{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Autour du SARS-CoV-2 (Covid-19)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "J'utilise l'url car j'ai des soucis pour charger un fichier depuis Jupiter.\n", "\n", "Jupiter va chercher dans les dossiers du serveur herbergeant, et non sur mon pc." ] }, { "cell_type": "code", "execution_count": 2, "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": "markdown", "metadata": {}, "source": [ "## Préparation des données" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/18/2211/19/2211/20/2211/21/2211/22/2211/23/2211/24/2211/25/2211/26/2211/27/22
0NaNAfghanistan33.93911067.709953000000...205009205039205146205229205324205391205506205541205612205612
1NaNAlbania41.15330020.168300000000...333233333246333256333257333282333293333305333316333322333330
2NaNAlgeria28.0339001.659600000000...270996271011271023271028271035271041271050271057271061271061
3NaNAndorra42.5063001.521800000000...46824468244682446824468244682446824468244682446824
4NaNAngola-11.20270017.873900000000...103131103131103131103131103131104491104491104491104491104491
5NaNAntarctica-71.94990023.347000000000...11111111111111111111
6NaNAntigua and Barbuda17.060800-61.796400000000...9106910691069106910691069106910691069106
7NaNArgentina-38.416100-63.616700000000...9721718972171897239249723924972392497239249723924972392497239249727247
8NaNArmenia40.06910045.038200000000...445513445513445513445631445631445631445631445631445631445631
9Australian Capital TerritoryAustralia-35.473500149.012400000000...212092212092212092212092212092212092212092212092212092212092
10New South WalesAustralia-33.868800151.209300000034...3608974360897436089743608974360897436089743640480364048036404803640480
11Northern TerritoryAustralia-12.463400130.845600000000...99410994109941099410994109941099737997379973799737
12QueenslandAustralia-27.469800153.025100000000...1683096168309616830961683096168309616830961693178169317816931781693178
13South AustraliaAustralia-34.928500138.600700000000...800347800347800347800347800347800347800347809861809861809861
14TasmaniaAustralia-42.882100147.327200000000...258301258301258301258301258301258301258301260950260950260950
15VictoriaAustralia-37.813600144.963100000011...2694367269677426993352703142270700327108432714014271765727210842724235
16Western AustraliaAustralia-31.950500115.860500000000...1198725119872511987251198725119872511987251209214120921412092141209214
17NaNAustria47.51620014.550100000000...5510919551470155178935520300552468355304565535259553962955441125547582
18NaNAzerbaijan40.14310047.576900000000...823889823923823954823975824033824082824127824168824193824232
19NaNBahamas25.025885-78.035889000000...37453374533745337453374613746137471374713747637476
20NaNBahrain26.02750050.550000000000...694602694740694955695133695279695448695584695676695766695914
21NaNBangladesh23.68500090.356300000000...2036325203634320363672036393203641620364492036469203648820365112036527
22NaNBarbados13.193900-59.543200000000...103545103545103545103545103545103955103955103955103955103955
23NaNBelarus53.70980027.953400000000...994037994037994037994037994037994037994037994037994037994037
24NaNBelgium50.8333004.469936000000...4627186462718646271864627186462955246295524633112463311246331124633112
25NaNBelize17.189900-88.497600000000...68988689886898868988690126901269012690126901269012
26NaNBenin9.3077002.315800000000...27922279222792227922279222792227922279222792227922
27NaNBhutan27.51420090.433600000000...62460624606246062488624886248862488624886248862488
28NaNBolivia-16.290200-63.588700000000...1110064111006411101901110190111025611104131110413111050511106081110701
29NaNBosnia and Herzegovina43.91590017.679100000000...400336400336400336400340400412400430400448400466400466400466
..................................................................
259NaNTuvalu-7.109500177.649300000000...2019201920192387280528282828282828282828
260NaNUS40.000000-100.000000112255...98306861983114649831473298357289984115819852296798538386985623049856449498568849
261NaNUganda1.37333332.290275000000...169663169663169663169663169663169663169663169663169663169663
262NaNUkraine48.37940031.165600000000...5635276563533456353985635439563548756422845642326564238256424445642496
263NaNUnited Arab Emirates23.42407653.847818000000...1042099104234010425731042779104296610431661043390104360310437981043931
264AnguillaUnited Kingdom18.220600-63.068600000000...3904390439043904390439043904390439043904
265BermudaUnited Kingdom32.307800-64.750500000000...18463184631846318463184631846318463184631846318463
266British Virgin IslandsUnited Kingdom18.420700-64.640000000000...7305730573057305730573057305730573057305
267Cayman IslandsUnited Kingdom19.313300-81.254600000000...31194311943119431194311943119431194311943119431194
268Channel IslandsUnited Kingdom49.372300-2.364400000000...0000000000
269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
270GibraltarUnited Kingdom36.140800-5.353600000000...20184201842018420184201842018420184201842018420184
271GuernseyUnited Kingdom49.448196-2.589490000000...32666326663266632666326663276632766327663276632766
272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
273JerseyUnited Kingdom49.213800-2.135800000000...62589625896258962589625896258962589628266282662826
274MontserratUnited Kingdom16.742498-62.187366000000...1403140314031403140314031403140314031403
275Pitcairn IslandsUnited Kingdom-24.376800-128.324200000000...4444444444
276Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...2159215921592159215921592162216221622162
277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6431643164316431644664466446644664466446
278NaNUnited Kingdom55.378100-3.436000000000...23977633239776332397763323977633239776332397763324364551243645512436455124364551
279NaNUruguay-32.522800-55.765800000000...992035992035992035992887992887992887992887992887992887992887
280NaNUzbekistan41.37749164.585262000000...245246245246245246245508245569245665245763245858245858245858
281NaNVanuatu-15.376700166.959200000000...11981119811198111981119811198111981119811198111981
282NaNVenezuela6.423800-66.589700000000...546733546733546839546839560800547049547049547112547301547351
