Germany: LK Burgenlandkreis (Sachsen-Anhalt)¶

  • Homepage of project: https://oscovida.github.io
  • Plots are explained at http://oscovida.github.io/plots.html
  • Execute this Jupyter Notebook using myBinder
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 15:27:22 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Burgenlandkreis", weeks=5);
2023-03-07T15:27:40.295983 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 60 60 80 80 100 100 7-day incidence rate (per 100K people) 44.2 LK Burgenlandkreis, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5 10 15 20 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.2 0.4 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Burgenlandkreis cases daily growth factor Germany-LK Burgenlandkreis cases daily growth factor (rolling mean) Germany-LK Burgenlandkreis estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.0 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Burgenlandkreis deaths daily growth factor Germany-LK Burgenlandkreis deaths daily growth factor (rolling mean) Germany-LK Burgenlandkreis estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 6000 8000 cases doubling time [days] Germany-LK Burgenlandkreis doubling time cases (rolling mean) 0.00 8.82 17.63 26.45 35.27 daily change Germany-LK Burgenlandkreis new cases (rolling 7d mean) Germany-LK Burgenlandkreis new cases 0.000 0.353 0.705 daily change Germany-LK Burgenlandkreis new deaths (rolling 7d mean) Germany-LK Burgenlandkreis new deaths 0.000 0.249 0.499 0.748 0.997
In [4]:
overview(country="Germany", subregion="LK Burgenlandkreis");
2023-03-07T15:27:56.881249 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 1000 1000 2000 2000 7-day incidence rate (per 100K people) 44.2 LK Burgenlandkreis, 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 0 100 200 300 400 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5 10 15 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Burgenlandkreis cases daily growth factor Germany-LK Burgenlandkreis cases daily growth factor (rolling mean) Germany-LK Burgenlandkreis estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.0 0.0 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Burgenlandkreis deaths daily growth factor Germany-LK Burgenlandkreis deaths daily growth factor (rolling mean) Germany-LK Burgenlandkreis estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5000 10000 cases doubling time [days] Germany-LK Burgenlandkreis doubling time cases (rolling mean) Germany-LK Burgenlandkreis doubling time deaths (rolling mean) 0.0 176.3 352.7 529.0 705.3 daily change Germany-LK Burgenlandkreis new cases (rolling 7d mean) Germany-LK Burgenlandkreis new cases 0.00 8.82 17.63 26.45 daily change Germany-LK Burgenlandkreis new deaths (rolling 7d mean) Germany-LK Burgenlandkreis new deaths 0 456 911 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Burgenlandkreis", dates="2020-03-15:");
2023-03-07T15:30:37.539144 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: LK Burgenlandkreis LK Burgenlandkreis 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 10 10 daily new deaths (rolling 7-day mean) normalised by 100K people LK Burgenlandkreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Burgenlandkreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Burgenlandkreis")
