010063.0116.016.0FRFrance
11202125379425540.010344.0128.016.0FRFrance
12202124348553011.06699.074.010.0FRFrance
13202123367104455.08965.0107.013.0FRFrance
14202122378795495.010263.0128.016.0FRFrance
15202121378275403.010251.0128.016.0FRFrance
162021203102787540.013016.01612.020.0FRFrance
17202119395396860.012218.01410.018.0FRFrance
182021183121359165.015105.01814.022.0FRFrance
192021173120588891.015225.01813.023.0FRFrance
2020211631650512735.020275.02519.031.0FRFrance
2120211531930615398.023214.02923.035.0FRFrance
2220211432107317099.025047.03226.038.0FRFrance
2320211332641322094.030732.04033.047.0FRFrance
2420211233065825919.035397.04639.053.0FRFrance
2520211132498820718.029258.03832.044.0FRFrance
2620211031953915951.023127.03025.035.0FRFrance
2720210931757213926.021218.02721.033.0FRFrance
2820210832088216907.024857.03226.038.0FRFrance
2920210732239318303.026483.03428.040.0FRFrance
.................................
189419852132609619621.032571.04735.059.0FRFrance
189519852032789620885.034907.05138.064.0FRFrance
189619851934315432821.053487.07859.097.0FRFrance
189719851834055529935.051175.07455.093.0FRFrance
189819851733405324366.043740.06244.080.0FRFrance
189919851635036236451.064273.09166.0116.0FRFrance
190019851536388145538.082224.011683.0149.0FRFrance
19011985143134545114400.0154690.0244207.0281.0FRFrance
19021985133197206176080.0218332.0357319.0395.0FRFrance
19031985123245240223304.0267176.0445405.0485.0FRFrance
19041985113276205252399.0300011.0501458.0544.0FRFrance
19051985103353231326279.0380183.0640591.0689.0FRFrance
19061985093369895341109.0398681.0670618.0722.0FRFrance
19071985083389886359529.0420243.0707652.0762.0FRFrance
19081985073471852432599.0511105.0855784.0926.0FRFrance
19091985063565825518011.0613639.01026939.01113.0FRFrance
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19111985043424937390794.0459080.0770708.0832.0FRFrance
19121985033213901174689.0253113.0388317.0459.0FRFrance
191319850239758680949.0114223.0177147.0207.0FRFrance
191419850138548965918.0105060.0155120.0190.0FRFrance
191519845238483060602.0109058.0154110.0198.0FRFrance
1916198451310172680242.0123210.0185146.0224.0FRFrance
19171984503123680101401.0145959.0225184.0266.0FRFrance
1918198449310107381684.0120462.0184149.0219.0FRFrance
191919844837862060634.096606.0143110.0176.0FRFrance
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192119844638733067686.0106974.0159123.0195.0FRFrance
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1924 rows × 10 columns

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202117 3 12058 8891.0 15225.0 18 13.0 \n", + "20 202116 3 16505 12735.0 20275.0 25 19.0 \n", + "21 202115 3 19306 15398.0 23214.0 29 23.0 \n", + "22 202114 3 21073 17099.0 25047.0 32 26.0 \n", + "23 202113 3 26413 22094.0 30732.0 40 33.0 \n", + "24 202112 3 30658 25919.0 35397.0 46 39.0 \n", + "25 202111 3 24988 20718.0 29258.0 38 32.0 \n", + "26 202110 3 19539 15951.0 23127.0 30 25.0 \n", + "27 202109 3 17572 13926.0 21218.0 27 21.0 \n", + "28 202108 3 20882 16907.0 24857.0 32 26.0 \n", + "29 202107 3 22393 18303.0 26483.0 34 28.0 \n", + "... ... ... ... ... ... ... ... \n", + "1894 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1895 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1896 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1897 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1898 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1899 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1900 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1901 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1902 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1903 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1904 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1905 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1906 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1907 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1908 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1909 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1910 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1911 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1912 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1913 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1914 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1915 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1916 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1917 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1918 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1919 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1920 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1921 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1922 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1923 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 19.0 FR France \n", + "1 24.0 FR France \n", + "2 25.0 FR France \n", + "3 21.0 FR France \n", + "4 31.0 FR France \n", + "5 37.0 FR France \n", + "6 28.0 FR France \n", + "7 27.0 FR France \n", + "8 18.0 FR France \n", + "9 22.0 FR France \n", + "10 16.0 FR France \n", + "11 16.0 FR France \n", + "12 10.0 FR France \n", + "13 13.0 FR France \n", + "14 16.0 FR France \n", + "15 16.0 FR France \n", + "16 20.0 FR France \n", + "17 18.0 FR France \n", + "18 22.0 FR France \n", + "19 23.0 FR France \n", + "20 31.0 FR France \n", + "21 35.0 FR France \n", + "22 38.0 FR France \n", + "23 47.0 FR France \n", + "24 53.0 FR France \n", + "25 44.0 FR France \n", + "26 35.0 FR France \n", + "27 33.0 FR France \n", + "28 38.0 FR France \n", + "29 40.0 FR France \n", + "... ... ... ... \n", + "1894 59.0 FR France \n", + "1895 64.0 FR France \n", + "1896 97.0 FR France \n", + "1897 93.0 FR France \n", + "1898 80.0 FR France \n", + "1899 116.0 FR France \n", + "1900 149.0 FR France \n", + "1901 281.0 FR France \n", + "1902 395.0 FR France \n", + "1903 485.0 FR France \n", + "1904 544.0 FR France \n", + "1905 689.0 FR France \n", + "1906 722.0 FR France \n", + "1907 762.0 FR France \n", + "1908 926.0 FR France \n", + "1909 1113.0 FR France \n", + "1910 1236.0 FR France \n", + "1911 832.0 FR France \n", + "1912 459.0 FR France \n", + "1913 207.0 FR France \n", + "1914 190.0 FR France \n", + "1915 198.0 FR France \n", + "1916 224.0 FR France \n", + "1917 266.0 FR France \n", + "1918 219.0 FR France \n", + "1919 176.0 FR France \n", + "1920 163.0 FR France \n", + "1921 195.0 FR France \n", + "1922 308.0 FR France \n", + "1923 213.0 FR France \n", + "\n", + "[1924 rows x 10 columns]" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data = pd.read_csv(data_url, skiprows=1)\n", "raw_data" ] }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'https://app-learninglab.inria.fr/moocrr/jupyter/user/80413079fb49c908946e2cd9dca7de3d/tree/work/module3/exo1'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mraw_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mr'https://app-learninglab.inria.fr/moocrr/jupyter/user/80413079fb49c908946e2cd9dca7de3d/tree/work/module3/exo1'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mto_csv\u001b[0;34m(self, path_or_buf, sep, na_rep, float_format, columns, header, index, index_label, mode, encoding, compression, quoting, quotechar, line_terminator, chunksize, tupleize_cols, date_format, doublequote, escapechar, decimal)\u001b[0m\n\u001b[1;32m 1522\u001b[0m \u001b[0mdoublequote\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdoublequote\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1523\u001b[0m escapechar=escapechar, decimal=decimal)\n\u001b[0;32m-> 1524\u001b[0;31m \u001b[0mformatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1525\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1526\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mpath_or_buf\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/formats/format.py\u001b[0m in \u001b[0;36msave\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1635\u001b[0m f, handles = _get_handle(self.path_or_buf, self.mode,\n\u001b[1;32m 1636\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1637\u001b[0;31m compression=self.compression)\n\u001b[0m\u001b[1;32m 1638\u001b[0m \u001b[0mclose\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1639\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/io/common.py\u001b[0m in \u001b[0;36m_get_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text)\u001b[0m\n\u001b[1;32m 388\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 389\u001b[0m \u001b[0;31m# Python 3 and encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 390\u001b[0;31m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath_or_buf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 391\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mis_text\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 392\u001b[0m \u001b[0;31m# Python 3 and no explicit encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'https://app-learninglab.inria.fr/moocrr/jupyter/user/80413079fb49c908946e2cd9dca7de3d/tree/work/module3/exo1'" + ] + } + ], + "source": [ + "raw_data.to_csv(r'https://app-learninglab.inria.fr/moocrr/jupyter/user/80413079fb49c908946e2cd9dca7de3d/tree/work/module3/exo1', index = False)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -78,9 +1092,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02021363102247428.013020.01511.019.0FRFrance
12021353125189208.015828.01914.024.0FRFrance
22021343130159485.016545.02015.025.0FRFrance
32021333103927042.013742.01611.021.0FRFrance
420213231558611009.020163.02417.031.0FRFrance
520213131885513664.024046.02921.037.0FRFrance
62021303139919695.018287.02114.028.0FRFrance
72021293136269618.017634.02115.027.0FRFrance
8202128386365430.011842.0138.018.0FRFrance
92021273106936838.014548.01610.022.0FRFrance
10202126370864109.010063.0116.016.0FRFrance
11202125379425540.010344.0128.016.0FRFrance
12202124348553011.06699.074.010.0FRFrance
13202123367104455.08965.0107.013.0FRFrance
14202122378795495.010263.0128.016.0FRFrance
15202121378275403.010251.0128.016.0FRFrance
162021203102787540.013016.01612.020.0FRFrance
17202119395396860.012218.01410.018.0FRFrance
182021183121359165.015105.01814.022.0FRFrance
192021173120588891.015225.01813.023.0FRFrance
2020211631650512735.020275.02519.031.0FRFrance
2120211531930615398.023214.02923.035.0FRFrance
2220211432107317099.025047.03226.038.0FRFrance
2320211332641322094.030732.04033.047.0FRFrance
2420211233065825919.035397.04639.053.0FRFrance
2520211132498820718.029258.03832.044.0FRFrance
2620211031953915951.023127.03025.035.0FRFrance
2720210931757213926.021218.02721.033.0FRFrance
2820210832088216907.024857.03226.038.0FRFrance
2920210732239318303.026483.03428.040.0FRFrance
.................................
