Germany: SK Landau i.d.Pfalz (Rheinland-Pfalz)¶

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In [1]:
import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")
Notebook executed on: 07/03/2023 15:20:02 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Landau i.d.Pfalz", weeks=5);
2023-03-07T15:20:15.358811 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 50 50 100 100 150 150 200 200 7-day incidence rate (per 100K people) 27.7 SK Landau i.d.Pfalz, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 10 20 30 40 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-SK Landau i.d.Pfalz new deaths (rolling 7d mean) Germany-SK Landau i.d.Pfalz new deaths 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on cases) Germany-SK Landau i.d.Pfalz cases daily growth factor Germany-SK Landau i.d.Pfalz cases daily growth factor (rolling mean) Germany-SK Landau i.d.Pfalz estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-SK Landau i.d.Pfalz deaths daily growth factor Germany-SK Landau i.d.Pfalz deaths daily growth factor (rolling mean) Germany-SK Landau i.d.Pfalz estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2500 5000 7500 10000 cases doubling time [days] Germany-SK Landau i.d.Pfalz doubling time cases (rolling mean) 0.00 4.69 9.38 14.08 18.77 daily change Germany-SK Landau i.d.Pfalz new cases (rolling 7d mean) Germany-SK Landau i.d.Pfalz new cases 0.000 0.200 0.401 0.601 0.802
In [4]:
overview(country="Germany", subregion="SK Landau i.d.Pfalz");
2023-03-07T15:20:31.432072 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 500 500 1000 1000 1500 1500 2000 2000 7-day incidence rate (per 100K people) 27.7 SK Landau i.d.Pfalz, Germany, last data point from 2023-03-06 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 200 400 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2 4 6 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on cases) Germany-SK Landau i.d.Pfalz cases daily growth factor Germany-SK Landau i.d.Pfalz cases daily growth factor (rolling mean) Germany-SK Landau i.d.Pfalz estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-SK Landau i.d.Pfalz deaths daily growth factor Germany-SK Landau i.d.Pfalz deaths daily growth factor (rolling mean) Germany-SK Landau i.d.Pfalz estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2500 5000 7500 10000 cases doubling time [days] Germany-SK Landau i.d.Pfalz doubling time cases (rolling mean) Germany-SK Landau i.d.Pfalz doubling time deaths (rolling mean) 0.0 93.8 187.7 daily change Germany-SK Landau i.d.Pfalz new cases (rolling 7d mean) Germany-SK Landau i.d.Pfalz new cases 0.000 0.938 1.877 2.815 daily change Germany-SK Landau i.d.Pfalz new deaths (rolling 7d mean) Germany-SK Landau i.d.Pfalz new deaths 0.00 8.87 17.73 26.60 35.46 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Landau i.d.Pfalz", dates="2020-03-15:");
