diff --git a/module3/exo3/Sujet 7 - Autour du SARS-CoV-2.ipynb b/module3/exo3/Sujet 7 - Autour du SARS-CoV-2.ipynb index f06353360314a38e3d08b6a5282ee0fde42d8a10..24044d918b30c7b2e7f0d69511fb13dda0b263fc 100644 --- a/module3/exo3/Sujet 7 - Autour du SARS-CoV-2.ipynb +++ b/module3/exo3/Sujet 7 - Autour du SARS-CoV-2.ipynb @@ -47,6 +47,6382 @@ " urllib.request.urlretrieve(data_url, csv_file)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On cherche si le fichier csv contenant les données existe en local. S'il n'existe pas, alors les données sont téléchargées à partir de l'URL et sont enregistrées en local dans un fichier csv." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/30/2012/1/2012/2/2012/3/2012/4/2012/5/2012/6/2012/7/2012/8/2012/9/20
0NaNAfghanistan33.93911067.709953000000...46274465164671846837468374707247306475164771647851
1NaNAlbania41.15330020.168300000000...38182390143971940501413024214842988436834443645188
2NaNAlgeria28.0339001.659600000000...83199841528508485927867308750288252888258941690014
3NaNAndorra42.5063001.521800000000...6745679068426904695570057050708471277162
4NaNAngola-11.20270017.873900000000...15139152511531915361154931553615591156481572915804
5NaNAntigua and Barbuda17.060800-61.796400000000...141142144144144144144146146146
6NaNArgentina-38.416100-63.616700000000...1424533143257014401031447732145463114598321463110146630914699191475222
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27NaNBolivia-16.290200-63.588700000000...144708144810144994145186145325145492145560145657145846146060
28NaNBosnia and Herzegovina43.91590017.679100000000...87901890859037891539927939376894507949449602197317
29NaNBotswana-22.32850024.684900000000...10742107421074211531115311153111531120581205812058
..................................................................
241NaNThailand15.870032100.992541235788...4008402640264053407240864107412641514169
242NaNTimor-Leste-8.874217125.727539000000...30303131313131313131
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244NaNTrinidad and Tobago10.691800-61.222500000000...6669668567046725673567516767677567826808
245NaNTunisia33.8869179.537499000000...96769967699928099280101900102991104002104329105445106856
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251AnguillaUnited Kingdom18.220600-63.068600000000...6666777101010
252BermudaUnited Kingdom32.307800-64.750500000000...260262267272278288288306330340
253British Virgin IslandsUnited Kingdom18.420700-64.640000000000...71727272727272727272
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255Channel IslandsUnited Kingdom49.372300-2.364400000000...1299134113971458152615491645167617481786
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
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263NaNUzbekistan41.37749164.585262000000...73094732767333573431737517375174053740537420674352
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266NaNVietnam14.058324108.277199022222...1347135113581361136113651366136713771381
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269NaNZambia-13.13389727.849332000000...17647176651770017730178571789817916179311796318062
270NaNZimbabwe-19.01543829.154857000000...9950101291012910424105471061710718108391091211007
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271 rows × 327 columns

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" + ], + "text/plain": [ + " Province/State Country/Region Lat \\\n", + "0 NaN Afghanistan 33.939110 \n", + "1 NaN Albania 41.153300 \n", + "2 NaN Algeria 28.033900 \n", + "3 NaN Andorra 42.506300 \n", + "4 NaN Angola -11.202700 \n", + "5 NaN Antigua and Barbuda 17.060800 \n", + "6 NaN Argentina -38.416100 \n", + "7 NaN Armenia 40.069100 \n", + "8 Australian Capital Territory Australia -35.473500 \n", + "9 New South Wales Australia -33.868800 \n", + "10 Northern Territory Australia -12.463400 \n", + "11 Queensland Australia -27.469800 \n", + "12 South Australia Australia -34.928500 \n", + "13 Tasmania Australia -42.882100 \n", + "14 Victoria Australia -37.813600 \n", + "15 Western Australia Australia -31.950500 \n", + "16 NaN Austria 47.516200 \n", + "17 NaN