From e9d653939dcf159d88e38ff263e77d65c05436b5 Mon Sep 17 00:00:00 2001 From: 584a61d64b423d9883ba2ad40a01b616 <584a61d64b423d9883ba2ad40a01b616@app-learninglab.inria.fr> Date: Thu, 25 Nov 2021 09:56:16 +0000 Subject: [PATCH] no commit message --- module3/exo2/exercice.ipynb | 1859 +++++++++++++++++++++++++++++++++++ module3/exo3/exercice.ipynb | 1840 +++++++++++++++++++++++++++++++++- 2 files changed, 3696 insertions(+), 3 deletions(-) create mode 100644 module3/exo2/exercice.ipynb diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb new file mode 100644 index 0000000..b061b1f --- /dev/null +++ b/module3/exo2/exercice.ipynb @@ -0,0 +1,1859 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Autour du SARS-CoV-2 (Covid-19)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le but est ici de reproduire des graphes semblables à ceux du [South China Morning Post](https://www.scmp.com/) (SCMP), sur la page [The Coronavirus Pandemic](https://www.scmp.com/coronavirus?src=homepage_covid_widget) et qui montrent pour différents pays le nombre cumulé (c'est-à-dire le nombre total de cas depuis le début de l'épidémie) de personnes atteintes de [la maladie à coronavirus 2019](https://fr.wikipedia.org/wiki/Maladie_%C3%A0_coronavirus_2019)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données que nous utiliserons dans un premier temps sont compilées par le [Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE)](https://systems.jhu.edu/) et sont mises à disposition sur [GitHub](https://github.com/CSSEGISandData/COVID-19)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data_url=\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/15/2111/16/2111/17/2111/18/2111/19/2111/20/2111/21/2111/22/2111/23/2111/24/21
0NaNAfghanistan33.93911067.709953000000...156610156649156739156739156812156864156896156911157015157032
1NaNAlbania41.15330020.168300000000...193269193856194472195021195523195988195988196611197167197776
2NaNAlgeria28.0339001.659600000000...208104208245208380208532208695208839208952209111209283209463
3NaNAndorra42.5063001.521800000000...15907159291597216035160861608616086162991634216426
4NaNAngola-11.20270017.873900000000...64913649406496864985649976501165024650336506165080
5NaNAntigua and Barbuda17.060800-61.796400000000...4118412241294129413141354135413641384138
6NaNArgentina-38.416100-63.616700000000...5307159530878153103345312089531360753147025315348531598953176335319867
7NaNArmenia40.06910045.038200000000...329341329913330895331914332713333583334075334347334878335738
8Australian Capital TerritoryAustralia-35.473500149.012400000000...1965197119962013202720422053207220872095
9New South WalesAustralia-33.868800151.209300000034...78766789947925479468796467982179997801638040880681
10Northern TerritoryAustralia-12.463400130.845600000000...243250245253252262265266280278
11QueenslandAustralia-27.469800153.025100000000...2110211021112112211221122112211321152117
12South AustraliaAustralia-34.928500138.600700000000...920921921921922922922922922922
13TasmaniaAustralia-42.882100147.327200000000...238238238238238238238239239239
14VictoriaAustralia-37.813600144.963100000011...106262107245108231109495110662111926112942113755114943116189
15Western AustraliaAustralia-31.950500115.860500000000...1113111611161117111811191120112111211121
16NaNAustria47.51620014.550100000000...9715419819049963201011465102727410425711056613107041910799321095297
17NaNAzerbaijan40.14310047.576900000000...561925563940565965568089570322572085573974574799576703578627
18NaNBahamas25.025885-78.035889000000...22601226132262922640226552265522655226652266522696
19NaNBahrain26.02750050.550000000000...277246277262277282277304277322277348277389277421277444277481
20NaNBangladesh23.68500090.356300000000...1572735157294815732141573458157371115738891574088157435215746361574948
21NaNBarbados13.193900-59.543200000000...22316226392292323175234262362323795239442423424432
22NaNBelarus53.70980027.953400000000...629271631025632887634731636543638402640206641919643372645069
23NaNBelgium50.8333004.469936000000...1512474152486215432991559998158150015815001581500162356016356751659025
24NaNBelize17.189900-88.497600000000...29105292692938629501295012950129501296822986129967
25NaNBenin9.3077002.315800000000...24833248332483324846248462484624846248462484624850
26NaNBhutan27.51420090.433600000000...2625262526292629263226322632263226332633
27NaNBolivia-16.290200-63.588700000000...524261525187526306527380527380528407529075530369531428531428
28NaNBosnia and Herzegovina43.91590017.679100000000...265149265942266994267851268572268572268572269904270498271323
29NaNBotswana-22.32850024.684900000000...194129194129194129194445194445194445194445194652194652194652
..................................................................