2023-03-07T15:22:54.350182 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 2020-05 2020-09 2021-01 2021-05 2021-09 2022-01 2022-05 2022-09 2023-01 0.1 0.1 1 1 10 10 100 100 daily new cases (rolling 7-day mean) normalised by 100K people Daily cases (top) and deaths (below) for Germany: SK Landau i.d.Pfalz SK Landau i.d.Pfalz Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt 2020-05 2020-09 2021-01 2021-05 2021-09 2022-01 2022-05 2022-09 2023-01 0.001 0.001 0.01 0.01 0.1 0.1 1 1 daily new deaths (rolling 7-day mean) normalised by 100K people SK Landau i.d.Pfalz Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Landau i.d.Pfalz")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Landau i.d.Pfalz")
print(f'Population of country="Germany", subregion="SK Landau i.d.Pfalz": {inhabitants} people')

# compose into one table
table = compose_dataframe_summary(cases, deaths)

# show tables with up to 1000 rows
pd.set_option("display.max_rows", 1000)

# display the table
table
Population of country="Germany", subregion="SK Landau i.d.Pfalz": 46919 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-05 20470 1 88 0
2023-03-03 20469 1 88 0
2023-03-02 20468 2 88 0
2023-03-01 20466 3 88 0
2023-02-28 20463 6 88 0
2023-02-27 20457 10 88 0
2023-02-26 20447 1 88 0
2023-02-25 20446 3 88 0
2023-02-24 20443 14 88 0
2023-02-23 20429 19 88 0
2023-02-22 20410 17 88 0
2023-02-21 20393 16 88 0
2023-02-20 20377 14 88 0
2023-02-19 20363 9 88 0
2023-02-18 20354 1 88 0
2023-02-17 20353 9 88 0
2023-02-16 20344 7 88 0
2023-02-15 20337 7 88 0
2023-02-14 20330 7 88 0
2023-02-13 20323 8 88 0
2023-02-12 20315 6 88 0
2023-02-11 20309 1 88 0
2023-02-10 20308 6 88 0
2023-02-09 20302 4 88 0
2023-02-08 20298 8 88 0
2023-02-07 20290 12 88 0
2023-02-06 20278 11 88 0
2023-02-05 20267 5 88 0
2023-02-04 20262 1 88 0
2023-02-03 20261 5 88 0
2023-02-02 20256 7 88 0
2023-02-01 20249 2 88 0
2023-01-30 20247 7 88 0
2023-01-28 20240 4 88 0
2023-01-27 20236 6 88 0
2023-01-26 20230 5 88 0
2023-01-25 20225 7 88 0
2023-01-24 20218 8 88 0
2023-01-23 20210 6 88 0
2023-01-21 20204 4 88 0
2023-01-20 20200 3 88 0
2023-01-19 20197 1 88 0
2023-01-18 20196 4 88 0
2023-01-17 20192 4 88 0
2023-01-16 20188 4 88 0
2023-01-13 20184 4 88 0
2023-01-12 20180 3 88 0
2023-01-11 20177 6 88 0
2023-01-10 20171 7 88 0
2023-01-09 20164 12 88 0
2023-01-08 20152 4 88 0
2023-01-06 20148 5 88 0
2023-01-05 20143 10 88 0
2023-01-04 20133 6 88 0
2023-01-03 20127 6 88 0
2023-01-02 20121 11 88 0
2023-01-01 20110 1 88 0
2022-12-31 20109 5 88 0
2022-12-30 20104 5 88 0
2022-12-29 20099 8 88 0
2022-12-28 20091 17 88 0
2022-12-27 20074 23 88 0
2022-12-26 20051 1 88 0
2022-12-25 20050 3 88 2
2022-12-24 20047 14 86 0
2022-12-23 20033 12 86 0
2022-12-22 20021 15 86 1
2022-12-21 20006 10 85 1
2022-12-20 19996 20 84 0
2022-12-19 19976 30 84 0
2022-12-18 19946 9 84 1
2022-12-17 19937 6 83 0
2022-12-16 19931 13 83 1
2022-12-15 19918 17 82 0
2022-12-14 19901 12 82 0
2022-12-13 19889 19 82 0
2022-12-12 19870 20 82 0
2022-12-11 19850 3 82 0
2022-12-10 19847 6 82 0
2022-12-09 19841 13 82 1
2022-12-08 19828 11 81 0
2022-12-07 19817 14 81 0
2022-12-06 19803 11 81 0
2022-12-05 19792 15 81 0
2022-12-04 19777 2 81 0
2022-12-03 19775 2 81 0
2022-12-02 19773 10 81 0
2022-12-01 19763 9 81 0
2022-11-30 19754 14 81 0
