From f8124288fc18c09299d1e1f650f4d41d26ead02d Mon Sep 17 00:00:00 2001 From: 5d5f89db375f9ba5e6d1c5d0b139bc6a <5d5f89db375f9ba5e6d1c5d0b139bc6a@app-learninglab.inria.fr> Date: Thu, 10 Dec 2020 17:13:02 +0000 Subject: [PATCH] Tri des donnees --- .../Sujet7_StatCOVID19/AnalyseCOVID19.ipynb | 3207 ++++++++++++++++- 1 file changed, 3187 insertions(+), 20 deletions(-) diff --git a/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb b/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb index a4415b2..efbf00f 100644 --- a/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb +++ b/module3/Sujet7_StatCOVID19/AnalyseCOVID19.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 120, "metadata": { "hideCode": false, "hidePrompt": false @@ -52,7 +52,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 158, "metadata": { "hideCode": false, "hidePrompt": false, @@ -65,11 +65,11 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 159, "metadata": { "hideCode": false, "hidePrompt": false, - "scrolled": false + "scrolled": true }, "outputs": [ { @@ -1842,7 +1842,7 @@ "[271 rows x 327 columns]" ] }, - "execution_count": 21, + "execution_count": 159, "metadata": {}, "output_type": "execute_result" } @@ -1862,40 +1862,3207 @@ ] }, { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": true, - "hideCode": false, - "hidePrompt": false, - "scrolled": true - }, - "outputs": [], + "cell_type": "markdown", + "metadata": {}, "source": [ - "data = raw_data[raw_data['Country/Region'] == 'Belgium']" + "## Selection des données des pays d'intérêt\n", + "\n", + "On crée une liste des pays qui nous intéresse." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 160, "metadata": { - "collapsed": true, "hideCode": false, "hidePrompt": false, "scrolled": true }, "outputs": [], - "source": [] + "source": [ + "country_list = ['Belgium','China','France','Germany','Iran','Italy','Japan','Korea, South','Netherlands','Portugal','Spain','United Kingdom','US']\n", + "data = raw_data[raw_data['Country/Region'].isin(country_list)]" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 161, "metadata": { - "collapsed": true, "hideCode": false, "hidePrompt": false, "scrolled": true }, + "outputs": [ + { + "data": { + "text/html": [ + "
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60ChongqingChina30.057200107.87400069275775110...590590590590590590590590590590
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63GuangdongChina23.341700113.42440026325378111151...1989199219961997200020022004200720092010
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66HainanChina19.195900109.745300458192233...171171171171171171171171171171
67HebeiChina39.549000116.13060011281318...373373373373373373373373373373
68HeilongjiangChina47.862000127.76150002491521...949949949949949949949949949949
69HenanChina37.895700114.9042005593283128...1289129012901292129512951295129512951295
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82ShandongChina36.342700118.1498002615274675...854854856857857857857857857857
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84ShanxiChina37.577700112.2922001116913...221221221221222222222222222222
85SichuanChina30.617100102.7103005815284469...808808808808811812812820822822
86TianjinChina39.305400117.323000448101423...300300300300300301301301301301
..................................................................
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125Saint BarthelemyFrance17.900000-62.833300000000...147147147147147147147147162162
126Saint Pierre and MiquelonFrance46.885200-56.315900000000...16161616161616161616
127St MartinFrance18.070800-63.050100000000...717717717717717717717717801801
128NaNFrance46.2276002.213700002333...2221421222927822432512255912226701922798692290891229415723078702321996