print(f'Population of country="Germany", subregion="LK Burgenlandkreis": {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="LK Burgenlandkreis": 176333 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-05 85806 4 1001 0
2023-03-04 85802 5 1001 0
2023-03-03 85797 4 1001 0
2023-03-02 85793 23 1001 0
2023-03-01 85770 22 1001 0
2023-02-28 85748 20 1001 0
2023-02-27 85728 17 1001 0
2023-02-26 85711 3 1001 0
2023-02-25 85708 9 1001 0
2023-02-24 85699 21 1001 0
2023-02-23 85678 24 1001 0
2023-02-22 85654 17 1001 0
2023-02-21 85637 34 1001 0
2023-02-20 85603 24 1001 0
2023-02-19 85579 6 1001 0
2023-02-18 85573 11 1001 0
2023-02-17 85562 19 1001 0
2023-02-16 85543 42 1001 0
2023-02-15 85501 26 1001 0
2023-02-14 85475 26 1001 0
2023-02-13 85449 29 1001 0
2023-02-12 85420 2 1001 0
2023-02-11 85418 13 1001 0
2023-02-10 85405 12 1001 0
2023-02-09 85393 20 1001 0
2023-02-08 85373 24 1001 0
2023-02-07 85349 25 1001 0
2023-02-06 85324 27 1001 0
2023-02-05 85297 1 1001 0
2023-02-04 85296 9 1001 0
2023-02-03 85287 16 1001 0
2023-02-02 85271 20 1001 0
2023-02-01 85251 35 1001 1
2023-01-31 85216 42 1000 0
2023-01-30 85174 38 1000 0
2023-01-29 85136 2 1000 1
2023-01-28 85134 14 999 0
2023-01-27 85120 20 999 1
2023-01-26 85100 21 998 1
2023-01-25 85079 19 997 0
2023-01-24 85060 28 997 0
2023-01-23 85032 26 997 0
2023-01-22 85006 4 997 0
2023-01-21 85002 12 997 2
2023-01-20 84990 26 995 0
2023-01-19 84964 15 995 0
2023-01-18 84949 16 995 1
2023-01-17 84933 36 994 0
2023-01-16 84897 18 994 0
2023-01-15 84879 3 994 0
2023-01-14 84876 4 994 0
2023-01-13 84872 15 994 0
2023-01-12 84857 9 994 0
2023-01-11 84848 37 994 1
2023-01-10 84811 57 993 0
2023-01-09 84754 47 993 0
2023-01-08 84707 7 993 2
2023-01-07 84700 7 991 0
2023-01-06 84693 18 991 0
2023-01-05 84675 34 991 0
2023-01-04 84641 43 991 0
2023-01-03 84598 49 991 1
2023-01-02 84549 50 990 2
2023-01-01 84499 5 988 0
2022-12-31 84494 19 988 0
2022-12-30 84475 36 988 0
2022-12-29 84439 39 988 1
2022-12-28 84400 25 987 0
2022-12-27 84375 62 987 1
2022-12-26 84313 32 986 0
2022-12-25 84281 6 986 0
2022-12-24 84275 25 986 0
2022-12-23 84250 62 986 0
2022-12-22 84188 30 986 0
2022-12-21 84158 76 986 1
2022-12-20 84082 81 985 2
2022-12-19 84001 56 983 1
2022-12-18 83945 11 982 0
2022-12-17 83934 53 982 0
2022-12-16 83881 53 982 1
2022-12-15 83828 67 981 1
2022-12-14 83761 79 980 0
2022-12-13 83682 155 980 1
2022-12-12 83527 65 979 0
2022-12-11 83462 23 979 0
2022-12-10 83439 45 979 0
2022-12-09 83394 72 979 0
2022-12-08 83322 51 979 0
2022-12-07 83271 77 979 0
2022-12-06 83194 99 979 1
2022-12-05 83095 89 978 0
2022-12-04 83006 19 978 1
2022-12-03 82987 33 977 0
2022-12-02 82954 81 977 0
2022-12-01 82873 79 977 3
2022-11-30 82794 96 974 1
2022-11-29 82698 128 973 2
2022-11-28 82570 86 971 3
2022-11-27 82484 18 968 0
2022-11-26 82466 38 968 0
2022-11-25 82428 80 968 1
2022-11-24 82348 73 967 1
2022-11-23 82275 69 966 0
2022-11-22 82206 98 966 0
2022-11-21 82108 63 966 1
2022-11-20 82045 9 965 0
2022-11-19 82036 34 965 1
2022-11-18 82002 63 964 0
2022-11-17 81939 58 964 0
2022-11-16 81881 84 964 0
2022-11-15 81797 72 964 0
2022-11-14 81725 61 964 0
2022-11-13 81664 18 964 0
2022-11-12 81646 19 964 0
2022-11-11 81627 50 964 1
2022-11-10 81577 54 963 0
2022-11-09 81523 68 963 0
2022-11-08 81455 84 963 0
2022-11-07 81371 104 963 2
2022-11-06 81267 12 961 0