283NaNVietnam14.058324108.277199022222...11510919115111781151145211511822115121381151268411513173115137471151417411514532
284NaNWest Bank and Gaza31.95220035.233200000000...703036703036703036703036703036703036703036703036703036703036
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11945119451194511945119451194511945119451194511945
287NaNZambia-13.13389727.849332000000...333685333685333685333685333721333721333721333721333721333721
288NaNZimbabwe-19.01543829.154857000000...257893257893257893257893257893257893257893257893257893257893
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289 rows × 1045 columns

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" ], "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 Antarctica \n", "6 NaN Antigua and Barbuda \n", "7 NaN Argentina \n", "8 NaN Armenia \n", "9 Australian Capital Territory Australia \n", "10 New South Wales Australia \n", "11 Northern Territory Australia \n", "12 Queensland Australia \n", "13 South Australia Australia \n", "14 Tasmania Australia \n", "15 Victoria Australia \n", "16 Western Australia Australia \n", "17 NaN Austria \n", "18 NaN Azerbaijan \n", "19 NaN Bahamas \n", "20 NaN Bahrain \n", "21 NaN Bangladesh \n", "22 NaN Barbados \n", "23 NaN Belarus \n", "24 NaN Belgium \n", "25 NaN Belize \n", "26 NaN Benin \n", "27 NaN Bhutan \n", "28 NaN Bolivia \n", "29 NaN Bosnia and Herzegovina \n", ".. ... ... \n", "259 NaN Tuvalu \n", "260 NaN US \n", "261 NaN Uganda \n", "262 NaN Ukraine \n", "263 NaN United Arab Emirates \n", "264 Anguilla United Kingdom \n", "265 Bermuda United Kingdom \n", "266 British Virgin Islands United Kingdom \n", "267 Cayman Islands United Kingdom \n", "268 Channel Islands United Kingdom \n", "269 Falkland Islands (Malvinas) United Kingdom \n", "270 Gibraltar United Kingdom \n", "271 Guernsey United Kingdom \n", "272 Isle of Man United Kingdom \n", "273 Jersey United Kingdom \n", "274 Montserrat United Kingdom \n", "275 Pitcairn Islands United Kingdom \n", "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", "277 Turks and Caicos Islands United Kingdom \n", "278 NaN United Kingdom \n", "279 NaN Uruguay \n", "280 NaN Uzbekistan \n", "281 NaN Vanuatu \n", "282 NaN Venezuela \n", "283 NaN Vietnam \n", "284 NaN West Bank and Gaza \n", "285 NaN Winter Olympics 2022 \n", "286 NaN Yemen \n", "287 NaN Zambia \n", "288 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 -71.949900 23.347000 0 0 0 0 0 \n", "6 17.060800 -61.796400 0 0 0 0 0 \n", "7 -38.416100 -63.616700 0 0 0 0 0 \n", "8 40.069100 45.038200 0 0 0 0 0 \n", "9 -35.473500 149.012400 0 0 0 0 0 \n", "10 -33.868800 151.209300 0 0 0 0 3 \n", "11 -12.463400 130.845600 0 0 0 0 0 \n", "12 -27.469800 153.025100 0 0 0 0 0 \n", "13 -34.928500 138.600700 0 0 0 0 0 \n", "14 -42.882100 147.327200 0 0 0 0 0 \n", "15 -37.813600 144.963100 0 0 0 0 1 \n", "16 -31.950500 115.860500 0 0 0 0 0 \n", "17 47.516200 14.550100 0 0 0 0 0 \n", "18 40.143100 47.576900 0 0 0 0 0 \n", "19 25.025885 -78.035889 0 0 0 0 0 \n", "20 26.027500 50.550000 0 0 0 0 0 \n", "21 23.685000 90.356300 0 0 0 0 0 \n", "22 13.193900 -59.543200 0 0 0 0 0 \n", "23 53.709800 27.953400 0 0 0 0 0 \n", "24 50.833300 4.469936 0 0 0 0 0 \n", "25 17.189900 -88.497600 0 0 0 0 0 \n", "26 9.307700 2.315800 0 0 0 0 0 \n", "27 27.514200 90.433600 0 0 0 0 0 \n", "28 -16.290200 -63.588700 0 0 0 0 0 \n", "29 43.915900 17.679100 0 0 0 0 0 \n", ".. ... ... ... ... ... ... ... \n", "259 -7.109500 177.649300 0 0 0 0 0 \n", "260 40.000000 -100.000000 1 1 2 2 5 \n", "261 1.373333 32.290275 0 0 0 0 0 \n", "262 48.379400 31.165600 0 0 0 0 0 \n", "263 23.424076 53.847818 0 0 0 0 0 \n", "264 18.220600 -63.068600 0 0 0 0 0 \n", "265 32.307800 -64.750500 0 0 0 0 0 \n", "266 18.420700 -64.640000 0 0 0 0 0 \n", "267 19.313300 -81.254600 0 0 0 0 0 \n", "268 49.372300 -2.364400 0 0 0 0 0 \n", "269 -51.796300 -59.523600 0 0 0 0 0 \n", "270 36.140800 -5.353600 0 0 0 0 0 \n", "271 49.448196 -2.589490 0 0 0 0 0 \n", "272 54.236100 -4.548100 0 0 0 0 0 \n", "273 49.213800 -2.135800 0 0 0 0 0 \n", "274 16.742498 -62.187366 0 0 0 0 0 \n", "275 -24.376800 -128.324200 0 0 0 0 0 \n", "276 -7.946700 -14.355900 0 0 0 0 0 \n", "277 21.694000 -71.797900 0 0 0 0 0 \n", "278 55.378100 -3.436000 0 0 0 0 0 \n", "279 -32.522800 -55.765800 0 0 0 0 0 \n", "280 41.377491 64.585262 0 0 0 0 0 \n", "281 -15.376700 166.959200 0 0 0 0 0 \n", "282 6.423800 -66.589700 0 0 0 0 0 \n", "283 14.058324 108.277199 0 2 2 2 2 \n", "284 31.952200 35.233200 0 0 0 0 0 \n", "285 39.904200 116.407400 0 0 0 0 0 \n", "286 15.552727 48.516388 0 0 0 0 0 \n", "287 -13.133897 27.849332 0 0 0 0 0 \n", "288 -19.015438 29.154857 0 0 0 0 0 \n", "\n", " 1/27/20 ... 11/18/22 11/19/22 11/20/22 11/21/22 11/22/22 \\\n", "0 0 ... 205009 205039 205146 205229 205324 \n", "1 0 ... 333233 333246 333256 333257 333282 \n", "2 0 ... 270996 271011 271023 271028 271035 \n", "3 0 ... 46824 46824 46824 46824 46824 \n", "4 0 ... 103131 103131 103131 103131 103131 \n", "5 0 ... 11 11 11 11 11 \n", "6 0 ... 9106 9106 9106 9106 9106 \n", "7 0 ... 9721718 9721718 9723924 9723924 9723924 \n", "8 0 ... 445513 445513 445513 445631 445631 \n", "9 0 ... 212092 212092 212092 212092 212092 \n", "10 4 ... 3608974 3608974 3608974 3608974 3608974 \n", "11 0 ... 99410 99410 99410 99410 99410 \n", "12 0 ... 1683096 1683096 1683096 1683096 1683096 \n", "13 0 ... 800347 800347 800347 800347 800347 \n", "14 0 ... 258301 258301 258301 258301 258301 \n", "15 1 ... 2694367 2696774 2699335 2703142 2707003 \n", "16 0 ... 1198725 1198725 1198725 1198725 1198725 \n", "17 0 ... 5510919 5514701 5517893 5520300 5524683 \n", "18 0 ... 823889 823923 823954 823975 824033 \n", "19 0 ... 37453 37453 37453 37453 37461 \n", "20 0 ... 694602 694740 694955 695133 695279 \n", "21 0 ... 2036325 2036343 2036367 2036393 2036416 \n", "22 0 ... 103545 103545 103545 103545 103545 \n", "23 0 ... 994037 994037 994037 994037 994037 \n", "24 0 ... 4627186 4627186 4627186 4627186 4629552 \n", "25 0 ... 68988 68988 68988 68988 69012 \n", "26 0 ... 27922 27922 27922 27922 27922 \n", "27 0 ... 