Azerbaijan 40.143100 \n", + "18 NaN Bahamas 25.025885 \n", + "19 NaN Bahrain 26.027500 \n", + "20 NaN Bangladesh 23.685000 \n", + "21 NaN Barbados 13.193900 \n", + "22 NaN Belarus 53.709800 \n", + "23 NaN Belgium 50.833300 \n", + "24 NaN Belize 17.189900 \n", + "25 NaN Benin 9.307700 \n", + "26 NaN Bhutan 27.514200 \n", + "27 NaN Bolivia -16.290200 \n", + "28 NaN Bosnia and Herzegovina 43.915900 \n", + "29 NaN Botswana -22.328500 \n", + ".. ... ... ... \n", + "241 NaN Thailand 15.870032 \n", + "242 NaN Timor-Leste -8.874217 \n", + "243 NaN Togo 8.619500 \n", + "244 NaN Trinidad and Tobago 10.691800 \n", + "245 NaN Tunisia 33.886917 \n", + "246 NaN Turkey 38.963700 \n", + "247 NaN US 40.000000 \n", + "248 NaN Uganda 1.373333 \n", + "249 NaN Ukraine 48.379400 \n", + "250 NaN United Arab Emirates 23.424076 \n", + "251 Anguilla United Kingdom 18.220600 \n", + "252 Bermuda United Kingdom 32.307800 \n", + "253 British Virgin Islands United Kingdom 18.420700 \n", + "254 Cayman Islands United Kingdom 19.313300 \n", + "255 Channel Islands United Kingdom 49.372300 \n", + "256 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", + "257 Gibraltar United Kingdom 36.140800 \n", + "258 Isle of Man United Kingdom 54.236100 \n", + "259 Montserrat United Kingdom 16.742498 \n", + "260 Turks and Caicos Islands United Kingdom 21.694000 \n", + "261 NaN United Kingdom 55.378100 \n", + "262 NaN Uruguay -32.522800 \n", + "263 NaN Uzbekistan 41.377491 \n", + "264 NaN Vanuatu -15.376700 \n", + "265 NaN Venezuela 6.423800 \n", + "266 NaN Vietnam 14.058324 \n", + "267 NaN West Bank and Gaza 31.952200 \n", + "268 NaN Yemen 15.552727 \n", + "269 NaN Zambia -13.133897 \n", + "270 NaN Zimbabwe -19.015438 \n", + "\n", + " Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n", + "0 67.709953 0 0 0 0 0 0 \n", + "1 20.168300 0 0 0 0 0 0 \n", + "2 1.659600 0 0 0 0 0 0 \n", + "3 1.521800 0 0 0 0 0 0 \n", + "4 17.873900 0 0 0 0 0 0 \n", + "5 -61.796400 0 0 0 0 0 0 \n", + "6 -63.616700 0 0 0 0 0 0 \n", + "7 45.038200 0 0 0 0 0 0 \n", + "8 149.012400 0 0 0 0 0 0 \n", + "9 151.209300 0 0 0 0 3 4 \n", + "10 130.845600 0 0 0 0 0 0 \n", + "11 153.025100 0 0 0 0 0 0 \n", + "12 138.600700 0 0 0 0 0 0 \n", + "13 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1424533 1432570 1440103 1447732 1454631 1459832 \n", + "7 ... 135124 135967 137231 138508 139692 140959 \n", + "8 ... 117 117 117 117 117 117 \n", + "9 ... 4582 4588 4597 4603 4605 4610 \n", + "10 ... 53 53 59 59 59 59 \n", + "11 ... 1202 1205 1206 1208 1210 1212 \n", + "12 ... 562 562 562 562 562 562 \n", + "13 ... 230 230 230 230 230 230 \n", + "14 ... 20345 20345 20345 20345 20345 20345 \n", + "15 ... 821 823 823 825 828 830 \n", + "16 ... 282456 285489 289461 293430 297245 300689 \n", + "17 ... 121176 125602 129544 133733 138000 142323 \n", + "18 ... 7541 7543 7543 7549 7565 7570 \n", + "19 ... 86956 87137 87270 87432 87600 87732 \n", + "20 ... 464932 467225 469423 471739 473991 475789 \n", + "21 ... 276 278 279 281 284 285 \n", + "22 ... 136647 138219 139908 141609 143383 145279 \n", + "23 ... 577345 579212 582252 584857 587439 589942 \n", + "24 ... 5854 5854 5854 7236 7383 7601 \n", + "25 ... 3015 3015 3055 3055 3055 3055 \n", + "26 ... 410 414 415 418 424 426 \n", + "27 ... 144708 144810 144994 145186 145325 145492 \n", + "28 ... 87901 89085 90378 91539 92793 93768 \n", + "29 ... 10742 10742 10742 11531 11531 11531 \n", + ".. ... ... ... ... ... ... ... \n", + "241 ... 4008 4026 4026 4053 4072 4086 \n", + "242 ... 30 30 31 31 31 31 \n", + "243 ... 2974 2997 3014 3039 3051 3051 \n", + "244 ... 6669 6685 6704 6725 6735 6751 \n", + "245 ... 96769 96769 99280 99280 101900 102991 \n", + "246 ... 638847 668957 700880 733261 765997 797893 \n", + "247 ... 13541185 13721822 13921929 14139609 14367437 14581318 \n", + "248 ... 20459 21035 21409 21612 21898 22188 \n", + "249 ... 752343 765117 778560 793372 808828 822985 \n", + "250 ... 168860 170149 171434 172751 174062 175276 \n", + "251 ... 6 6 6 6 7 7 \n", + "252 ... 260 262 267 272 278 288 \n", + "253 ... 71 72 72 72 72 72 \n", + "254 ... 274 285 285 288 288 288 \n", + "255 ... 