2022-11-05 81255 28 961 0
2022-11-04 81227 63 961 1
2022-11-03 81164 59 960 1
2022-11-02 81105 137 959 1
2022-11-01 80968 67 958 1
2022-10-31 80901 36 957 1
2022-10-30 80865 11 956 1
2022-10-29 80854 45 955 0
2022-10-28 80809 48 955 0
2022-10-27 80761 87 955 0
2022-10-26 80674 134 955 1
2022-10-25 80540 186 954 1
2022-10-24 80354 129 953 2
2022-10-23 80225 19 951 0
2022-10-22 80206 71 951 0
2022-10-21 80135 132 951 0
2022-10-20 80003 293 951 2
2022-10-19 79710 185 949 1
2022-10-18 79525 236 948 2
2022-10-17 79289 236 946 2
2022-10-16 79053 18 944 0
2022-10-15 79035 90 944 0
2022-10-14 78945 197 944 0
2022-10-13 78748 151 944 0
2022-10-12 78597 204 944 1
2022-10-11 78393 319 943 1
2022-10-10 78074 225 942 2
2022-10-09 77849 96 940 1
2022-10-08 77753 78 939 0
2022-10-07 77675 246 939 1
2022-10-06 77429 273 938 4
2022-10-05 77156 251 934 1
2022-10-04 76905 272 933 0
2022-10-03 76633 18 933 1
2022-10-02 76615 33 932 0
2022-10-01 76582 84 932 0
2022-09-30 76498 132 932 0
2022-09-29 76366 123 932 2
2022-09-28 76243 149 930 0
2022-09-27 76094 173 930 0
2022-09-26 75921 93 930 0
2022-09-25 75828 39 930 0
2022-09-24 75789 40 930 0
2022-09-23 75749 112 930 0
2022-09-22 75637 92 930 0
2022-09-21 75545 103 930 0
2022-09-20 75442 102 930 0
2022-09-19 75340 58 930 0
2022-09-18 75282 17 930 0
2022-09-17 75265 42 930 0
2022-09-16 75223 75 930 0
2022-09-15 75148 66 930 1
2022-09-14 75082 73 929 1
2022-09-13 75009 125 928 0
2022-09-12 74884 97 928 1
2022-09-11 74787 26 927 0
2022-09-10 74761 30 927 0
2022-09-09 74731 32 927 0
2022-09-08 74699 70 927 0
2022-09-07 74629 64 927 0
2022-09-06 74565 106 927 0
2022-09-05 74459 39 927 1
2022-09-04 74420 27 926 1
2022-09-03 74393 28 925 0
2022-09-02 74365 58 925 0
2022-09-01 74307 59 925 0
2022-08-31 74248 55 925 0
2022-08-30 74193 76 925 1
2022-08-29 74117 78 924 0
2022-08-28 74039 4 924 0
2022-08-27 74035 42 924 0
2022-08-26 73993 65 924 2
2022-08-25 73928 57 922 1
2022-08-24 73871 72 921 0
2022-08-23 73799 83 921 0
2022-08-22 73716 63 921 1
2022-08-21 73653 22 920 0
2022-08-20 73631 44 920 0
2022-08-19 73587 50 920 0
2022-08-18 73537 67 920 1
2022-08-17 73470 76 919 0
2022-08-16 73394 120 919 0
2022-08-15 73274 84 919 0
2022-08-14 73190 16 919 1
2022-08-13 73174 49 918 0
2022-08-12 73125 53 918 0
2022-08-11 73072 76 918 0
2022-08-10 72996 82 918 0
2022-08-09 72914 136 918 0
2022-08-08 72778 95 918 0
2022-08-07 72683 11 918 0
2022-08-06 72672 44 918 1
2022-08-05 72628 82 917 0
2022-08-04 72546 79 917 2
2022-08-03 72467 99 915 0
2022-08-02 72368 163 915 0
2022-08-01 72205 110 915 0
2022-07-31 72095 50 915 0
2022-07-30 72045 59 915 0
2022-07-29 71986 91 915 1
2022-07-28 71895 125 914 1
2022-07-27 71770 169 913 0
2022-07-26 71601 235 913 3
2022-07-25 71366 141 910 0
2022-07-24 71225 60 910 0
2022-07-23 71165 62 910 0
2022-07-22 71103 169 910 0
2022-07-21 70934 141 910 0
2022-07-20 70793 162 910 1
2022-07-19 70631 237 909 0
2022-07-18 70394 185 909 0
2022-07-17 70209 20 909 0
2022-07-16 70189 57 909 1
2022-07-15 70132 172 908 0
2022-07-14 69960 154 908 0
2022-07-13 69806 168 908 0
2022-07-12 69638 318 908 0
2022-07-11 69320 191 908 2
2022-07-10 69129 33 906 0
2022-07-09 69096 85 906 0
2022-07-08 69011 103 906 0
2022-07-07 68908 142 906 1
2022-07-06 68766 203 905 0
2022-07-05 68563 287 905 0
2022-07-04 68276 186 905 0
2022-07-03 68090 40 905 0
