diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 829ff0c109edb6217e5fc026b254d71dba9dfcd1..7a48fbf41187ae4f5f449c5bcc0bc0bae2c5abe6 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -9,27 +9,33 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 197, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np \n", - "import pandas as pd\n", - "import isoweek" + "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Dowload data" + "## Part 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dowload data" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 198, "metadata": {}, "outputs": [ { @@ -1802,7 +1808,7 @@ "[266 rows x 243 columns]" ] }, - "execution_count": 3, + "execution_count": 198, "metadata": {}, "output_type": "execute_result" } @@ -1816,7 +1822,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Plot data\n", + "### Plot data\n", " * Country are selected in list_country\n", " * A dictionary is created with 'country' as keys and numpy 1D arrays containing cumulated cases as item\n", " * For France, United Kingdom and Netherlands the colonies are ignored\n", @@ -1825,7 +1831,7 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 199, "metadata": {}, "outputs": [ { @@ -1883,12 +1889,12 @@ "plt.grid();\n", "plt.xlabel('Time', fontweight='bold', fontsize='15'); \n", "plt.ylabel('Cumulated cases', fontweight='bold', fontsize='15'); \n", - "plt.title('COVID-19', fontweight='bold', fontsize='18');" + "plt.title('COVID-19 - cases', fontweight='bold', fontsize='18');" ] }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 200, "metadata": {}, "outputs": [ { @@ -1912,7 +1918,1959 @@ "plt.grid();\n", "plt.xlabel('Time', fontweight='bold', fontsize='15'); \n", "plt.ylabel('Cumulated cases', fontweight='bold', fontsize='15'); \n", - "plt.title('COVID-19 (log scale)', fontweight='bold', fontsize='18');\n", + "plt.title('COVID-19 - cases (log scale)', fontweight='bold', fontsize='18');\n", + "plt.yscale('log')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Part 2" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Province/StateCountry/RegionLatLong1/22/201/23/201/24/201/25/201/26/201/27/20...9/7/209/8/209/9/209/10/209/11/209/12/209/13/209/14/209/15/209/16/20
0NaNAfghanistan33.93911067.709953000000...1415141814201420142014201420142514261436
1NaNAlbania41.15330020.168300000000...319321322324327330334338340343
2NaNAlgeria28.0339001.659600000000...1562157115811591159916051612162016321645
3NaNAndorra42.5063001.521800000000...53535353535353535353
4NaNAngola-11.20270017.873900000000...120124126130131132134136139143
5NaNAntigua and Barbuda17.060800-61.796400000000...3333333333
6NaNArgentina-38.416100-63.616700000000...10129104051065810907111481126311352116671185212116
7NaNArmenia40.06910045.038200000000...900903905906909911916919920923
8Australian Capital TerritoryAustralia-35.473500149.012400000000...3333333333
9New South WalesAustralia-33.868800151.209300000000...52525252525252525252
10Northern TerritoryAustralia-12.463400130.845600000000...0000000000
11QueenslandAustralia-27.469800153.025100000000...6666666666
12South AustraliaAustralia-34.928500138.600700000000...4444444444
13TasmaniaAustralia-42.882100147.327200000000...13131313131313131313
14VictoriaAustralia-37.813600144.963100000000...683694701710716723729729737745
15Western AustraliaAustralia-31.950500115.860500000000...9999999999
16NaNAustria47.51620014.550100000000...746747747748750754756757757758
17NaNAzerbaijan40.14310047.576900000000...551552555556557559562564566569
18NaNBahamas25.025885-78.035889000000...58596363656767686969
19NaNBahrain26.02750050.550000000000...200202203207208211212213213216
20NaNBangladesh23.68500090.356300000000...4516455245934634466847024733475948024823
21NaNBarbados13.193900-59.543200000000...7777777777
22NaNBelarus53.70980027.953400000000...716721726732738744750756761767
23NaNBelgium50.8333004.469936000000...9909991299179917991999239925992799309935
24NaNBelize17.189900-88.497600000000...16161818191919191919
25NaNBenin9.3077002.315800000000...40404040404040404040
26NaNBhutan27.51420090.433600000000...0000000000
27NaNBolivia-16.290200-63.588700000000...7054709771467193725072977344739474477478
28NaNBosnia and Herzegovina43.91590017.679100000000...664669675680686690696705725736
29NaNBotswana-22.32850024.684900000000...99910101010111111
..................................................................