250NaNTogo8.6195000.824800000000...26167261672617826185261992619926207262102621926219
251NaNTonga-21.179000-175.198200000000...1111111111
252NaNTrinidad and Tobago10.691800-61.222500000000...62670630846386564402648936548565889662936697567664
253NaNTunisia33.8869179.537499000000...715716715818715911715988716074716183716262716298716609716702
254NaNTurkey38.96370035.243300000000...8433988845908984829568505190852900085523478573524859838086265508654142
255NaNUS40.000000-100.000000112255...47222751473103374742174147531319476603794770187247730591478881714798078048092052
256NaNUganda1.37333332.290275000000...126965127002127046127073127128127128127177127237127268127305
257NaNUkraine48.37940031.165600000000...3381399339891334187923440602346187334813473493203350181535156413530969
258NaNUnited Arab Emirates23.42407653.847818000000...741006741074741148741214741291741370741433741500741570741643
259AnguillaUnited Kingdom18.220600-63.068600000000...1137117511751175126812681268126813341334
260BermudaUnited Kingdom32.307800-64.750500000000...5708571357145714571557155715572457245724
261British Virgin IslandsUnited Kingdom18.420700-64.640000000000...2745274527652765276527652765276527652765
262Cayman IslandsUnited Kingdom19.313300-81.254600000000...4203420342035156536255325532609160916283
263Channel IslandsUnited Kingdom49.372300-2.364400000000...15045151801538515518156921569215692162791662916815
264Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...79797979797979797979
265GibraltarUnited Kingdom36.140800-5.353600000000...6561663467216780684368916920694469967049
266Isle of ManUnited Kingdom54.236100-4.548100000000...10296103541041210455105041055810610106501072010797
267MontserratUnited Kingdom16.742498-62.187366000000...41414141444444444444
268Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...4444444444
269Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...3045304530603067307630763085308530853092
270NaNUnited Kingdom55.378100-3.436000000000...9600369963719096750589721916976615398060349845492988992699324089974843
271NaNUruguay-32.522800-55.765800000000...396677396888397143397318397549397712397841397990398213398436
272NaNUzbekistan41.37749164.585262000000...189915190104190332190584190850191122191334191576191750191956
273NaNVanuatu-15.376700166.959200000000...6666666666
274NaNVenezuela6.423800-66.589700000000...420500420500422229422229423633424441425213426014426014426799
275NaNVietnam14.058324108.277199022222...1035138104539710552461065469107509410846251094514110483511439671155778
276NaNWest Bank and Gaza31.95220035.233200000000...457154457390457477457729457950457950457950458448458698458956
277NaNYemen15.55272748.516388000000...9936993699479950995499559955996199679972
278NaNZambia-13.13389727.849332000000...209996210008210020210036210043210057210070210073210090210099
279NaNZimbabwe-19.01543829.154857000000...133438133505133557133593133593133615133647133674133674133747
\n", + "

280 rows × 677 columns

\n", + "
" + ], + "text/plain": [ + " Province/State Country/Region \\\n", + "0 NaN Afghanistan \n", + "1 NaN Albania \n", + "2 NaN Algeria \n", + "3 NaN Andorra \n", + "4 NaN Angola \n", + "5 NaN Antigua and Barbuda \n", + "6 NaN Argentina \n", + "7 NaN Armenia \n", + "8 Australian Capital Territory Australia \n", + "9 New South Wales Australia \n", + "10 Northern Territory Australia \n", + "11 Queensland Australia \n", + "12 South Australia Australia \n", + "13 Tasmania Australia \n", + "14 Victoria Australia \n", + "15 Western Australia Australia \n", + "16 NaN Austria \n", + "17 NaN Azerbaijan \n", + "18 NaN Bahamas \n", + "19 NaN Bahrain \n", + "20 NaN Bangladesh \n", + "21 NaN Barbados \n", + "22 NaN Belarus \n", + "23 NaN Belgium \n", + "24 NaN Belize \n", + "25 NaN Benin \n", + "26 NaN Bhutan \n", + "27 NaN Bolivia \n", + "28 NaN Bosnia and Herzegovina \n", + "29 NaN Botswana \n", + ".. ... ... \n", + "250 NaN Togo \n", + "251 NaN Tonga \n", + "252 NaN Trinidad and Tobago \n", + "253 NaN Tunisia \n", + "254 NaN Turkey \n", + "255 NaN US \n", + "256 NaN Uganda \n", + "257 NaN Ukraine \n", + "258 