2022-07-02 68050 131 905 0
2022-07-01 67919 190 905 0
2022-06-30 67729 284 905 0
2022-06-29 67445 167 905 0
2022-06-28 67278 207 905 2
2022-06-27 67071 148 903 0
2022-06-24 66923 78 903 0
2022-06-23 66845 104 903 0
2022-06-22 66741 110 903 1
2022-06-21 66631 176 902 6
2022-06-20 66455 24 896 0
2022-06-19 66431 25 896 0
2022-06-18 66406 77 896 0
2022-06-17 66329 62 896 0
2022-06-16 66267 69 896 0
2022-06-15 66198 62 896 1
2022-06-14 66136 97 895 0
2022-06-13 66039 38 895 0
2022-06-12 66001 21 895 0
2022-06-11 65980 45 895 0
2022-06-10 65935 30 895 1
2022-06-09 65905 95 894 0
2022-06-08 65810 69 894 0
2022-06-07 65741 11 894 0
2022-06-06 65730 12 894 0
2022-06-05 65718 46 894 1
2022-06-03 65672 32 893 0
2022-06-02 65640 28 893 0
2022-06-01 65612 51 893 0
2022-05-31 65561 56 893 0
2022-05-30 65505 15 893 0
2022-05-29 65490 28 893 0
2022-05-28 65462 10 893 0
2022-05-27 65452 25 893 0
2022-05-26 65427 29 893 0
2022-05-25 65398 47 893 1
2022-05-24 65351 47 892 0
2022-05-23 65304 26 892 0
2022-05-22 65278 18 892 0
2022-05-21 65260 27 892 0
2022-05-20 65233 26 892 0
2022-05-19 65207 40 892 0
2022-05-18 65167 72 892 0
2022-05-17 65095 89 892 0
2022-05-16 65006 21 892 0
2022-05-15 64985 84 892 0
2022-05-13 64901 59 892 1
2022-05-12 64842 77 891 0
2022-05-11 64765 95 891 0
2022-05-10 64670 139 891 2
2022-05-09 64531 42 889 1
2022-05-08 64489 52 888 0
2022-05-07 64437 85 888 0
2022-05-06 64352 59 888 0
2022-05-05 64293 75 888 0
2022-05-04 64218 188 888 1
2022-05-03 64030 215 887 1
2022-05-02 63815 112 886 0
2022-05-01 63703 71 886 0
2022-04-30 63632 59 886 0
2022-04-29 63573 116 886 0
2022-04-28 63457 151 886 0
2022-04-27 63306 167 886 1
2022-04-26 63139 273 885 0
2022-04-25 62866 364 885 2
2022-04-24 62502 316 883 0
2022-04-23 62186 64 883 0
2022-04-22 62122 341 883 2
2022-04-21 61781 603 881 2
2022-04-20 61178 447 879 2
2022-04-19 60731 549 877 5
2022-04-18 60182 185 872 0
2022-04-17 59997 135 872 0
2022-04-16 59862 89 872 0
2022-04-15 59773 115 872 0
2022-04-14 59658 652 872 2
2022-04-13 59006 777 870 2
2022-04-12 58229 758 868 0
2022-04-11 57471 801 868 1
2022-04-10 56670 445 867 2
2022-04-09 56225 240 865 1
2022-04-08 55985 342 864 0
2022-04-07 55643 400 864 2
2022-04-06 55243 458 862 0
2022-04-05 54785 393 862 3
2022-04-04 54392 217 859 2
2022-04-03 54175 296 857 0
2022-04-02 53879 326 857 0
2022-04-01 53553 156 857 0
2022-03-31 53397 218 857 0
2022-03-30 53179 238 857 0
2022-03-29 52941 427 857 1
2022-03-28 52514 452 856 2
2022-03-27 52062 328 854 2
2022-03-26 51734 436 852 0
2022-03-25 51298 524 852 1
2022-03-24 50774 558 851 2
2022-03-23 50216 568 849 4
2022-03-22 49648 719 845 1
2022-03-21 48929 546 844 6
2022-03-20 48383 412 838 2
2022-03-19 47971 578 836 0
2022-03-18 47393 499 836 1
2022-03-17 46894 739 835 2
2022-03-16 46155 689 833 2
2022-03-15 45466 361 831 0
2022-03-14 45105 400 831 0
2022-03-13 44705 504 831 0
2022-03-12 44201 590 831 3
2022-03-11 43611 856 828 3
2022-03-10 42755 580 825 0
2022-03-09 42175 603 825 2
2022-03-08 41572 503 823 2
2022-03-07 41069 400 821 1
2022-03-06 40669 458 820 0
2022-03-05 40211 352 820 3
2022-03-04 39859 505 817 1
2022-03-03 39354 392 816 1
2022-03-02 38962 379 815 0
2022-03-01 38583 368 815 2
2022-02-28 38215 174 813 0
2022-02-27 38041 458 813 1
2022-02-26 37583 246 812 2
2022-02-25 37337 476 810 0
2022-02-24 36861 523 810 0