132NaNGermany51.16569110.451526000001...1069912109467811179531141544115751411836401194550120000612292691254358
147NaNIran32.42790853.688046000000...9620709759519895721003494101683510289861040547105137410623971072620
151NaNItaly41.87194012.567380000000...1601554162090116416101664829168893917099911728878174255717573941770149
153NaNJapan36.204824138.252924222244...148962150976153432155938158387160870162917164434166592169429
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193NaNNetherlands52.1326005.291300000000...523478527523532444538050543924550445557224564291570437576965
208NaNPortugal39.399900-8.224500000000...298061300462303846307618312553318640322474325071327976332073
231NaNSpain40.463667-3.749220000000...1648187165644416657751675902168464716846471684647170232817023281712101
247NaNUS40.000000-100.000000112255...13541185137218221392192914139609143674371458131814756982149494171516529515386562
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256Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...16161717171717171717
257GibraltarUnited Kingdom36.140800-5.353600000000...1020103010351038104210481053105510581065
258Isle of ManUnited Kingdom54.236100-4.548100000000...369369369369370370370370370370
259MontserratUnited Kingdom16.742498-62.187366000000...13131313131313131313
260Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...748750750751755756756756761761
261NaNUnited Kingdom55.378100-3.436000000000...1629657164308616592561674134169043217059711723242173796017502411766819
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69 rows × 327 columns

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Liaoning China 41.295600 122.608500 \n", + "78 Macau China 22.166700 113.550000 \n", + "79 Ningxia China 37.269200 106.165500 \n", + "80 Qinghai China 35.745200 95.995600 \n", + "81 Shaanxi China 35.191700 108.870100 \n", + "82 Shandong China 36.342700 118.149800 \n", + "83 Shanghai China 31.202000 121.449100 \n", + "84 Shanxi China 37.577700 112.292200 \n", + "85 Sichuan China 30.617100 102.710300 \n", + "86 Tianjin China 39.305400 117.323000 \n", + ".. ... ... ... ... \n", + "123 New Caledonia France -20.904305 165.618042 \n", + "124 Reunion France -21.115100 55.536400 \n", + "125 Saint Barthelemy France 17.900000 -62.833300 \n", + "126 Saint Pierre and Miquelon France 46.885200 -56.315900 \n", + "127 St Martin France 18.070800 -63.050100 \n", + "128 NaN France 46.227600 2.213700 \n", + "132 NaN Germany 51.165691 10.451526 \n", + "147 NaN Iran 32.427908 53.688046 \n", + "151 NaN Italy 41.871940 12.567380 \n", + "153 NaN Japan 36.204824 138.252924 \n", + "157 NaN Korea, South 35.907757 127.766922 \n", + "189 Aruba Netherlands 12.521100 -69.968300 \n", + "190 Bonaire, Sint Eustatius and Saba Netherlands 12.178400 -68.238500 \n", + "191 Curacao Netherlands 12.169600 -68.990000 \n", + "192 Sint Maarten Netherlands 18.042500 -63.054800 \n", + "193 NaN Netherlands 52.132600 5.291300 \n", + "208 NaN Portugal 39.399900 -8.224500 \n", + "231 NaN Spain 40.463667 -3.749220 \n", + "247 NaN US 40.000000 -100.000000 \n", + "251 Anguilla United Kingdom 18.220600 -63.068600 \n", + "252 Bermuda United Kingdom 32.307800 -64.750500 \n", + "253 British Virgin Islands United Kingdom 18.420700 -64.640000 \n", + "254 Cayman Islands United Kingdom 19.313300 -81.254600 \n", + "255 Channel Islands United Kingdom 49.372300 -2.364400 \n", + "256 Falkland Islands (Malvinas) United Kingdom -51.796300 -59.523600 \n", + "257 Gibraltar United Kingdom 36.140800 -5.353600 \n", + "258 Isle of Man United Kingdom 54.236100 -4.548100 \n", + "259 Montserrat United Kingdom 16.742498 -62.187366 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45 rows × 327 columns