62460 62460 62460 62488 62488 \n", "28 0 ... 1110064 1110064 1110190 1110190 1110256 \n", "29 0 ... 400336 400336 400336 400340 400412 \n", ".. ... ... ... ... ... ... ... \n", "259 0 ... 2019 2019 2019 2387 2805 \n", "260 5 ... 98306861 98311464 98314732 98357289 98411581 \n", "261 0 ... 169663 169663 169663 169663 169663 \n", "262 0 ... 5635276 5635334 5635398 5635439 5635487 \n", "263 0 ... 1042099 1042340 1042573 1042779 1042966 \n", "264 0 ... 3904 3904 3904 3904 3904 \n", "265 0 ... 18463 18463 18463 18463 18463 \n", "266 0 ... 7305 7305 7305 7305 7305 \n", "267 0 ... 31194 31194 31194 31194 31194 \n", "268 0 ... 0 0 0 0 0 \n", "269 0 ... 1930 1930 1930 1930 1930 \n", "270 0 ... 20184 20184 20184 20184 20184 \n", "271 0 ... 32666 32666 32666 32666 32666 \n", "272 0 ... 38008 38008 38008 38008 38008 \n", "273 0 ... 62589 62589 62589 62589 62589 \n", "274 0 ... 1403 1403 1403 1403 1403 \n", "275 0 ... 4 4 4 4 4 \n", "276 0 ... 2159 2159 2159 2159 2159 \n", "277 0 ... 6431 6431 6431 6431 6446 \n", "278 0 ... 23977633 23977633 23977633 23977633 23977633 \n", "279 0 ... 992035 992035 992035 992887 992887 \n", "280 0 ... 245246 245246 245246 245508 245569 \n", "281 0 ... 11981 11981 11981 11981 11981 \n", "282 0 ... 546733 546733 546839 546839 560800 \n", "283 2 ... 11510919 11511178 11511452 11511822 11512138 \n", "284 0 ... 703036 703036 703036 703036 703036 \n", "285 0 ... 535 535 535 535 535 \n", "286 0 ... 11945 11945 11945 11945 11945 \n", "287 0 ... 333685 333685 333685 333685 333721 \n", "288 0 ... 257893 257893 257893 257893 257893 \n", "\n", " 11/23/22 11/24/22 11/25/22 11/26/22 11/27/22 \n", "0 205391 205506 205541 205612 205612 \n", "1 333293 333305 333316 333322 333330 \n", "2 271041 271050 271057 271061 271061 \n", "3 46824 46824 46824 46824 46824 \n", "4 104491 104491 104491 104491 104491 \n", "5 11 11 11 11 11 \n", "6 9106 9106 9106 9106 9106 \n", "7 9723924 9723924 9723924 9723924 9727247 \n", "8 445631 445631 445631 445631 445631 \n", "9 212092 212092 212092 212092 212092 \n", "10 3608974 3640480 3640480 3640480 3640480 \n", "11 99410 99737 99737 99737 99737 \n", "12 1683096 1693178 1693178 1693178 1693178 \n", "13 800347 800347 809861 809861 809861 \n", "14 258301 258301 260950 260950 260950 \n", "15 2710843 2714014 2717657 2721084 2724235 \n", "16 1198725 1209214 1209214 1209214 1209214 \n", "17 5530456 5535259 5539629 5544112 5547582 \n", "18 824082 824127 824168 824193 824232 \n", "19 37461 37471 37471 37476 37476 \n", "20 695448 695584 695676 695766 695914 \n", "21 2036449 2036469 2036488 2036511 2036527 \n", "22 103955 103955 103955 103955 103955 \n", "23 994037 994037 994037 994037 994037 \n", "24 4629552 4633112 4633112 4633112 4633112 \n", "25 69012 69012 69012 69012 69012 \n", "26 27922 27922 27922 27922 27922 \n", "27 62488 62488 62488 62488 62488 \n", "28 1110413 1110413 1110505 1110608 1110701 \n", "29 400430 400448 400466 400466 400466 \n", ".. ... ... ... ... ... \n", "259 2828 2828 2828 2828 2828 \n", "260 98522967 98538386 98562304 98564494 98568849 \n", "261 169663 169663 169663 169663 169663 \n", "262 5642284 5642326 5642382 5642444 5642496 \n", "263 1043166 1043390 1043603 1043798 1043931 \n", "264 3904 3904 3904 3904 3904 \n", "265 18463 18463 18463 18463 18463 \n", "266 7305 7305 7305 7305 7305 \n", "267 31194 31194 31194 31194 31194 \n", "268 0 0 0 0 0 \n", "269 1930 1930 1930 1930 1930 \n", "270 20184 20184 20184 20184 20184 \n", "271 32766 32766 32766 32766 32766 \n", "272 38008 38008 38008 38008 38008 \n", "273 62589 62589 62826 62826 62826 \n", "274 1403 1403 1403 1403 1403 \n", "275 4 4 4 4 4 \n", "276 2159 2162 2162 2162 2162 \n", "277 6446 6446 6446 6446 6446 \n", "278 23977633 24364551 24364551 24364551 24364551 \n", "279 992887 992887 992887 992887 992887 \n", "280 245665 245763 245858 245858 245858 \n", "281 11981 11981 11981 11981 11981 \n", "282 547049 547049 547112 547301 547351 \n", "283 11512684 11513173 11513747 11514174 11514532 \n", "284 703036 703036 703036 703036 703036 \n", "285 535 535 535 535 535 \n", "286 11945 11945 11945 11945 11945 \n", "287 333721 333721 333721 333721 333721 \n", "288 257893 257893 257893 257893 257893 \n", "\n", "[289 rows x 1045 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(data_url)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tout les pays n'ont pas forcément de donnée dans Province/State : ce qui est normal. On cherche néanmoins à savoir si d'autres column ont des données manquantes." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/18/2211/19/2211/20/2211/21/2211/22/2211/23/2211/24/2211/25/2211/26/2211/27/22
53Repatriated TravellersCanadaNaNNaN000000...13131313131313131313
89UnknownChinaNaNNaN000000...93722997990110038371029140102914010808171080817110994711409441175688
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2 rows × 1045 columns

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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n", "53 Repatriated Travellers Canada NaN NaN 0 0 \n", "89 Unknown China NaN NaN 0 0 \n", "\n", " 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/18/22 11/19/22 \\\n", "53 0 0 0 0 ... 13 13 \n", "89 0 0 0 0 ... 937229 979901 \n", "\n", " 11/20/22 11/21/22 11/22/22 11/23/22 11/24/22 11/25/22 11/26/22 \\\n", "53 13 13 13 13 13 13 13 \n", "89 1003837 1029140 1029140 1080817 1080817 1109947 1140944 \n", "\n", " 11/27/22 \n", "53 13 \n", "89 1175688 \n", "\n", "[2 rows x 1045 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "col_excluded = ['Province/State']\n", "\n", "df.loc[df[df.columns ^ col_excluded].isnull().any(axis=1)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Deux lignes n'ont pas de Latitude et de Longitude. Cela correspond aux canadiens raptriés et à des chinois dont la province est inconnue.\n", "\n", "Nous éliminons ces deux lignes." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/18/2211/19/2211/20/2211/21/2211/22/2211/23/2211/24/2211/25/2211/26/2211/27/22
0NaNAfghanistan33.93911067.709953000000...205009205039205146205229205324205391205506205541205612205612