236NaNThailand15.870032100.992541000000...58585858585858585858
237NaNTimor-Leste-8.874217125.727539000000...0000000000
238NaNTogo8.6195000.824800000000...33343637373737404040
239NaNTrinidad and Tobago10.691800-61.222500000000...37393943505153555658
240NaNTunisia33.8869179.537499000000...94969699103107107117123129
241NaNTurkey38.96370035.243300000000...6730678268376895695169997056711971867249
242NaNUS40.000000-100.000000000000...189208189653190859191766192979193693194071194493195786196763
243NaNUganda1.37333332.290275000000...44464648495255565860
244NaNUkraine48.37940031.165600000000...2930298830343079313232063239327333263404
245NaNUnited Arab Emirates23.42407653.847818000000...390391393398398399399399401402
246AnguillaUnited Kingdom18.220600-63.068600000000...0000000000
247BermudaUnited Kingdom32.307800-64.750500000000...9999999999
248British Virgin IslandsUnited Kingdom18.420700-64.640000000000...1111111111
249Cayman IslandsUnited Kingdom19.313300-81.254600000000...1111111111
250Channel IslandsUnited Kingdom49.372300-2.364400000000...48484848484848484848
251Falkland Islands (Malvinas)United Kingdom-51.796300-59.523600000000...0000000000
252GibraltarUnited Kingdom36.140800-5.353600000000...0000000000
253Isle of ManUnited Kingdom54.236100-4.548100000000...24242424242424242424
254MontserratUnited Kingdom16.742498-62.187366000000...1111111111
255Turks and Caicos IslandsUnited Kingdom21.694000-71.797900000000...5555555555
256NaNUnited Kingdom55.378100-3.436000000000...41554415864159441608416144162341628416374166441684
257NaNUruguay-32.522800-55.765800000000...45454545454545454545
258NaNUzbekistan41.37749164.585262000000...352358366370377384390396402407
259NaNVenezuela6.423800-66.589700000000...436444452460468477485494502511
260NaNVietnam14.058324108.277199000000...35353535353535353535
261NaNWest Bank and Gaza31.95220035.233200000000...184190192198204210221226229243
262NaNWestern Sahara24.215500-12.885800000000...1111111111
263NaNYemen15.55272748.516388000000...573576576580582582583583583583
264NaNZambia-13.13389727.849332000000...295297300300306312312320324326
265NaNZimbabwe-19.01543829.154857000000...210218222222224224224224224224
\n", + "

266 rows × 243 columns

\n", + "
" + ], + "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", + "236 NaN Thailand 15.870032 \n", + "237 NaN Timor-Leste -8.874217 \n", + "238 NaN Togo 8.619500 \n", + "239 NaN Trinidad and Tobago 10.691800 \n", + "240 NaN Tunisia 33.886917 \n", + "241 NaN Turkey 38.963700 \n", + "242 NaN US 40.000000 \n", + "243 NaN Uganda 1.373333 \n", + "244 NaN Ukraine 48.379400 \n", + "245 NaN United Arab Emirates 23.424076 \n", + "246 Anguilla United Kingdom 18.220600 \n", + "247 Bermuda United Kingdom 32.307800 \n", + "248 British Virgin Islands United Kingdom 18.420700 \n", + "249 Cayman Islands United Kingdom 19.313300 \n", + "250 Channel Islands United Kingdom 49.372300 \n", + "251 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", + "252 Gibraltar United Kingdom 36.140800 \n", + "253 Isle of Man United Kingdom 54.236100 \n", + "254 Montserrat United Kingdom 16.742498 \n", + "255 Turks and Caicos Islands United Kingdom 21.694000 \n", + "256 NaN United Kingdom 55.378100 \n", + "257 NaN Uruguay -32.522800 \n", + "258 NaN Uzbekistan 41.377491 \n", + "259 NaN Venezuela 6.423800 \n", + "260 NaN Vietnam 14.058324 \n", + "261 NaN West Bank and Gaza 31.952200 \n", + "262 NaN Western Sahara 24.215500 \n", + "263 NaN Yemen 15.552727 \n", + "264 NaN Zambia -13.133897 \n", + "265 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 0 0 \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 0 0 \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", + "236 100.992541 0 0 0 0 0 0 \n", + "237 125.727539 0 0 0 0 0 0 \n", + "238 0.824800 0 0 0 0 0 0 \n", + "239 -61.222500 0 0 0 0 0 0 \n", + "240 9.537499 0 0 0 0 0 0 \n", + "241 35.243300 0 0 0 0 0 0 \n", + "242 -100.000000 0 0 0 0 0 0 \n", + "243 32.290275 0 0 0 0 0 0 \n", + "244 31.165600 0 0 0 0 0 0 \n", + "245 53.847818 0 0 0 0 0 0 \n", + "246 -63.068600 0 0 0 0 0 0 \n", + "247 -64.750500 0 0 0 0 0 0 \n", + "248 -64.640000 0 0 0 0 0 0 \n", + "249 -81.254600 0 0 0 0 0 0 \n", + "250 -2.364400 0 0 0 0 0 0 \n", + "251 -59.523600 0 0 0 0 0 0 \n", + "252 -5.353600 0 0 0 0 0 0 \n", + "253 -4.548100 0 0 0 0 0 0 \n", + "254 -62.187366 0 0 0 0 0 0 \n", + "255 -71.797900 0 0 0 0 0 0 \n", + "256 -3.436000 0 0 0 0 0 0 \n", + "257 -55.765800 0 0 0 0 0 0 \n", + "258 64.585262 0 0 0 0 0 0 \n", + "259 -66.589700 0 0 0 0 0 0 \n", + "260 108.277199 0 0 0 0 0 0 \n", + "261 35.233200 0 0 0 0 0 0 \n", + "262 -12.885800 0 0 0 0 0 0 \n", + "263 48.516388 0 0 0 0 0 0 \n", + "264 27.849332 0 0 0 0 0 0 \n", + "265 29.154857 0 0 0 0 0 0 \n", + "\n", + " ... 9/7/20 9/8/20 9/9/20 9/10/20 9/11/20 9/12/20 9/13/20 \\\n", + "0 ... 1415 1418 1420 1420 1420 1420 1420 \n", + "1 ... 319 321 322 324 327 330 334 \n", + "2 ... 1562 1571 1581 1591 1599 1605 1612 \n", + "3 ... 53 53 53 53 53 53 53 \n", + "4 ... 120 124 126 130 131 132 134 \n", + "5 ... 3 3 3 3 3 3 3 \n", + "6 ... 10129 10405 10658 10907 11148 11263 11352 \n", + "7 ... 900 903 905 906 909 911 916 \n", + "8 ... 3 3 3 3 3 3 3 \n", + "9 ... 52 52 52 52 52 52 52 \n", + "10 ... 0 0 0 0 0 0 0 \n", + "11 ... 6 6 6 6 6 6 6 \n", + "12 ... 4 4 4 4 4 4 4 \n", + "13 ... 13 13 13 13 13 13 13 \n", + "14 ... 683 694 701 710 716 723 729 \n", + "15 ... 9 9 9 9 9 9 9 \n", + "16 ... 746 747 747 748 750 754 756 \n", + "17 ... 551 552 555 556 557 559 562 \n", + "18 ... 58 59 63 63 65 67 67 \n", + "19 ... 200 202 203 207 208 211 212 \n", + "20 ... 4516 4552 4593 4634 4668 4702 4733 \n", + "21 ... 7 7 7 7 7 7 7 \n", + "22 ... 716 721 726 732 738 744 750 \n", + "23 ... 9909 9912 9917 9917 9919 9923 9925 \n", + "24 ... 16 16 18 18 19 19 19 \n", + "25 ... 40 40 40 40 40 40 40 \n", + "26 ... 0 0 0 0 0 0 0 \n", + "27 ... 7054 7097 7146 7193 7250 7297 7344 \n", + "28 ... 664 669 675 680 686 690 696 \n", + "29 ... 9 9 9 10 10 10 10 \n", + ".. ... ... ... ... ... ... ... ... \n", + "236 ... 58 58 58 58 58 58 58 \n", + "237 ... 0 0 0 0 0 0 0 \n", + "238 ... 33 34 36 37 37 37 37 \n", + "239 ... 37 39 39 43 50 51 53 \n", + "240 ... 94 96 96 99 103 107 107 \n", + "241 ... 6730 6782 6837 6895 6951 6999 7056 \n", + "242 ... 189208 189653 190859 191766 192979 193693 194071 \n", + "243 ... 44 46 46 48 49 52 55 \n", + "244 ... 2930 2988 3034 3079 3132 3206 3239 \n", + "245 ... 390 391 393 398 398 399 399 \n", + "246 ... 0 0 0 0 0 0 0 \n", + "247 ... 