From 9a03ff31288205c14c10e90823e5406781dd9749 Mon Sep 17 00:00:00 2001 From: 8f0f2ac44811a9c52754c63a86be22ed <8f0f2ac44811a9c52754c63a86be22ed@app-learninglab.inria.fr> Date: Tue, 14 Sep 2021 20:49:22 +0000 Subject: [PATCH] no commit message --- module2/exo3/exercice.ipynb | 44 +- module3/exo1/analyse-syndrome-grippal.ipynb | 2231 ++++++++++++++++++- module3/exo1/syndrome-grippal.csv | 1925 ++++++++++++++++ 3 files changed, 4160 insertions(+), 40 deletions(-) create mode 100644 module3/exo1/syndrome-grippal.csv diff --git a/module2/exo3/exercice.ipynb b/module2/exo3/exercice.ipynb index 0bbbe37..4a0940e 100644 --- a/module2/exo3/exercice.ipynb +++ b/module2/exo3/exercice.ipynb @@ -1,5 +1,44 @@ { - "cells": [], + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "\n", + "data = np.array([14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02021353126729277.016067.01914.024.0FRFrance
12021343130139481.016545.02015.025.0FRFrance
22021333103927042.013742.01611.021.0FRFrance
320213231558611009.020163.02417.031.0FRFrance
420213131885513664.024046.02921.037.0FRFrance
52021303139919695.018287.02114.028.0FRFrance
62021293136269618.017634.02115.027.0FRFrance
7202128386365430.011842.0138.018.0FRFrance
82021273106936838.014548.01610.022.0FRFrance
9202126370864109.010063.0116.016.0FRFrance
10202125379425540.010344.0128.016.0FRFrance
11202124348553011.06699.074.010.0FRFrance
12202123367104455.08965.0107.013.0FRFrance
13202122378795495.010263.0128.016.0FRFrance
14202121378275403.010251.0128.016.0FRFrance
152021203102787540.013016.01612.020.0FRFrance
16202119395396860.012218.01410.018.0FRFrance
172021183121359165.015105.01814.022.0FRFrance
182021173120588891.015225.01813.023.0FRFrance
1920211631650512735.020275.02519.031.0FRFrance
2020211531930615398.023214.02923.035.0FRFrance
2120211432107317099.025047.03226.038.0FRFrance
2220211332641322094.030732.04033.047.0FRFrance
2320211233065825919.035397.04639.053.0FRFrance
2420211132498820718.029258.03832.044.0FRFrance
2520211031953915951.023127.03025.035.0FRFrance
2620210931757213926.021218.02721.033.0FRFrance
2720210832088216907.024857.03226.038.0FRFrance
2820210732239318303.026483.03428.040.0FRFrance
2920210632318319134.027232.03529.041.0FRFrance
.................................
189319852132609619621.032571.04735.059.0FRFrance
189419852032789620885.034907.05138.064.0FRFrance
189519851934315432821.053487.07859.097.0FRFrance
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189819851635036236451.064273.09166.0116.0FRFrance
189919851536388145538.082224.011683.0149.0FRFrance
19001985143134545114400.0154690.0244207.0281.0FRFrance
19011985133197206176080.0218332.0357319.0395.0FRFrance
19021985123245240223304.0267176.0445405.0485.0FRFrance
19031985113276205252399.0300011.0501458.0544.0FRFrance
19041985103353231326279.0380183.0640591.0689.0FRFrance
19051985093369895341109.0398681.0670618.0722.0FRFrance
19061985083389886359529.0420243.0707652.0762.0FRFrance
19071985073471852432599.0511105.0855784.0926.0FRFrance
19081985063565825518011.0613639.01026939.01113.0FRFrance
19091985053637302592795.0681809.011551074.01236.0FRFrance
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19111985033213901174689.0253113.0388317.0459.0FRFrance
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1917198449310107381684.0120462.0184149.0219.0FRFrance
191819844837862060634.096606.0143110.0176.0FRFrance
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1923 rows × 10 columns

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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
168619891930NaNNaN0NaNNaNFRFrance
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
02021353126729277.016067.01914.024.0FRFrance
12021343130139481.016545.02015.025.0FRFrance
22021333103927042.013742.01611.021.0FRFrance
320213231558611009.020163.02417.031.0FRFrance
420213131885513664.024046.02921.037.0FRFrance
52021303139919695.018287.02114.028.0FRFrance
62021293136269618.017634.02115.027.0FRFrance
7202128386365430.011842.0138.018.0FRFrance
82021273106936838.014548.01610.022.0FRFrance
9202126370864109.010063.0116.016.0FRFrance
10202125379425540.010344.0128.016.0FRFrance
11202124348553011.06699.074.010.0FRFrance
12202123367104455.08965.0107.013.0FRFrance
13202122378795495.010263.0128.016.0FRFrance
14202121378275403.010251.0128.016.0FRFrance
152021203102787540.013016.01612.020.0FRFrance
16202119395396860.012218.01410.018.0FRFrance
172021183121359165.015105.01814.022.0FRFrance
182021173120588891.015225.01813.023.0FRFrance
1920211631650512735.020275.02519.031.0FRFrance
2020211531930615398.023214.02923.035.0FRFrance
2120211432107317099.025047.03226.038.0FRFrance
2220211332641322094.030732.04033.047.0FRFrance
2320211233065825919.035397.04639.053.0FRFrance
2420211132498820718.029258.03832.044.0FRFrance
2520211031953915951.023127.03025.035.0FRFrance
2620210931757213926.021218.02721.033.0FRFrance
2720210832088216907.024857.03226.038.0FRFrance
2820210732239318303.026483.03428.040.0FRFrance
2920210632318319134.027232.03529.041.0FRFrance
.................................