1299 1341 1397 1458 1526 1549 \n", + "256 ... 16 16 17 17 17 17 \n", + "257 ... 1020 1030 1035 1038 1042 1048 \n", + "258 ... 369 369 369 369 370 370 \n", + "259 ... 13 13 13 13 13 13 \n", + "260 ... 748 750 750 751 755 756 \n", + "261 ... 1629657 1643086 1659256 1674134 1690432 1705971 \n", + "262 ... 5857 6024 6225 6455 6731 6965 \n", + "263 ... 73094 73276 73335 73431 73751 73751 \n", + "264 ... 1 1 1 1 1 1 \n", + "265 ... 102394 102621 103067 103548 103877 104177 \n", + "266 ... 1347 1351 1358 1361 1361 1365 \n", + "267 ... 85647 88004 90192 92708 94676 96098 \n", + "268 ... 2191 2197 2217 2239 2267 2304 \n", + "269 ... 17647 17665 17700 17730 17857 17898 \n", + "270 ... 9950 10129 10129 10424 10547 10617 \n", + "\n", + " 12/6/20 12/7/20 12/8/20 12/9/20 \n", + "0 47306 47516 47716 47851 \n", + "1 42988 43683 44436 45188 \n", + "2 88252 88825 89416 90014 \n", + "3 7050 7084 7127 7162 \n", + "4 15591 15648 15729 15804 \n", + "5 144 146 146 146 \n", + "6 1463110 1466309 1469919 1475222 \n", + "7 141937 142344 142928 144066 \n", + "8 117 117 117 117 \n", + "9 4614 4620 4622 4624 \n", + "10 59 61 61 61 \n", + "11 1215 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180150 \n", + "251 7 10 10 10 \n", + "252 288 306 330 340 \n", + "253 72 72 72 72 \n", + "254 288 290 291 292 \n", + "255 1645 1676 1748 1786 \n", + "256 17 17 17 17 \n", + "257 1053 1055 1058 1065 \n", + "258 370 370 370 370 \n", + "259 13 13 13 13 \n", + "260 756 756 761 761 \n", + "261 1723242 1737960 1750241 1766819 \n", + "262 7303 7505 7806 8104 \n", + "263 74053 74053 74206 74352 \n", + "264 1 1 1 1 \n", + "265 104442 104904 105384 105852 \n", + "266 1366 1367 1377 1381 \n", + "267 98038 99758 101109 102992 \n", + "268 2337 2383 2078 2079 \n", + "269 17916 17931 17963 18062 \n", + "270 10718 10839 10912 11007 \n", + "\n", + "[271 rows x 327 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(csv_file, skiprows=0) \n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On crée une liste des pays dont on souhaite récupérer les données. Les pays concernés sont les suivants :\n", + "- la Belgique (Belgium)\n", + "- la Chine - toutes les provinces sauf Hong-Kong (China)\n", + "- Hong Kong (China, Hong-Kong)\n", + "- la France métropolitaine (France)\n", + "- l’Allemagne (Germany)\n", + "- l’Iran (Iran)\n", + "- l’Italie (Italy)\n", + "- le Japon (Japan)\n", + "- la Corée du Sud (Korea, South)\n", + "- la Hollande sans les colonies (Netherlands)\n", + "- le Portugal (Portugal)\n", + "- l’Espagne (Spain)\n", + "- le Royaume-Unis sans les colonies (United Kingdom)\n", + "- les États-Unis (US)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "list_country = ['Belgium','China','China, Hong-Kong','France','Germany','Iran','Italy','Japan','Korea, South','Netherlands','Portugal','Spain','United Kingdom','US']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On crée un DataFrame avec uniquement les données des pays présents dans la liste \"list_country\"." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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60ChongqingChina30.057200107.87400069275775110...590590590590590590590590590590
61FujianChina26.078900117.9874001510183559...489490490492493499500500500501
62GansuChina35.751800104.2861000224714...182182182182182182182182182182
63GuangdongChina23.341700113.42440026325378111151...1989199219961997200020022004200720092010
64GuangxiChina23.829800108.7881002523233646...263263263263263263263263264264
65GuizhouChina26.815400106.874800133457...147147147147147147147147147147
66HainanChina19.195900109.745300458192233...171171171171171171171171171171
67HebeiChina39.549000116.13060011281318...373373373373373373373373373373
68HeilongjiangChina47.862000127.76150002491521...949949949949949949949949949949
69HenanChina37.895700114.9042005593283128...1289129012901292129512951295129512951295
70Hong KongChina22.300000114.200000022588...6314639664996589670168026897697570757179
71HubeiChina30.975600112.27070044444454976110581423...68148681486814968149681496814968149681496814968149
72HunanChina27.610400111.70880049244369100...1020102010201020102010201020102010201020