NaN United Arab Emirates \n", + "259 Anguilla United Kingdom \n", + "260 Bermuda United Kingdom \n", + "261 British Virgin Islands United Kingdom \n", + "262 Cayman Islands United Kingdom \n", + "263 Channel Islands United Kingdom \n", + "264 Falkland Islands (Malvinas) United Kingdom \n", + "265 Gibraltar United Kingdom \n", + "266 Isle of Man United Kingdom \n", + "267 Montserrat United Kingdom \n", + "268 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", + "269 Turks and Caicos Islands United Kingdom \n", + "270 NaN United Kingdom \n", + "271 NaN Uruguay \n", + "272 NaN Uzbekistan \n", + "273 NaN Vanuatu \n", + "274 NaN Venezuela \n", + "275 NaN Vietnam \n", + "276 NaN West Bank and Gaza \n", + "277 NaN Yemen \n", + "278 NaN Zambia \n", + "279 NaN Zimbabwe \n", + "\n", + " Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 \\\n", + "0 33.939110 67.709953 0 0 0 0 0 \n", + "1 41.153300 20.168300 0 0 0 0 0 \n", + "2 28.033900 1.659600 0 0 0 0 0 \n", + "3 42.506300 1.521800 0 0 0 0 0 \n", + "4 -11.202700 17.873900 0 0 0 0 0 \n", + "5 17.060800 -61.796400 0 0 0 0 0 \n", + "6 -38.416100 -63.616700 0 0 0 0 0 \n", + "7 40.069100 45.038200 0 0 0 0 0 \n", + "8 -35.473500 149.012400 0 0 0 0 0 \n", + "9 -33.868800 151.209300 0 0 0 0 3 \n", + "10 -12.463400 130.845600 0 0 0 0 0 \n", + "11 -27.469800 153.025100 0 0 0 0 0 \n", + "12 -34.928500 138.600700 0 0 0 0 0 \n", + "13 -42.882100 147.327200 0 0 0 0 0 \n", + "14 -37.813600 144.963100 0 0 0 0 1 \n", + "15 -31.950500 115.860500 0 0 0 0 0 \n", + "16 47.516200 14.550100 0 0 0 0 0 \n", + "17 40.143100 47.576900 0 0 0 0 0 \n", + "18 25.025885 -78.035889 0 0 0 0 0 \n", + "19 26.027500 50.550000 0 0 0 0 0 \n", + "20 23.685000 90.356300 0 0 0 0 0 \n", + "21 13.193900 -59.543200 0 0 0 0 0 \n", + "22 53.709800 27.953400 0 0 0 0 0 \n", + "23 50.833300 4.469936 0 0 0 0 0 \n", + "24 17.189900 -88.497600 0 0 0 0 0 \n", + "25 9.307700 2.315800 0 0 0 0 0 \n", + "26 27.514200 90.433600 0 0 0 0 0 \n", + "27 -16.290200 -63.588700 0 0 0 0 0 \n", + "28 43.915900 17.679100 0 0 0 0 0 \n", + "29 -22.328500 24.684900 0 0 0 0 0 \n", + ".. ... ... ... ... ... ... ... \n", + "250 8.619500 0.824800 0 0 0 0 0 \n", + "251 -21.179000 -175.198200 0 0 0 0 0 \n", + "252 10.691800 -61.222500 0 0 0 0 0 \n", + "253 33.886917 9.537499 0 0 0 0 0 \n", + "254 38.963700 35.243300 0 0 0 0 0 \n", + "255 40.000000 -100.000000 1 1 2 2 5 \n", + "256 1.373333 32.290275 0 0 0 0 0 \n", + "257 48.379400 31.165600 0 0 0 0 0 \n", + "258 23.424076 53.847818 0 0 0 0 0 \n", + "259 18.220600 -63.068600 0 0 0 0 0 \n", + "260 32.307800 -64.750500 0 0 0 0 0 \n", + "261 18.420700 -64.640000 0 0 0 0 0 \n", + "262 19.313300 -81.254600 0 0 0 0 0 \n", + "263 49.372300 -2.364400 0 0 0 0 0 \n", + "264 -51.796300 -59.523600 0 0 0 0 0 \n", + "265 36.140800 -5.353600 0 0 0 0 0 \n", + "266 54.236100 -4.548100 0 0 0 0 0 \n", + "267 16.742498 -62.187366 0 0 0 0 0 \n", + "268 -7.946700 -14.355900 0 0 0 0 0 \n", + "269 21.694000 -71.797900 0 0 0 0 0 \n", + "270 55.378100 -3.436000 0 0 0 0 0 \n", + "271 -32.522800 -55.765800 0 0 0 0 0 \n", + "272 41.377491 64.585262 0 0 0 0 0 \n", + "273 -15.376700 166.959200 0 0 0 0 0 \n", + "274 6.423800 -66.589700 0 0 0 0 0 \n", + "275 14.058324 108.277199 0 2 2 2 2 \n", + "276 31.952200 35.233200 0 0 0 0 0 \n", + "277 15.552727 48.516388 0 0 0 0 0 \n", + "278 -13.133897 27.849332 0 0 0 0 0 \n", + "279 -19.015438 29.154857 0 0 0 0 0 \n", + "\n", + " 1/27/20 ... 11/15/21 11/16/21 11/17/21 11/18/21 11/19/21 \\\n", + "0 0 ... 156610 156649 156739 156739 156812 \n", + "1 0 ... 193269 193856 194472 195021 195523 \n", + "2 0 ... 208104 208245 208380 208532 208695 \n", + "3 0 ... 15907 15929 15972 16035 16086 \n", + "4 0 ... 64913 64940 64968 64985 64997 \n", + "5 0 ... 4118 4122 4129 4129 4131 \n", + "6 0 ... 5307159 5308781 5310334 5312089 5313607 \n", + "7 0 ... 329341 329913 330895 331914 332713 \n", + "8 0 ... 1965 1971 1996 2013 2027 \n", + "9 4 ... 78766 78994 79254 79468 79646 \n", + "10 0 ... 243 250 245 253 252 \n", + "11 0 ... 2110 2110 2111 2112 2112 \n", + "12 0 ... 