189319852132609619621.032571.04735.059.0FRFrance
189419852032789620885.034907.05138.064.0FRFrance
189519851934315432821.053487.07859.097.0FRFrance
189619851834055529935.051175.07455.093.0FRFrance
189719851733405324366.043740.06244.080.0FRFrance
189819851635036236451.064273.09166.0116.0FRFrance
189919851536388145538.082224.011683.0149.0FRFrance
19001985143134545114400.0154690.0244207.0281.0FRFrance
19011985133197206176080.0218332.0357319.0395.0FRFrance
19021985123245240223304.0267176.0445405.0485.0FRFrance
19031985113276205252399.0300011.0501458.0544.0FRFrance
19041985103353231326279.0380183.0640591.0689.0FRFrance
19051985093369895341109.0398681.0670618.0722.0FRFrance
19061985083389886359529.0420243.0707652.0762.0FRFrance
19071985073471852432599.0511105.0855784.0926.0FRFrance
19081985063565825518011.0613639.01026939.01113.0FRFrance
19091985053637302592795.0681809.011551074.01236.0FRFrance
19101985043424937390794.0459080.0770708.0832.0FRFrance
19111985033213901174689.0253113.0388317.0459.0FRFrance
191219850239758680949.0114223.0177147.0207.0FRFrance
191319850138548965918.0105060.0155120.0190.0FRFrance
191419845238483060602.0109058.0154110.0198.0FRFrance
1915198451310172680242.0123210.0185146.0224.0FRFrance
19161984503123680101401.0145959.0225184.0266.0FRFrance
1917198449310107381684.0120462.0184149.0219.0FRFrance
191819844837862060634.096606.0143110.0176.0FRFrance
191919844737202954274.089784.013199.0163.0FRFrance
192019844638733067686.0106974.0159123.0195.0FRFrance
19211984453135223101414.0169032.0246184.0308.0FRFrance
192219844436842220056.0116788.012537.0213.0FRFrance
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1922 rows × 10 columns

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96606.0 143 110.0 \n", + "1919 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "1920 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "1921 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "1922 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 24.0 FR France \n", + "1 25.0 FR France \n", + "2 21.0 FR France \n", + "3 31.0 FR France \n", + "4 37.0 FR France \n", + "5 28.0 FR France \n", + "6 27.0 FR France \n", + "7 18.0 FR France \n", + "8 22.0 FR France \n", + "9 16.0 FR France \n", + "10 16.0 FR France \n", + "11 10.0 FR France \n", + "12 13.0 FR France \n", + "13 16.0 FR France \n", + "14 16.0 FR France \n", + "15 20.0 FR France \n", + "16 18.0 FR France \n", + "17 22.0 FR France \n", + "18 23.0 FR France \n", + "19 31.0 FR France \n", + "20 35.0 FR France \n", + "21 38.0 FR France \n", + "22 47.0 FR France \n", + "23 53.0 FR France \n", + "24 44.0 FR France \n", + "25 35.0 FR France \n", + "26 33.0 FR France \n", + "27 38.0 FR France \n", + "28 40.0 FR France \n", + "29 41.0 FR France \n", + "... ... ... ... \n", + "1893 59.0 FR France \n", + "1894 64.0 FR France \n", + "1895 97.0 FR France \n", + "1896 93.0 FR France \n", + "1897 80.0 FR France \n", + "1898 116.0 FR France \n", + "1899 149.0 FR France \n", + "1900 281.0 FR France \n", + "1901 395.0 FR France \n", + "1902 485.0 FR France \n", + "1903 544.0 FR France \n", + "1904 689.0 FR France \n", + "1905 722.0 FR France \n", + "1906 762.0 FR France \n", + "1907 926.0 FR France \n", + "1908 1113.0 FR France \n", + "1909 1236.0 FR France \n", + "1910 832.0 FR France \n", + "1911 459.0 FR France \n", + "1912 207.0 FR France \n", + "1913 190.0 FR France \n", + "1914 198.0 FR France \n", + "1915 224.0 FR France \n", + "1916 266.0 FR France \n", + "1917 219.0 FR France \n", + "1918 176.0 FR France \n", + "1919 163.0 FR France \n", + "1920 195.0 FR France \n", + "1921 308.0 FR France \n", + "1922 213.0 FR France \n", + "\n", + "[1922 rows x 10 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +2132,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +2162,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 25, + "metadata": {}, "outputs": [], "source": [ "sorted_data = data.set_index('period').sort_index()" @@ -179,9 +2187,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "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 +2215,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "sorted_data['inc'][-200:].plot()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -252,10 +2321,8 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 29, + "metadata": {}, "outputs": [], "source": [ "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n", @@ -274,7 +2341,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -298,9 +2365,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "yearly_incidence.plot(style='*')" ] @@ -314,9 +2404,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "2014 1600941\n", + "1991 1659249\n", + "1995 1840410\n", + "2020 2053781\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": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "yearly_incidence.sort_values()" ] @@ -331,9 +2467,32 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "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 +2500,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] } @@ -364,7 +2521,7 @@ "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..4131e7c --- /dev/null +++ b/module3/exo1/syndrome-grippal.csv @@ -0,0 +1,1925 @@ +# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202135],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2021-09-14T22:39:11+02:00 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