{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Subject 7: Covid-19" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of this exercise is to visualize covid-19 infections for some pre-selected countries. These countries are : Belgium, China, (China, Hong-Kong), France, Germany, Iran, Italy, Japan, (Korea, South), Netherlands, Portugal, Spain, United Kingdom, and the US. We take [these graphs](https://www.scmp.com/coronavirus?src=homepage_covid_widget) as a model." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import isoweek\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and preprocess raw data\n", "First of all, we load the data and process it so that we can deal with a unique format. In particular, we will check for empty entries, and check that the number of daily cases are integers." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# path to the data here\n", "#data_path='C:/Users/ihoxha/Desktop/PhD/formations/recherche reproductible/time_series_covid19_confirmed_global.csv'\n", "\n", "#alternatively: use the data url:\n", "data_path='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": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...1/15/211/16/211/17/211/18/211/19/211/20/211/21/211/22/211/23/211/24/21
0NaNAfghanistan33.93911067.709953000000...53831539385398454062541415427854403544835455954595
1NaNAlbania41.15330020.168300000000...66635672166769067982685686923869916706557144172274
2NaNAlgeria28.0339001.659600000000...103381103611103833104092104341104606104852105124105369105596
3NaNAndorra42.5063001.521800000000...8946903890839083919493089379941694999549
4NaNAngola-11.20270017.873900000000...18679187651887518926190111909319177192691936719399
5NaNAntigua and Barbuda17.060800-61.796400000000...184187189189190190192195195198
6NaNArgentina-38.416100-63.616700000000...1783047179197917992431807428181956918316811843077185383018621921867223
7NaNArmenia40.06910045.038200000000...163972164235164586164676164912165221165528165711165909166036
8Australian Capital TerritoryAustralia-35.473500149.012400000000...118118118118118118118118118118
9New South WalesAustralia-33.868800151.209300000034...5057506650745076507950845083508450875090
10Northern TerritoryAustralia-12.463400130.845600000000...93939393959697989898
11QueenslandAustralia-27.469800153.025100000000...1291129312941297129913001303130313031305
12South AustraliaAustralia-34.928500138.600700000000...593593593593594596596596596596
13TasmaniaAustralia-42.882100147.327200000000...234234234234234234234234234234
14VictoriaAustralia-37.813600144.963100000011...20417204242042820432204332043320434204372043620442
15Western AustraliaAustralia-31.950500115.860500000000...886887887888888888890890894894
16NaNAustria47.51620014.550100000000...390788392511393778394939396425398096399798401886403512404714
17NaNAzerbaijan40.14310047.576900000000...226549226951227273227391227696228028228246228526228688228975
18NaNBahamas25.025885-78.035889000000...8021803280328067806880758088810181018101
19NaNBahrain26.02750050.550000000000...97020972689760797940982609857398878992109945699817
20NaNBangladesh23.68500090.356300000000...526485527063527632528329529031529687530271530890531326531799
21NaNBarbados13.193900-59.543200000000...1036109510951095109511561156115613411387
22NaNBelarus53.70980027.953400000000...221604223537225461227360228716230494232298234111235859237611
23NaNBelgium50.8333004.469936000000...675089677209678839679771681250684256686827689271691854693666
24NaNBelize17.189900-88.497600000000...11529115291158011592116151164211676117001172211750
25NaNBenin9.3077002.315800000000...3413341334133413341335573582364336433643
26NaNBhutan27.51420090.433600000000...837842842843848850850851854855
27NaNBolivia-16.290200-63.588700000000...183589185680187183188733191090193745196393198257199989201037
28NaNBosnia and Herzegovina43.91590017.679100000000...117011117011117011118083118383118717119206119420119420119420
29NaNBotswana-22.32850024.684900000000...17365173651736518630186301863019654196541965419654
..................................................................