73Inner MongoliaChina44.093500113.9448000017711...327329330333333333336336336337
74JiangsuChina32.971100119.455000159183347...680680680680680680680680681681
75JiangxiChina27.614000115.7221002718183672...935935935935935935935935935935
76JilinChina43.666100126.192300013446...157157157157157157157157157157
77LiaoningChina41.295600122.608500234172127...289289289289289289289289289289
78MacauChina22.166700113.550000122256...46464646464646464646
79NingxiaChina37.269200106.165500112347...75757575757575757575
80QinghaiChina35.74520095.995600000116...18181818181818181818
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82ShandongChina36.342700118.1498002615274675...854854856857857857857857857857
83ShanghaiChina31.202000121.44910091620334053...1332133313411350135313591366137013761385
84ShanxiChina37.577700112.2922001116913...221221221221222222222222222222
85SichuanChina30.617100102.7103005815284469...808808808808811812812820822822
86TianjinChina39.305400117.323000448101423...300300300300300301301301301301
87TibetChina31.69270088.092400000000...1111111111
88XinjiangChina41.11290085.240100022345...980980980980980980980980980980
89YunnanChina24.974000101.487000125111626...219219219219219220221221221221
90ZhejiangChina29.183200120.09340010274362104128...1294129412941294129412941295129512951295
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132NaNGermany51.16569110.451526000001...1069912109467811179531141544115751411836401194550120000612292691254358
147NaNIran32.42790853.688046000000...9620709759519895721003494101683510289861040547105137410623971072620
151NaNItaly41.87194012.567380000000...1601554162090116416101664829168893917099911728878174255717573941770149
153NaNJapan36.204824138.252924222244...148962150976153432155938158387160870162917164434166592169429
157NaNKorea, South35.907757127.766922112234...34652351633570336332369153754638161387553943240098
193NaNNetherlands52.1326005.291300000000...523478527523532444538050543924550445557224564291570437576965
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231NaNSpain40.463667-3.749220000000...1648187165644416657751675902168464716846471684647170232817023281712101
247NaNUS40.000000-100.000000112255...13541185137218221392192914139609143674371458131814756982149494171516529515386562
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45 rows × 327 columns

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"75 Jiangxi China 27.614000 115.722100 2 7 \n", + "76 Jilin China 43.666100 126.192300 0 1 \n", + "77 Liaoning China 41.295600 122.608500 2 3 \n", + "78 Macau China 22.166700 113.550000 1 2 \n", + "79 Ningxia China 37.269200 106.165500 1 1 \n", + "80 Qinghai China 35.745200 95.995600 0 0 \n", + "81 Shaanxi China 35.191700 108.870100 0 3 \n", + "82 Shandong China 36.342700 118.149800 2 6 \n", + "83 Shanghai China 31.202000 121.449100 9 16 \n", + "84 Shanxi China 37.577700 112.292200 1 1 \n", + "85 Sichuan China 30.617100 102.710300 5 8 \n", + "86 Tianjin China 39.305400 117.323000 4 4 \n", + "87 Tibet China 31.692700 88.092400 0 0 \n", + "88 Xinjiang China 41.112900 85.240100 0 2 \n", + "89 Yunnan China 24.974000 101.487000 1 2 \n", + "90 Zhejiang China 29.183200 120.093400 10 27 \n", + "128 NaN France 46.227600 2.213700 0 0 \n", + "132 NaN Germany 51.165691 10.451526 0 0 \n", + "147 NaN Iran 32.427908 53.688046 0 0 \n", + "151 NaN Italy 41.871940 12.567380 0 0 \n", + "153 NaN Japan 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"metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = data_country[data_country['Province/State'].isnull() | data_country['Country/Region'].isin(['China'])]\n", + "data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On isole la ligne correspondant à Hong Kong et on modifie la province par 'NaN' et le pays par 'China, Hong Kong'." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/30/2012/1/2012/2/2012/3/2012/4/2012/5/2012/6/2012/7/2012/8/2012/9/20
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/30/2012/1/2012/2/2012/3/2012/4/2012/5/2012/6/2012/7/2012/8/2012/9/20
23NaNBelgium50.8333004.469936000000...577345579212582252584857587439589942591756592615594572597643