920 921 921 921 922 \n", + "13 0 ... 238 238 238 238 238 \n", + "14 1 ... 106262 107245 108231 109495 110662 \n", + "15 0 ... 1113 1116 1116 1117 1118 \n", + "16 0 ... 971541 981904 996320 1011465 1027274 \n", + "17 0 ... 561925 563940 565965 568089 570322 \n", + "18 0 ... 22601 22613 22629 22640 22655 \n", + "19 0 ... 277246 277262 277282 277304 277322 \n", + "20 0 ... 1572735 1572948 1573214 1573458 1573711 \n", + "21 0 ... 22316 22639 22923 23175 23426 \n", + "22 0 ... 629271 631025 632887 634731 636543 \n", + "23 0 ... 1512474 1524862 1543299 1559998 1581500 \n", + "24 0 ... 29105 29269 29386 29501 29501 \n", + "25 0 ... 24833 24833 24833 24846 24846 \n", + "26 0 ... 2625 2625 2629 2629 2632 \n", + "27 0 ... 524261 525187 526306 527380 527380 \n", + "28 0 ... 265149 265942 266994 267851 268572 \n", + "29 0 ... 194129 194129 194129 194445 194445 \n", + ".. ... ... ... ... ... ... ... \n", + "250 0 ... 26167 26167 26178 26185 26199 \n", + "251 0 ... 1 1 1 1 1 \n", + "252 0 ... 62670 63084 63865 64402 64893 \n", + "253 0 ... 715716 715818 715911 715988 716074 \n", + "254 0 ... 8433988 8459089 8482956 8505190 8529000 \n", + "255 5 ... 47222751 47310337 47421741 47531319 47660379 \n", + "256 0 ... 126965 127002 127046 127073 127128 \n", + "257 0 ... 3381399 3398913 3418792 3440602 3461873 \n", + "258 0 ... 741006 741074 741148 741214 741291 \n", + "259 0 ... 1137 1175 1175 1175 1268 \n", + "260 0 ... 5708 5713 5714 5714 5715 \n", + "261 0 ... 2745 2745 2765 2765 2765 \n", + "262 0 ... 4203 4203 4203 5156 5362 \n", + "263 0 ... 15045 15180 15385 15518 15692 \n", + "264 0 ... 79 79 79 79 79 \n", + "265 0 ... 6561 6634 6721 6780 6843 \n", + "266 0 ... 10296 10354 10412 10455 10504 \n", + "267 0 ... 41 41 41 41 44 \n", + "268 0 ... 4 4 4 4 4 \n", + "269 0 ... 3045 3045 3060 3067 3076 \n", + "270 0 ... 9600369 9637190 9675058 9721916 9766153 \n", + "271 0 ... 396677 396888 397143 397318 397549 \n", + "272 0 ... 189915 190104 190332 190584 190850 \n", + "273 0 ... 6 6 6 6 6 \n", + "274 0 ... 420500 420500 422229 422229 423633 \n", + "275 2 ... 1035138 1045397 1055246 1065469 1075094 \n", + "276 0 ... 457154 457390 457477 457729 457950 \n", + "277 0 ... 9936 9936 9947 9950 9954 \n", + "278 0 ... 209996 210008 210020 210036 210043 \n", + "279 0 ... 133438 133505 133557 133593 133593 \n", + "\n", + " 11/20/21 11/21/21 11/22/21 11/23/21 11/24/21 \n", + "0 156864 156896 156911 157015 157032 \n", + "1 195988 195988 196611 197167 197776 \n", + "2 208839 208952 209111 209283 209463 \n", + "3 16086 16086 16299 16342 16426 \n", + "4 65011 65024 65033 65061 65080 \n", + "5 4135 4135 4136 4138 4138 \n", + "6 5314702 5315348 5315989 5317633 5319867 \n", + "7 333583 334075 334347 334878 335738 \n", + "8 2042 2053 2072 2087 2095 \n", + "9 79821 79997 80163 80408 80681 \n", + "10 262 265 266 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b/module3/exo3/exercice.ipynb @@ -1,5 +1,1840 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Autour du SARS-CoV-2 (Covid-19)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Le but est ici de reproduire des graphes semblables à ceux du [South China Morning Post](https://www.scmp.com/) (SCMP), sur la page [The Coronavirus Pandemic](https://www.scmp.com/coronavirus?src=homepage_covid_widget) et qui montrent pour différents pays le nombre cumulé (c'est-à-dire le nombre total de cas depuis le début de l'épidémie) de personnes atteintes de [la maladie à coronavirus 2019](https://fr.wikipedia.org/wiki/Maladie_%C3%A0_coronavirus_2019)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les données que nous utiliserons dans un premier temps sont compilées par le [Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE)](https://systems.jhu.edu/) et sont mises à disposition sur [GitHub](https://github.com/CSSEGISandData/COVID-19)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "data_url=\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.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...11/15/2111/16/2111/17/2111/18/2111/19/2111/20/2111/21/2111/22/2111/23/2111/24/21