243NaNThailand15.870032100.992541445688...11680120541242312594126531279512795131041330213500
244NaNTimor-Leste-8.874217125.727539000000...51525252525353536467
245NaNTogo8.6195000.824800000000...4220427243024324438344594505454546364662
246NaNTrinidad and Tobago10.691800-61.222500000000...7343737073937399741574307450745674627473
247NaNTunisia33.8869179.537499000000...175065177231180090181885184483188373190884193273195314197373
248NaNTurkey38.96370035.243300000000...2373115238066523871012392963239978124062162412505241847224243282429605
249NaNUS40.000000-100.000000112255...23556097237588552393677324078772242560282443872324631888248218132499446325127000
250NaNUganda1.37333332.290275000000...38085380853808538085385343862838806389353904439149
251NaNUkraine48.37940031.165600000000...1183963119211411985121201894120612512108541216780122245912277231231965
252NaNUnited Arab Emirates23.42407653.847818000000...246376249808253261256732260223263729267258270810274376277955
253AnguillaUnited Kingdom18.220600-63.068600000000...15151515151515151515
254BermudaUnited Kingdom32.307800-64.750500000000...667670670683684684684684686686
255British Virgin IslandsUnited Kingdom18.420700-64.640000000000...114114114114114114114114114114
256Cayman IslandsUnited Kingdom19.313300-81.254600000000...374374374380381381382382383383
257Channel IslandsUnited Kingdom49.372300-2.364400000000...3353335633633370338633983407341434303463
258Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...32323232323535353535
259GibraltarUnited Kingdom36.140800-5.353600000000...3575363736703712379338453881390539353966
260Isle of ManUnited Kingdom54.236100-4.548100000000...418419428432432432432432432432
261MontserratUnited Kingdom16.742498-62.187366000000...13131313131313131313
262Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...1062107911021105110511251164119312441287
263NaNUnited Kingdom55.378100-3.436000000000...3316019335736133959593433494346684935057543543646358390736174593647463
264NaNUruguay-32.522800-55.765800000000...30946316693237832863334463429434992361703696737633
265NaNUzbekistan41.37749164.585262000000...77904779687796878036780917816378219782727831778375
266NaNVanuatu-15.376700166.959200000000...1111111111
267NaNVenezuela6.423800-66.589700000000...118856119306119803120444121117121691122260122795123245123709
268NaNVietnam14.058324108.277199022222...1536153715371539154015441546154815481548
269NaNWest Bank and Gaza31.95220035.233200000000...151142151569152031152555153093153590154063154557155006155414
270NaNYemen15.55272748.516388000000...2111211221122113211521152115211821182118
271NaNZambia-13.13389727.849332000000...34278360743760538207395154094942213433334459245337
272NaNZimbabwe-19.01543829.154857000000...26109268812720327892286752940830047305233100731320
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273 rows × 373 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", "243 NaN Thailand 15.870032 \n", "244 NaN Timor-Leste -8.874217 \n", "245 NaN Togo 8.619500 \n", "246 NaN Trinidad and Tobago 10.691800 \n", "247 NaN Tunisia 33.886917 \n", "248 NaN Turkey 38.963700 \n", "249 NaN US 40.000000 \n", "250 NaN Uganda 1.373333 \n", "251 NaN Ukraine 48.379400 \n", "252 NaN United Arab Emirates 23.424076 \n", "253 Anguilla United Kingdom 18.220600 \n", "254 Bermuda United Kingdom 32.307800 \n", "255 British Virgin Islands United Kingdom 18.420700 \n", "256 Cayman Islands United Kingdom 19.313300 \n", "257 Channel Islands United Kingdom 49.372300 \n", "258 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", "259 Gibraltar United Kingdom 36.140800 \n", "260 Isle of Man United Kingdom 54.236100 \n", "261 Montserrat United Kingdom 16.742498 \n", "262 Turks and Caicos Islands United Kingdom 21.694000 \n", "263 NaN United Kingdom 55.378100 \n", "264 NaN Uruguay -32.522800 \n", "265 NaN Uzbekistan 41.377491 \n", "266 NaN Vanuatu -15.376700 \n", "267 NaN Venezuela 6.423800 \n", "268 NaN Vietnam 14.058324 \n", "269 NaN West Bank and Gaza 31.952200 \n", "270 NaN Yemen 15.552727 \n", "271 NaN Zambia -13.133897 \n", "272 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", "13 147.327200 0 0 0 0 0 0 \n", "14 144.963100 0 0 0 0 1 1 \n", "15 115.860500 0 0 0 0 0 0 \n", "16 14.550100 0 0 0 0 0 0 \n", "17 47.576900 0 0 0 0 0 0 \n", "18 -78.035889 0 0 0 0 0 0 \n", "19 50.550000 0 0 0 0 0 0 \n", "20 90.356300 0 0 0 0 0 0 \n", "21 -59.543200 0 0 0 0 0 0 \n", "22 27.953400 0 0 0 0 0 0 \n", "23 4.469936 0 0 0 0 0 0 \n", "24 -88.497600 0 0 0 0 0 0 \n", "25 2.315800 0 0 0 0 0 0 \n", "26 90.433600 0 0 0 0 0 0 \n", "27 -63.588700 0 0 0 0 0 0 \n", "28 17.679100 0 0 0 0 0 0 \n", "29 24.684900 0 0 0 0 0 0 \n", ".. ... ... ... ... ... ... ... \n", "243 100.992541 4 4 5 6 8 8 \n", "244 125.727539 0 0 0 0 0 0 \n", "245 0.824800 0 0 0 0 0 0 \n", "246 -61.222500 0 0 0 0 0 0 \n", "247 9.537499 0 0 0 0 0 0 \n", "248 35.243300 0 0 0 0 0 0 \n", "249 -100.000000 1 1 2 2 5 5 \n", "250 32.290275 0 0 0 0 0 0 \n", "251 31.165600 0 0 0 0 0 0 \n", "252 53.847818 0 0 0 0 0 0 \n", "253 -63.068600 0 0 0 0 0 0 \n", "254 -64.750500 0 0 0 0 0 0 \n", "255 -64.640000 0 0 0 0 0 0 \n", "256 -81.254600 0 0 0 0 0 0 \n", "257 -2.364400 0 0 0 0 0 0 \n", "258 -59.523600 0 0 0 0 0 0 \n", "259 -5.353600 0 0 0 0 0 0 \n", "260 -4.548100 0 0 0 0 0 0 \n", "261 -62.187366 0 0 0 0 0 0 \n", "262 -71.797900 0 0 0 0 0 0 \n", "263 -3.436000 0 0 0 0 0 0 \n", "264 -55.765800 0 0 0 0 0 0 \n", "265 64.585262 0 0 0 0 0 0 \n", "266 166.959200 0 0 0 0 0 0 \n", "267 -66.589700 0 0 0 0 0 0 \n", "268 108.277199 0 2 2 2 2 2 \n", "269 35.233200 0 0 0 0 0 0 \n", "270 48.516388 0 0 0 0 0 0 \n", "271 27.849332 0 0 0 0 0 0 \n", "272 29.154857 0 0 0 0 0 0 \n", "\n", " ... 1/15/21 1/16/21 1/17/21 1/18/21 1/19/21 1/20/21 \\\n", "0 ... 53831 53938 53984 54062 54141 54278 \n", "1 ... 66635 67216 67690 67982 68568 69238 \n", "2 ... 103381 103611 103833 104092 104341 104606 \n", "3 ... 8946 9038 9083 9083 9194 9308 \n", "4 ... 18679 18765 18875 18926 19011 19093 \n", "5 ... 184 187 189 189 190 190 \n", "6 ... 1783047 1791979 1799243 1807428 1819569 1831681 \n", "7 ... 163972 164235 164586 164676 164912 165221 \n", "8 ... 118 118 118 118 118 118 \n", "9 ... 5057 5066 5074 5076 5079 5084 \n", "10 ... 93 93 93 93 95 96 \n", "11 ... 1291 1293 1294 1297 1299 1300 \n", "12 ... 593 593 593 593 594 596 \n", "13 ... 234 234 234 234 234 234 \n", "14 ... 20417 20424 20428 20432 20433 20433 \n", "15 ... 886 887 887 888 888 888 \n", "16 ... 390788 392511 393778 394939 396425 398096 \n", "17 ... 226549 226951 227273 227391 227696 228028 \n", "18 ... 8021 8032 8032 8067 8068 8075 \n", "19 ... 97020 97268 97607 97940 98260 98573 \n", "20 ... 526485 527063 527632 528329 529031 529687 \n", "21 ... 1036 1095 1095 1095 1095 1156 \n", "22 ... 221604 223537 225461 227360 228716 230494 \n", "23 ... 675089 677209 678839 679771 681250 684256 \n", "24 ... 