2022-02-23 36338 505 810 1
2022-02-22 35833 505 809 1
2022-02-21 35328 123 808 0
2022-02-20 35205 98 808 1
2022-02-19 35107 202 807 1
2022-02-18 34905 403 806 1
2022-02-17 34502 414 805 3
2022-02-16 34088 484 802 3
2022-02-15 33604 438 799 1
2022-02-14 33166 185 798 2
2022-02-13 32981 134 796 0
2022-02-12 32847 246 796 3
2022-02-11 32601 493 793 1
2022-02-10 32108 431 792 1
2022-02-09 31677 461 791 0
2022-02-08 31216 380 791 0
2022-02-07 30836 48 791 0
2022-02-06 30788 164 791 0
2022-02-05 30624 286 791 2
2022-02-04 30338 388 789 0
2022-02-03 29950 387 789 1
2022-02-02 29563 314 788 1
2022-02-01 29249 306 787 2
2022-01-31 28943 44 785 0
2022-01-30 28899 85 785 0
2022-01-29 28814 233 785 0
2022-01-28 28581 201 785 1
2022-01-27 28380 223 784 0
2022-01-26 28157 179 784 1
2022-01-25 27978 251 783 1
2022-01-24 27727 71 782 0
2022-01-23 27656 99 782 0
2022-01-22 27557 77 782 1
2022-01-21 27480 60 781 0
2022-01-20 27420 123 781 2
2022-01-19 27297 132 779 0
2022-01-18 27165 116 779 1
2022-01-17 27049 25 778 0
2022-01-16 27024 16 778 0
2022-01-15 27008 79 778 0
2022-01-14 26929 87 778 1
2022-01-13 26842 33 777 0
2022-01-12 26809 43 777 0
2022-01-11 26766 98 777 1
2022-01-10 26668 11 776 0
2022-01-09 26657 53 776 0
2022-01-08 26604 60 776 0
2022-01-07 26544 23 776 0
2022-01-06 26521 81 776 1
2022-01-05 26440 160 775 4
2022-01-04 26280 111 771 0
2022-01-03 26169 5 771 1
2022-01-02 26164 28 770 0
2022-01-01 26136 11 770 1
2021-12-31 26125 94 769 1
2021-12-30 26031 103 768 1
2021-12-29 25928 118 767 2
2021-12-28 25810 138 765 3
2021-12-27 25672 12 762 0
2021-12-26 25660 59 762 0
2021-12-25 25601 37 762 1
2021-12-24 25564 64 761 0
2021-12-23 25500 127 761 2
2021-12-22 25373 130 759 2
2021-12-21 25243 226 757 3
2021-12-20 25017 38 754 3
2021-12-19 24979 143 751 1
2021-12-18 24836 113 750 1
2021-12-17 24723 175 749 2
2021-12-16 24548 341 747 8
2021-12-15 24207 301 739 8
2021-12-14 23906 348 731 3
2021-12-13 23558 139 728 3
2021-12-12 23419 143 725 1
2021-12-11 23276 110 724 0
2021-12-10 23166 181 724 2
2021-12-09 22985 229 722 3
2021-12-08 22756 183 719 0
2021-12-07 22573 410 719 3
2021-12-06 22163 252 716 3
2021-12-05 21911 222 713 2
2021-12-04 21689 293 711 2
2021-12-03 21396 303 709 2
2021-12-02 21093 409 707 3
2021-12-01 20684 248 704 0
2021-11-30 20436 392 704 8
2021-11-29 20044 291 696 1
2021-11-28 19753 209 695 0
2021-11-27 19544 232 695 1
2021-11-26 19312 365 694 7
2021-11-25 18947 360 687 3
2021-11-24 18587 283 684 3
2021-11-23 18304 352 681 3
2021-11-22 17952 218 678 6
2021-11-21 17734 247 672 2
2021-11-20 17487 139 670 1
2021-11-19 17348 226 669 2
2021-11-18 17122 357 667 7
2021-11-17 16765 335 660 5
2021-11-16 16430 258 655 8
2021-11-15 16172 31 647 2
2021-11-14 16141 10 645 0
2021-11-13 16131 138 645 0
2021-11-12 15993 288 645 1
2021-11-11 15705 162 644 4
2021-11-10 15543 141 640 2
2021-11-09 15402 192 638 6
2021-11-08 15210 11 632 2
2021-11-07 15199 92 630 0
2021-11-06 15107 63 630 1
2021-11-05 15044 52 629 0
2021-11-04 14992 104 629 0
2021-11-03 14888 114 629 0
2021-11-02 14774 119 629 2
2021-11-01 14655 7 627 0
2021-10-31 14648 6 627 0
2021-10-30 14642 34 627 1
2021-10-29 14608 90 626 4
2021-10-28 14518 52 622 3
2021-10-27 14466 100 619 0
2021-10-26 14366 26 619 2
2021-10-25 14340 4 617 0
2021-10-23 14336 53 617 0
2021-10-22 14283 31 617 0
2021-10-21 14252 62 617 1