0NaNAfghanistan33.93911067.709953000000...156610156649156739156739156812156864156896156911157015157032
1NaNAlbania41.15330020.168300000000...193269193856194472195021195523195988195988196611197167197776
2NaNAlgeria28.0339001.659600000000...208104208245208380208532208695208839208952209111209283209463
3NaNAndorra42.5063001.521800000000...15907159291597216035160861608616086162991634216426
4NaNAngola-11.20270017.873900000000...64913649406496864985649976501165024650336506165080
5NaNAntigua and Barbuda17.060800-61.796400000000...4118412241294129413141354135413641384138
6NaNArgentina-38.416100-63.616700000000...5307159530878153103345312089531360753147025315348531598953176335319867
7NaNArmenia40.06910045.038200000000...329341329913330895331914332713333583334075334347334878335738
8Australian Capital TerritoryAustralia-35.473500149.012400000000...1965197119962013202720422053207220872095
9New South WalesAustralia-33.868800151.209300000034...78766789947925479468796467982179997801638040880681
10Northern TerritoryAustralia-12.463400130.845600000000...243250245253252262265266280278
11QueenslandAustralia-27.469800153.025100000000...2110211021112112211221122112211321152117
12South AustraliaAustralia-34.928500138.600700000000...920921921921922922922922922922
13TasmaniaAustralia-42.882100147.327200000000...238238238238238238238239239239
14VictoriaAustralia-37.813600144.963100000011...106262107245108231109495110662111926112942113755114943116189
15Western AustraliaAustralia-31.950500115.860500000000...1113111611161117111811191120112111211121
16NaNAustria47.51620014.550100000000...9715419819049963201011465102727410425711056613107041910799321095297
17NaNAzerbaijan40.14310047.576900000000...561925563940565965568089570322572085573974574799576703578627
18NaNBahamas25.025885-78.035889000000...22601226132262922640226552265522655226652266522696
19NaNBahrain26.02750050.550000000000...277246277262277282277304277322277348277389277421277444277481
20NaNBangladesh23.68500090.356300000000...1572735157294815732141573458157371115738891574088157435215746361574948
21NaNBarbados13.193900-59.543200000000...22316226392292323175234262362323795239442423424432
22NaNBelarus53.70980027.953400000000...629271631025632887634731636543638402640206641919643372645069
23NaNBelgium50.8333004.469936000000...1512474152486215432991559998158150015815001581500162356016356751659025
24NaNBelize17.189900-88.497600000000...29105292692938629501295012950129501296822986129967
25NaNBenin9.3077002.315800000000...24833248332483324846248462484624846248462484624850
26NaNBhutan27.51420090.433600000000...2625262526292629263226322632263226332633
27NaNBolivia-16.290200-63.588700000000...524261525187526306527380527380528407529075530369531428531428
28NaNBosnia and Herzegovina43.91590017.679100000000...265149265942266994267851268572268572268572269904270498271323
29NaNBotswana-22.32850024.684900000000...194129194129194129194445194445194445194445194652194652194652
..................................................................
250NaNTogo8.6195000.824800000000...26167261672617826185261992619926207262102621926219
251NaNTonga-21.179000-175.198200000000...1111111111
252NaNTrinidad and Tobago10.691800-61.222500000000...62670630846386564402648936548565889662936697567664
253NaNTunisia33.8869179.537499000000...715716715818715911715988716074716183716262716298716609716702
254NaNTurkey38.96370035.243300000000...8433988845908984829568505190852900085523478573524859838086265508654142
255NaNUS40.000000-100.000000112255...47222751473103374742174147531319476603794770187247730591478881714798078048092052
256NaNUganda1.37333332.290275000000...126965127002127046127073127128127128127177127237127268127305
257NaNUkraine48.37940031.165600000000...3381399339891334187923440602346187334813473493203350181535156413530969
258NaNUnited Arab Emirates23.42407653.847818000000...741006741074741148741214741291741370741433741500741570741643
259AnguillaUnited Kingdom18.220600-63.068600000000...1137117511751175126812681268126813341334
260BermudaUnited Kingdom32.307800-64.750500000000...5708571357145714571557155715572457245724