189419852132609619621.032571.04735.059.0FRFrance
189519852032789620885.034907.05138.064.0FRFrance
189619851934315432821.053487.07859.097.0FRFrance
189719851834055529935.051175.07455.093.0FRFrance
189819851733405324366.043740.06244.080.0FRFrance
189919851635036236451.064273.09166.0116.0FRFrance
190019851536388145538.082224.011683.0149.0FRFrance
19011985143134545114400.0154690.0244207.0281.0FRFrance
19021985133197206176080.0218332.0357319.0395.0FRFrance
19031985123245240223304.0267176.0445405.0485.0FRFrance
19041985113276205252399.0300011.0501458.0544.0FRFrance
19051985103353231326279.0380183.0640591.0689.0FRFrance
19061985093369895341109.0398681.0670618.0722.0FRFrance
19071985083389886359529.0420243.0707652.0762.0FRFrance
19081985073471852432599.0511105.0855784.0926.0FRFrance
19091985063565825518011.0613639.01026939.01113.0FRFrance
19101985053637302592795.0681809.011551074.01236.0FRFrance
19111985043424937390794.0459080.0770708.0832.0FRFrance
19121985033213901174689.0253113.0388317.0459.0FRFrance
191319850239758680949.0114223.0177147.0207.0FRFrance
191419850138548965918.0105060.0155120.0190.0FRFrance
191519845238483060602.0109058.0154110.0198.0FRFrance
1916198451310172680242.0123210.0185146.0224.0FRFrance
19171984503123680101401.0145959.0225184.0266.0FRFrance
1918198449310107381684.0120462.0184149.0219.0FRFrance
191919844837862060634.096606.0143110.0176.0FRFrance
192019844737202954274.089784.013199.0163.0FRFrance
192119844638733067686.0106974.0159123.0195.0FRFrance
19221984453135223101414.0169032.0246184.0308.0FRFrance
192319844436842220056.0116788.012537.0213.0FRFrance
\n", + "

1923 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202136 3 10224 7428.0 13020.0 15 11.0 \n", + "1 202135 3 12518 9208.0 15828.0 19 14.0 \n", + "2 202134 3 13015 9485.0 16545.0 20 15.0 \n", + "3 202133 3 10392 7042.0 13742.0 16 11.0 \n", + "4 202132 3 15586 11009.0 20163.0 24 17.0 \n", + "5 202131 3 18855 13664.0 24046.0 29 21.0 \n", + "6 202130 3 13991 9695.0 18287.0 21 14.0 \n", + "7 202129 3 13626 9618.0 17634.0 21 15.0 \n", + "8 202128 3 8636 5430.0 11842.0 13 8.0 \n", + "9 202127 3 10693 6838.0 14548.0 16 10.0 \n", + "10 202126 3 7086 4109.0 10063.0 11 6.0 \n", + "11 202125 3 7942 5540.0 10344.0 12 8.0 \n", + "12 202124 3 4855 3011.0 6699.0 7 4.0 \n", + "13 202123 3 6710 4455.0 8965.0 10 7.0 \n", + "14 202122 3 7879 5495.0 10263.0 12 8.0 \n", + "15 202121 3 7827 5403.0 10251.0 12 8.0 \n", + "16 202120 3 10278 7540.0 13016.0 16 12.0 \n", + "17 202119 3 9539 6860.0 12218.0 14 10.0 \n", + "18 202118 3 12135 9165.0 15105.0 18 14.0 \n", + "19 202117 3 12058 8891.0 15225.0 18 13.0 \n", + "20 202116 3 16505 12735.0 20275.0 25 19.0 \n", + "21 202115 3 19306 15398.0 23214.0 29 23.0 \n", + "22 202114 3 21073 17099.0 25047.0 32 26.0 \n", + "23 202113 3 26413 22094.0 30732.0 40 33.0 \n", + "24 202112 3 30658 25919.0 35397.0 46 39.0 \n", + "25 202111 3 24988 20718.0 29258.0 38 32.0 \n", + "26 202110 3 19539 15951.0 23127.0 30 25.0 \n", + "27 202109 3 17572 13926.0 21218.0 27 21.0 \n", + "28 202108 3 20882 16907.0 24857.0 32 26.0 \n", + "29 202107 3 22393 18303.0 26483.0 34 28.0 \n", + "... ... ... ... ... ... ... ... \n", + "1894 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "1895 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "1896 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "1897 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "1898 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "1899 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "1900 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "1901 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "1902 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "1903 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "1904 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "1905 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "1906 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "1907 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "1908 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "1909 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "1910 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "1911 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "1912 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "1913 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "1914 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "1915 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "1916 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "1917 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "1918 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "1919 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "1920 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1921 