11529 11529 11580 11592 11615 11642 \n", "25 ... 3413 3413 3413 3413 3413 3557 \n", "26 ... 837 842 842 843 848 850 \n", "27 ... 183589 185680 187183 188733 191090 193745 \n", "28 ... 117011 117011 117011 118083 118383 118717 \n", "29 ... 17365 17365 17365 18630 18630 18630 \n", ".. ... ... ... ... ... ... ... \n", "243 ... 11680 12054 12423 12594 12653 12795 \n", "244 ... 51 52 52 52 52 53 \n", "245 ... 4220 4272 4302 4324 4383 4459 \n", "246 ... 7343 7370 7393 7399 7415 7430 \n", "247 ... 175065 177231 180090 181885 184483 188373 \n", "248 ... 2373115 2380665 2387101 2392963 2399781 2406216 \n", "249 ... 23556097 23758855 23936773 24078772 24256028 24438723 \n", "250 ... 38085 38085 38085 38085 38534 38628 \n", "251 ... 1183963 1192114 1198512 1201894 1206125 1210854 \n", "252 ... 246376 249808 253261 256732 260223 263729 \n", "253 ... 15 15 15 15 15 15 \n", "254 ... 667 670 670 683 684 684 \n", "255 ... 114 114 114 114 114 114 \n", "256 ... 374 374 374 380 381 381 \n", "257 ... 3353 3356 3363 3370 3386 3398 \n", "258 ... 32 32 32 32 32 35 \n", "259 ... 3575 3637 3670 3712 3793 3845 \n", "260 ... 418 419 428 432 432 432 \n", "261 ... 13 13 13 13 13 13 \n", "262 ... 1062 1079 1102 1105 1105 1125 \n", "263 ... 3316019 3357361 3395959 3433494 3466849 3505754 \n", "264 ... 30946 31669 32378 32863 33446 34294 \n", "265 ... 77904 77968 77968 78036 78091 78163 \n", "266 ... 1 1 1 1 1 1 \n", "267 ... 118856 119306 119803 120444 121117 121691 \n", "268 ... 1536 1537 1537 1539 1540 1544 \n", "269 ... 151142 151569 152031 152555 153093 153590 \n", "270 ... 2111 2112 2112 2113 2115 2115 \n", "271 ... 34278 36074 37605 38207 39515 40949 \n", "272 ... 26109 26881 27203 27892 28675 29408 \n", "\n", " 1/21/21 1/22/21 1/23/21 1/24/21 \n", "0 54403 54483 54559 54595 \n", "1 69916 70655 71441 72274 \n", "2 104852 105124 105369 105596 \n", "3 9379 9416 9499 9549 \n", "4 19177 19269 19367 19399 \n", "5 192 195 195 198 \n", "6 1843077 1853830 1862192 1867223 \n", "7 165528 165711 165909 166036 \n", "8 118 118 118 118 \n", "9 5083 5084 5087 5090 \n", "10 97 98 98 98 \n", "11 1303 1303 1303 1305 \n", "12 596 596 596 596 \n", "13 234 234 234 234 \n", "14 20434 20437 20436 20442 \n", "15 890 890 894 894 \n", "16 399798 401886 403512 404714 \n", "17 228246 228526 228688 228975 \n", "18 8088 8101 8101 8101 \n", "19 98878 99210 99456 99817 \n", "20 530271 530890 531326 531799 \n", "21 1156 1156 1341 1387 \n", "22 232298 234111 235859 237611 \n", "23 686827 689271 691854 693666 \n", "24 11676 11700 11722 11750 \n", "25 3582 3643 3643 3643 \n", "26 850 851 854 855 \n", "27 196393 198257 199989 201037 \n", "28 119206 119420 119420 119420 \n", "29 19654 19654 19654 19654 \n", ".. ... ... ... ... \n", "243 12795 13104 13302 13500 \n", "244 53 53 64 67 \n", "245 4505 4545 4636 4662 \n", "246 7450 7456 7462 7473 \n", "247 190884 193273 195314 197373 \n", "248 2412505 2418472 2424328 2429605 \n", "249 24631888 24821813 24994463 25127000 \n", "250 38806 38935 39044 39149 \n", "251 1216780 1222459 1227723 1231965 \n", "252 267258 270810 274376 277955 \n", "253 15 15 15 15 \n", "254 684 684 686 686 \n", "255 114 114 114 114 \n", "256 382 382 383 383 \n", "257 3407 3414 3430 3463 \n", "258 35 35 35 35 \n", "259 3881 3905 3935 3966 \n", "260 432 432 432 432 \n", "261 13 13 13 13 \n", "262 1164 1193 1244 1287 \n", "263 3543646 3583907 3617459 3647463 \n", "264 34992 36170 36967 37633 \n", "265 78219 78272 78317 78375 \n", "266 1 1 1 