261British Virgin IslandsUnited Kingdom18.420700-64.640000000000...2745274527652765276527652765276527652765
262Cayman IslandsUnited Kingdom19.313300-81.254600000000...4203420342035156536255325532609160916283
263Channel IslandsUnited Kingdom49.372300-2.364400000000...15045151801538515518156921569215692162791662916815
264Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...79797979797979797979
265GibraltarUnited Kingdom36.140800-5.353600000000...6561663467216780684368916920694469967049
266Isle of ManUnited Kingdom54.236100-4.548100000000...10296103541041210455105041055810610106501072010797
267MontserratUnited Kingdom16.742498-62.187366000000...41414141444444444444
268Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...4444444444
269Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...3045304530603067307630763085308530853092
270NaNUnited Kingdom55.378100-3.436000000000...9600369963719096750589721916976615398060349845492988992699324089974843
271NaNUruguay-32.522800-55.765800000000...396677396888397143397318397549397712397841397990398213398436
272NaNUzbekistan41.37749164.585262000000...189915190104190332190584190850191122191334191576191750191956
273NaNVanuatu-15.376700166.959200000000...6666666666
274NaNVenezuela6.423800-66.589700000000...420500420500422229422229423633424441425213426014426014426799
275NaNVietnam14.058324108.277199022222...1035138104539710552461065469107509410846251094514110483511439671155778
276NaNWest Bank and Gaza31.95220035.233200000000...457154457390457477457729457950457950457950458448458698458956
277NaNYemen15.55272748.516388000000...9936993699479950995499559955996199679972
278NaNZambia-13.13389727.849332000000...209996210008210020210036210043210057210070210073210090210099
279NaNZimbabwe-19.01543829.154857000000...133438133505133557133593133593133615133647133674133674133747
\n", + "

280 rows × 677 columns

\n", + "
" + ], + "text/plain": [ + " Province/State Country/Region \\\n", + "0 NaN Afghanistan \n", + "1 NaN Albania \n", + "2 NaN Algeria \n", + "3 NaN Andorra \n", + "4 NaN Angola \n", + "5 NaN Antigua and Barbuda \n", + "6 NaN Argentina \n", + "7 NaN Armenia \n", + "8 Australian Capital Territory Australia \n", + "9 New South Wales Australia \n", + "10 Northern Territory Australia \n", + "11 Queensland Australia \n", + "12 South Australia Australia \n", + "13 Tasmania Australia \n", + "14 Victoria Australia \n", + "15 Western Australia Australia \n", + "16 NaN Austria \n", + "17 NaN Azerbaijan \n", + "18 NaN Bahamas \n", + "19 NaN Bahrain \n", + "20 NaN Bangladesh \n", + "21 NaN Barbados \n", + "22 NaN Belarus \n", + "23 NaN Belgium \n", + "24 NaN Belize \n", + "25 NaN Benin \n", + "26 NaN Bhutan \n", + "27 NaN Bolivia \n", + "28 NaN Bosnia and Herzegovina \n", + "29 NaN Botswana \n", + ".. ... ... \n", + "250 NaN Togo \n", + "251 NaN Tonga \n", + "252 NaN Trinidad and Tobago \n", + "253 NaN Tunisia \n", + "254 NaN Turkey \n", + "255 NaN US \n", + "256 NaN Uganda \n", + "257 NaN Ukraine \n", + "258 NaN United Arab Emirates \n", + "259 Anguilla United Kingdom \n", + "260 Bermuda United Kingdom \n", + "261 British Virgin Islands United Kingdom \n", + "262 Cayman Islands United Kingdom \n", + "263 Channel Islands United Kingdom \n", + "264 Falkland Islands (Malvinas) United Kingdom \n", + "265 Gibraltar United Kingdom \n", + "266 Isle of Man United Kingdom \n", + "267 Montserrat United Kingdom \n", + "268 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", + "269 Turks and Caicos Islands United Kingdom \n", + "270 NaN United Kingdom \n", + "271 NaN Uruguay \n", + "272 NaN Uzbekistan \n", + "273 NaN Vanuatu \n", + "274 NaN Venezuela \n", + "275 NaN Vietnam \n", + "276 NaN West Bank and Gaza \n", + "277 NaN Yemen \n", + "278 NaN Zambia \n", + "279 NaN Zimbabwe \n", + "\n", + " Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 \\\n", + "0 33.939110 67.709953 0 0 0 0 0 \n", + "1 41.153300 20.168300 0 0 0 0 0 \n", + "2 28.033900 1.659600 0 0 0 0 0 \n", + "3 42.506300 1.521800 0 0 0 0 0 \n", + "4 -11.202700 17.873900 0 0 0 0 0 \n", + "5 17.060800 -61.796400 0 0 0 0 0 \n", + "6 -38.416100 -63.616700 0 0 0 0 0 \n", + "7 40.069100 45.038200 0 0 0 0 0 \n", + "8 -35.473500 149.012400 0 0 0 0 0 \n", + "9 -33.868800 151.209300 0 0 0 0 3 \n", + "10 -12.463400 130.845600 0 0 0 0 0 \n", + "11 -27.469800 153.025100 0 0 0 0 0 \n", + "12 -34.928500 138.600700 0 0 0 0 0 \n", + "13 -42.882100 147.327200 0 0 0 0 0 \n", + "14 -37.813600 144.963100 0 0 0 0 1 \n", + "15 -31.950500 115.860500 0 0 0 0 0 \n", + "16 47.516200 14.550100 0 0 0 0 0 \n", + "17 40.143100 47.576900 0 0 0 0 0 \n", + "18 25.025885 -78.035889 0 0 0 0 0 \n", + "19 26.027500 50.550000 0 0 0 0 0 \n", + "20 23.685000 90.356300 0 0 0 0 0 \n", + "21 13.193900 -59.543200 0 0 0 0 0 \n", + "22 53.709800 27.953400 0 0 0 0 0 \n", + "23 50.833300 4.469936 0 0 0 0 0 \n", + "24 17.189900 -88.497600 0 0 0 0 0 \n", + "25 9.307700 2.315800 0 0 0 0 0 \n", + "26 27.514200 90.433600 0 0 0 0 0 \n", + "27 -16.290200 -63.588700 0 0 0 0 0 \n", + "28 43.915900 17.679100 0 0 0 0 0 \n", + "29 -22.328500 24.684900 0 0 0 0 0 \n", + ".. ... ... ... ... ... ... ... \n", + "250 8.619500 0.824800 0 0 0 0 0 \n", + "251 -21.179000 -175.198200 0 0 0 0 0 \n", + "252 10.691800 -61.222500 0 0 0 0 0 \n", + "253 33.886917 9.537499 0 0 0 0 0 \n", + "254 38.963700 35.243300 0 0 0 0 0 \n", + "255 40.000000 -100.000000 1 1 2 2 5 \n", + "256 1.373333 32.290275 0 0 0 0 0 \n", + "257 48.379400 31.165600 0 0 0 0 0 \n", + "258 23.424076 53.847818 0 0 0 0 0 \n", + "259 18.220600 -63.068600 0 0 0 0 0 \n", + "260 32.307800 -64.750500 0 0 0 0 0 \n", + "261 18.420700 -64.640000 0 0 0 0 0 \n", + "262 19.313300 -81.254600 0 0 0 0 0 \n", + "263 49.372300 -2.364400 0 0 0 0 0 \n", + "264 -51.796300 -59.523600 0 0 0 0 0 \n", + "265 36.140800 -5.353600 0 0 0 0 0 \n", + "266 54.236100 -4.548100 0 0 0 0 0 \n", + "267 16.742498 -62.187366 0 0 0 0 0 \n", + "268 -7.946700 -14.355900 0 0 0 0 0 \n", + "269 21.694000 -71.797900 0 0 0 0 0 \n", + "270 55.378100 -3.436000 0 0 0 0 0 \n", + "271 -32.522800 -55.765800 0 0 0 0 0 \n", + "272 41.377491 64.585262 0 0 0 0 0 \n", + "273 -15.376700 166.959200 0 0 0 0 0 \n", + "274 6.423800 -66.589700 0 0 0 0 0 \n", + "275 14.058324 108.277199 0 2 2 2 2 \n", + "276 31.952200 35.233200 0 0 0 0 0 \n", + "277 15.552727 48.516388 0 0 0 0 0 \n", + "278 -13.133897 27.849332 0 0 0 0 0 \n", + "279 -19.015438 29.154857 0 0 0 0 0 \n", + "\n", + " 1/27/20 ... 11/15/21 11/16/21 11/17/21 11/18/21 11/19/21 \\\n", + "0 0 ... 156610 156649 156739 156739 156812 \n", + "1 0 ... 193269 193856 194472 195021 195523 \n", + "2 0 ... 208104 208245 208380 208532 208695 \n", + "3 0 ... 15907 15929 15972 16035 16086 \n", + "4 0 ... 64913 64940 64968 64985 64997 \n", + "5 0 ... 4118 4122 4129 4129 4131 \n", + "6 0 ... 5307159 5308781 5310334 5312089 5313607 \n", + "7 0 ... 329341 329913 330895 331914 332713 \n", + "8 0 ... 1965 1971 1996 2013 2027 \n", + "9 4 ... 78766 78994 79254 79468 79646 \n", + "10 0 ... 243 250 245 253 252 \n", + "11 0 ... 2110 2110 2111 2112 2112 \n", + "12 0 ... 920 921 921 921 922 \n", + "13 0 ... 238 238 238 238 238 \n", + "14 1 ... 106262 107245 108231 109495 110662 \n", + "15 0 ... 1113 1116 1116 1117 1118 \n", + "16 0 ... 971541 981904 996320 1011465 1027274 \n", + "17 0 ... 561925 563940 565965 568089 570322 \n", + "18 0 ... 22601 22613 22629 22640 22655 \n", + "19 0 ... 277246 277262 277282 277304 277322 \n", + "20 0 ... 1572735 1572948 1573214 1573458 1573711 \n", + "21 0 ... 22316 22639 22923 23175 23426 \n", + "22 0 ... 629271 631025 632887 634731 636543 \n", + "23 0 ... 1512474 1524862 1543299 1559998 1581500 \n", + "24 0 ... 29105 29269 29386 29501 29501 \n", + "25 0 ... 24833 24833 24833 24846 24846 \n", + "26 0 ... 2625 2625 2629 2629 2632 \n", + "27 0 ... 524261 525187 526306 527380 527380 \n", + "28 0 ... 265149 265942 266994 267851 268572 \n", + "29 0 ... 194129 194129 194129 194445 194445 \n", + ".. ... ... ... ... ... ... ... \n", + "250 0 ... 26167 26167 26178 26185 26199 \n", + "251 0 ... 1 1 1 1 1 \n", + "252 0 ... 62670 63084 63865 64402 64893 \n", + "253 0 ... 715716 715818 715911 715988 716074 \n", + "254 0 ... 