1NaNAlbania41.15330020.168300000000...333233333246333256333257333282333293333305333316333322333330
2NaNAlgeria28.0339001.659600000000...270996271011271023271028271035271041271050271057271061271061
3NaNAndorra42.5063001.521800000000...46824468244682446824468244682446824468244682446824
4NaNAngola-11.20270017.873900000000...103131103131103131103131103131104491104491104491104491104491
5NaNAntarctica-71.94990023.347000000000...11111111111111111111
6NaNAntigua and Barbuda17.060800-61.796400000000...9106910691069106910691069106910691069106
7NaNArgentina-38.416100-63.616700000000...9721718972171897239249723924972392497239249723924972392497239249727247
8NaNArmenia40.06910045.038200000000...445513445513445513445631445631445631445631445631445631445631
9Australian Capital TerritoryAustralia-35.473500149.012400000000...212092212092212092212092212092212092212092212092212092212092
10New South WalesAustralia-33.868800151.209300000034...3608974360897436089743608974360897436089743640480364048036404803640480
11Northern TerritoryAustralia-12.463400130.845600000000...99410994109941099410994109941099737997379973799737
12QueenslandAustralia-27.469800153.025100000000...1683096168309616830961683096168309616830961693178169317816931781693178
13South AustraliaAustralia-34.928500138.600700000000...800347800347800347800347800347800347800347809861809861809861
14TasmaniaAustralia-42.882100147.327200000000...258301258301258301258301258301258301258301260950260950260950
15VictoriaAustralia-37.813600144.963100000011...2694367269677426993352703142270700327108432714014271765727210842724235
16Western AustraliaAustralia-31.950500115.860500000000...1198725119872511987251198725119872511987251209214120921412092141209214
17NaNAustria47.51620014.550100000000...5510919551470155178935520300552468355304565535259553962955441125547582
18NaNAzerbaijan40.14310047.576900000000...823889823923823954823975824033824082824127824168824193824232
19NaNBahamas25.025885-78.035889000000...37453374533745337453374613746137471374713747637476
20NaNBahrain26.02750050.550000000000...694602694740694955695133695279695448695584695676695766695914
21NaNBangladesh23.68500090.356300000000...2036325203634320363672036393203641620364492036469203648820365112036527
22NaNBarbados13.193900-59.543200000000...103545103545103545103545103545103955103955103955103955103955
23NaNBelarus53.70980027.953400000000...994037994037994037994037994037994037994037994037994037994037
24NaNBelgium50.8333004.469936000000...4627186462718646271864627186462955246295524633112463311246331124633112
25NaNBelize17.189900-88.497600000000...68988689886898868988690126901269012690126901269012
26NaNBenin9.3077002.315800000000...27922279222792227922279222792227922279222792227922
27NaNBhutan27.51420090.433600000000...62460624606246062488624886248862488624886248862488
28NaNBolivia-16.290200-63.588700000000...1110064111006411101901110190111025611104131110413111050511106081110701
29NaNBosnia and Herzegovina43.91590017.679100000000...400336400336400336400340400412400430400448400466400466400466
..................................................................
259NaNTuvalu-7.109500177.649300000000...2019201920192387280528282828282828282828
260NaNUS40.000000-100.000000112255...98306861983114649831473298357289984115819852296798538386985623049856449498568849
261NaNUganda1.37333332.290275000000...169663169663169663169663169663169663169663169663169663169663
262NaNUkraine48.37940031.165600000000...5635276563533456353985635439563548756422845642326564238256424445642496
263NaNUnited Arab Emirates23.42407653.847818000000...1042099104234010425731042779104296610431661043390104360310437981043931
264AnguillaUnited Kingdom18.220600-63.068600000000...3904390439043904390439043904390439043904
265BermudaUnited Kingdom32.307800-64.750500000000...18463184631846318463184631846318463184631846318463
266British Virgin IslandsUnited Kingdom18.420700-64.640000000000...7305730573057305730573057305730573057305
267Cayman IslandsUnited Kingdom19.313300-81.254600000000...31194311943119431194311943119431194311943119431194
268Channel IslandsUnited Kingdom49.372300-2.364400000000...0000000000
269Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...1930193019301930193019301930193019301930
270GibraltarUnited Kingdom36.140800-5.353600000000...20184201842018420184201842018420184201842018420184
271GuernseyUnited Kingdom49.448196-2.589490000000...32666326663266632666326663276632766327663276632766
272Isle of ManUnited Kingdom54.236100-4.548100000000...38008380083800838008380083800838008380083800838008
273JerseyUnited Kingdom49.213800-2.135800000000...62589625896258962589625896258962589628266282662826
274MontserratUnited Kingdom16.742498-62.187366000000...1403140314031403140314031403140314031403
275Pitcairn IslandsUnited Kingdom-24.376800-128.324200000000...4444444444
276Saint Helena, Ascension and Tristan da CunhaUnited Kingdom-7.946700-14.355900000000...2159215921592159215921592162216221622162
277Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...6431643164316431644664466446644664466446
278NaNUnited Kingdom55.378100-3.436000000000...23977633239776332397763323977633239776332397763324364551243645512436455124364551
279NaNUruguay-32.522800-55.765800000000...992035992035992035992887992887992887992887992887992887992887
280NaNUzbekistan41.37749164.585262000000...245246245246245246245508245569245665245763245858245858245858
281NaNVanuatu-15.376700166.959200000000...11981119811198111981119811198111981119811198111981
282NaNVenezuela6.423800-66.589700000000...546733546733546839546839560800547049547049547112547301547351
283NaNVietnam14.058324108.277199022222...11510919115111781151145211511822115121381151268411513173115137471151417411514532
284NaNWest Bank and Gaza31.95220035.233200000000...703036703036703036703036703036703036703036703036703036703036
285NaNWinter Olympics 202239.904200116.407400000000...535535535535535535535535535535
286NaNYemen15.55272748.516388000000...11945119451194511945119451194511945119451194511945
287NaNZambia-13.13389727.849332000000...333685333685333685333685333721333721333721333721333721333721
288NaNZimbabwe-19.01543829.154857000000...257893257893257893257893257893257893257893257893257893257893