1 \n", "267 122260 122795 123245 123709 \n", "268 1546 1548 1548 1548 \n", "269 154063 154557 155006 155414 \n", "270 2115 2118 2118 2118 \n", "271 42213 43333 44592 45337 \n", "272 30047 30523 31007 31320 \n", "\n", "[273 rows x 373 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data = pd.read_csv(data_path)\n", "raw_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next cells, we create a copy of the data void of empty entries. We are looking for:\n", "- countries that do not share their data at all\n", "- days at which no data was collected\n", "- days at which one country did not subit their data" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1/22/201/23/201/24/201/25/201/26/201/27/201/28/201/29/201/30/201/31/20...1/15/211/16/211/17/211/18/211/19/211/20/211/21/211/22/211/23/211/24/21
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [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, 4/27/20, 4/28/20, 4/29/20, 4/30/20, ...]\n", "Index: []\n", "\n", "[0 rows x 369 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_cut = raw_data.drop(['Country/Region','Province/State','Lat','Long'], axis = 1).copy()\n", "#data_cut\n", "data_cut[data_cut.isnull().any(axis=1)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This computation shows that there are no NaN in the record of number of cases. So we can go on with our interpretation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot cumulated cases per country of interest\n", "As listed at the beginning, we focus on specific countries first. Since we have almost the same code to write every single time, we create a function that will compute the cumulated cases for a given country/region. The restrict_data table will be of great use. We have to be careful that we take the main land, ie the one for which Province=NaN in the raw data table" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "restrict_data=raw_data.drop(['Lat','Long'], axis = 1).copy()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "def cumulated_cases(country, restrict_data):\n", " #first, extract the data for this one country. We have to distinguish when the country contrains 'China'!\n", " if 'China' in country:\n", " country_data=restrict_data.loc[restrict_data['Country/Region']=='China']\n", "\n", " if \"Hong Kong\" in country:\n", " country_data= country_data.loc[country_data['Province/State']=='Hong Kong']\n", " country_data=country_data.drop(['Country/Region','Province/State'], axis = 1).copy()\n", " else:\n", " country_data= country_data.loc[country_data['Province/State']!='Hong Kong']\n", " country_data=country_data.drop(['Country/Region','Province/State'], axis = 1)\n", " \n", " \n", " else:\n", " country_data=restrict_data.loc[restrict_data['Country/Region']==country ]\n", " country_data= country_data[country_data.isnull().any(axis=1)]\n", " country_data=country_data.drop(['Country/Region','Province/State'], axis = 1)\n", " \n", " #now, create a list of cumulated cases\n", " cumul=country_data.cumsum() #by default, NaN values are ignored\n", " cumul=np.sum(cumul.values.tolist(), axis=0) #if we don't have this line, there is a problem with all the province in China\n", " return cumul" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "belgium=cumulated_cases('Belgium',restrict_data)\n", "china=cumulated_cases('China',restrict_data)\n", "hk=cumulated_cases('China, Hong