8433988 8459089 8482956 8505190 8529000 \n", + "255 5 ... 47222751 47310337 47421741 47531319 47660379 \n", + "256 0 ... 126965 127002 127046 127073 127128 \n", + "257 0 ... 3381399 3398913 3418792 3440602 3461873 \n", + "258 0 ... 741006 741074 741148 741214 741291 \n", + "259 0 ... 1137 1175 1175 1175 1268 \n", + "260 0 ... 5708 5713 5714 5714 5715 \n", + "261 0 ... 2745 2745 2765 2765 2765 \n", + "262 0 ... 4203 4203 4203 5156 5362 \n", + "263 0 ... 15045 15180 15385 15518 15692 \n", + "264 0 ... 79 79 79 79 79 \n", + "265 0 ... 6561 6634 6721 6780 6843 \n", + "266 0 ... 10296 10354 10412 10455 10504 \n", + "267 0 ... 41 41 41 41 44 \n", + "268 0 ... 4 4 4 4 4 \n", + "269 0 ... 3045 3045 3060 3067 3076 \n", + "270 0 ... 9600369 9637190 9675058 9721916 9766153 \n", + "271 0 ... 396677 396888 397143 397318 397549 \n", + "272 0 ... 189915 190104 190332 190584 190850 \n", + "273 0 ... 6 6 6 6 6 \n", + "274 0 ... 420500 420500 422229 422229 423633 \n", + "275 2 ... 1035138 1045397 1055246 1065469 1075094 \n", + "276 0 ... 457154 457390 457477 457729 457950 \n", + "277 0 ... 9936 9936 9947 9950 9954 \n", + "278 0 ... 209996 210008 210020 210036 210043 \n", + "279 0 ... 133438 133505 133557 133593 133593 \n", + "\n", + " 11/20/21 11/21/21 11/22/21 11/23/21 11/24/21 \n", + "0 156864 156896 156911 157015 157032 \n", + "1 195988 195988 196611 197167 197776 \n", + "2 208839 208952 209111 209283 209463 \n", + "3 16086 16086 16299 16342 16426 \n", + "4 65011 65024 65033 65061 65080 \n", + "5 4135 4135 4136 4138 4138 \n", + "6 5314702 5315348 5315989 5317633 5319867 \n", + "7 333583 334075 334347 334878 335738 \n", + "8 2042 2053 2072 2087 2095 \n", + "9 79821 79997 80163 80408 80681 \n", + "10 262 265 266 280 278 \n", + "11 2112 2112 2113 2115 2117 \n", + "12 922 922 922 922 922 \n", + "13 238 238 239 239 239 \n", + "14 111926 112942 113755 114943 116189 \n", + "15 1119 1120 1121 1121 1121 \n", + "16 1042571 1056613 1070419 1079932 1095297 \n", + "17 572085 573974 574799 576703 578627 \n", + "18 22655 22655 22665 22665 22696 \n", + "19 277348 277389 277421 277444 277481 \n", + "20 1573889 1574088 1574352 1574636 1574948 \n", + "21 23623 23795 23944 24234 24432 \n", + "22 638402 640206 641919 643372 645069 \n", + "23 1581500 1581500 1623560 1635675 1659025 \n", + "24 29501 29501 29682 29861 29967 \n", + "25 24846 24846 24846 24846 24850 \n", + "26 2632 2632 2632 2633 2633 \n", + "27 528407 529075 530369 531428 531428 \n", + "28 268572 268572 269904 270498 271323 \n", + "29 194445 194445 194652 194652 194652 \n", + ".. ... ... ... ... ... \n", + "250 26199 26207 26210 26219 26219 \n", + "251 1 1 1 1 1 \n", + "252 65485 65889 66293 66975 67664 \n", + "253 716183 716262 716298 716609 716702 \n", + "254 8552347 8573524 8598380 8626550 8654142 \n", + "255 47701872 47730591 47888171 47980780 48092052 \n", + "256 127128 127177 127237 127268 127305 \n", + "257 3481347 3493203 3501815 3515641 3530969 \n", + "258 741370 741433 741500 741570 741643 \n", + "259 1268 1268 1268 1334 1334 \n", + "260 5715 5715 5724 5724 5724 \n", + "261 2765 2765 2765 2765 2765 \n", + "262 5532 5532 6091 6091 6283 \n", + "263 15692 15692 16279 16629 16815 \n", + "264 79 79 79 79 79 \n", + "265 6891 6920 6944 6996 7049 \n", + "266 10558 10610 10650 10720 10797 \n", + "267 44 44 44 44 44 \n", + "268 4 4 4 4 4 \n", + "269 3076 3085 3085 3085 3092 \n", + "270 9806034 9845492 9889926 9932408 9974843 \n", + "271 397712 397841 397990 398213 398436 \n", + "272 191122 191334 191576 191750 191956 \n", + "273 6 6 6 6 6 \n", + "274 424441 425213 426014 426014 426799 \n", + "275 1084625 1094514 1104835 1143967 1155778 \n", + "276 457950 457950 458448 458698 458956 \n", + "277 9955 9955 9961 9967 9972 \n", + "278 210057 210070 210073 210090 210099 \n", + "279 133615 133647 133674 133674 133747 \n", + "\n", + "[280 rows x 677 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_url, skiprows=0)\n", + "raw_data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +1851,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } - -- 2.18.1