2021-10-20 14190 52 616 0
2021-10-19 14138 61 616 2
2021-10-18 14077 4 614 0
2021-10-17 14073 9 614 1
2021-10-16 14064 61 613 0
2021-10-15 14003 19 613 0
2021-10-14 13984 23 613 0
2021-10-13 13961 68 613 0
2021-10-12 13893 46 613 2
2021-10-11 13847 2 611 1
2021-10-09 13845 28 610 0
2021-10-08 13817 43 610 1
2021-10-07 13774 47 609 0
2021-10-06 13727 25 609 0
2021-10-05 13702 32 609 0
2021-10-04 13670 2 609 0
2021-10-03 13668 7 609 0
2021-10-02 13661 19 609 0
2021-10-01 13642 31 609 0
2021-09-30 13611 22 609 0
2021-09-29 13589 33 609 0
2021-09-28 13556 43 609 0
2021-09-27 13513 1 609 0
2021-09-26 13512 1 609 0
2021-09-25 13511 18 609 0
2021-09-24 13493 17 609 0
2021-09-23 13476 12 609 1
2021-09-22 13464 13 608 0
2021-09-21 13451 18 608 0
2021-09-19 13433 3 608 0
2021-09-18 13430 11 608 0
2021-09-17 13419 10 608 0
2021-09-16 13409 14 608 0
2021-09-15 13395 13 608 0
2021-09-14 13382 24 608 0
2021-09-11 13358 13 608 0
2021-09-10 13345 14 608 0
2021-09-09 13331 4 608 0
2021-09-08 13327 5 608 0
2021-09-07 13322 8 608 0
2021-09-06 13314 1 608 0
2021-09-05 13313 2 608 0
2021-09-04 13311 8 608 0
2021-09-03 13303 7 608 0
2021-09-02 13296 4 608 0
2021-09-01 13292 22 608 0
2021-08-31 13270 14 608 0
2021-08-28 13256 1 608 0
2021-08-27 13255 6 608 0
2021-08-26 13249 8 608 0
2021-08-25 13241 11 608 0
2021-08-24 13230 12 608 0
2021-08-21 13218 6 608 0
2021-08-20 13212 1 608 0
2021-08-19 13211 4 608 0
2021-08-18 13207 5 608 0
2021-08-17 13202 2 608 0
2021-08-14 13200 1 608 0
2021-08-13 13199 1 608 0
2021-08-12 13198 5 608 0
2021-08-11 13193 1 608 0
2021-08-10 13192 2 608 0
2021-08-07 13190 2 608 0
2021-08-06 13188 2 608 0
2021-08-05 13186 6 608 0
2021-08-04 13180 3 608 0
2021-08-03 13177 3 608 0
2021-07-30 13174 2 608 0
2021-07-29 13172 1 608 0
2021-07-28 13171 1 608 0
2021-07-27 13170 2 608 0
2021-07-26 13168 1 608 0
2021-07-23 13167 1 608 0
2021-07-21 13166 1 608 0
2021-07-14 13165 1 608 0
2021-07-13 13164 1 608 0
2021-07-03 13163 1 608 0
2021-07-01 13162 1 608 0
2021-06-28 13161 1 608 0
2021-06-25 13160 1 608 0
2021-06-23 13159 2 608 0
2021-06-22 13157 3 608 0
2021-06-19 13154 3 608 0
2021-06-17 13151 3 608 0
2021-06-16 13148 3 608 0
2021-06-15 13145 2 608 0
2021-06-12 13143 5 608 0
2021-06-11 13138 3 608 0
2021-06-10 13135 2 608 0
2021-06-09 13133 1 608 0
2021-06-08 13132 5 608 0
2021-06-05 13127 2 608 0
2021-06-04 13125 1 608 0
2021-06-03 13124 8 608 0
2021-06-02 13116 5 608 0
2021-06-01 13111 13 608 0
2021-05-31 13098 2 608 0
2021-05-29 13096 3 608 0
2021-05-28 13093 6 608 0
2021-05-27 13087 17 608 0
2021-05-26 13070 13 608 1
2021-05-25 13057 3 607 0
2021-05-22 13054 17 607 0
2021-05-21 13037 14 607 0
2021-05-20 13023 19 607 0
2021-05-19 13004 28 607 0
2021-05-18 12976 23 607 0
2021-05-17 12953 18 607 0
2021-05-15 12935 40 607 1
2021-05-14 12895 36 606 0
2021-05-13 12859 15 606 1
2021-05-12 12844 38 605 1
2021-05-11 12806 46 604 1
2021-05-10 12760 7 603 1
2021-05-09 12753 1 602 0
2021-05-08 12752 52 602 0
2021-05-07 12700 67 602 1
2021-05-06 12633 46 601 0
2021-05-05 12587 105 601 0
2021-05-04 12482 72 601 1
2021-05-03 12410 13 600 1
2021-05-02 12397 2 599 0
2021-05-01 12395 51 599 0
2021-04-30 12344 72 599 2
2021-04-29 12272 53 597 0
2021-04-28 12219 74 597 2
2021-04-27 12145 108 595 3
2021-04-26 12037 49 592 1
2021-04-25 11988 46 591 1
2021-04-24 11942 78 590 3