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1922 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1923 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 19.0 FR France \n", + "1 24.0 FR France \n", + "2 25.0 FR France \n", + "3 21.0 FR France \n", + "4 31.0 FR France \n", + "5 37.0 FR France \n", + "6 28.0 FR France \n", + "7 27.0 FR France \n", + "8 18.0 FR France \n", + "9 22.0 FR France \n", + "10 16.0 FR France \n", + "11 16.0 FR France \n", + "12 10.0 FR France \n", + "13 13.0 FR France \n", + "14 16.0 FR France \n", + "15 16.0 FR France \n", + "16 20.0 FR France \n", + "17 18.0 FR France \n", + "18 22.0 FR France \n", + "19 23.0 FR France \n", + "20 31.0 FR France \n", + "21 35.0 FR France \n", + "22 38.0 FR France \n", + "23 47.0 FR France \n", + "24 53.0 FR France \n", + "25 44.0 FR France \n", + "26 35.0 FR France \n", + "27 33.0 FR France \n", + "28 38.0 FR France \n", + "29 40.0 FR France \n", + "... ... ... ... \n", + "1894 59.0 FR France \n", + "1895 64.0 FR France \n", + "1896 97.0 FR France \n", + "1897 93.0 FR France \n", + "1898 80.0 FR France \n", + "1899 116.0 FR France \n", + "1900 149.0 FR France \n", + "1901 281.0 FR France \n", + "1902 395.0 FR France \n", + "1903 485.0 FR France \n", + "1904 544.0 FR France \n", + "1905 689.0 FR France \n", + "1906 722.0 FR France \n", + "1907 762.0 FR France \n", + "1908 926.0 FR France \n", + "1909 1113.0 FR France \n", + "1910 1236.0 FR France \n", + "1911 832.0 FR France \n", + "1912 459.0 FR France \n", + "1913 207.0 FR France \n", + "1914 190.0 FR France \n", + "1915 198.0 FR France \n", + "1916 224.0 FR France \n", + "1917 266.0 FR France \n", + "1918 219.0 FR France \n", + "1919 176.0 FR France \n", + "1920 163.0 FR France \n", + "1921 195.0 FR France \n", + "1922 308.0 FR France \n", + "1923 213.0 FR France \n", + "\n", + "[1923 rows x 10 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2169,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2199,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2224,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "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 +2252,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fo9GDKjeqPBkr95ypb1igxKBeTV4i5PioMJrzUKpYSDrtXEiugnvdP5TDk6u3x0pbjPIKPo/1F6aeYIESg9osvRKhzKi90CgwKqsNVzHvbMp5NXL5+KV85Y6X8Pc3LMamHXvKTqtKjfqsVdLeL2zYgRVbdsVOzzAKjvKKQc01FEvx9aChuCPmBv8eSjpVuYayapszy333YK7stO7YIOS8JFwsZ8lQ2bVXfajyzJgxDWsoMbAJFCEErln4Gt4McPbGxdt52so3nVsbRscpX71SkvChKId6nAGI0kyi3st6uOe15LHXujHvigexZ7g2Yd6MAwuUGNjMEMs378L3F63C53/7fOJlRukvVAdbD6Gmjf7FxoyM8qpEQ1ECJc79iDxTnqPAAABX3/cqtu8ewuptu2tdlTENC5QY2DUU57d/uHwTRzlYTV6jGLJrw12DqsF9KFKeIF+BDyWdiq+hlDs4qP0Qora0ZJ2JqIM1WnuNcWCBEgPbS17NlXajRDS5PpQ66F0aPcoriW/LpJRAiVNPmaTO1yENZWA4hze291e9nOaMnIhao5UNGAcWKDHIW8zqSqBU2+QUlns9fCek0dfySmJwkK5g1YDi4CCihlL7W27kkz9bjPd955Gql6M0lF17qmsdYIJhgRIDmwmjmiu/6iXWtcnLXW14NJZeqXoRFVH0oZSfNvI8lDp3obywYceolLP/xDYAwLqe6mtDjB0WKDEIM3nVyinu2t3rwE4StwblCKKaLjETgdSo+lDquy2qjdJQmNrCAiUGtg6i3FDPcvB8sdHWedSDhuKu/xIvfTltV+/fXElXEDYceR5Kg8yVHy0zbL1rrXs7LFBiYBUo0rdSFQ0lykR5VY86eKvidsTlpKr9VQZTiTmq7HtZ541R68nAzOjAAqUMVAdheznyVdRQdOw+lNEpPwpx61CWyauKF1pNbbMRyk+aasuTevcljRVYoJSBO/PZ8paXu0JsOXg+ARzmlG/gXmi0NJSwNkqyCWPlVQfmyySpB62ZqT4sUMogpZzuNg1FmrxqNXtZ+H5rSXwNpZxz419pWNIk2rCSSZ4qTdiT1Cgj82qbvBqkGfZ6WKCUAYVqKNE6gThEcspL6mE0GLcG5dS9kssMK6docqq8LWPNaywzTe3veDCj9Uw2sna+N8ACpQxSIT4U9dJU+yt74SavqhYfSPEjX6MwD6WCtGED5iTn9FSyllfYo9QoI/Nqf6csyVeOhVJ8WKCUQdhif2ohwer4UKKco+YuJF9+ucSfh1Kdc/2EdfJJdioVrLxSRhl1cNMDGD0NpT7yGKtULFCIKE1EzxPRn+T/E4loIRGtkr8TtHMvIaLVRLSSiE7T9h9LRMvksR+QtC0RUTMR3Sb3LyaiWVqaBbKMVUS0oNLriEJxOXLz8VpPKCy+CLWrhzILxvahlFH3SuaIhPpQEtT2YvlQhDKfBo9O6smHEiTUqv3Z7CTWXlPUg8m4UUlCQ/kCgBXa/xcDWCSEmANgkfwfRHQEgHMAHAngdAA/JiI1vfU6ABcAmCP/Tpf7zwfQK4Q4GMA1AK6WeU0EcBmA4wDMB3CZLriqBYU65av3IJYzAq3RZ9B9xJyHUi8aSvysXVQnF+d+lK+hlF9G0gTVodqddJKrVNSDht+oVCRQiGgmgA8BuEHbfSaAm+X2zQDO0vbfKoQYEkK8AWA1gPlENB1AlxDiKeH0mrf40qi87gBwitReTgOwUAjRI4ToBbAQRSFUNULDhqvoQ9FLDJ2HUgcu2vgaSvXLAMpwyifQltX1odSPihJ0laM1yElCGLCGEp9KNZTvAfgKAP1xmSaE2AIA8neq3D8DwAbtvI1y3wy57d/vSSOEyAHYCWBSQF5VJcwpn6+iD0XH1smpvbcv2Yhtfcl/NTIKFa68MmpreUV2ylfQtxRHzeWnLZq8Ip5ffhGJE9QRV7uTrnVUHuMQW6AQ0YcBbBNCLI2axLBPBOyPm8ZbKNEFRLSEiJZ0d3dHqqiNMKd8NQVKlIdcP+fbf341+UqUQb1rKKETG32/8cqIVlZQ+Y30Rcagy6z2PBRVdjImr9pJlCdXb8fCV7bWrPxKqURDeSeAjxDRWgC3AjiZiH4FYKs0Y0H+bpPnbwSwn5Z+JoDNcv9Mw35PGiLKABgHoCcgrxKEENcLIeYJIeZNmTIl3pVKKGSxv4I7qqxN2HA9EXstrzJMI5WZvMLyTnDEGydNxET1tERLUEdc7foVhPe3srxq15h/f8Ni/OMtS2pWfqXEFihCiEuEEDOFELPgONsfEkJ8CsDdAFTU1QIAd8ntuwGcIyO3ZsNxvj8jzWJ9RHS89I+c50uj8vq4LEMAuB/AqUQ0QTrjT5X7qkotTV5ROuh68J0oWVr/UV7CuF3c5/xWYvuvxFEcdaZ8HdzxSFQ7yqvc5f6DYKd8fDJVyPMqALcT0fkA1gM4GwCEEMuJ6HYArwDIAbhICKG+1/k5AL8A0ArgXvkHADcC+CURrYajmZwj8+ohossBPCvP+6YQoqcK1+IhFaKh5Ko4U17H9rzr71LcOixZ24Ou1iwOmdYZMwdZl7jpRi3Ky5uPfxCQrFO+/DRlayhVFC2DI3n0DeYwpbM5Ul3KPZYEiYZ514O616AkIlCEEI8AeERuvwXgFMt5VwK40rB/CYC5hv2DkALJcOwmADfFrXMc0iHfCHfDias8s9H2wCfxGnz8J08BANZe9aFY6SudKV+WDyVWCTKtrqEYjidpQqnEhxKed9lZl825Ny7Gs2t7Q5+JoLaq9hwtlX8S5bCGEh+eKV8GofNQyozMKYcoz3g9DKwqrcJoLV+v30LT6FnlXSsnr3ttIQ/TaHyy4Nm1vZHOC7of1e6kVfaN7kNpdFiglIHSUIZyZsO6EjSpqocNRzjSOMFBHkZLQ9E7DVP/kaSzu5r9Uz31fUGdebWjvAoVDgB0YcgCJT4sUGLQP5Q37i+u5VWFiY3CvG07p1YUTV7x0pfnQ6lEQ9FNXqX5FE1etTGhFCJqu3VlngkyeY2aDyWuQDFvM+XBAqUM1IM2MJwzHq/m8vVRqKcXIf4ngMsxecUqoiRtkIZSKxNKcaZ88NNUF5F9kto65Su7X3oy1lDiwwKlDNTLu2fErKG4o8qqhw3bnPL18yKMioYSrwgA4SavJCbKFRfKrESgBJ9XTxpKUFVGz4cSryA9XT21aaPBAqUM1DOXs85DcX7rYX2lWtWh4tWGyzJ5xSsD8IUNG01eyodSG5NX5CQJBg9USlAdRs+HUll6oParhjcyLFDKoDjZzSZQXIlStbL927Zzak3cqpRn8krGh2K6nW4HlcCihnGqGXUtryR9PWGELlcTcLjaczvYh1IfsECJQbiGkjzhBq/6mDXtfkc9gRc79NxYJahyhHFbkaxTPobJK/J5yfl6wgjTMgK/h1J1DUX9Vv7c1YO216iwQImBdemVGj+InpnyNba6xddQyjg3MZOXKe/kOupYwjWiU17VL5lVdoPzCF3/rIK0lZOgyYsFSmxYoJSBeuFsGooyhVXjcfSOqC3n1IWOIontQwnWHGznlkvoPJRC5WUoURDPhxItUdEMW34ZtrxsRP2GTJy0laKuP7aGoudVR69Ro8ECpQzUc5a3vL1K0FQ6Wty5ZwR7hs2RZIHUwYtQ/B5K9W3ZUUq44k+v4EHDcuD6LTSbvJJzdlcUNhx6XnL1DNOwQ79yGXC46mHDUO9evPSFMgYyjB0WKGWgnrOw5esrtRcf818P4APXPGos29k2519Pr0EiM8wTKOOGJ97AZw3LgYeGDbvnhZcRRryJjc5vmOky2XpWZvKqbZRXeB2C8PpQEqjQGIUFShmoUVDY8vVJPJAbe/cE1MOyv45GVnFrUk6HUNny9Xo+9nok0aLxFoeMlqaQkFbs5BF8PNwpH+/YXS9swrwrFlonDEeh0rBh72Kh9fMeNRosUMogfB5Kci93pdTKJ5/kPJRKwlQBIJe3OxbCnLCVhqECesRb+WmLacJmyjsksYZVqImxgvsRJIyuf2wNtu8eDhxEhVKhhuJZLDTAH3XtQ6vwt3JFbqYUFihlUPShxNdQXtiwA/1D5Y/EIs1DKTvX+kNYtsPONTFoWcQTiL44ZL2HDVc+MtfLrJ7JK+jYsLxPwwH3K4xKJ6JGXRzyOw+8hmfWxvv00pduewG/Wbw+VtpGgQVKGbgaSt4iUEI6ocGRPM760ZNV+8RnfYUN137EPGRZIgeIMlNe/iYQPRWrs1cTG0OXr1dlxB2Z6x1p8LmhJq+I5fhRq3iPBGiUYbiaWsws/B9cqwZ3Pr8Jl/5hWXUyrxNYoJRFsMAohGgoylT2l9ffilFyuI13tDSU4VwB9y9/M/Cc2CYvz3aFJq+ADlB4h+YlNIqG4p6fQHuHR3GFaTBBGoo9XVGgBN+v25/dYI1+rNwpH01DYYJhgVIGYT6UsLDhxCJdbCavMkb3lfDdB1bin365FE+u3m49J27x5dQ7TOAEmVC8H9gy1UPdy+j1SZKoYcOVCr4w059OWFhxXB9KRgqUoPv12Krt+MrvX8K3711hKbtC05+2zQIlPixQyiDMh6I0lLDjscqOkNT7UsQuKhTlPO3pHy455naAsV/KckxewceDNJTQ76FEmCj35Ort+NyvlloHEO7Exhg3I6ovoBg8UHYRJekqnikf04ei7Hr3Ld9iPWX3oON37O4bspQdXocgyl1tmBeQNMMCpQyKM+XNI6kwH0pSS7NYcynDwVoRKnop4JS4pZfznoZpfK9u2QXA/AXNJJzyC256Bve+/GagqcbJI/CwEZUkfPn65ExzYVmYOlFvuG1A2oDMO5szAID7Xi6dgBoVEWKODsPrQwnPYyQJ51oA9RApGgcWKGXgaig2p7xr8jKnr0hD0bdtJi+vRKkaqQjf+UhmxBx8bljn8blfPwegaKO3lWPKp2iTt+evOvtKliSxp5FlRA4bLrsImS667yConcLSB/nbZ09uBwCceNAk6zlhIdhFjdJeThBeH0r4+aZBxEsbdxhXZYhDtSeCVotMrSvQSKhnzqZpFMOGk9dQyh2xVNMOHPSZ34pXGy5DEgaZtHRShmF++Ae2hOc3Tj3U3ngf2Ipq8opeT3N6bTvkXNNl6tp6UBWihBQHdaKhS9BUqKGEDTD8mM75yLVPAgDWXvWhWHXw5l9xFjWBNZQyECEPftg8FFu4cdn1sEV5JaigBHVQKdfkFaChxC5XzyM4l6ijOJOGEnVORaCGIrs5+1I8zm8l9yKJsOEHlr+J7bvNvoeKNZRC8PHieZUJFIXtmSiuuhyahTnfMgWKqK7Fq2EDA1iglIG6xdbVhkNejEoekigpyzEXlZOXHzUb3mxGTnKmfPC5UdvTLFCCO9JIYagyW9v9rmThxqhJwgTfcK6AC365FJ+4/mlzOdZ/DGUZComuoQTlq/IK0FBGcT5OlCyCyglaoSGIvSF0mQVKOSiTV4gPxWrySkiPjeJDqbSkIPNccUVhO1HK/+mjr+OTP/N2dOVcQ1SNz+xDCe5AomgoKltbkEaxk4tUTW9aefXhqw07v2GDmFXbdgemd84NLsv4ZUvPqs32tEHPkzpmW8Vbx/rsl6HlmCj3eyj+c/TnKa5pOyyUvRFgH0oZhGkoan9VNJQI5qxyQkDDiDIyD3bKh5f/7XtfNaSLnkdkDcXkQ9E7QkMalXVQHcJMXpXY9aNrKM6vbZZ5OV9ZjGNi9GgoQSbQKD6UwOKl5mvL3y0nKA87erIonblfaOhtY2qnKO9DWB6NAGsoZeCOgiwPR1gIZwUrSyDKmF8/o1KNOWiwmApYAHI0l3yJ7JQ3aSj6ttHkFS4M1LXaNKXiR7rsdfvL6u1YtKI0MkglCftio+rErQIl5EEI01DCzDB5z3F7OUEdZHH+lv2hq3b4dLnmJv8pw1r7m6410twWj9bcmAKFNZQyULc4zClvO24zjUQhSpx8uY7F4PLCTV7Bq/RWXm5YFlHDsDOhPhR7PaJcR5iGEtQ5fPKGxQBKI4Oitp86zzYXJsx5HNaJ6ddmqpP3eJAWElQH57eSoJVKl14pdx6Kvxx9lr/peYiiceh5soYyBtDt1cZRbYhzMYo8iSIsAlKXeb6doJGt0lBGgtbKir04pHnbRNSXzhQ27G1WmzwvAAAgAElEQVRn+4gyimC1a6ze33KI/gngCjUUT17B6U156fcg2PFuPxg2IdhWN+9xlUfweVHyj/Ke+p89XUMxvf/R/DLm7UaCBUoZ6C95UEy+7eWJ4qyzPUhRnNVeP0tlT2TQyLZo6ik9qTjZL2a51n9KiWryCgsbNt2WKGt5KXOUbWSdRJRXuKnH+R2O6UMJjXYLCQsO+pRyVDOSel+C7mfYpOEoPq8gynXKl5i8NA3F9P5HyTOqtlfPsEApA/0em8xXql8Jm/gYhH0dML0iodkEdoSvbe3DE6vsCzsCIVFespMzjYqDzGFRKMeWHbWMeCav6GXYzqnE/KfaIeongG0aSmjHFCJYPT6SUKe8F/30wCivEFOxN735HHX9iWgoEfLw33O97mYNJUodgrXBRiC2QCGi/YjoYSJaQUTLiegLcv9EIlpIRKvk7wQtzSVEtJqIVhLRadr+Y4lomTz2A5JDPyJqJqLb5P7FRDRLS7NAlrGKiBbEvY5y0G+x0fGmwoYto/uKOqcynfJBD/Cp1zyGT924OFY9HOzLjbsaSsw323sNwXlEDXJoypQ+5h4NxWjyim5CCYvqG415KCO5eFpxWHvrIfJBviag9J5Hnduh2i/IhxIWUqw68WTmoQRrnM753mP6uxDXhxLVfFjPVKKh5AB8WQhxOIDjAVxEREcAuBjAIiHEHACL5P+Qx84BcCSA0wH8mIjSMq/rAFwAYI78O13uPx9ArxDiYADXALha5jURwGUAjgMwH8BluuCqGgJoSjtNZhqFuCOtCjSUMJXeqUb4Ax9JjQkgSCAEayhy0mMZxetllTNSjDJvAQBasumSfZ7OwZBNIhpKyHFbffS0YWt5qRPjhg2HBUF4o7hMGoo9fdQw2CjCIB8SMZeLoKGc8O1F+NJtLxiPRXnu9NW1/dcTdq1RBlgeH4rl/PVvDeCXT68LzatWxBYoQogtQojn5HYfgBUAZgA4E8DN8rSbAZwlt88EcKsQYkgI8QaA1QDmE9F0AF1CiKeE81bd4kuj8roDwClSezkNwEIhRI8QohfAQhSFUNUoCIFsWs0SDxAoIVFgQdiEURRntUecVDjCCaqqyts0ooy6YKKOp1Mqw+QVVUOJM1M+ig8lzBGs9seJFCtXQ7H5UMJkblh0k2fUHDLy9rdjVL+EOhb4uYGQd0dpCEEmvi07B3Hn85uMx7z+UXMeNz7xRvF83zm66S++Uz68Dp/42dP4+h9ftn5orNYk4kORpqi3A1gMYJoQYgvgCB