2022-11-29 19740 18 81 0
2022-11-28 19722 18 81 0
2022-11-27 19704 3 81 1
2022-11-26 19701 8 80 0
2022-11-25 19693 11 80 0
2022-11-24 19682 10 80 0
2022-11-23 19672 17 80 0
2022-11-22 19655 22 80 0
2022-11-21 19633 17 80 0
2022-11-20 19616 11 80 0
2022-11-19 19605 7 80 0
2022-11-18 19598 17 80 0
2022-11-17 19581 15 80 0
2022-11-16 19566 18 80 0
2022-11-15 19548 19 80 0
2022-11-14 19529 19 80 0
2022-11-13 19510 6 80 0
2022-11-12 19504 8 80 0
2022-11-11 19496 12 80 0
2022-11-10 19484 8 80 0
2022-11-09 19476 27 80 0
2022-11-08 19449 17 80 0
2022-11-07 19432 27 80 0
2022-11-06 19405 14 80 0
2022-11-05 19391 11 80 0
2022-11-04 19380 21 80 0
2022-11-03 19359 35 80 0
2022-11-02 19324 21 80 0
2022-11-01 19303 17 80 0
2022-10-31 19286 20 80 0
2022-10-30 19266 20 80 0
2022-10-29 19246 7 80 0
2022-10-28 19239 54 80 1
2022-10-27 19185 21 79 0
2022-10-26 19164 39 79 0
2022-10-25 19125 49 79 0
2022-10-24 19076 38 79 0
2022-10-23 19038 21 79 0
2022-10-22 19017 20 79 0
2022-10-21 18997 42 79 1
2022-10-20 18955 54 78 0
2022-10-19 18901 67 78 0
2022-10-18 18834 100 78 0
2022-10-17 18734 44 78 0
2022-10-16 18690 18 78 1
2022-10-15 18672 24 77 1
2022-10-14 18648 74 76 0
2022-10-13 18574 129 76 0
2022-10-12 18445 69 76 0
2022-10-11 18376 78 76 0
2022-10-10 18298 85 76 0
2022-10-09 18213 22 76 0
2022-10-08 18191 11 76 0
2022-10-07 18180 63 76 0
2022-10-06 18117 118 76 1
2022-10-05 17999 69 75 0
2022-10-04 17930 58 75 0
2022-10-03 17872 38 75 0
2022-10-02 17834 18 75 0
2022-10-01 17816 20 75 0
2022-09-30 17796 74 75 0
2022-09-29 17722 56 75 0
2022-09-28 17666 44 75 0
2022-09-27 17622 49 75 0
2022-09-26 17573 55 75 0
2022-09-25 17518 12 75 0
2022-09-24 17506 19 75 0
2022-09-23 17487 29 75 0
2022-09-22 17458 37 75 0
2022-09-21 17421 29 75 0
2022-09-20 17392 35 75 0
2022-09-19 17357 53 75 0
2022-09-18 17304 1 75 0
2022-09-17 17303 1 75 0
2022-09-16 17302 10 75 0
2022-09-15 17292 36 75 0
2022-09-14 17256 16 75 0
2022-09-13 17240 17 75 0
2022-09-12 17223 59 75 0
2022-09-11 17164 1 75 0
2022-09-10 17163 2 75 0
2022-09-09 17161 12 75 0
2022-09-08 17149 17 75 0
2022-09-07 17132 17 75 0
2022-09-06 17115 17 75 0
2022-09-05 17098 40 75 0
2022-09-03 17058 3 75 0
2022-09-02 17055 14 75 0
2022-09-01 17041 18 75 0
2022-08-31 17023 19 75 0
2022-08-30 17004 18 75 0
2022-08-29 16986 35 75 0
2022-08-27 16951 1 75 0
2022-08-26 16950 7 75 0
2022-08-25 16943 15 75 0
2022-08-24 16928 18 75 1
2022-08-23 16910 23 74 0
2022-08-22 16887 22 74 0
2022-08-21 16865 3 74 0
2022-08-20 16862 1 74 0
2022-08-19 16861 9 74 0
2022-08-18 16852 23 74 1
2022-08-17 16829 41 73 0
2022-08-16 16788 25 73 0
2022-08-15 16763 9 73 0
2022-08-14 16754 6 73 0
2022-08-13 16748 5 73 0
2022-08-12 16743 24 73 0
2022-08-11 16719 37 73 0
2022-08-10 16682 19 73 0
2022-08-09 16663 20 73 0
2022-08-08 16643 21 73 0
2022-08-07 16622 9 73 0
2022-08-06 16613 12 73 0
2022-08-05 16601 22 73 0
2022-08-04 16579 25 73 0
2022-08-03 16554 30 73 1
2022-08-02 16524 39 72 0
2022-08-01 16485 54 72 0
2022-07-31 16431 11 72 0
2022-07-30 16420 14 72 0
2022-07-29 16406 16 72 0
2022-07-28 16390 43 72 0
2022-07-27 16347 49 72 0