2021-04-23 11864 47 587 1
2021-04-22 11817 75 586 2
2021-04-21 11742 182 584 4
2021-04-20 11560 105 580 3
2021-04-19 11455 65 577 1
2021-04-18 11390 6 576 0
2021-04-17 11384 61 576 2
2021-04-16 11323 101 574 3
2021-04-15 11222 120 571 2
2021-04-14 11102 154 569 1
2021-04-13 10948 138 568 2
2021-04-12 10810 37 566 2
2021-04-11 10773 7 564 1
2021-04-10 10766 146 563 4
2021-04-09 10620 80 559 3
2021-04-08 10540 167 556 4
2021-04-07 10373 111 552 1
2021-04-06 10262 59 551 7
2021-04-05 10203 48 544 0
2021-04-04 10155 4 544 0
2021-04-03 10151 70 544 1
2021-04-02 10081 48 543 2
2021-04-01 10033 106 541 2
2021-03-31 9927 129 539 3
2021-03-30 9798 133 536 3
2021-03-29 9665 55 533 4
2021-03-28 9610 14 529 2
2021-03-27 9596 86 527 4
2021-03-26 9510 77 523 2
2021-03-25 9433 122 521 3
2021-03-24 9311 106 518 3
2021-03-23 9205 121 515 3
2021-03-22 9084 28 512 1
2021-03-21 9056 3 511 1
2021-03-20 9053 74 510 0
2021-03-19 8979 51 510 1
2021-03-18 8928 70 509 3
2021-03-17 8858 90 506 2
2021-03-16 8768 77 504 2
2021-03-15 8691 23 502 1
2021-03-14 8668 29 501 2
2021-03-13 8639 61 499 1
2021-03-12 8578 72 498 4
2021-03-11 8506 60 494 0
2021-03-10 8446 65 494 0
2021-03-09 8381 68 494 1
2021-03-08 8313 27 493 3
2021-03-07 8286 12 490 0
2021-03-06 8274 59 490 0
2021-03-05 8215 37 490 2
2021-03-04 8178 45 488 1
2021-03-03 8133 50 487 0
2021-03-02 8083 75 487 0
2021-03-01 8008 23 487 1
2021-02-28 7985 5 486 0
2021-02-27 7980 54 486 0
2021-02-26 7926 53 486 3
2021-02-25 7873 65 483 2
2021-02-24 7808 77 481 5
2021-02-23 7731 70 476 1
2021-02-22 7661 28 475 5
2021-02-21 7633 7 470 2
2021-02-20 7626 68 468 4
2021-02-19 7558 58 464 2
2021-02-18 7500 91 462 4
2021-02-17 7409 64 458 3
2021-02-16 7345 63 455 3
2021-02-15 7282 45 452 5
2021-02-14 7237 19 447 1
2021-02-13 7218 49 446 3
2021-02-12 7169 47 443 1
2021-02-11 7122 57 442 11
2021-02-10 7065 60 431 3
2021-02-09 7005 41 428 2
2021-02-08 6964 33 426 5
2021-02-07 6931 20 421 2
2021-02-06 6911 29 419 1
2021-02-05 6882 63 418 8
2021-02-04 6819 80 410 18
2021-02-03 6739 113 392 16
2021-02-02 6626 104 376 11
2021-02-01 6522 79 365 11
2021-01-31 6443 24 354 2
2021-01-30 6419 90 352 7
2021-01-29 6329 81 345 12
2021-01-28 6248 69 333 13
2021-01-27 6179 105 320 15
2021-01-26 6074 90 305 15
2021-01-25 5984 78 290 22
2021-01-24 5906 15 268 6
2021-01-23 5891 71 262 1
2021-01-22 5820 41 261 4
2021-01-21 5779 183 257 16
2021-01-20 5596 127 241 10
2021-01-19 5469 122 231 13
2021-01-18 5347 117 218 12
2021-01-17 5230 29 206 0
2021-01-16 5201 72 206 32
2021-01-15 5129 104 174 23
2021-01-14 5025 91 151 1
2021-01-13 4934 186 150 4
2021-01-12 4748 100 146 6
2021-01-11 4648 44 140 0
2021-01-10 4604 42 140 0
2021-01-09 4562 106 140 2
2021-01-08 4456 110 138 2
2021-01-07 4346 121 136 0
2021-01-06 4225 120 136 1
2021-01-05 4105 133 135 6
2021-01-04 3972 127 129 1
2021-01-03 3845 12 128 0
2021-01-02 3833 25 128 2
2021-01-01 3808 128 126 2
2020-12-31 3680 15 124 2
2020-12-30 3665 115 122 1
2020-12-29 3550 80 121 7
2020-12-28 3470 12 114 2
2020-12-27 3458 61 112 3
2020-12-26 3397 53 109 2
2020-12-25 3344 22 107 0
2020-12-24 3322 109 107 1
2020-12-23 3213 95 106 9
2020-12-22 3118 87 97 4
2020-12-21 3031 95 93 2
2020-12-20 2936 26 91 1
2020-12-19 2910 69 90 3
2020-12-18 2841 98 87 9
2020-12-17 2743 101 78 4
2020-12-16 2642 42 74 0
2020-12-15 2600 45 74 1
2020-12-14 2555 44 73 7