0AU+VpMwBs0JJtlPtmyG3/fk8aIUQOwE4AkwLyMtXtAiJaQkRLuru7412gpCAEMkEaSoi9udzQQZ2wgAAg2bDhYJu38/IEfbK1HA3FNrqzXYMSWlHtzGHOZPO8gegmlPClV8Lr6H+eokd5Ob+2exHqhwoJCw7zNXmu3Xc8yogbKA5Momgx9uNKQ4n33BcivDt6G/urE/bcRgvICX/Hd+4ZARD8MbJaUrFAIaIOAL8H8K9CiF1Bpxr2iYD9cdN4dwpxvRBinhBi3pQpUwKqF44AXA0lTK01hlhGMX1YomY8Dk5bB2bZjkOUDsDkQ4kTbaOP7jxhqtaOWh23v1Rhy5HrL69xRBnhA1umvEz1jPR9DZ9AUEmiTuizzUMJe+bKERjGjjLA7h/VJ1BceiVgEBNyHeqZjOt7iOLvGd/WVKyPryD9GTJp7lGss1He8YzsfwZze6GGQkRZOMLk10KIO+XurdKMBfm7Te7fCGA/LflMAJvl/pmG/Z40RJQBMA5AT0BeVUMIASGArNRQjI63kM4wmh3VnEcUU1C533QITh8+WjSNitXIupyJWbbJc6YqeCJhAl5Sbz52wecvXzHaTnl/JxS19dR5+YKI9cx52t5Qqkd7DBEo/vRhAyx/HoECRd5s2xkjFWooUbT7Zi24IyjKK+h5csqyPC+W911HRSwOjuxlAkX6Mm4EsEII8b/aobsBLJDbCwDcpe0/R0ZuzYbjfH9GmsX6iOh4med5vjQqr48DeEj6We4HcCoRTZDO+FPlvqqh7m+QQMl5ImKCXz4btolkespozv3yXyw92yhzAkyh00VndvRyc5aX0bwmkl6PIJNb8L3waigGwRhBu1BHwjSUKG1R8gXACD4cf/1MAj6sbK9ZqvR42NyIIC0kqg8l6Hlyzwm5H7l8tPayEWUw1ic/Q2wqR2/7MME7ZDFXRTF5pV2BUp8mr0qWXnkngHMBLCMiFTpxKYCrANxOROcDWA/gbAAQQiwnotsBvAInQuwiIYQSs58D8AsArQDulX+AI7B+SUSr4Wgm58i8eojocgDPyvO+KYToqeBaQlE3W6mcYY63RBxzVvNXzLemrLKDNBSnYsOGUNU4Ji/bSDZMEARpKGEdZZh5oTh7215GUP5O2uidnF9DiSqQwzSt8qK87O3g5FWaPkjghPkU/XkE3s+Q61Aj9tgail6WJY/dQznrOd6BkH2AAgC79owYIw+jRMWRG7K/lwkUIcQTsK+ufYolzZUArjTsXwJgrmH/IKRAMhy7CcBNUetbKer+ZlNKQzFMbAyJiIkys9vTQVjsumG+Bf92VMIEor9884hSdcTRK5CztJvZ96Fv28soT0MxHC9Ev47wBRjD8yg1eQnPrw2PgA25zrD0Rqd8Gc5m/2HP7PGAahRX6bZ3kuocWzZ7KhQonvfVkkUuQAvxatmlafXzX+/ux9SultI6RHi2lU/NFtVXa3imfETUi53NKKd86Tlhi7tVskCcnjJsMUL/dlT0Z/j1bvP3M4CiA9joQ5F5VCvKS7+uIBNJWEfp8cUYnKju3Igo9ywBH4rf5BW1X/SMrGNoxWGLP9pCuo3Hfc/ctQ+tNpZTUkd3gBJtgGBKr0xAVm0xVFMLLyuoLfRnyLiKhpZ2YDhXctxfru1y1Qh+ZG+N8hor+H0opocmVxCujTPOaBGwazlhI0W9jv58oqLn+8+/eT60jqbIIpVHOeXnLNdmnh+i18Oep8ekZbwXevn2DiDoKlS2YZ8AjtIUNqd82CMTaroLKTzMGe0V9obyPc+o99jat/q1cuz1CFsDDwieRT/k0YTM55X4qHxECcsP8hfZ/IBu/lq9BixzSMK0TUBbPy5O1M0owAIlIupmF01e5pevOPGxNI8oWqrV5BUhHyGAca1ZAMDJh001n6RRulRGeP2AYgdgjvJSdYn+wOumDj3LsGiZKN8p928rPGGeAeVEuYywqLtIGoolbDiMsPWfytJQDMfLacegkoLMgiqLQDNrgE9rSAuhtV1vpYLVX7/SsOGQ5eu1PG2TEqPMwVKwyavBUfc6EzIPxY0CM73cZZq8bCqwdTY9BPaRttlMKvzW+vOJan8OWnspjsnLpqGYTVXmdCXnhXyaNuz7FeWsDRU6D8VWxwA/TvFbKsFlezrCkEFM0IfE/NvF9MHHgzRnfdmYYB9KoaQsWzmmdyiKr8Y2T6eYTn/uwoVS2WHD2n2wmby89zK4vpV8O6aasECJiHrIwuahqLW+wpzykR5aW5RXgFO+nC8mxl3uQ12HaZQUZ8l2W7h1qIYSUEZYtJjeCZknooVfh3IEWzVG9WvJw2N282cSsfnC5omU057hYcFhz7T3mBp8ASHapLz0IC1GlWMyTyqTV3MmZS3H9KkFnSiTMIOuNReyOKTedv2RNBRzHdQ4sV6jvFigRETd4GxA2HC+INyVbeNMfNTL8Z+vnx00U17ZWKP0R6UCpVwNxW7yKkeg2Do9c3RWcTuqE9coUPLFlzpO2PCDr2wtOddWB5v5Xu8U/CPoqD6osNBcfV/Ysuqmy7ANcIrp7e180pwp1mM6SkgIER7gYGoXNbBpyaZjm7zC5pA5edh9NWEair7vrhfM64lFGSzVe9gwC5QIbOgZcL/7nQ3QQPJlmLxsnaFNE4li4wWKUSBRhEOpySs0CQA9yqs0gWvyKuN5t9mmjfWJaBawzedReDQU070MWWzw4ZXb3O2wr2xG6eT8I283TDbkPhbCOjItvakTCmvvMA0o54luKm6/sGEHrvzzCgDAhLZsoP8wH+G9UOWYjqt72ZpNWwVH0NdF/flaNZQALSSqTw4AXttqjqCM6h8Ewk14tYK/KR+BD37/cfTJSU22xSGFECgIRFqNGAjoZCKM1q2jLVGeySvo+xXzZ0+0pgtaHDKOyct2neETG+1l6ElNnbLXh2L6WFqwhuKZGR0yqo7SQfnNbkEh0aZ66uV561DcDorKAywmrzKO62360KtFgduSTQcKxijvRaCGklMaSgr9Q5YydA2kIJDyrUAdtiJA6TneY7kA7cW/b99xpXNQnHPM2zpBn46oB1hDiUCfNkM2awkLVg9bU8aZARtnJj3gGwXZTF4BTnnT99Nt+OvgeREC5EHwWl4qr8jV8I38tPrEbEMnn+AR53C+4Jong75tY+vgwpz6gN7pWO51QTd5edsyStiyv+wwp7nRRBnSiYWN3PXy9TZpayrOBG/KpCL5R/zb3nPUIMYgUDSTl60cPWzYFEIcJhBU3ZQc8p8TNDhwznd+95vYar3GMG0QKFogwnxCtYIFSpmoeSb+zk49AIE+FI892v7Qms6phlPen4/+DAfF7RdnypfWw41sSkBDMb1U+p4oM+UzKTLmM5QruJ1e0L0SwnwtIxFs7mHL1weZeqKaNMLmiejHN+8cLDkeNDERiGBS8wiUol+qXRMoaaLAAUahoM3fsq2aLK/N1JEWNRS7DyXMaR7FIe4xaZeYvELChuW+juasNWw4kg9FvuDDdWryYoFSJhnLAzUw5DwkzQGj3igjMc+cDI+5QT/HXDcBzSkf4XkLChsOMie5y9cbZuu6polyorwso0NTFuWavLLplNVM0irXUzJ13kFLivjrYauG2h/Frm/VUEKaMTRcVctg6y6DQNHKNZUVNmEv77mG4nZrU9GaThTsE8gVitGR1gCHAK1YzUNpzaZjBUCoOrhlWTWUQjGKU/iPBQ+ECq5ASbvRgaXnFLdtAzI1XtzrVhseq7g+Et8N//pdLwMAVm3tA2BZ+TWKhmIZSemjx6BPDKvlraMsveLvIMLs7f50Jken2lOOycvWKZpnHJvT+VH3pymTso5qW10NxXu8UHA+VaDaMnwGuaUTDLD7A97RuN9Mop6fNw1CwF9GUD31fbsHS+c/6PfZKDgtJi2FR0PR2jmj+SjSKQrVJovmR7NEcEPVDXVwnfJNdg1lyBMmHnwdtqrmCwJZWc+SLzZaghMUaldbUwa5grCsDB2sber8z/0rg0+oESxQyiTjzpT37l8lIzfUI2GMqIlg/7c92Pp7Zjd5CaRDbF5B31IPs7e7x4K+2CiziOuUDw8bjqahFH1aKXNkUL5o8vIfV/cp4w4eSvOPYp4oLlFjbkvdrOjvSPVr2xYgVILMMM6+4nbf4Ii1joD5OnIWgWFKP2SJnEsRBWu8heBwe71uJlPPkB7lFcHnFWY9CDJHZy3PhP6+GANyZL06WhzNzaSlhAVY+FFfb6wnWKCUiTtT3nfD1RfUOuUDYzSjRBjVjljO0c+2aihCuBOfbM+jXqy/ExOeY8EdAGCZKe/O8A5+IWy2+XJmykdZzqMpbRYoI/kCmjNppKj0Xqj/3RBxQzl6h2DVQESwQLGZi/z/9wwMG9M7ddO+IhoShWX6Dof+DJiuwiYwTPnbIudSAT4UpQ02hwgU1YamtlTlNmdTVp/XsMfkVZrHSITZ9kHTAvT3Niggp0OaAk1+FOF59u1CTbF9tyWkrYawQCkTW1iwekA6m521tIxmlgihpnYfSvgIqlAoBg3Y8H4X25uP+p8oOCxRmWrMM+WLdQmsR8E8YixnLa/efntHq9oryOTVlE4hkyoVOH6BYnq3W7XvWVg7oIC5E4C3jf0djP4cBH1MSZ9Ma3ou9I7SZC4KCy7QbfVBJq/mTMpzXOW738RWpFLhYfJhGkrxs9P290rdE1MWQ9p1mAZC3gGCxeyWL7Z1yWrDnmfYbu5ua3bqaBIo3mffWAXk8gV30DpUhx/ZYoESAb2P7mpxBIb/wVcvXnuzcvTaR1KAfXTtmbFriTwJMgukQmbKB0UFuX4HiyPbraOrocR3yo9YfEVRVxvuaM5gfc+ANX9dQymI0s52OOeEDWfSpeYYVfd0gG+iqzUbuMwOEGz3B7zX7ddCdCE0FOCADTN56ULfqGF4PMGl+esr4wYJlNamtHH1gT/8v3ciHWDyck2TlvldiiAzqx7lBZjvl94OJj/N4EgeRI5gHAz4omKTpa1H8oWiphgQbdfRbDd5RTGjjhSEm0c9LhDJAqVM2uXN1DvMz968BLukw3N8WxMAS7x8hLkLto42Soy6xylv6c+9kWZmu31LNm11ygsh3Kiagii9DqGdF8SIZzRrtj8HCZSpXc0YyhWs0S6ulpExL5UzJAVKOkWlX0v0dXKmKxnOFTCpw7nXQSZIU9kKfX/Pbp9A0eoU1HGErc6gt60pnzANRXV8Hc0Zj8DwX0NrNu3TUJztbDoFIrtT3tVwlDCwtNWwq6EI4+BA1UHP03SOysPPwHAebdk0WpvS1mcqVxCu0CqZiJoXaMmYgzyA4gBH9R+mJeyjfKIily8Gk9gGKrWEBUoE9Ofz7fuPd/ZpOx9cUVzX6UsfOARABA3F8uLoI1XbshlB6x2FmbxyefuLlXMFSsoabTOUK6AgdF+R2Q8ToOA46Syhwl7HZGk6de4EKbh3GRzNQFFY2jqZNdv7kSZy5qlYlj3JWCL6AKcdgjowfb/NfJgL8JPo7R9k2hjJF+sRtMRMisyajm6HN13GnuE8UiQFiilMvOA8c00+k5e69kyKAqO8VFs3h2ko+nPru1A9ysuWhzfKyyw4W5vSaMnYBUq+INy29gvnXKGA5qw5YAcoPkNKoJjK0Ksd1F7t0g+jL9tfL7BAKYO/PmZfTO5oBmAeDU7rakZXq/KhlI56f7d0o/u/rRNa+eYuLU1xv2epD1usvoBm8gru5IDSEY6qc0s2bV0eu39IaWLZknqV8937EUuYZdhEOpWv+u7Lrj3mpcBHtGsBvJ3Q7qEchnMF3Lf8TaQNPpSC1hkC3qXwFcO5gmsPN4c3i+IEUEtbKqGRThF6+gNMXgEj0eF8AS1Zu4aiOr6O5owxn+89uMpTZz8Dw3m0NWXQlElZnPpOZGFTOuUzKxWFcorsPjVXG4zoQwFKB0LD+QKIioMcU2ft0VAMldkzLAVKNmX1WeUKRe3AP0gYyTvmMCKbhqJMXgE+lIAIzGI5BdeszhpKg3Pkvl1uh23SErbuGnKXZvGPYB5b1e3539YJ/erp9cVzLGHGNgtIFA1lJEigyKe4JZO2jqr75QTO8a2OhmCbNxOqoVi0tbDQSbVnvBQottDJorNYdvpaPQe0pXQyBpOXqkNQlNdQLo+2bAZN6ZTZfKElsZmsVLlTO5uxZcce4zFVlo2RfCHQXDSSc/Z1tmRDOyCjhjKSQ2tTukQDKaZxIgv9x1X9M6mUEzYcoqGECRTP0im+eqgAC6U9mDrrsM8V7BnOozWbRkvWrqGM5IRVoOQLAuk0IU0UuJSP0i5MPpSgb9YDTv8wOFJwB1MsUBqU9xziLMP9j+8+sLhEhOXBdxeP9D1wquObIEf2JpPSW/5Rqj7ik9uZFFlNXvlCcdE7m4LgidrJ+yOLiiYv2/X1y48DqYd6xDAqBYJnRjvnml9w7wehDOnkuRPbQ0xe7vpOzv3QOyT1Ml98xmGOD8VXV1WGTaAIIfD0mh70DAyjvTntam326wt2yh88tQObdw56riVXKH4sLVBDyRUCQ25H8gWkU4SWrFnD8GLvaJvSZoGSywtkUqkSDSZfcLSGdIqcsOEKnfJBviDlD1OdvUkg6ELZdD8GRvJobcqgOZu2OuWH8wV0NpunBYzkC8imHJ9c0HdpXKe8Qejp7WfSFtVx9e6F38/RhwVKBL71saPw6L+/F+kUuXZ1k2NvxvhWN9LDf1yN7C/94OEAgH//3Usl6W94/A0AwBff7/hhdNVbOSXHtWax2/LFt4LmlLexxxO1Y/OhpJErCIsJxCl7muzsVnfvLkkPhJu89LKta3lZOkgAmCgd4rssGorSxEx+DtWuMye0yigv74vprgNmmcS2sdfRJlZv24325oxRoHjNlcGj8/0ntgGAJ59cvoBZk9tkfe02/YLQw2XNJq9smtCUSRs7oP0ntuHw6V3G6wSUySuNZotAciILUSJwRrRnsSmTsi4frzrfov/BfF5QtNlw3hGqroZiaC/9XTLVZXA4j9ZsCi2ZlLW99dUV/G2Rywtk0o6/yLQemRqktAdEeQ15QpdLy1fvLmsoDc6M8a04YFI7gKLK2m/o1L93ztvcUa3fTqs6YjX6WbO933O8t38YP3n0dQDA26Tj3zSqmtLZjB2WiW4FURxV2+z2ep7+kZ4e5QWYR4u7pWA8Zr9xALw+DM9s4RCB4llp17LqbtDM7UmuhmIWrkUNpTQqR3UYLZk0sumUNTjBNvLXFyPoaM54VqNWDGsapd3k5exXfje908x7nK/m9CO+a7R9mbIpnUJzJmU0nQ0M592FHE23TDmrO1uyxpn2uUIBmbSjofjnWalVJZozKWvos+p8beG4bj2kYANKBWwUk9fuIfNzqhgYyaGtKYOWbNpaV7VCdVM6VWLyyhUKyEgNxbYyA1D0PRoFSi742VdpXA2Fw4Ybn3SK0NaUdtdFUqr81M5m/NWsiUWB4hv99w4MI50ivH0/R1j4FQk92uagKY7w0h8wNcI6fHoXlm3caf02RVaOkmw+kD3DmtZT4kPxdqQmobS9z6nnfhNKR8/eEFRj8dq5Wuejh8hqdXpp407MuvgePLe+t1hHpaG0O8ERVg1F5mmK/FF1bm1Ko60pXTI4UFFVHc2lZj2guAAnAKzp7sfCV7aWdISqA5vQ3mQ1eW2TbamcyWqBUZVehaDboryUAHJD2Q2njchOsNniVB8cyaNNpjd1YovX9KA5k8L41qzRX5UvOIEgju/BOzBQGkqzL6TYU74UcmpJEpvwHRjOu2ZOv9N8OOf4kVqa7BpKnzbwMGmMRR+K2SkvhHDKSaeQTVOJHydXcDSUjCWiTd1DNY/N5HcLM3m5AsV9LjjKa68gm07hL6+/BaBo8lGdgxI4ftt+T/8wJrRlMXfGOLznkCk4Yt8u99ibOwfxgWsec/9XI1PV8W3ZuQfXPPgaAODomeOwazBXEhX07NoedPcNISVDYU0CZfdQDp+6cbH7f2mUl3fEa4qGUYsVHjDJESj6yxvFb6DoH9LT6RE8BUyW5qzfP+dExd2//E3tuDIdOI7isLDhlkypT0tpiS3ZFDoMJiu3k7NMUtXzUh3gb55Z7znntTedRUIntTeZ5+sIgcvuXg4AmCW13w29zkTNfEFg++4hTB/XgkyKrE756x5ZDaA4YjVGecnRu8mpLoTAwHDOFWh+v94rm3dhOF/A02t6sHsoh7VvDZQIlT3DObQ1pdHZnPFoMLm846QGYBVmQHF9MWVCNWkXPf3D2LlnxGrS6h/KeUxeJpNV3+CIO4gz+S+LUV5p9/7rqOeuKZNCNmPQUPLCDZEOCltubUobnzl1Hf7z/XUENJOXVocVW3bh+sdeL+uzEdWABUoMdu4ZwStbdqG3fxgX/nIpAODfTj3EPb7fhDYs37zTk+a3z2xwI8QmdzR7JrKdq3XyQLFDVw/VZ29e4h4rzr/wPpBn/+QpAM5osclgxgGA9W95Z5b7X4p++cB2tcoRryGPV7bsQmdLBpOkhqB3ALpG02cxRSne0Ex+/lDmtqYM2pvS7ihOX+ZEnzA3rjVrDRtWo0w1etdfclXn5kwa7c2Zkrq6GkpLaVohBP7up08DcD4ideVH57r7dT7zi2cBANPl1/n86y71a+02Y3wrgGLn2tM/jIJwJm92tGSsQvNn0uemTFZ+IT44ksfvlm7E5p2DaDb4UIbzzpyiyXLk7x8164MW9QVGXbir62hrSqOrNYve/mFXY1cTBQFHoNiWbFf3b1pXs1tnP8oUvGqbM3jz5/Xqm32YM63TdXibnondQzn33fFr3v1DOWzZNYiZE1qt81DWveU8r1O7WpBNp0oWqRzJO6a/tCVoRg0KmtLOIMa08rMaQBGZTbmDPpOXPkD411tfwLf+/Kr188KjBQuUCli1bbfrCznx4Mnu/nccMAEr5QgVAG5/dgOAohYzsT3rmcjmX0JEmZzUA6QmU05qb3JfGu9osPhgtWTNIyinHK/fxm8TV74ZW3SREAKLVmzFBw6fhpYmp45eDaVoMgtbCVWNztMp8nRkI3nHbKfMPYBXoKjRZSZF6GrJGE1em3fswb/97kUARZu1KQy3JStHi36Tl6uhlL64uwZzrpb2Px8/Bh97+0wAXo1L54SDJgFwRpA6uh+sOOJ06ritz8l/SkczpnQ0Y3uffc0yABgvBcJu36j3qTVvudvOWlveOg4Oe82Hfu1AWfaOmjEOZ71tXwBFk41iYDiH9uYMDpragf7hvKtl7R4aQac8d/+JbejpH0Z3X+lihkpYTuuUGoqhM1fvwxVnOcLba2YtYNOOPThoSjumdbWACNi8c09JHn2DOePcKcDRuoVwNEWbyat3wKnnjPGtRh/KoIy2s4UND444wRGpFKGjJVNyrwBguxxkdjRljP6qhXICdXtTGtk0ed7PlfKzGbVeMJIFSgxU6K8+gpugdYAHTGpD78CI+7J85ffeiK4J7U0YHCm4L7C/406lHC1D7W/JOOadxZee4pon9FH1dk3baWvKODZeg0BZ59NQvvPAa+52/1AO/3mX08nPntwh8y0+nEIInHfTMxgcKeDomePQlE4hRaUvN+BoYDaBIoTAbxYXzUP7dLV4OlfH8ZnGhPZix6XmKADF6LBsOoWu1qxx9P5d7bqUYNLNA6rzb2tKy7Df4jVs2rEHj6x05gyZVgPQ65pJO+G4KSoGXfiZM60TALDWF4SxY/DI7e8AABjfSURBVKBYb+WUV3b52+QAZEpnM6Z0Nhs7CV0jeocccHj9BAXX36XWqPI/ZwMjzvkqYs4vFFWn9+2PHYUL33tQSbkA0Ns/gvGtWfc76b0DI1jTvRv3L9/qLntz1AwngGPpul74USPxqXIQ49eSdg/l8MOHHNPevFkTAHifOXXN41uzaMo4o3+9bVVbrNzah/1kNJ2/w1cfHpva1YyWrPkDWE+u3g4A1jk5e4ZzaG/KIG1YGw5wrBpKGLdbAjmaMyl87B0z0NlSqjUDwE8fXQPA6T9sYdw794xg91AOf/uTp0qsJKMBC5QY/PTceQCAlzbucPdN1AWKfHA39Ax47KK3XXA8gGKE0l0vbLKumOtExjgPzO6hHMa3ZpFJp1wzjP7A6R9hyqYJ2XQKPf3DJS//OqkJve/QKSXl6R/s2cdgptnWN4THVzkv1cwJbXJ9JuAXf1nrnqOudcb4Vus6Wyu39uHSPywD4HSEkzqaPNra4EjeHekperUOQmkk41qz6GrJGjUUJQgAJ1gCKAqCpet6cMtTTp0ntjehvdk7Wjzz2ifcazJ9ikCvS74g3HZQnd5QLo+//uET7jnvPWQK2pvSWOsT5krgfvrEWe4IXAku1e6HTe/CPuNasGRdr6ct39jejyP+8373/yP3dQS8eiaEEPjrHz6Bf7/DGcg8fckpaGkqnS9TXCE7g/FtWXTv9n53RZllOlsyrl/PP7Le1jeIqV0trg/kta19+OafXgHgBCwARaF+4a+Wwo+6f1MtJi/9/VAdsq5JqfuqhHJXS7akM37stW4M5wqYd4AjkDz+tJE8Fq/pcerQ2YJxbc4EUL+29v1FzooC7XLA5u/MVXi1MxAsfe537RlxNdHO5gx2D5YKvaFcAQdMbLdG1Cn26WrxCLWl63rcY396aTPmXnY/nlnbg6/94WVrHtWCBUoMjpUP5o8fed3dN66tOKJWI6H1bw24JoBLzjgMxx3omD+UNnPxnctw/s3PGstoa067I6e+wZwrSNRLpWtH+qddD57aiY29e/DAK1vdTg4AvvvASvxm8Xoce8AE/Pwz83HG3H1cuzXgjZZSnbBuotBH2HPliFPVTXHfy459XTnsTZ+c3dhTNEf84h/mY0Jbk9tprNrah8dXbUdHc8YTVq2XrYTPxPYmNGdSeNEX8fb8+l5XILRkU+5SOb9ZvB5DuTz+5rqn8OqbfehsdkJEO5qcNarUy6lre6oj1DviXk34ren22qs39Azg0jtfxrJNzsjw0yfOAhHhiH27Skbnl8tO9/x3zS5GBsqOjohw4OR2dDRnMHdfp60/+bOn3bQ/WLTKHUV//cNHAIAc1Tr38PXufryqmVyndbVgltSaVVtv6BnAyd99FIAz6p45odWdXwM4Zr4vS7NhR3PGuKjhSL6A7buHMbWzGUdM70JzJoXX3uzD9HGOT+gLp8wBAI+2qfN69253INPZnEE6RT6fXAHv/u+H3f/9Tvltuwbda1BmWr0dFOdLH+S75kxBUzqF17uLz9MNj69xhcW0rmZMlua/t/qdZ18IgdueLWrUkzqa0NXijXgrFAR2DoygsyUjHe6lAmXnnpGi0Gst1aKU8J3Y0YRxrdmS42/JQcYX338I2pszjs9KPotfuv1F97w/Lyv6uHYMOIPKm/+yFjsHgk3QSdHQAoWITieilUS0moguHq1y0ynCuccf4P5/7Sff7jm+v+xQv/r7l1xHuLKlA8Dsye3u9nPrd6ApncI/vedATx4nHzYN9768BSP5AnYNFu3RKnTy0j8sw/cfXIXBkbz7Rb8/f/7dOH3uPm4eyskHFEfQh+3jmGD2Hd+KrbuG3E5RmR6+eeaRbies+3ZUB/+z8+a5GsyR+3a5DuXhXAE/fcxRyd976FQAwMPSkQs4o/mzfvQkPnuL83I/8dX3ucLxxY07MTCcwydkp/nE6u34yaeORXPGEQjKIQoAz7zhjMbamtKYIgWf8scAwEd//Bd3+9XLz3DPWfTqNvzX/73iHlMhpkpQK6GhVkUAiprmrc+uxx1yHTbd5PXZdzv37OZ/mA8AOPWaxzxtPnOC0zbvOGAClm3aiY/9+EkMDOcw6+J73A5/5oTiZFjlQ3n41W3uiF2t2/Tc+h1uJ6Z3mAdP7XCvQwl35YMBis+LOk/dx3uWbXHP2aerBTPGewWK3qadLVl3Dojub3pzp1POtK4WpFKEAya1Ye1bA/itjHj7R9k+08e14uCpHThQe+4B4Eu3veBuExHast4Q7m/9+VV3+xef+St0tWaRSZE70Ln/leKirDNkW3c0Z/DAK1txzH89AAB4UDvn0GmdOO7AiXh2rT6iL7ZDR3PGba+35MDita278dXfL3PPmdTeVGKG/OrvX0LfUA7H7DcebU2lEVzfuHs5nli93V2HYN9xrdi8c49nIKRC4w/fpxMzJ7aW+FVf2ugMUo47cCIAYM7UDjy/fgeEEJ4Bns7atwbw6GvduOzu5fjodU8az0mahhUoRJQG8CMAZwA4AsAniOiI0Sr/cukgBIpROgrVUe4azOECGQWmZkMDXoECOPb9g6TfQnHiQZNQEMCcr92Lx1dtd81kaqQIANc8+Bre9s0H3EUnD5XC4ulLTgHgRJs9uXq7R9P4ymmHAQDeJYMIzvj+49iycw+29Q3i3XMm47wTZqG1KY1xrVn88KHVbue1dF0vOpszOOWwqW5eh07rRHffEH708Gos21Q0/33wqH0wY3wrHl+1HTsHRjA4ksdb/UN4YYNzzqlHTMNMOY9FdVR/fH6za9s+7chpeOfBk7HyijNw+txpeG3rbuwZzuPXi9e50UZEhIvedzAA4Jan1gEwf3CrRXPo676bDxwxDUBxKYyegWE8veYtPPpacc01pWnev3wr/u13L2LJ2h709jvt8dNzj3Xz/itp2/fb3lUnPkUK6OfW78D3tcUY1XUQOb6YW59Zjxc37MDAcN6NojtGzlsCgOO/tQjff3CV61NKUdE/se+4Vtz94mbsGhxxR7eHTuvErz97HICitvXgiq0QQmDJ2qLGdPTMcZg5oQ0begbwxKrtEELgd0s2uO2k5rE0ZVJ4o7sfQgis3rbb1R6UUN53fKtn5e2UNtnqw0dPx5rt/djYO4Ala3uwbddgiS9j9pR2PKdpcjc9+Ya7/d5DpyKdIuwzrgWbd+xBviDwx+c3ucfVIEeZKXfuGcGOgWF3APOugyejtSmNWZPasXZ7P7bvHoIQwhXs/3LywSAidwCyRTr2r7inOAh55tJTQESY3NGMbilQuvuG3PfvfYdOxcT2JixZ1+sOPDb0DLgas9KCJ3U0Y3Ck4Dr/e/uHccmdy9DWlMaxB0zAgZPbsWXnoOuX6xsccaMG1XSDkw6Zgk079uCGx9/APS9tweHTu1zLyZMXn4z/+JCzIsenf+6kW9Pd72o51SQTfkrdMh/AaiHEGgAgolsBnAnglcBUCbLghANw81PrXIeizr+fdqjHL6Hsp4Cz3tf3z3kbvnBrcYR21MxxeOZrp7j/65oGAE+Y4V8uPhknXvUQACd6RI1e1Dpj+4xrwcfePgN3Pr8JT6zejqNnOp3Ojz75Dtc09z4pGIZyBZzwbSevTx2/v1vGv516CL5+13Ic9Y0H3H1zpnZ4OomJ7U0Yzhc81/ns194PIsLsye1Y9Oo2HPPNYnoAOPmwqbj6b452//+fs4/BvS+/iUv/sAwt2RQ+MX9/fPtjR7nHTzlsGn719Hoc/p/3ufs+f7IjSFRILgDMuvgeTzmXnHEYbPz3x4/G2cc60VkHTnE6/VOk6UTR0ZxBV4v39fi4DM0GgPcfPs3dbmsqfY2+9dGjXE1tH62eSosDgJVXnO5uT+tqwbq3BnDmj5yR5CmHO2kP26cL7z98Gh5csRV7RvLufKQz5u6D6z51rJteTaY7Wrtfd3zuBFezVddy3SOvYyRXwF9ed/xhF77nIBCR6/fS5ykdOq0TPzvP8RcSEWZNasPvlm70rJoNOAMAAHjnQZPdgAa1fJDeXt97cBXedfXD8KNMYx88ajquuvfVknv53bOPcbebMyn88YXN+OMLm919b3z7g+5k00P36cLDsg5v++ZC95z/Odt55qZ0NqN/OI95VzzoHpsxvhVfPvVQAMBBchBw4a+ew5Ufnev6DV/6xqnuQHFaVzN2DIx46nnYPp2Y0N6EM47aB/cs24LTv/c45s+eiLtfLNbz0g86z6TqCw7/z/vwHx86HNfLZ2L+7Iny3XHq8B9/fBknHzbVNSUDxcHq/NmOpnLln1cAcAagl37wcPcLnueecACuuGeFm25CWxb9Q3lM8o5bE6dhNRQAMwBs0P7fKPeNGt/4yJF4/usfKNFQALijZ6A4+tE5820zcNH7nMiZK86ai8Ond2FqZwumyvDJbDqF2//pBPf8H2pmtX3Ht2LNtz6Ir5x+qLvv8/KlVLxDjlaAorqslnRRPPJv78XcGcUJlofKiCQA+ORxB3i0Kv81AcA58/eHHzXCu/A9B5UcAxyT2oT2YgBDR3MGfzdvPwCOcFSdk2L+7Imejv34AyfiS/LlJyL83z+/q6SMZ7/2fvyTVv6VH52LT584y/3/Q0dNd+/H4dM7/cnxuwtPwMv/dRoy6RSWfePUEsEClH5qef6sie72hLYsPnlcsW1OO3Ifd5FKxUNffo+7EjIAfP5k7