2022-07-26 16298 55 72 0
2022-07-25 16243 75 72 0
2022-07-24 16168 4 72 0
2022-07-23 16164 8 72 0
2022-07-22 16156 23 72 0
2022-07-21 16133 52 72 0
2022-07-20 16081 73 72 0
2022-07-19 16008 86 72 0
2022-07-18 15922 102 72 0
2022-07-17 15820 8 72 0
2022-07-16 15812 2 72 0
2022-07-15 15810 66 72 0
2022-07-14 15744 73 72 0
2022-07-13 15671 75 72 0
2022-07-12 15596 81 72 0
2022-07-11 15515 90 72 0
2022-07-10 15425 7 72 0
2022-07-09 15418 3 72 0
2022-07-08 15415 48 72 0
2022-07-07 15367 67 72 0
2022-07-06 15300 57 72 1
2022-07-05 15243 85 71 0
2022-07-04 15158 59 71 0
2022-07-03 15099 9 71 0
2022-07-02 15090 1 71 0
2022-07-01 15089 34 71 2
2022-06-30 15055 65 69 0
2022-06-29 14990 36 69 0
2022-06-28 14954 54 69 0
2022-06-27 14900 54 69 0
2022-06-26 14846 15 69 0
2022-06-25 14831 13 69 0
2022-06-24 14818 64 69 0
2022-06-23 14754 51 69 0
2022-06-22 14703 58 69 0
2022-06-21 14645 78 69 0
2022-06-20 14567 50 69 0
2022-06-19 14517 4 69 0
2022-06-18 14513 3 69 0
2022-06-17 14510 50 69 0
2022-06-16 14460 11 69 0
2022-06-15 14449 52 69 0
2022-06-14 14397 50 69 0
2022-06-13 14347 35 69 0
2022-06-12 14312 2 69 0
2022-06-11 14310 1 69 0
2022-06-10 14309 30 69 0
2022-06-09 14279 53 69 0
2022-06-08 14226 30 69 0
2022-06-07 14196 44 69 0
2022-06-06 14152 6 69 0
2022-06-03 14146 20 69 0
2022-06-02 14126 13 69 0
2022-06-01 14113 24 69 0
2022-05-31 14089 28 69 0
2022-05-30 14061 29 69 0
2022-05-29 14032 4 69 0
2022-05-28 14028 3 69 0
2022-05-27 14025 12 69 0
2022-05-26 14013 7 69 0
2022-05-25 14006 22 69 0
2022-05-24 13984 21 69 0
2022-05-23 13963 16 69 0
2022-05-22 13947 4 69 0
2022-05-21 13943 2 69 0
2022-05-20 13941 19 69 0
2022-05-19 13922 21 69 0
2022-05-18 13901 35 69 0
2022-05-17 13866 41 69 1
2022-05-16 13825 20 68 0
2022-05-15 13805 2 68 0
2022-05-14 13803 12 68 0
2022-05-13 13791 50 68 0
2022-05-12 13741 41 68 0
2022-05-11 13700 64 68 0
2022-05-10 13636 84 68 0
2022-05-09 13552 64 68 0
2022-05-08 13488 1 68 0
2022-05-07 13487 26 68 0
2022-05-06 13461 84 68 0
2022-05-05 13377 81 68 0
2022-05-04 13296 84 68 0
2022-05-03 13212 115 68 0
2022-05-02 13097 173 68 0
2022-05-01 12924 13 68 0
2022-04-30 12911 67 68 0
2022-04-29 12844 71 68 0
2022-04-28 12773 86 68 0
2022-04-27 12687 167 68 0
2022-04-26 12520 55 68 0
2022-04-25 12465 71 68 0
2022-04-24 12394 60 68 0
2022-04-23 12334 37 68 0
2022-04-22 12297 67 68 0
2022-04-21 12230 106 68 0
2022-04-20 12124 103 68 0
2022-04-19 12021 59 68 1
2022-04-18 11962 3 67 1
2022-04-17 11959 6 66 0
2022-04-16 11953 44 66 0
2022-04-15 11909 58 66 0
2022-04-14 11851 133 66 0
2022-04-13 11718 76 66 0
2022-04-12 11642 145 66 1
2022-04-11 11497 102 65 0
2022-04-10 11395 85 65 0
2022-04-09 11310 8 65 0
2022-04-08 11302 69 65 0
2022-04-07 11233 85 65 0
2022-04-06 11148 127 65 1
2022-04-05 11021 136 64 1
2022-04-04 10885 65 63 0
2022-04-03 10820 36 63 0
2022-04-02 10784 42 63 0
2022-04-01 10742 126 63 0
2022-03-31 10616 99 63 0
2022-03-30 10517 117 63 1
2022-03-29 10400 131 62 0
2022-03-28 10269 30 62 0
2022-03-27 10239 96 62 0
2022-03-26 10143 72 62 0
2022-03-25 10071 136 62 0
2022-03-24 9935 196 62 1
2022-03-23 9739 263 61 0