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" + ], + "text/plain": [ + " Province/State Country/Region Lat Long 1/22/20 \\\n", + "23 NaN Belgium 50.833300 4.469936 0 \n", + "58 Anhui China 31.825700 117.226400 1 \n", + "59 Beijing China 40.182400 116.414200 14 \n", + "60 Chongqing China 30.057200 107.874000 6 \n", + "61 Fujian China 26.078900 117.987400 1 \n", + "62 Gansu China 35.751800 104.286100 0 \n", + "63 Guangdong China 23.341700 113.424400 26 \n", + "64 Guangxi China 23.829800 108.788100 2 \n", + "65 Guizhou China 26.815400 106.874800 1 \n", + "66 Hainan China 19.195900 109.745300 4 \n", + "67 Hebei China 39.549000 116.130600 1 \n", + "68 Heilongjiang China 47.862000 127.761500 0 \n", + "69 Henan China 37.895700 114.904200 5 \n", + "70 NaN China, Hong Kong 22.300000 114.200000 0 \n", + "71 Hubei China 30.975600 112.270700 444 \n", + "72 Hunan China 27.610400 111.708800 4 \n", + "73 Inner Mongolia China 44.093500 113.944800 0 \n", + "74 Jiangsu China 32.971100 119.455000 1 \n", + "75 Jiangxi China 27.614000 115.722100 2 \n", + "76 Jilin China 43.666100 126.192300 0 \n", + "77 Liaoning China 41.295600 122.608500 2 \n", + "78 Macau China 22.166700 113.550000 1 \n", + "79 Ningxia China 37.269200 106.165500 1 \n", + "80 Qinghai China 35.745200 95.995600 0 \n", + "81 Shaanxi China 35.191700 108.870100 0 \n", + "82 Shandong China 36.342700 118.149800 2 \n", + "83 Shanghai China 31.202000 121.449100 9 \n", + "84 Shanxi China 37.577700 112.292200 1 \n", + "85 Sichuan China 30.617100 102.710300 5 \n", + "86 Tianjin China 39.305400 117.323000 4 \n", + "87 Tibet China 31.692700 88.092400 0 \n", + "88 Xinjiang China 41.112900 85.240100 0 \n", + "89 Yunnan China 24.974000 101.487000 1 \n", + "90 Zhejiang China 29.183200 120.093400 10 \n", + "128 NaN France 46.227600 2.213700 0 \n", + "132 NaN Germany 51.165691 10.451526 0 \n", + "147 NaN Iran 32.427908 53.688046 0 \n", + "151 NaN Italy 41.871940 12.567380 0 \n", + "153 NaN Japan 36.204824 138.252924 2 \n", + "157 NaN Korea, South 35.907757 127.766922 1 \n", + "193 NaN Netherlands 52.132600 5.291300 0 \n", + "208 NaN Portugal 39.399900 -8.224500 0 \n", + "231 NaN Spain 40.463667 -3.749220 0 \n", + "247 NaN US 40.000000 -100.000000 1 \n", + "261 NaN United Kingdom 55.378100 -3.436000 0 \n", + "\n", + " 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/30/20 \\\n", + "23 0 0 0 0 0 ... 577345 \n", + "58 9 15 39 60 70 ... 992 \n", + "59 22 36 41 68 80 ... 951 \n", + "60 9 27 57 75 110 ... 590 \n", + "61 5 10 18 35 59 ... 489 \n", + "62 2 2 4 7 14 ... 182 \n", + "63 32 53 78 111 151 ... 1989 \n", + "64 5 23 23 36 46 ... 263 \n", + "65 3 3 4 5 7 ... 147 \n", + "66 5 8 19 22 33 ... 171 \n", + "67 1 2 8 13 18 ... 373 \n", + "68 2 4 9 15 21 ... 949 \n", + "69 5 9 32 83 128 ... 1289 \n", + "70 2 2 5 8 8 ... 6314 \n", + "71 444 549 761 1058 1423 ... 68148 \n", + "72 9 24 43 69 100 ... 1020 \n", + "73 0 1 7 7 11 ... 327 \n", + "74 5 9 18 33 47 ... 680 \n", + "75 7 18 18 36 72 ... 935 \n", + "76 1 3 4 4 6 ... 157 \n", + "77 3 4 17 21 27 ... 289 \n", + "78 2 2 2 5 6 ... 46 \n", + "79 1 2 3 4 7 ... 75 \n", + "80 0 0 1 1 6 ... 18 \n", + "81 3 5 15 22 35 ... 499 \n", + "82 6 15 27 46 75 ... 854 \n", + "83 16 20 33 40 53 ... 1332 \n", + "84 1 1 6 9 13 ... 221 \n", + "85 8 15 28 44 69 ... 808 \n", + "86 4 8 10 14 23 ... 300 \n", + "87 0 0 0 0 0 ... 1 \n", + "88 2 2 3 4 5 ... 980 \n", + "89 2 5 11 16 26 ... 219 \n", + "90 27 43 62 104 128 ... 1294 \n", + "128 0 2 3 3 3 ... 2221421 \n", + "132 0 0 0 0 1 ... 1069912 \n", + "147 0 0 0 0 0 ... 962070 \n", + "151 0 0 0 0 0 ... 1601554 \n", + "153 2 2 2 4 4 ... 148962 \n", + "157 1 2 2 3 4 ... 34652 \n", + "193 0 0 0 0 0 ... 523478 \n", + "208 0 0 0 0 0 ... 298061 \n", + "231 0 0 0 0 0 ... 1648187 \n", + "247 1 2 2 5 5 ... 13541185 \n", + "261 0 0 0 0 0 ... 