Kong',restrict_data)\n", "france=cumulated_cases('France',restrict_data)\n", "germany=cumulated_cases('Germany',restrict_data)\n", "iran=cumulated_cases('Iran',restrict_data)\n", "italy=cumulated_cases('Italy',restrict_data)\n", "japan=cumulated_cases('Japan',restrict_data)\n", "sk=cumulated_cases('Korea, South',restrict_data)\n", "netherlands=cumulated_cases('Netherlands',restrict_data)\n", "portugal=cumulated_cases('Portugal',restrict_data)\n", "spain=cumulated_cases('Spain',restrict_data)\n", "uk=cumulated_cases('United Kingdom',restrict_data)\n", "us=cumulated_cases('US',restrict_data)\n", "#China, (China, Hong-Kong),apan, (Korea, South), Netherlands, Portugal, Spain, United Kingdom, and the US" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a function to parse the dates, so that we show on the graph only the beginning of each month, in order not to overload the labels on the x axis." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "def dates_noto_plot(dates):\n", " parsed_dates=[]\n", " for i in range (len(dates)):\n", " date_as_list=dates[i].split('/')\n", " if date_as_list[1]!='1':\n", " parsed_dates.append(i)\n", " return parsed_dates" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#now is time for plotting!\n", "dates=list(data_cut.keys())\n", "dates_noplot=dates_noto_plot(dates)\n", "\n", "fig, ax=plt.subplots(7,2,figsize=(20,28))\n", "ax[0,0].plot(dates,belgium)\n", "ax[0,0].set_title('Belgium')\n", "ax[0,1].plot(dates,china)\n", "ax[0,1].set_title('China')\n", "ax[1,0].plot(dates,hk)\n", "ax[1,0].set_title('Hong-Kong')\n", "ax[1,1].plot(dates,france)\n", "ax[1,1].set_title('France')\n", "ax[2,0].plot(dates,germany)\n", "ax[2,0].set_title('Germany')\n", "ax[2,1].plot(dates,iran)\n", "ax[2,1].set_title('Iran')\n", "ax[3,0].plot(dates,italy)\n", "ax[3,0].set_title('Italy')\n", "ax[3,1].plot(dates,japan)\n", "ax[3,1].set_title('Japan')\n", "ax[4,0].plot(dates,sk)\n", "ax[4,0].set_title('South Korea')\n", "ax[4,1].plot(dates,netherlands)\n", "ax[4,1].set_title('Netherlands')\n", "ax[5,0].plot(dates,portugal)\n", "ax[5,0].set_title('Portugal')\n", "ax[5,1].plot(dates,spain)\n", "ax[5,1].set_title('Spain')\n", "ax[6,0].plot(dates,uk)\n", "ax[6,0].set_title('UK')\n", "ax[6,1].plot(dates,us)\n", "ax[6,1].set_title('US')\n", "\n", "for i,a in enumerate(ax.flat):\n", " xticks = a.xaxis.get_major_ticks()\n", " for l in range (len(dates_noplot)):\n", " xticks[dates_noplot[l]].set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot overall evolution of the number of cases\n", "Now we do a similar analysis but taking all countries into account. We give first a representation in a linear scalre, then in a logarithmic scale." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "def world_cumulated_plot(data_cut,scale='linear'): \n", " #We use the cut data table, which only has the \n", " cumul=data_cut.cumsum() #by default, NaN values are ignored\n", " cumul=np.sum(cumul.values.tolist(), axis=0) #if we don't have this line, there is a problem with all the province in China\n", " if scale=='log':\n", " cumul=np.log(cumul)\n", " fig,ax=plt.subplots(figsize=(20,10))\n", " ax.plot(dates,cumul)\n", " ax.set_title('Cumulated cases worldwide, '+scale+' scale')\n", " xticks = ax.xaxis.get_major_ticks()\n", " for l in range (len(dates_noplot)):\n", " xticks[dates_noplot[l]].set_visible(False)\n", " return" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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