2022-03-22 9476 171 61 0
2022-03-21 9305 83 61 0
2022-03-20 9222 72 61 0
2022-03-19 9150 65 61 0
2022-03-18 9085 145 61 0
2022-03-17 8940 170 61 0
2022-03-16 8770 145 61 0
2022-03-15 8625 179 61 0
2022-03-14 8446 99 61 0
2022-03-13 8347 58 61 0
2022-03-12 8289 42 61 0
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2022-03-10 8123 102 61 0
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2022-03-07 7779 102 61 0
2022-03-06 7677 31 61 0
2022-03-05 7646 53 61 0
2022-03-04 7593 80 61 0
2022-03-03 7513 130 61 0
2022-03-02 7383 128 61 0
2022-03-01 7255 169 61 0
2022-02-28 7086 69 61 0
2022-02-27 7017 37 61 0
2022-02-26 6980 17 61 0
2022-02-25 6963 59 61 0
2022-02-24 6904 96 61 0
2022-02-23 6808 72 61 0
2022-02-22 6736 80 61 0
2022-02-21 6656 85 61 0
2022-02-20 6571 39 61 0
2022-02-19 6532 11 61 0
2022-02-18 6521 22 61 0
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2022-02-14 6263 41 61 0
2022-02-13 6222 4 61 0
2022-02-12 6218 37 61 0
2022-02-11 6181 59 61 0
2022-02-10 6122 78 61 0
2022-02-09 6044 147 61 0
2022-02-08 5897 150 61 0
2022-02-07 5747 30 61 0
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2022-02-05 5648 101 61 0
2022-02-04 5547 96 61 2
2022-02-03 5451 127 59 0
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2022-01-26 4776 122 59 0
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2022-01-23 4530 32 59 0
2022-01-22 4498 45 59 0
2022-01-21 4453 53 59 0
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2022-01-19 4344 61 59 0
2022-01-18 4283 75 59 0
2022-01-17 4208 19 59 0
2022-01-16 4189 29 59 0
2022-01-15 4160 24 59 0
2022-01-14 4136 38 59 0
2022-01-13 4098 25 59 0
2022-01-12 4073 52 59 0
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2022-01-08 3948 18 59 0
2022-01-07 3930 30 59 0
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2022-01-05 3868 46 59 0
2022-01-04 3822 38 59 0
2022-01-03 3784 7 59 0
2022-01-02 3777 33 59 0
2022-01-01 3744 14 59 0
2021-12-31 3730 10 59 0
2021-12-30 3720 20 59 0
2021-12-29 3700 9 59 0
2021-12-28 3691 20 59 0
2021-12-27 3671 5 59 0
2021-12-26 3666 3 59 0
2021-12-25 3663 10 59 0
2021-12-24 3653 11 59 0
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2021-12-22 3629 30 59 0
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2021-12-20 3582 11 59 0
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2021-12-17 3542 19 59 0
2021-12-16 3523 39 59 0
2021-12-15 3484 27 59 0
2021-12-14 3457 41 59 0
2021-12-13 3416 7 59 0
2021-12-12 3409 23 59 0
2021-12-11 3386 10 59 0
2021-12-10 3376 45 59 0
2021-12-09 3331 25 59 0
2021-12-08 3306 47 59 0
2021-12-07 3259 16 59 0
2021-12-06 3243 19 59 0
2021-12-05 3224 11 59 0
2021-12-04 3213 13 59 0
2021-12-03 3200 42 59 0
2021-12-02 3158 28 59 0
2021-12-01 3130 45 59 2
2021-11-30 3085 40 57 0
2021-11-29 3045 21 57 1
2021-11-28 3024 19 56 0
2021-11-27 3005 32 56 1
2021-11-26 2973 48 55 0
2021-11-25 2925 35 55 1
2021-11-24 2890 52 54 0
2021-11-23 2838 58 54 3
2021-11-22 2780 11 51 1
2021-11-21 2769 29 50 0
2021-11-20 2740 28 50 0
2021-11-19 2712 47 50 1
2021-11-18 2665 50 49 1
2021-11-17 2615 64 48 0