58AnhuiChina31.825700117.2264001915396070...992992992992992992992992992992
59BeijingChina40.182400116.414200142236416880...951951951951952952952952952952
60ChongqingChina30.057200107.87400069275775110...590590590590590590590590590590
61FujianChina26.078900117.9874001510183559...489490490492493499500500500501
62GansuChina35.751800104.2861000224714...182182182182182182182182182182
63GuangdongChina23.341700113.42440026325378111151...1989199219961997200020022004200720092010
64GuangxiChina23.829800108.7881002523233646...263263263263263263263263264264
65GuizhouChina26.815400106.874800133457...147147147147147147147147147147
66HainanChina19.195900109.745300458192233...171171171171171171171171171171
67HebeiChina39.549000116.13060011281318...373373373373373373373373373373
68HeilongjiangChina47.862000127.76150002491521...949949949949949949949949949949
69HenanChina37.895700114.9042005593283128...1289129012901292129512951295129512951295
70NaNChina, Hong Kong22.300000114.200000022588...6314639664996589670168026897697570757179
71HubeiChina30.975600112.27070044444454976110581423...68148681486814968149681496814968149681496814968149
72HunanChina27.610400111.70880049244369100...1020102010201020102010201020102010201020
73Inner MongoliaChina44.093500113.9448000017711...327329330333333333336336336337
74JiangsuChina32.971100119.455000159183347...680680680680680680680680681681
75JiangxiChina27.614000115.7221002718183672...935935935935935935935935935935
76JilinChina43.666100126.192300013446...157157157157157157157157157157
77LiaoningChina41.295600122.608500234172127...289289289289289289289289289289
78MacauChina22.166700113.550000122256...46464646464646464646
79NingxiaChina37.269200106.165500112347...75757575757575757575
80QinghaiChina35.74520095.995600000116...18181818181818181818
81ShaanxiChina35.191700108.870100035152235...499500501501501502502502502502
82ShandongChina36.342700118.1498002615274675...854854856857857857857857857857
83ShanghaiChina31.202000121.44910091620334053...1332133313411350135313591366137013761385
84ShanxiChina37.577700112.2922001116913...221221221221222222222222222222
85SichuanChina30.617100102.7103005815284469...808808808808811812812820822822
86TianjinChina39.305400117.323000448101423...300300300300300301301301301301
87TibetChina31.69270088.092400000000...1111111111
88XinjiangChina41.11290085.240100022345...980980980980980980980980980980
89YunnanChina24.974000101.487000125111626...219219219219219220221221221221
90ZhejiangChina29.183200120.09340010274362104128...1294129412941294129412941295129512951295
128NaNFrance46.2276002.213700002333...2221421222927822432512255912226701922798692290891229415723078702321996
132NaNGermany51.16569110.451526000001...1069912109467811179531141544115751411836401194550120000612292691254358
147NaNIran32.42790853.688046000000...9620709759519895721003494101683510289861040547105137410623971072620
151NaNItaly41.87194012.567380000000...1601554162090116416101664829168893917099911728878174255717573941770149
153NaNJapan36.204824138.252924222244...148962150976153432155938158387160870162917164434166592169429
157NaNKorea, South35.907757127.766922112234...34652351633570336332369153754638161387553943240098
193NaNNetherlands52.1326005.291300000000...523478527523532444538050543924550445557224564291570437576965
208NaNPortugal39.399900-8.224500000000...298061300462303846307618312553318640322474325071327976332073
231NaNSpain40.463667-3.749220000000...1648187165644416657751675902168464716846471684647170232817023281712101
247NaNUS40.000000-100.000000112255...13541185137218221392192914139609143674371458131814756982149494171516529515386562
261NaNUnited Kingdom55.378100-3.436000000000...1629657164308616592561674134169043217059711723242173796017502411766819
\n", + "

45 rows × 327 columns

\n", + "
" + ], + "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": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = data[~data['Province/State'].isin(['Hong Kong'])]\n", + "data = data_for_postprocessing.append(data_HK)\n", + "data.sort_index().copy()" + ] + }, { "cell_type": "code", "execution_count": null,