2020-12-13 2511 80 66 2
2020-12-12 2431 45 64 0
2020-12-11 2386 72 64 2
2020-12-10 2314 70 62 0
2020-12-09 2244 72 62 4
2020-12-08 2172 130 58 9
2020-12-07 2042 62 49 1
2020-12-06 1980 46 48 1
2020-12-05 1934 24 47 0
2020-12-04 1910 92 47 6
2020-12-03 1818 100 41 2
2020-12-02 1718 75 39 1
2020-12-01 1643 92 38 2
2020-11-30 1551 105 36 1
2020-11-29 1446 36 35 0
2020-11-28 1410 21 35 0
2020-11-27 1389 85 35 1
2020-11-26 1304 48 34 1
2020-11-25 1256 57 33 0
2020-11-24 1199 62 33 0
2020-11-23 1137 84 33 0
2020-11-20 1053 23 33 1
2020-11-19 1030 39 32 1
2020-11-18 991 38 31 1
2020-11-17 953 47 30 1
2020-11-16 906 86 29 4
2020-11-13 820 3 25 1
2020-11-12 817 40 24 1
2020-11-11 777 42 23 0
2020-11-10 735 71 23 2
2020-11-09 664 39 21 1
2020-11-07 625 1 20 0
2020-11-06 624 21 20 0
2020-11-05 603 21 20 0
2020-11-04 582 24 20 0
2020-11-03 558 19 20 0
2020-11-02 539 13 20 0
2020-10-31 526 8 20 1
2020-10-30 518 41 19 4
2020-10-29 477 27 15 0
2020-10-28 450 33 15 1
2020-10-27 417 20 14 2
2020-10-26 397 26 12 0
2020-10-23 371 10 12 1
2020-10-22 361 9 11 1
2020-10-21 352 16 10 0
2020-10-20 336 19 10 0
2020-10-19 317 36 10 3
2020-10-16 281 9 7 0
2020-10-15 272 10 7 0
2020-10-14 262 7 7 2
2020-10-13 255 9 5 0
2020-10-12 246 12 5 0
2020-10-09 234 3 5 0
2020-10-08 231 5 5 1
2020-10-07 226 1 4 0
2020-10-06 225 8 4 0
2020-10-05 217 2 4 0
2020-10-04 215 3 4 0
2020-10-03 212 2 4 0
2020-10-02 210 2 4 0
2020-10-01 208 8 4 0
2020-09-30 200 6 4 0
2020-09-29 194 3 4 0
2020-09-28 191 1 4 0
2020-09-27 190 1 4 0
2020-09-26 189 2 4 1
2020-09-25 187 1 3 0
2020-09-24 186 2 3 0
2020-09-23 184 6 3 0
2020-09-22 178 4 3 0
2020-09-21 174 1 3 0
2020-09-18 173 14 3 0
2020-09-17 159 1 3 0
2020-09-12 158 2 3 0
2020-09-11 156 2 3 0
2020-09-10 154 1 3 0
2020-09-08 153 4 3 0
2020-09-06 149 1 3 0
2020-09-05 148 1 3 0
2020-08-30 147 2 3 1
2020-08-28 145 1 2 0
2020-08-27 144 1 2 0
2020-08-26 143 2 2 0
2020-08-25 141 1 2 0
2020-08-23 140 1 2 0
2020-08-22 139 1 2 0
2020-08-20 138 2 2 0
2020-08-19 136 1 2 0
2020-08-16 135 1 2 0
2020-08-11 134 1 2 0
2020-08-10 133 2 2 0
2020-08-07 131 1 2 0
2020-08-06 130 1 2 0
2020-07-28 129 1 2 0
2020-07-09 128 1 2 0
2020-07-08 127 2 2 0
2020-07-05 125 1 2 0
2020-07-04 124 1 2 0
2020-07-02 123 2 2 0
2020-06-28 121 1 2 0
2020-06-26 120 1 2 0
2020-06-24 119 2 2 0
2020-06-12 117 1 2 0
2020-06-04 116 2 2 0
2020-05-30 114 1 2 0
2020-05-29 113 1 2 0
2020-05-22 112 1 2 0
2020-05-21 111 1 2 0
2020-05-20 110 1 2 0
2020-05-19 109 4 2 0
2020-05-15 105 1 2 0
2020-05-14 104 6 2 0
2020-05-13 98 2 2 0
2020-05-08 96 1 2 0
2020-05-07 95 3 2 0
2020-05-06 92 2 2 0
2020-05-05 90 1 2 0
2020-05-01 89 1 2 0
2020-04-30 88 1 2 0
2020-04-29 87 1 2 0
2020-04-26 86 1 2 0
2020-04-24 85 5 2 0
2020-04-23 80 7 2 0
2020-04-22 73 2 2 0
2020-04-21 71 3 2 1
2020-04-20 68 2 1 0
2020-04-18 66 2 1 0
2020-04-17 64 1 1 0
2020-04-16 63 3 1 0
2020-04-14 60 3 1 0
2020-04-13 57 1 1 0
2020-04-11 56 1 1 0
2020-04-09 55 5 1 0
2020-04-08 50 7 1 0
2020-04-06 43 1 1 0
2020-04-05 42 1 1 0
2020-04-04 41 1 1 0
2020-04-03 40 2 1 0
2020-04-02 38 6 1 0
2020-03-31 32 4 1 1
2020-03-30 28 4 0 0
2020-03-27 24 1 0 0
2020-03-26 23 1 0 0
2020-03-25 22 4 0 0
2020-03-24 18 1 0 0
2020-03-23 17 3 0 0
2020-03-20 14 1 0 0
2020-03-19 13 2 0 0
2020-03-18 11 5 0 0
2020-03-16 6 4 0 0
2020-03-13 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: 0:04:35.258992