2021-11-16 2551 41 48 0
2021-11-15 2510 19 48 0
2021-11-14 2491 10 48 1
2021-11-13 2481 26 47 0
2021-11-12 2455 24 47 0
2021-11-11 2431 19 47 1
2021-11-10 2412 43 46 1
2021-11-09 2369 22 45 0
2021-11-08 2347 9 45 0
2021-11-07 2338 11 45 0
2021-11-06 2327 34 45 0
2021-11-05 2293 17 45 0
2021-11-04 2276 23 45 0
2021-11-03 2253 22 45 0
2021-11-02 2231 4 45 0
2021-11-01 2227 3 45 0
2021-10-31 2224 8 45 1
2021-10-30 2216 9 44 0
2021-10-29 2207 24 44 0
2021-10-28 2183 7 44 0
2021-10-27 2176 16 44 1
2021-10-26 2160 2 43 0
2021-10-25 2158 3 43 1
2021-10-23 2155 5 42 0
2021-10-22 2150 4 42 0
2021-10-21 2146 5 42 0
2021-10-20 2141 10 42 0
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2021-09-25 2029 12 41 0
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2021-04-19 1375 3 34 0
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2021-03-29 1212 4 33 0
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2021-03-24 1183 3 33 0
2021-03-23 1180 4 33 0
2021-03-20 1176 5 33 0
2021-03-19 1171 6 33 0
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2021-03-17 1163 6 33 0
2021-03-16 1157 2 33 0
2021-03-13 1155 2 33 0
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2021-03-11 1147 4 33 0
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2021-03-05 1125 3 33 0
2021-03-04 1122 5 33 0
2021-03-03 1117 1 33 0
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2021-02-28 1112 1 33 0
2021-02-26 1111 1 33 0
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2021-02-23 1104 1 33 0
2021-02-21 1103 1 33 0
2021-02-20 1102 7 33 0
2021-02-19 1095 3 33 0
2021-02-18 1092 6 33 0
2021-02-17 1086 3 33 0
2021-02-14 1083 2 33 0
2021-02-13 1081 4 33 0
2021-02-12 1077 2 33 0
2021-02-11 1075 2 33 0
2021-02-10 1073 4 33 0
2021-02-09 1069 11 33 1
2021-02-08 1058 3 32 0
2021-02-06 1055 4 32 0
2021-02-05 1051 4 32 0
2021-02-04 1047 3 32 0
2021-02-03 1044 10 32 0
2021-02-02 1034 11 32 0
2021-02-01 1023 6 32 0
2021-01-30 1017 10 32 0
2021-01-29 1007 4 32 0
2021-01-28 1003 16 32 0
2021-01-27 987 21 32 0
2021-01-26 966 11 32 1
2021-01-25 955 10 31 0
2021-01-23 945 8 31 0
2021-01-22 937 25 31 0
2021-01-21 912 12 31 1
2021-01-20 900 13 30 0
2021-01-19 887 17 30 0
2021-01-18 870 7 30 0
2021-01-17 863 8 30 0
2021-01-16 855 3 30 0
2021-01-15 852 11 30 2
2021-01-14 841 16 28 1
2021-01-13 825 17 27 0
2021-01-12 808 18 27 1
2021-01-11 790 9 26 0
2021-01-10 781 6 26 1
2021-01-09 775 5 25 0
2021-01-08 770 18 25 0
2021-01-07 752 14 25 1
2021-01-06 738 14 24 0
2021-01-05 724 29 24 1
2021-01-04 695 2 23 1
2021-01-03 693 3 22 0
2021-01-02 690 5 22 1
2021-01-01 685 3 21 1
2020-12-31 682 18 20 0
2020-12-30 664 27 20 0
2020-12-29 637 12 20 3
2020-12-28 625 15 17 2
2020-12-26 610 2 15 1
2020-12-25 608 1 14 0
2020-12-24 607 10 14 0
2020-12-23 597 12 14 0
2020-12-22 585 5 14 1
2020-12-21 580 15 13 0
2020-12-20 565 4 13 0
2020-12-19 561 18 13 0
2020-12-18 543 4 13 0
2020-12-17 539 11 13 0
2020-12-16 528 16 13 0
2020-12-15 512 20 13 2
2020-12-14 492 17 11 0
2020-12-13 475 7 11 2
2020-12-12 468 5 9 0
2020-12-11 463 12 9 0
2020-12-10 451 10 9 0
2020-12-09 441 23 9 0
2020-12-08 418 6 9 0
2020-12-07 412 8 9 0
2020-12-06 404 10 9 0
2020-12-05 394 7 9 0
2020-12-04 387 5 9 0
2020-12-03 382 18 9 3
2020-12-02 364 7 6 1
2020-12-01 357 8 5 1
2020-11-30 349 2 4 0
2020-11-29 347 3 4 0
2020-11-28 344 3 4 0
2020-11-27 341 6 4 1
2020-11-26 335 2 3 0
2020-11-25 333 9 3 0
2020-11-24 324 4 3 0
2020-11-23 320 3 3 0
2020-11-22 317 4 3 0
2020-11-21 313 4 3 0
2020-11-20 309 7 3 0
2020-11-19 302 10 3 0
2020-11-18 292 12 3 0
2020-11-17 280 6 3 0
2020-11-16 274 2 3 0
2020-11-15 272 8 3 0
2020-11-14 264 2 3 0
2020-11-13 262 10 3 0
2020-11-12 252 12 3 0
2020-11-11 240 11 3 0
2020-11-10 229 6 3 0
2020-11-09 223 6 3 0
2020-11-08 217 7 3 0
2020-11-07 210 3 3 0
2020-11-06 207 10 3 1
2020-11-05 197 3 2 0
2020-11-04 194 2 2 0
2020-11-03 192 13 2 0
2020-11-02 179 1 2 0
2020-10-31 178 11 2 0
2020-10-30 167 7 2 0
2020-10-29 160 5 2 0
2020-10-28 155 8 2 0
2020-10-27 147 11 2 0
2020-10-26 136 2 2 0
2020-10-25 134 2 2 0
2020-10-24 132 1 2 0
2020-10-23 131 4 2 0
2020-10-22 127 3 2 0
2020-10-21 124 2 2 0
2020-10-20 122 2 2 0
2020-10-19 120 9 2 0
2020-10-16 111 2 2 0
2020-10-15 109 8 2 0
2020-10-14 101 1 2 0
2020-10-13 100 2 2 0
2020-10-12 98 1 2 0
2020-10-08 97 5 2 0
2020-10-07 92 1 2 0
2020-10-06 91 1 2 0
2020-10-01 90 1 2 0
2020-09-15 89 1 2 0
2020-09-14 88 2 2 0
2020-09-07 86 2 2 0
2020-09-02 84 1 2 0
2020-08-31 83 2 2 0
2020-08-26 81 1 2 0
2020-08-24 80 1 2 0
2020-08-21 79 3 2 0
2020-08-20 76 3 2 0
2020-08-18 73 1 2 0
2020-08-17 72 1 2 0
2020-08-15 71 1 2 0
2020-08-13 70 1 2 0
2020-08-10 69 1 2 0
2020-08-08 68 1 2 0
2020-07-06 67 1 2 0
2020-06-26 66 1 2 0
2020-05-04 65 1 2 1
2020-04-27 64 1 1 0
2020-04-22 63 2 1 0
2020-04-18 61 1 1 0
2020-04-17 60 1 1 0
2020-04-16 59 1 1 0
2020-04-13 58 1 1 0
2020-04-10 57 1 1 0
2020-04-09 56 1 1 0
2020-04-08 55 4 1 0
2020-04-05 51 3 1 0
2020-04-03 48 1 1 0
2020-04-02 47 3 1 0
2020-04-01 44 6 1 0
2020-03-31 38 3 1 1
2020-03-30 35 1 0 0
2020-03-29 34 3 0 0
2020-03-28 31 3 0 0
2020-03-27 28 6 0 0
2020-03-26 22 7 0 0
2020-03-25 15 1 0 0
2020-03-24 14 7 0 0
2020-03-23 7 2 0 0
2020-03-20 5 1 0 0
2020-03-19 4 2 0 0
2020-03-18 2 1 0 0

Explore the data in your web browser¶

  • If you want to execute this notebook, click here to use myBinder
  • and wait (~1 to 2 minutes)
  • Then press SHIFT+RETURN to advance code cell to code cell
  • See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:¶

  • Johns Hopkins University provides data for countries
  • Robert Koch Institute provides data for within Germany
  • Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
  • Open source and scientific computing community for the data tools
  • Github for hosting repository and html files
  • Project Jupyter for the Notebook and binder service
  • The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)

In [7]:
print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")
Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.
In [8]:
# to force a fresh download of data, run "clear_cache()"
In [9]:
print(f"Notebook execution took: {datetime.datetime.now()-start}")
Notebook execution took: 0:03:10.585203