\n", "

287 rows × 1045 columns

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" ], "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 Antarctica \n", "6 NaN Antigua and Barbuda \n", "7 NaN Argentina \n", "8 NaN Armenia \n", "9 Australian Capital Territory Australia \n", "10 New South Wales Australia \n", "11 Northern Territory Australia \n", "12 Queensland Australia \n", "13 South Australia Australia \n", "14 Tasmania Australia \n", "15 Victoria Australia \n", "16 Western Australia Australia \n", "17 NaN Austria \n", "18 NaN Azerbaijan \n", "19 NaN Bahamas \n", "20 NaN Bahrain \n", "21 NaN Bangladesh \n", "22 NaN Barbados \n", "23 NaN Belarus \n", "24 NaN Belgium \n", "25 NaN Belize \n", "26 NaN Benin \n", "27 NaN Bhutan \n", "28 NaN Bolivia \n", "29 NaN Bosnia and Herzegovina \n", ".. ... ... \n", "259 NaN Tuvalu \n", "260 NaN US \n", "261 NaN Uganda \n", "262 NaN Ukraine \n", "263 NaN United Arab Emirates \n", "264 Anguilla United Kingdom \n", "265 Bermuda United Kingdom \n", "266 British Virgin Islands United Kingdom \n", "267 Cayman Islands United Kingdom \n", "268 Channel Islands United Kingdom \n", "269 Falkland Islands (Malvinas) United Kingdom \n", "270 Gibraltar United Kingdom \n", "271 Guernsey United Kingdom \n", "272 Isle of Man United Kingdom \n", "273 Jersey United Kingdom \n", "274 Montserrat United Kingdom \n", "275 Pitcairn Islands United Kingdom \n", "276 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", "277 Turks and Caicos Islands United Kingdom \n", "278 NaN United Kingdom \n", "279 NaN Uruguay \n", "280 NaN Uzbekistan \n", "281 NaN Vanuatu \n", "282 NaN Venezuela \n", "283 NaN Vietnam \n", "284 NaN West Bank and Gaza \n", "285 NaN Winter Olympics 2022 \n", "286 NaN Yemen \n", "287 NaN Zambia \n", "288 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 -71.949900 23.347000 0 0 0 0 0 \n", "6 17.060800 -61.796400 0 0 0 0 0 \n", "7 -38.416100 -63.616700 0 0 0 0 0 \n", "8 40.069100 45.038200 0 0 0 0 0 \n", "9 -35.473500 149.012400 0 0 0 0 0 \n", "10 -33.868800 151.209300 0 0 0 0 3 \n", "11 -12.463400 130.845600 0 0 0 0 0 \n", "12 -27.469800 153.025100 0 0 0 0 0 \n", "13 -34.928500 138.600700 0 0 0 0 0 \n", "14 -42.882100 147.327200 0 0 0 0 0 \n", "15 -37.813600 144.963100 0 0 0 0 1 \n", "16 -31.950500 115.860500 0 0 0 0 0 \n", "17 47.516200 14.550100 0 0 0 0 0 \n", "18 40.143100 47.576900 0 0 0 0 0 \n", "19 25.025885 -78.035889 0 0 0 0 0 \n", "20 26.027500 50.550000 0 0 0 0 0 \n", "21 23.685000 90.356300 0 0 0 0 0 \n", "22 13.193900 -59.543200 0 0 0 0 0 \n", "23 53.709800 27.953400 0 0 0 0 0 \n", "24 50.833300 4.469936 0 0 0 0 0 \n", "25 17.189900 -88.497600 0 0 0 0 0 \n", "26 9.307700 2.315800 0 0 0 0 0 \n", "27 27.514200 90.433600 0 0 0 0 0 \n", "28 -16.290200 -63.588700 0 0 0 0 0 \n", "29 43.915900 17.679100 0 0 0 0 0 \n", ".. ... ... ... ... ... ... ... \n", "259 -7.109500 177.649300 0 0 0 0 0 \n", "260 40.000000 -100.000000 1 1 2 2 5 \n", "261 1.373333 32.290275 0 0 0 0 0 \n", "262 48.379400 31.165600 0 0 0 0 0 \n", "263 23.424076 53.847818 0 0 0 0 0 \n", "264 18.220600 -63.068600 0 0 0 0 0 \n", "265 32.307800 -64.750500 0 0 0 0 0 \n", "266 18.420700 -64.640000 0 0 0 0 0 \n", "267 19.313300 -81.254600 0 0 0 0 0 \n", "268 49.372300 -2.364400 0 0 0 0 0 \n", "269 -51.796300 -59.523600 0 0 0 0 0 \n", "270 36.140800 -5.353600 0 0 0 0 0 \n", "271 49.448196 -2.589490 0 0 0 0 0 \n", "272 54.236100 -4.548100 0 0 0 0 0 \n", "273 49.213800 -2.135800 0 0 0 0 0 \n", "274 16.742498 -62.187366 0 0 0 0 0 \n", "275 -24.376800 -128.324200 0 0 0 0 0 \n", "276 -7.946700 -14.355900 0 0 0 0 0 \n", "277 21.694000 -71.797900 0 0 0 0 0 \n", "278 55.378100 -3.436000 0 0 0 0 0 \n", "279 -32.522800 -55.765800 0 0 0 0 0 \n", "280 41.377491 64.585262 0 0 0 0 0 \n", "281 -15.376700 166.959200 0 0 0 0 0 \n", "282 6.423800 -66.589700 0 0 0 0 0 \n", "283 14.058324 108.277199 0 2 2 2 2 \n", "284 31.952200 35.233200 0 0 0 0 0 \n", "285 39.904200 116.407400 0 0 0 0 0 \n", "286 15.552727 48.516388 0 0 0 0 0 \n", "287 -13.133897 27.849332 0 0 0 0 0 \n", "288 -19.015438 29.154857 0 0 0 0 0 \n", "\n", " 1/27/20 ... 11/18/22 11/19/22 11/20/22 11/21/22 11/22/22 \\\n", "0 0 ... 205009 205039 205146 205229 205324 \n", "1 0 ... 333233 333246 333256 333257 333282 \n", "2 0 ... 270996 271011 271023 271028 271035 \n", "3 0 ... 46824 46824 46824 46824 46824 \n", "4 0 ... 103131 103131 103131 103131 103131 \n", "5 0 ... 11 11 11 11 11 \n", "6 0 ... 9106 9106 9106 9106 9106 \n", "7 0 ... 9721718 9721718 9723924 9723924 9723924 \n", "8 0 ... 445513 445513 445513 445631 445631 \n", "9 0 ... 212092 212092 212092 212092 212092 \n", "10 4 ... 3608974 3608974 3608974 3608974 3608974 \n", "11 0 ... 99410 99410 99410 99410 99410 \n", "12 0 ... 1683096 1683096 1683096 1683096 1683096 \n", "13 0 ... 800347 800347 800347 800347 800347 \n", "14 0 ... 258301 258301 258301 258301 258301 \n", "15 1 ... 2694367 2696774 2699335 2703142 2707003 \n", "16 0 ... 1198725 1198725 1198725 1198725 1198725 \n", "17 0 ... 5510919 5514701 5517893 5520300 5524683 \n", "18 0 ... 823889 823923 823954 823975 824033 \n", "19 0 ... 37453 37453 37453 37453 37461 \n", "20 0 ... 694602 694740 694955 695133 695279 \n", "21 0 ... 2036325 2036343 2036367 2036393 2036416 \n", "22 0 ... 103545 103545 103545 103545 103545 \n", "23 0 ... 994037 994037 994037 994037 994037 \n", "24 0 ... 4627186 4627186 4627186 4627186 4629552 \n", "25 0 ... 68988 68988 68988 68988 69012 \n", "26 0 ... 27922 27922 27922 27922 27922 \n", "27 0 ... 62460 62460 62460 62488 62488 \n", "28 0 ... 1110064 1110064 1110190 1110190 1110256 \n", "29 0 ... 400336 400336 400336 400340 400412 \n", ".. ... ... ... ... ... ... ... \n", "259 0 ... 2019 2019 2019 2387 2805 \n", "260 5 ... 98306861 98311464 98314732 98357289 98411581 \n", "261 0 ... 169663 169663 169663 169663 169663 \n", "262 0 ... 5635276 5635334 5635398 5635439 5635487 \n", "263 0 ... 1042099 1042340 1042573 1042779 1042966 \n", "264 0 ... 3904 3904 3904 3904 3904 \n", "265 0 ... 18463 18463 18463 18463 18463 \n", "266 0 ... 7305 7305 7305 7305 7305 \n", "267 0 ... 