9 9 9 9 9 9 9 \n", + "248 ... 1 1 1 1 1 1 1 \n", + "249 ... 1 1 1 1 1 1 1 \n", + "250 ... 48 48 48 48 48 48 48 \n", + "251 ... 0 0 0 0 0 0 0 \n", + "252 ... 0 0 0 0 0 0 0 \n", + "253 ... 24 24 24 24 24 24 24 \n", + "254 ... 1 1 1 1 1 1 1 \n", + "255 ... 5 5 5 5 5 5 5 \n", + "256 ... 41554 41586 41594 41608 41614 41623 41628 \n", + "257 ... 45 45 45 45 45 45 45 \n", + "258 ... 352 358 366 370 377 384 390 \n", + "259 ... 436 444 452 460 468 477 485 \n", + "260 ... 35 35 35 35 35 35 35 \n", + "261 ... 184 190 192 198 204 210 221 \n", + "262 ... 1 1 1 1 1 1 1 \n", + "263 ... 573 576 576 580 582 582 583 \n", + "264 ... 295 297 300 300 306 312 312 \n", + "265 ... 210 218 222 222 224 224 224 \n", + "\n", + " 9/14/20 9/15/20 9/16/20 \n", + "0 1425 1426 1436 \n", + "1 338 340 343 \n", + "2 1620 1632 1645 \n", + "3 53 53 53 \n", + "4 136 139 143 \n", + "5 3 3 3 \n", + "6 11667 11852 12116 \n", + "7 919 920 923 \n", + "8 3 3 3 \n", + "9 52 52 52 \n", + "10 0 0 0 \n", + "11 6 6 6 \n", + "12 4 4 4 \n", + "13 13 13 13 \n", + "14 729 737 745 \n", + "15 9 9 9 \n", + "16 757 757 758 \n", + "17 564 566 569 \n", + "18 68 69 69 \n", + "19 213 213 216 \n", + "20 4759 4802 4823 \n", + "21 7 7 7 \n", + "22 756 761 767 \n", + "23 9927 9930 9935 \n", + "24 19 19 19 \n", + "25 40 40 40 \n", + "26 0 0 0 \n", + "27 7394 7447 7478 \n", + "28 705 725 736 \n", + "29 11 11 11 \n", + ".. ... ... ... \n", + "236 58 58 58 \n", + "237 0 0 0 \n", + "238 40 40 40 \n", + "239 55 56 58 \n", + "240 117 123 129 \n", + "241 7119 7186 7249 \n", + "242 194493 195786 196763 \n", + "243 56 58 60 \n", + "244 3273 3326 3404 \n", + "245 399 401 402 \n", + "246 0 0 0 \n", + "247 9 9 9 \n", + "248 1 1 1 \n", + "249 1 1 1 \n", + "250 48 48 48 \n", + "251 0 0 0 \n", + "252 0 0 0 \n", + "253 24 24 24 \n", + "254 1 1 1 \n", + "255 5 5 5 \n", + "256 41637 41664 41684 \n", + "257 45 45 45 \n", + "258 396 402 407 \n", + "259 494 502 511 \n", + "260 35 35 35 \n", + "261 226 229 243 \n", + "262 1 1 1 \n", + "263 583 583 583 \n", + "264 320 324 326 \n", + "265 224 224 224 \n", + "\n", + "[266 rows x 243 columns]" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data2 = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv\")\n", + "raw_data2" + ] + }, + { + "cell_type": "code", + "execution_count": 206, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "list_country=['Belgium', 'China', 'France', 'Germany', 'Iran', 'Italy', 'Japan', 'Korea, South', \n", + " 'Netherlands', 'Portugal', 'Spain', 'United Kingdom', 'US'] \n", + "dic2 = {}\n", + "date = []\n", + "\n", + "# create a list containing date (converting from string to datetime for plot)\n", + "for i in range(4, len(raw_data.keys())):\n", + " date.append(pd.to_datetime(raw_data.keys()[i]).date())\n", + "\n", + "# loop on country listed and retrieve data\n", + "\n", + "for country in list_country:\n", + " row=raw_data2[raw_data2['Country/Region'] == country]\n", + " \n", + " # to ignore colony for ths county\n", + " if country == 'France' or country == 'United Kingdom' or country == 'Netherlands': \n", + " row=row[row['Province/State'].isnull()].iloc[:,4:].values[0]\n", + " dic2[country] = row\n", + " \n", + " # specific case for china \n", + " elif country == 'China':\n", + " # create a specific item for Hong Kong\n", + " row_hk=row[row['Province/State'] == 'Hong Kong'].iloc[:,4:].values[0]\n", + " dic2['Hong Kong'] = row_hk\n", + " \n", + " # cumul all other provinces of China in China item\n", + " row_china = row[row['Province/State'] != 'Hong Kong'].iloc[:,4:].sum(axis=0).values\n", + " dic2['China'] = row_china \n", + " else:\n", + " row=row.iloc[:,4:].values[0]\n", + " dic2[country] = row\n", + "\n", + "\n", + "# plotting\n", + "plt.figure(figsize= (10,10))\n", + "for country in dic2.keys():\n", + " plt.plot(date, dic2[country], label=country)\n", + "plt.legend(loc='upper left');\n", + "plt.grid();\n", + "plt.xlabel('Time', fontweight='bold', fontsize='15'); \n", + "plt.ylabel('Cumulated death', fontweight='bold', fontsize='15'); \n", + "plt.title('COVID-19 - death', fontweight='bold', fontsize='18');" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize= (10,10))\n", + "for country in dic.keys():\n", + " plt.plot(date, dic2[country], label=country)\n", + "plt.legend(loc='upper left');\n", + "plt.grid();\n", + "plt.xlabel('Time', fontweight='bold', fontsize='15'); \n", + "plt.ylabel('Cumulated death', fontweight='bold', fontsize='15'); \n", + "plt.title('COVID-19 - death (log scale)', fontweight='bold', fontsize='18');\n", + "plt.yscale('log')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Part 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plot data\n", + " * Country are selected in list_country\n", + " * A dictionary is created with 'country' as keys and numpy 1D arrays containing cumulated cases as item\n", + " * Another dictionary is created with 'country' as keys and number of bed for 1000 inhabitans as item\n", + " * data from hospital are drawn from graph 9.6 of this [Web page](https://www.oecd-ilibrary.org/sites/5f5b6833-fr/1/2/9/3/index.html?itemId=/content/publication/5f5b6833-fr&_csp_=65ac94c7f4b2dbbf68a7eef9e558ed12&itemIGO=oecd&itemContentType=book) (data from 2017)\n", + " * For France, United Kingdom and Netherlands the colonies are ignored\n", + " * For China all provinces are collated \n", + " * Hong Kong detah are ignored \n", + " * For plotting number of death is normalized for 1000 inhabitans" + ] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dic_bed={}\n", + "\n", + "dic_bed['Japan'] = 13.1\n", + "dic_bed['Korea, South'] = 12.3\n", + "dic_bed['Germany'] = 8.0\n", + "dic_bed['France'] = 6.0\n", + "dic_bed['Belgium'] = 5.7\n", + "dic_bed['China'] = 4.3\n", + "dic_bed['Portugal'] = 3.4\n", + "dic_bed['Netherlands'] = 3.3\n", + "dic_bed['Italy'] = 3.3\n", + "dic_bed['Spain'] = 3.0\n", + "dic_bed['US'] = 2.8\n", + "dic_bed['United Kingdom'] = 2.5\n", + "\n", + "plt.figure(figsize= (10,10))\n", + "for country in dic_bed.keys():\n", + " plt.plot(dic_bed[country], dic2[country][-1]/1000, 'o', label=country)\n", + "plt.legend(loc='upper right');\n", + "plt.grid();\n", + "plt.xlabel('Number of hospital bed for 1000 inhabitants', fontweight='bold', fontsize='15'); \n", + "plt.ylabel('Death for 1000 inhabitants', fontweight='bold', fontsize='15'); \n", + "plt.title('COVID-19 - hospital bed/death correlation (log scale)', fontweight='bold', fontsize='18');\n", "plt.yscale('log')" ] }