1629657 \n", + "\n", + " 12/1/20 12/2/20 12/3/20 12/4/20 12/5/20 12/6/20 12/7/20 \\\n", + "23 579212 582252 584857 587439 589942 591756 592615 \n", + "58 992 992 992 992 992 992 992 \n", + "59 951 951 951 952 952 952 952 \n", + "60 590 590 590 590 590 590 590 \n", + "61 490 490 492 493 499 500 500 \n", + "62 182 182 182 182 182 182 182 \n", + "63 1992 1996 1997 2000 2002 2004 2007 \n", + "64 263 263 263 263 263 263 263 \n", + "65 147 147 147 147 147 147 147 \n", + "66 171 171 171 171 171 171 171 \n", + "67 373 373 373 373 373 373 373 \n", + "68 949 949 949 949 949 949 949 \n", + "69 1290 1290 1292 1295 1295 1295 1295 \n", + "70 6396 6499 6589 6701 6802 6897 6975 \n", + "71 68148 68149 68149 68149 68149 68149 68149 \n", + "72 1020 1020 1020 1020 1020 1020 1020 \n", + "73 329 330 333 333 333 336 336 \n", + "74 680 680 680 680 680 680 680 \n", + "75 935 935 935 935 935 935 935 \n", + "76 157 157 157 157 157 157 157 \n", + "77 289 289 289 289 289 289 289 \n", + "78 46 46 46 46 46 46 46 \n", + "79 75 75 75 75 75 75 75 \n", + "80 18 18 18 18 18 18 18 \n", + "81 500 501 501 501 502 502 502 \n", + "82 854 856 857 857 857 857 857 \n", + "83 1333 1341 1350 1353 1359 1366 1370 \n", + "84 221 221 221 222 222 222 222 \n", + "85 808 808 808 811 812 812 820 \n", + "86 300 300 300 300 301 301 301 \n", + "87 1 1 1 1 1 1 1 \n", + "88 980 980 980 980 980 980 980 \n", + "89 219 219 219 219 220 221 221 \n", + "90 1294 1294 1294 1294 1294 1295 1295 \n", + "128 2229278 2243251 2255912 2267019 2279869 2290891 2294157 \n", + "132 1094678 1117953 1141544 1157514 1183640 1194550 1200006 \n", + "147 975951 989572 1003494 1016835 1028986 1040547 1051374 \n", + "151 1620901 1641610 1664829 1688939 1709991 1728878 1742557 \n", + "153 150976 153432 155938 158387 160870 162917 164434 \n", + "157 35163 35703 36332 36915 37546 38161 38755 \n", + "193 527523 532444 538050 543924 550445 557224 564291 \n", + "208 300462 303846 307618 312553 318640 322474 325071 \n", + "231 1656444 1665775 1675902 1684647 1684647 1684647 1702328 \n", + "247 13721822 13921929 14139609 14367437 14581318 14756982 14949417 \n", + "261 1643086 1659256 1674134 1690432 1705971 1723242 1737960 \n", + "\n", + " 12/8/20 12/9/20 \n", + "23 594572 597643 \n", + "58 992 992 \n", + "59 952 952 \n", + "60 590 590 \n", + "61 500 501 \n", + "62 182 182 \n", + "63 2009 2010 \n", + "64 264 264 \n", + "65 147 147 \n", + "66 171 171 \n", + "67 373 373 \n", + "68 949 949 \n", + "69 1295 1295 \n", + "70 7075 7179 \n", + "71 68149 68149 \n", + "72 1020 1020 \n", + "73 336 337 \n", + "74 681 681 \n", + "75 935 935 \n", + "76 157 157 \n", + "77 289 289 \n", + "78 46 46 \n", + "79 75 75 \n", + "80 18 18 \n", + "81 502 502 \n", + "82 857 857 \n", + "83 1376 1385 \n", + "84 222 222 \n", + "85 822 822 \n", + "86 301 301 \n", + "87 1 1 \n", + "88 980 980 \n", + "89 221 221 \n", + "90 1295 1295 \n", + "128 2307870 2321996 \n", + "132 1229269 1254358 \n", + "147 1062397 1072620 \n", + "151 1757394 1770149 \n", + "153 166592 169429 \n", + "157 39432 40098 \n", + "193 570437 576965 \n", + "208 327976 332073 \n", + "231 1702328 1712101 \n", + "247 15165295 15386562 \n", + "261 1750241 1766819 \n", + "\n", + "[45 rows x 327 columns]" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = data[data['Province/State'].isna() | data['Country/Region'].isin(['China'])] #Suppression des \"colonnies\" \n", + "hkdata = data[data['Province/State'].isin(['Hong Kong']) & data['Country/Region'].isin(['China'])] # récupération des données de Hong Kong\n", + "hkdata = hkdata.replace(['China','Hong Kong'],['China, Hong Kong', 'NaN']) # modification des champs pour coincider avec le SCMP\n", + "data = data[~data['Province/State'].isin(['Hong Kong'])] # suppression de l'ancienne ligne HK\n", + "data = data.append(hkdata) # ajout de la ligne modifiée\n", + "data.sort_index().copy() # tri des lignes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [], "source": [] } -- 2.18.1