31194 31194 31194 31194 31194 \n", "268 0 ... 0 0 0 0 0 \n", "269 0 ... 1930 1930 1930 1930 1930 \n", "270 0 ... 20184 20184 20184 20184 20184 \n", "271 0 ... 32666 32666 32666 32666 32666 \n", "272 0 ... 38008 38008 38008 38008 38008 \n", "273 0 ... 62589 62589 62589 62589 62589 \n", "274 0 ... 1403 1403 1403 1403 1403 \n", "275 0 ... 4 4 4 4 4 \n", "276 0 ... 2159 2159 2159 2159 2159 \n", "277 0 ... 6431 6431 6431 6431 6446 \n", "278 0 ... 23977633 23977633 23977633 23977633 23977633 \n", "279 0 ... 992035 992035 992035 992887 992887 \n", "280 0 ... 245246 245246 245246 245508 245569 \n", "281 0 ... 11981 11981 11981 11981 11981 \n", "282 0 ... 546733 546733 546839 546839 560800 \n", "283 2 ... 11510919 11511178 11511452 11511822 11512138 \n", "284 0 ... 703036 703036 703036 703036 703036 \n", "285 0 ... 535 535 535 535 535 \n", "286 0 ... 11945 11945 11945 11945 11945 \n", "287 0 ... 333685 333685 333685 333685 333721 \n", "288 0 ... 257893 257893 257893 257893 257893 \n", "\n", " 11/23/22 11/24/22 11/25/22 11/26/22 11/27/22 \n", "0 205391 205506 205541 205612 205612 \n", "1 333293 333305 333316 333322 333330 \n", "2 271041 271050 271057 271061 271061 \n", "3 46824 46824 46824 46824 46824 \n", "4 104491 104491 104491 104491 104491 \n", "5 11 11 11 11 11 \n", "6 9106 9106 9106 9106 9106 \n", "7 9723924 9723924 9723924 9723924 9727247 \n", "8 445631 445631 445631 445631 445631 \n", "9 212092 212092 212092 212092 212092 \n", "10 3608974 3640480 3640480 3640480 3640480 \n", "11 99410 99737 99737 99737 99737 \n", "12 1683096 1693178 1693178 1693178 1693178 \n", "13 800347 800347 809861 809861 809861 \n", "14 258301 258301 260950 260950 260950 \n", "15 2710843 2714014 2717657 2721084 2724235 \n", "16 1198725 1209214 1209214 1209214 1209214 \n", "17 5530456 5535259 5539629 5544112 5547582 \n", "18 824082 824127 824168 824193 824232 \n", "19 37461 37471 37471 37476 37476 \n", "20 695448 695584 695676 695766 695914 \n", "21 2036449 2036469 2036488 2036511 2036527 \n", "22 103955 103955 103955 103955 103955 \n", "23 994037 994037 994037 994037 994037 \n", "24 4629552 4633112 4633112 4633112 4633112 \n", "25 69012 69012 69012 69012 69012 \n", "26 27922 27922 27922 27922 27922 \n", "27 62488 62488 62488 62488 62488 \n", "28 1110413 1110413 1110505 1110608 1110701 \n", "29 400430 400448 400466 400466 400466 \n", ".. ... ... ... ... ... \n", "259 2828 2828 2828 2828 2828 \n", "260 98522967 98538386 98562304 98564494 98568849 \n", "261 169663 169663 169663 169663 169663 \n", "262 5642284 5642326 5642382 5642444 5642496 \n", "263 1043166 1043390 1043603 1043798 1043931 \n", "264 3904 3904 3904 3904 3904 \n", "265 18463 18463 18463 18463 18463 \n", "266 7305 7305 7305 7305 7305 \n", "267 31194 31194 31194 31194 31194 \n", "268 0 0 0 0 0 \n", "269 1930 1930 1930 1930 1930 \n", "270 20184 20184 20184 20184 20184 \n", "271 32766 32766 32766 32766 32766 \n", "272 38008 38008 38008 38008 38008 \n", "273 62589 62589 62826 62826 62826 \n", "274 1403 1403 1403 1403 1403 \n", "275 4 4 4 4 4 \n", "276 2159 2162 2162 2162 2162 \n", "277 6446 6446 6446 6446 6446 \n", "278 23977633 24364551 24364551 24364551 24364551 \n", "279 992887 992887 992887 992887 992887 \n", "280 245665 245763 245858 245858 245858 \n", "281 11981 11981 11981 11981 11981 \n", "282 547049 547049 547112 547301 547351 \n", "283 11512684 11513173 11513747 11514174 11514532 \n", "284 703036 703036 703036 703036 703036 \n", "285 535 535 535 535 535 \n", "286 11945 11945 11945 11945 11945 \n", "287 333721 333721 333721 333721 333721 \n", "288 257893 257893 257893 257893 257893 \n", "\n", "[287 rows x 1045 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_clean = df[df['Lat'].notna()]\n", "df_clean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On vérifie que df_clean ne contient plus les lignes avec données manquantes:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/18/2211/19/2211/20/2211/21/2211/22/2211/23/2211/24/2211/25/2211/26/2211/27/22
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0 rows × 1045 columns

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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [Province/State, Country/Region, Lat, Long, 1/22/20, 1/23/20, 1/24/20, 1/25/20, 1/26/20, 1/27/20, 1/28/20, 1/29/20, 1/30/20, 1/31/20, 2/1/20, 2/2/20, 2/3/20, 2/4/20, 2/5/20, 2/6/20, 2/7/20, 2/8/20, 2/9/20, 2/10/20, 2/11/20, 2/12/20, 2/13/20, 2/14/20, 2/15/20, 2/16/20, 2/17/20, 2/18/20, 2/19/20, 2/20/20, 2/21/20, 2/22/20, 2/23/20, 2/24/20, 2/25/20, 2/26/20, 2/27/20, 2/28/20, 2/29/20, 3/1/20, 3/2/20, 3/3/20, 3/4/20, 3/5/20, 3/6/20, 3/7/20, 3/8/20, 3/9/20, 3/10/20, 3/11/20, 3/12/20, 3/13/20, 3/14/20, 3/15/20, 3/16/20, 3/17/20, 3/18/20, 3/19/20, 3/20/20, 3/21/20, 3/22/20, 3/23/20, 3/24/20, 3/25/20, 3/26/20, 3/27/20, 3/28/20, 3/29/20, 3/30/20, 3/31/20, 4/1/20, 4/2/20, 4/3/20, 4/4/20, 4/5/20, 4/6/20, 4/7/20, 4/8/20, 4/9/20, 4/10/20, 4/11/20, 4/12/20, 4/13/20, 4/14/20, 4/15/20, 4/16/20, 4/17/20, 4/18/20, 4/19/20, 4/20/20, 4/21/20, 4/22/20, 4/23/20, 4/24/20, 4/25/20, 4/26/20, ...]\n", "Index: []\n", "\n", "[0 rows x 1045 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "col_excluded = ['Province/State']\n", "\n", "df_clean.loc[df_clean[df_clean.columns ^ col_excluded].isnull().any(axis=1)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Premiers graphes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On récupère les colomnes de date pour en faire les abscisses du graphe:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['1/22/20',\n", " '1/23/20',\n", " '1/24/20',\n", " '1/25/20',\n", " '1/26/20',\n", " '1/27/20',\n", " '1/28/20',\n", " '1/29/20',\n", " '1/30/20',\n", " '1/31/20',\n", " '2/1/20',\n", " '2/2/20',\n", " '2/3/20',\n", " '2/4/20',\n", " '2/5/20',\n", " '2/6/20',\n", " '2/7/20',\n", " '2/8/20',\n", " '2/9/20',\n", " '2/10/20',\n", " '2/11/20',\n", " '2/12/20',\n", " '2/13/20',\n", " '2/14/20',\n", " '2/15/20',\n", " '2/16/20',\n", " '2/17/20',\n", " 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60BeijingChina40.1824116.4142142236416880...65046578673570097405792283548941969110547