/3TtdifnXesq1Eq/vqYfT3/f8JwLzpbSv16AHDDE29gYDiPz598ML4qn6GTDikN1Jg2zjtQUiYsnQe/VLyOfzzpQFx8xmH4xPz98YX3e69n7oxx+Jpcx07noS+/B1+U3xDSzciKa/7uGPyNFP6mel76wcM879bxB06En4VfPMn167zXF5CSTRP+cNGJ7v8dmgVAObUvOeMwT7j0h47e1/UTKv70L85z+OGjnfvy5q5BV5i0ZtO471/fjXfPccpWyxYBwBX3rMC2viF8Yv5++I4UnCcd4tzrO5/bhH/+zfP400tbMH/2RLx6eXEAcui0Tvd9nT6uBRe+5yD3uzSAM8dq8aWn4LjZE/HEV9+H5//zVNcUX02o1jMr40JEZwM4TQjxWfn/uQDmCyH+xXfeBQAuAID999//2HXr1o1aHXcMDOOPz2/C2fP285iqFIWCcD7U1JQ2pI7G0nU9mNrZ4ukwAMeZeMtT69DWlMb1j63BP598MM58m1ne/uH5jehszuLkw6Z6NBD1TQ+1/LhyHvtZ91Y/OluymNCW9bzcQghc+9BqrO7ejaNmjMOnjj/AY4LSueelLUingNPnTi85tnPPCB5ZuQ2L3+jBhScdVPJirOnejTd3DeKJVdvx6RNnGTVGwPFNHLpPJ/b1DQCGcnk0pVN4bn0vDprS4ZkDo8gXBD724yex38Q2XH7mXI9QVLy5cxAX3/kSLjnjcNf8qLN11yAWrdiGGRNaPb4axYaeAazvGcDG3gH83V+VCghV15c37XLNGzqDI3ks37wLT72+HX9/3AHGOr62tQ+nXvMY5s+aiFvOn++5H739w3hh4w5cfe+rmNrVgqs+dlRJWy1d14sla3vwzoMnIyUDDsrhufW9mNbVghseX4OPHLMv3r6/9zoGhnNY3zOA+1/eivNOKL2GoVwer2/rRyrlRFyZnvt7X34T41uzWN8zgGP2G+8ufqnIFwTe2L4b07pa0Ns/Yuxoe/uHsWzTTjz5+nZceNJBxrZ8vXs3nnmjBx84YprrdwQcv80Tq7djSmcz/vrofdHZkilJf//yN/Hc+l6ceJAjPE6aM9nz7qzYsguPvtaNDT0DOHhqBz72jpkeK4dCfcq62hDRUiHEvNDzGlignADgG0KI0+T/lwCAEOLbtjTz5s0TS5YssR1mGIZhDEQVKI1s8noWwBwimk1ETQDOAXB3jevEMAwzZmlYp7wQIkdE/wzgfgBpADcJIZaHJGMYhmGqRMMKFAAQQvwZwJ9rXQ+GYRimsU1eDMMwTB3BAoVhGIZJBBYoDMMwTCKwQGEYhmESgQUKwzAMkwgNO7ExDkS0B0BQaPE4AEFfpdkfwPqA41HyqPZxILyeo1GHStsyiTIqPc73O3odqn2/R+N54GfSfvxQIUTp8g9+hBBj5g9Ad8jx6ytJHzGPqh5P6DqTqENFbZlQGZUe5/tdJ/d7lJ4HfiYtxwEsCStXCDHmTF47Qo7/X4Xpo+RR7eNA5deZRB0qbcskyqj0ON/v6HWo9v0ejeeBn8lox62MNZPXEhFhPZpqpR8tGqGeXMfkaIR6ch2ToVZ1jFruWNNQrq9x+tGiEerJdUyORqgn1zEZalXHSOWOKQ2FYRiGqR5jTUNhGIZhqsSYFyhEdBMRbSOil7V9xxDRU0S0jIj+j4i65P4sEd0s969Q32CRxx4hopVE9IL8m2oqbxTq2EREP5f7XySi92ppjpX7VxPRD8j/Gcn6qGM123E/InpY3rvlRPQFuX8iES0kolXyd4KW5hLZXiuJ6DRtfzXbMsl6VqU9y60jEU2S5+8momt9eVWlLROuY7204weIaKlsr6VEdLKWV9WeychECQXbm/8AnATgHQBe1vY9C+A9cvsfAFwutz8J4Fa53QZgLYBZ8v9HAMyrgzpeBODncnsqgKUAUvL/ZwCcAIAA3AvgjDqsYzXbcTqAd8jtTgCvATgCwH8DuFjuvxjA1XL7CAAvAmgGMBvA6wDSo9CWSdazKu0Zo47tAN4F4EIA1/ryqkpbJlzHemnHtwPYV27PBbCp2u1Yzt+Y11CEEI8B6PHtPhTAY3J7IYC/UacDaCeiDIBWAMMAdtVZHY8AsEim2wYnzHAeEU0H0CWEeEo4T98tAM6qpzomVZeAOm4RQjwnt/sArAAwA8CZAG6Wp92MYrucCWcAMSSEeAPAagDzR6EtE6lnUvVJoo5CiH4hxBMABvV8qtmWSdWxmsSo4/NCiM1y/3IALUTUXO1nMipjXqBYeBnAR+T22QD2k9t3AOgHsAXObNXvCCH0TvTnUh3++iiom7Y6vgjgTCLKENFsAMfKYzMAbNTSb5T76qmOiqq3IxHNgjPaWwxgmhBiC+C84HC0JsBpnw1aMtVmo9aWFdZTUdX2jFhHG6PSlhXWUVFv7fg3AJ4XQgyhNu93CSxQzPwDgIuIaCkcNXRY7p8PIA9gXzimhS8T0YHy2N8LIY4C8G75d26N6ngTnIdpCYDvAfgLgBwcNdhPtUP8yq0jMArtSEQdAH4P4F+FEEEapq3NRqUtE6gnUOX2LKOO1iwM+xJtywTqCNRZOxLRkQCuBvBPapfhtFEP4WWBYkAI8aoQ4lQhxLEAfgvHJg04PpT7hBAj0lTzJKSpRgixSf72AfgNqm9yMNZRCJETQnxRCPE2IcSZAMYDWAWnA5+pZTETwGZ/vjWuY9XbkYiycF7cXwsh7pS7t0qTgTLBbJP7N8KrOak2q3pbJlTPqrZnmXW0UdW2TKiOddWORDQTwB8AnCeEUH3TqL/fJligGFARHESUAvAfAH4iD60HcDI5tAM4HsCr0nQzWabJAvgwHHPPqNeRiNpk3UBEHwCQE0K8ItXmPiI6Xqrr5wG4q57qWO12lNd9I4AVQoj/1Q7dDWCB3F6AYrvcDeAcaaOeDWAOgGeq3ZZJ1bOa7Rmjjkaq2ZZJ1bGe2pGIxgO4B8AlQogn1cm1eL+NJO3lb7Q/OCPnLQBG4Ej58wF8AU60xWsArkJxAmgHgN/BcYa9AuDfRTE6ZCmAl+Sx70NG2dSgjrMArITj3HsQwAFaPvPgvAivA7hWpamXOo5CO74LjhngJQAvyL8PApgEJ0hglfydqKX5mmyvldCiZqrclonUs5rtGbOOa+EEbuyWz8gR1WzLpOpYT+0IZ2DWr537AoCp1X4mo/7xTHmGYRgmEdjkxTAMwyQCCxSGYRgmEVigMAzDMInAAoVhGIZJBBYoDMMwTCKwQGGYOoGILiSi88o4fxZpqzszTK3J1LoCDMM4k+eEED8JP5Nh6hcWKAyTEHJxv/vgLO73djgTOs8DcDiA/4UzMXY7gE8LIbYQ0SNw1jF7J4C7iagTwG4hxHeI6G1wVhZogzNR7R+EEL1EdCyctdAGADwxelfHMOGwyYthkuVQANcLIY6G82mDiwD8EMDHhbOm2U0ArtTOHy+EeI8Q4ru+fG4B8FWZzzIAl8n9PwfweSHECdW8CIaJA2soDJMsG0RxjaVfAbgUzoeQFsoVz9NwlqhR3ObPgIjGwRE0j8pdNwP4nWH/LwGckfwlMEw8WKAwTLL41zLqA7A8QKPoLyNvMuTPMHUDm7wYJln2JyIlPD4B4GkAU9Q+IsrKb1lYEULsBNBLRO+Wu84F8KgQYgeAnUT0Lrn/75OvPsPEhzUUhkmWFQAWENFP4awU+0MA9wP4gTRZZeB8VGx5SD4LAPyEiNoArAHwGbn/MwBuIqIBmS/D1A282jDDJISM8vqTEGJujavCMDWBTV4MwzBMIrCGwjAMwyQCaygMwzBMIrBAYRiGYRKBBQrDMAyTCCxQGIZhmERggcIwDMMkAgsUhmEYJhH+P3pRp3WytopZAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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"2013 4182691\n", + "1986 5115251\n", + "1990 5235827\n", + "1989 5466192\n", + "dtype: int64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2499,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "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)" ] @@ -364,7 +2555,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv new file mode 100644 index 0000000..1e8ff83 --- /dev/null +++ b/module3/exo1/syndrome-grippal.csv @@ -0,0 +1,1926 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202136],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-09-22T15:01:46+02:00 +week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +202136,3,10224,7428,13020,15,11,19,FR,France +202135,3,12518,9208,15828,19,14,24,FR,France +202134,3,13015,9485,16545,20,15,25,FR,France 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