61ChongqingChina30.0572107.874069275775110...3313349834983738413841384551481150135013
62FujianChina26.0789117.98741510183559...5562561756525674567457365787578758865955
63GansuChina35.7518104.28610224714...1480148314831501151515161523153415341539
64GuangdongChina23.3417113.424426325378111151...22507236852470725523264062821629131301473155632927
65GuangxiChina23.8298108.78812523233646...2351235723572357236023612364236623792384
66GuizhouChina26.8154106.8748133457...1048105910691082108211021178120912371259
67HainanChina19.1959109.7453458192233...9003900390109015901590259035904890559065
68HebeiChina39.5490116.130611281318...2057206620682073207321822182218221822182
69HeilongjiangChina47.8620127.761502491521...3676369736973714374238063904401241464278
70HenanChina37.8957114.90425593283128...5440581859796054605461696468646866546980
71Hong KongChina22.3000114.2000022588...2020885202894520366812043967205110620590912068310207718820860622094095
72HubeiChina30.9756112.270744444454976110581423...68463684706847868484684936850268511685236854368543
73HunanChina27.6104111.708849244369100...1861186918791883189619091932196119912017
74Inner MongoliaChina44.0935113.94480017711...6475657466666744686869567048716172677389
75JiangsuChina32.9711119.4550159183347...2913298730523104310432263259330533053359
76JiangxiChina27.6140115.72212718183672...1506150615111511151115121522152815291529
77JilinChina43.6661126.1923013446...40330403304033040336403364034940356403644037540379
78LiaoningChina41.2956122.6085234172127...2087211821332155215522192243229523412395
79MacauChina22.1667113.5500122256...795795796796796796796796797797
80NingxiaChina37.2692106.1655112347...225225225226226227227227230230
81QinghaiChina35.745295.9956000116...354356365368368375392399406410
82ShaanxiChina35.1917108.8701035152235...4580461646464672470947494783482248744929
83ShandongChina36.3427118.14982615274675...3325336933693418341834503502359237033801
84ShanghaiChina31.2020121.449191620334053...64373643826439364402644226443564453644676448664506
85ShanxiChina37.5777112.29221116913...2123226023802469246926263081308130813081
86SichuanChina30.6171102.71035815284469...7126742676457888788883638487864887698927
87TianjinChina39.3054117.3230448101423...2547255525602567257025772578258825882589
88TibetChina31.692788.0924000000...1490149314951496149814981498150015021504
90XinjiangChina41.112985.2401022345...2290232023402358237723962414245524552475
91YunnanChina24.9740101.4870125111626...3063311431523305330534033478361236123828
92ZhejiangChina29.1832120.093410274362104128...3723375437793820382038893940394039744103
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33 rows × 1045 columns

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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n", "59 Anhui China 31.8257 117.2264 1 9 \n", "60 Beijing China 40.1824 116.4142 14 22 \n", "61 Chongqing China 30.0572 107.8740 6 9 \n", "62 Fujian China 26.0789 117.9874 1 5 \n", "63 Gansu China 35.7518 104.2861 0 2 \n", "64 Guangdong China 23.3417 113.4244 26 32 \n", "65 Guangxi China 23.8298 108.7881 2 5 \n", "66 Guizhou China 26.8154 106.8748 1 3 \n", "67 Hainan China 19.1959 109.7453 4 5 \n", "68 Hebei China 39.5490 116.1306 1 1 \n", "69 Heilongjiang China 47.8620 127.7615 0 2 \n", "70 Henan China 37.8957 114.9042 5 5 \n", "71 Hong Kong China 22.3000 114.2000 0 2 \n", "72 Hubei China 30.9756 112.2707 444 444 \n", "73 Hunan China 27.6104 111.7088 4 9 \n", "74 Inner Mongolia China 44.0935 113.9448 0 0 \n", "75 Jiangsu China 32.9711 119.4550 1 5 \n", "76 Jiangxi China 27.6140 115.7221 2 7 \n", "77 Jilin China 43.6661 126.1923 0 1 \n", "78 Liaoning China 41.2956 122.6085 2 3 \n", "79 Macau China 22.1667 113.5500 1 2 \n", "80 Ningxia China 37.2692 106.1655 1 1 \n", "81 Qinghai China 35.7452 95.9956 0 0 \n", "82 Shaanxi China 35.1917 108.8701 0 3 \n", "83 Shandong China 36.3427 118.1498 2 6 \n", "84 Shanghai China 31.2020 121.4491 9 16 \n", "85 Shanxi China 37.5777 112.2922 1 1 \n", "86 Sichuan China 30.6171 102.7103 5 8 \n", "87 Tianjin China 39.3054 117.3230 4 4 \n", "88 Tibet China 31.6927 88.0924 0 0 \n", "90 Xinjiang China 41.1129 85.2401 0 2 \n", "91 Yunnan China 24.9740 101.4870 1 2 \n", "92 Zhejiang China 29.1832 120.0934 10 27 \n", "\n", " 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/18/22 11/19/22 \\\n", "59 15 39 60 70 ... 1566 1566 \n", "60 36 41 68 80 ... 6504 6578 \n", "61 27 57 75 110 ... 3313 3498 \n", "62 10 18 35 59 ... 5562 5617 \n", "63 2 4 7 14 ... 1480 1483 \n", "64 53 78 111 151 ... 22507 23685 \n", "65 23 23 36 46 ... 2351 2357 \n", "66 3 4 5 7 ... 1048 1059 \n", "67 8 19 22 33 ... 9003 9003 \n", "68 2 8 13 18 ... 2057 2066 \n", "69 4 9 15 21 ... 3676 3697 \n", "70 9 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"metadata": {}, "source": [ "Et concernant la Corée ?\n", "\n", "Cette fois, pas de province." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Province/State Country/Region Lat Long 1/22/20 1/23/20 \\\n", "162 NaN Korea, South 35.907757 127.766922 1 1 \n", "\n", " 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/18/22 11/19/22 \\\n", "162 2 2 3 4 ... 26512754 26558765 \n", "\n", " 11/20/22 11/21/22 11/22/22 11/23/22 11/24/22 11/25/22 11/26/22 \\\n", "162 26581856 26654729 26725053 26784142 26837840 26890488 26937516 \n", "\n", " 11/27/22 \n", "162 26959843 \n", "\n", "[1 rows x 1045 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_clean.loc[df_clean['Country/Region'] ==\"Korea, South\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La Hollande a-t'elle des colonies en tant que province ?\n", "\n", "Oui, il faudra donc sélectionner celle-ci pour les provinces nulles." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...11/18/2211/19/2211/20/2211/21/2211/22/2211/23/2211/24/2211/25/2211/26/2211/27/22
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199Sint MaartenNetherlands18.0425-63.0548000000...10943109431094310943109431094910949109491094910949
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" ], "text/plain": [ " Province/State Country/Region Lat Long \\\n", "196 Aruba Netherlands 12.5211 -69.9683 \n", "197 Bonaire, Sint Eustatius and Saba Netherlands 12.1784 -68.2385 \n", "198 Curacao Netherlands 12.1696 -68.9900 \n", "199 Sint Maarten Netherlands 18.0425 -63.0548 \n", "200 NaN Netherlands 52.1326 5.2913 \n", "\n", " 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 11/18/22 \\\n", "196 0 0 0 0 0 0 ... 43494 \n", "197 0 0 0 0 0 0 ... 11516 \n", "198 0 0 0 0 0 0 ... 45536 \n", "199 0 0 0 0 0 0 ... 10943 \n", "200 0 0 0 0 0 0 ... 8534013 \n", "\n", " 11/19/22 11/20/22 11/21/22 11/22/22 11/23/22 11/24/22 11/25/22 \\\n", "196 43494 43494 43494 43494 43568 43568 43568 \n", "197 11516 11516 11516 11516 11544 11544 11544 \n", "198 45536 45536 45536 45536 45559 45559 45559 \n", "199 10943 10943 10943 10943 10949 10949 10949 \n", "200 8534013 8534013 8534013 8536718 8536718 8536718 8539165 \n", "\n", " 11/26/22 11/27/22 \n", "196 43568 43568 \n", "197 11544 11544 \n", "198 45559 45559 \n", "199 10949 10949 \n", "200 8539165 8539165 \n", "\n", "[5 rows x 1045 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_clean.loc[df_clean['Country/Region'] ==\"Netherlands\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preparation des pays et provinces à traiter + exclusion des provinces à exclures:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "countries = [\"Belgium\",\"China\",\"France\",\"Germany\",\"Iran\",\"Italy\",\"Japan\",\"Korea, South\",\"Netherlands\",\"Portugal\",\"Spain\",\"United Kingdom\",\"US\"]\n", "provincies = {\"China\": [\"Hong-Kong\"]}\n", "province_to_exclude = {\"China\": [\"Hong-Kong\"], \"Netherlands\": [\"Aruba\",\"Bonaire, Sint Eustatius and Saba\",\"Curacao\",\"Sint Maarten\"]}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fonction permettant de sommer les cas par pays ou province tout en respectant les exclusions:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "def sum_case_for_a_day(df,column_day,country,province=None,province_to_exclude=None):\n", " tot_cases = 0\n", " tmp_df = df.loc[df['Country/Region'] == country]\n", " for index, row in tmp_df.iterrows():\n", " if row[\"Country/Region\"] == country and (\\\n", " (province == None and province_to_exclude == None) or\\\n", " (province != None and row[\"Province/State\"] == province) or\\\n", " (province_to_exclude != None and row[\"Province/State\"] not in province_to_exclude) ):\n", " tot_cases = tot_cases + row[column_day]\n", " return tot_cases\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On récupère la somme des cas par pays / province :" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Belgium\n", "China\n", "France\n", "Germany\n", "Iran\n", "Italy\n", "Japan\n", "Korea, South\n", "Netherlands\n", "Portugal\n", "Spain\n", "United Kingdom\n", "US\n", "China - Hong-Kong\n", "\n", "{'Belgium': {'1/22/20': 0, '1/23/20': 0, '1/24/20': 0, '1/25/20': 0, '1/26/20': 0, '1/27/20': 0, '1/28/20': 0, '1/29/20': 0, '1/30/20': 0, '1/31/20': 0, '2/1/20': 0, '2/2/20': 0, '2/3/20': 0, '2/4/20': 1, '2/5/20': 1, '2/6/20': 1, '2/7/20': 1, '2/8/20': 1, '2/9/20': 1, '2/10/20': 1, '2/11/20': 1, '2/12/20': 1, '2/13/20': 1, '2/14/20': 1, '2/15/20': 1, '2/16/20': 1, '2/17/20': 1, '2/18/20': 1, '2/19/20': 1, '2/20/20': 1, '2/21/20': 1, '2/22/20': 1, '2/23/20': 1, '2/24/20': 1, '2/25/20': 1, '2/26/20': 1, '2/27/20': 1, '2/28/20': 1, '2/29/20': 1, '3/1/20': 2, '3/2/20': 8, '3/3/20': 13, '3/4/20': 23, '3/5/20': 50, '3/6/20': 109, '3/7/20': 169, '3/8/20': 200, '3/9/20': 239, '3/10/20': 267, '3/11/20': 314, '3/12/20': 314, '3/13/20': 559, '3/14/20': 689, '3/15/20': 886, '3/16/20': 1058, '3/17/20': 1243, '3/18/20': 1486, '3/19/20': 1795, '3/20/20': 2257, '3/21/20': 2815, 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'10/26/22': 0, '10/27/22': 0, '10/28/22': 0, '10/29/22': 0, '10/30/22': 0, '10/31/22': 0, '11/1/22': 0, '11/2/22': 0, '11/3/22': 0, '11/4/22': 0, '11/5/22': 0, '11/6/22': 0, '11/7/22': 0, '11/8/22': 0, '11/9/22': 0, '11/10/22': 0, '11/11/22': 0, '11/12/22': 0, '11/13/22': 0, '11/14/22': 0, '11/15/22': 0, '11/16/22': 0, '11/17/22': 0, '11/18/22': 0, '11/19/22': 0, '11/20/22': 0, '11/21/22': 0, '11/22/22': 0, '11/23/22': 0, '11/24/22': 0, '11/25/22': 0, '11/26/22': 0, '11/27/22': 0}}\n" ] } ], "source": [ "dict_cases = {}\n", "for country in countries:\n", " print(country)\n", " dict_cases[country] = {}\n", " if country in province_to_exclude:\n", " to_exclude = province_to_exclude[country]\n", " else:\n", " to_exclude = None\n", " for day_col in x:\n", " dict_cases[country][day_col] = sum_case_for_a_day(df_clean,day_col,country,None,to_exclude)\n", " \n", "for country in provincies:\n", " provincies_list = provincies[country]\n", " for province in provincies_list:\n", " print(country + \" - \" + province)\n", " dict_cases[province] = {}\n", " for day_col in x:\n", " dict_cases[province][day_col] = sum_case_for_a_day(df_clean,day_col,country,province,None)\n", "\n", "print(\"\")\n", "print(dict_cases)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Créations des graphiques :\n", "\n", "#### Echelle linéaire" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Belgium\n", "China\n", "France\n", "Germany\n", "Iran\n", "Italy\n", "Japan\n", "Korea, South\n", "Netherlands\n", "Portugal\n", "Spain\n", "United Kingdom\n", "US\n", "Hong-Kong\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [15, 10]\n", "\n", "for key in dict_cases:\n", " print(key)\n", " y = []\n", " for day in dict_cases[key]:\n", " y.append(dict_cases[key][day])\n", " plt.plot(x,y, label = key)\n", " \n", "print(\"\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### Echelle logarithmique" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Belgium\n", "China\n", "France\n", "Germany\n", "Iran\n", "Italy\n", "Japan\n", "Korea, South\n", "Netherlands\n", "Portugal\n", "Spain\n", "United Kingdom\n", "US\n", "Hong-Kong\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = [15, 10]\n", "\n", "for key in dict_cases:\n", " print(key)\n", " y = []\n", " for day in dict_cases[key]:\n", " y.append(dict_cases[key][day])\n", " plt.plot(x,y, label = key)\n", " \n", "print(\"\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }