Germany: LK Friesland (Niedersachsen)¶

  • 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 13:07:37 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Friesland", weeks=5);
2023-03-07T13:07:51.235230 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 50 50 75 75 100 100 125 125 7-day incidence rate (per 100K people) 37.4 LK Friesland, 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 0.00 0.25 0.50 0.75 1.00 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 Friesland cases daily growth factor Germany-LK Friesland cases daily growth factor (rolling mean) Germany-LK Friesland 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 Friesland deaths daily growth factor Germany-LK Friesland deaths daily growth factor (rolling mean) Germany-LK Friesland 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 Friesland doubling time cases (rolling mean) 0.00 9.90 19.79 29.69 39.59 daily change Germany-LK Friesland new cases (rolling 7d mean) Germany-LK Friesland new cases 0.000 0.247 0.495 0.742 0.990 daily change Germany-LK Friesland new deaths (rolling 7d mean) Germany-LK Friesland new deaths 0.000 0.225 0.450 0.675 0.899
In [4]:
overview(country="Germany", subregion="LK Friesland");
2023-03-07T13:08:05.088680 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) 37.4 LK Friesland, 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 1 2 3 4 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 Friesland cases daily growth factor Germany-LK Friesland cases daily growth factor (rolling mean) Germany-LK Friesland 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 Friesland deaths daily growth factor Germany-LK Friesland deaths daily growth factor (rolling mean) Germany-LK Friesland estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2000 4000 6000 8000 cases doubling time [days] Germany-LK Friesland doubling time cases (rolling mean) Germany-LK Friesland doubling time deaths (rolling mean) 0.0 197.9 395.9 daily change Germany-LK Friesland new cases (rolling 7d mean) Germany-LK Friesland new cases 0.000 0.990 1.979 2.969 3.959 daily change Germany-LK Friesland new deaths (rolling 7d mean) Germany-LK Friesland new deaths 0.00 9.73 19.46 29.18 38.91 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Friesland", dates="2020-03-15:");
2023-03-07T13:10:21.753464 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 Friesland LK Friesland 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 LK Friesland Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Friesland")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Friesland")
print(f'Population of country="Germany", subregion="LK Friesland": {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 Friesland": 98971 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 42430 2 86 0
2023-03-03 42428 6 86 0
2023-03-02 42422 4 86 0
2023-03-01 42418 11 86 0
2023-02-28 42407 14 86 0
2023-02-27 42393 15 86 0
2023-02-26 42378 5 86 0
2023-02-25 42373 1 86 0
2023-02-24 42372 8 86 0
2023-02-23 42364 9 86 0
2023-02-22 42355 16 86 0
2023-02-21 42339 35 86 0
2023-02-20 42304 6 86 0
2023-02-19 42298 7 86 0
2023-02-18 42291 3 86 0
2023-02-17 42288 14 86 0
2023-02-16 42274 8 86 0
2023-02-15 42266 13 86 0
2023-02-14 42253 27 86 0
2023-02-13 42226 9 86 0
2023-02-12 42217 1 86 0
2023-02-11 42216 6 86 0
2023-02-10 42210 7 86 0
2023-02-09 42203 13 86 1
2023-02-08 42190 14 85 0
2023-02-07 42176 18 85 0
2023-02-06 42158 10 85 0
2023-02-04 42148 12 85 0
2023-02-03 42136 9 85 0
2023-02-02 42127 8 85 0
2023-02-01 42119 14 85 1
2023-01-31 42105 41 84 0
2023-01-30 42064 21 84 0
2023-01-29 42043 2 84 0
2023-01-28 42041 17 84 0
2023-01-27 42024 24 84 0
2023-01-26 42000 17 84 0
2023-01-25 41983 20 84 0
2023-01-24 41963 30 84 0
2023-01-23 41933 11 84 0
2023-01-22 41922 3 84 0
2023-01-21 41919 12 84 0
2023-01-20 41907 21 84 0
2023-01-19 41886 17 84 0
2023-01-18 41869 16 84 1
2023-01-17 41853 52 83 0
2023-01-16 41801 5 83 0
2023-01-15 41796 1 83 0
2023-01-14 41795 20 83 1
2023-01-13 41775 13 82 0
2023-01-12 41762 24 82 0
2023-01-11 41738 21 82 1
2023-01-10 41717 69 81 0
2023-01-09 41648 24 81 0
2023-01-08 41624 2 81 0
2023-01-07 41622 25 81 0
2023-01-06 41597 13 81 0
2023-01-05 41584 29 81 0
2023-01-04 41555 21 81 0
2023-01-03 41534 62 81 0
2023-01-02 41472 28 81 0
2023-01-01 41444 2 81 0
2022-12-31 41442 41 81 1
2022-12-30 41401 60 80 1
2022-12-29 41341 49 79 0
2022-12-28 41292 94 79 0
2022-12-27 41198 57 79 0
2022-12-26 41141 20 79 0
2022-12-24 41121 47 79 0
2022-12-23 41074 49 79 0
2022-12-22 41025 106 79 0
2022-12-21 40919 99 79 0
2022-12-20 40820 134 79 0
2022-12-19 40686 23 79 1
2022-12-18 40663 9 78 0
2022-12-17 40654 47 78 0
2022-12-16 40607 33 78 0
2022-12-15 40574 92 78 0
2022-12-14 40482 78 78 0
2022-12-13 40404 138 78 0
2022-12-12 40266 49 78 0
2022-12-11 40217 10 78 0
2022-12-10 40207 56 78 0
2022-12-09 40151 73 78 0
2022-12-08 40078 58 78 0
2022-12-07 40020 79 78 1
2022-12-06 39941 107 77 0
2022-12-05 39834 38 77 0
2022-12-04 39796 3 77 0
2022-12-03 39793 62 77 0
2022-12-02 39731 61 77 0
2022-12-01 39670 86 77 1
2022-11-30 39584 72 76 0
2022-11-29 39512 126 76 0
2022-11-28 39386 56 76 1
2022-11-27 39330 4 75 0
2022-11-26 39326 52 75 0
2022-11-25 39274 45 75 0
2022-11-24 39229 82 75 0
2022-11-23 39147 85 75 0
2022-11-22 39062 125 75 0
2022-11-21 38937 66 75 0
2022-11-20 38871 15 75 0
2022-11-19 38856 45 75 0
2022-11-18 38811 72 75 0
2022-11-17 38739 97 75 0
2022-11-16 38642 58 75 0
2022-11-15 38584 176 75 0
2022-11-14 38408 51 75 0
2022-11-13 38357 14 75 0
2022-11-12 38343 58 75 1
2022-11-11 38285 89 74 0
2022-11-10 38196 64 74 0
2022-11-09 38132 131 74 0
2022-11-08 38001 53 74 0
2022-11-07 37948 14 74 0
2022-11-06 37934 14 74 0
2022-11-05 37920 29 74 0
2022-11-04 37891 45 74 0
2022-11-03 37846 67 74 1
2022-11-02 37779 159 73 0
2022-11-01 37620 55 73 0
2022-10-31 37565 6 73 0
2022-10-30 37559 7 73 0
2022-10-29 37552 59 73 0
2022-10-28 37493 72 73 0
2022-10-27 37421 75 73 0
2022-10-26 37346 115 73 0
2022-10-25 37231 219 73 0
2022-10-24 37012 88 73 0
2022-10-23 36924 9 73 0
2022-10-22 36915 86 73 0
2022-10-21 36829 130 73 1
2022-10-20 36699 109 72 0
2022-10-19 36590 216 72 0
2022-10-18 36374 230 72 0
2022-10-17 36144 84 72 1
2022-10-16 36060 19 71 0
2022-10-15 36041 95 71 0
2022-10-14 35946 133 71 0
2022-10-13 35813 180 71 0
2022-10-12 35633 232 71 0
2022-10-11 35401 254 71 0
2022-10-10 35147 28 71 0
2022-10-09 35119 79 71 0
2022-10-08 35040 65 71 0
2022-10-07 34975 131 71 0
2022-10-06 34844 233 71 0
2022-10-05 34611 173 71 1
2022-10-04 34438 63 70 0
2022-10-03 34375 25 70 0
2022-10-02 34350 19 70 0
2022-10-01 34331 117 70 0
2022-09-30 34214 84 70 0
2022-09-29 34130 74 70 0
2022-09-28 34056 107 70 0
2022-09-27 33949 152 70 0
2022-09-26 33797 38 70 0
2022-09-25 33759 33 70 0
2022-09-24 33726 43 70 0
2022-09-23 33683 78 70 0
2022-09-22 33605 117 70 0
2022-09-21 33488 54 70 0
2022-09-20 33434 58 70 0
2022-09-19 33376 30 70 0
2022-09-18 33346 33 70 0
2022-09-17 33313 45 70 0
2022-09-16 33268 30 70 0
2022-09-15 33238 64 70 0
2022-09-14 33174 49 70 0
2022-09-13 33125 61 70 0
2022-09-12 33064 17 70 0
2022-09-11 33047 10 70 0
2022-09-10 33037 21 70 0
2022-09-09 33016 40 70 0
2022-09-08 32976 42 70 0
2022-09-07 32934 71 70 0
2022-09-06 32863 80 70 0
2022-09-05 32783 25 70 0
2022-09-04 32758 1 70 0
2022-09-03 32757 33 70 0
2022-09-02 32724 33 70 0
2022-09-01 32691 43 70 0
2022-08-31 32648 48 70 0
2022-08-30 32600 67 70 0
2022-08-29 32533 23 70 0
2022-08-28 32510 1 70 0
2022-08-27 32509 34 70 0
2022-08-26 32475 36 70 0
2022-08-25 32439 56 70 0
2022-08-24 32383 57 70 1
2022-08-23 32326 99 69 0
2022-08-22 32227 31 69 1
2022-08-21 32196 1 68 0
2022-08-20 32195 48 68 0
2022-08-19 32147 54 68 0
2022-08-18 32093 54 68 0
2022-08-17 32039 67 68 0
2022-08-16 31972 100 68 0
2022-08-15 31872 85 68 0
2022-08-14 31787 23 68 0
2022-08-13 31764 19 68 0
2022-08-12 31745 45 68 0
2022-08-11 31700 53 68 0
2022-08-10 31647 58 68 0
2022-08-09 31589 111 68 0
2022-08-08 31478 32 68 0
2022-08-07 31446 16 68 0
2022-08-06 31430 32 68 0
2022-08-05 31398 69 68 0
2022-08-04 31329 69 68 1
2022-08-03 31260 79 67 0
2022-08-02 31181 105 67 0
2022-08-01 31076 83 67 0
2022-07-31 30993 15 67 0
2022-07-30 30978 62 67 0
2022-07-29 30916 81 67 1
2022-07-28 30835 107 66 0
2022-07-27 30728 142 66 0
2022-07-26 30586 217 66 0
2022-07-25 30369 59 66 0
2022-07-24 30310 32 66 0
2022-07-23 30278 83 66 0
2022-07-22 30195 119 66 0
2022-07-21 30076 136 66 0
2022-07-20 29940 222 66 0
2022-07-19 29718 268 66 1
2022-07-18 29450 220 65 0
2022-07-17 29230 12 65 0
2022-07-16 29218 107 65 0
2022-07-15 29111 116 65 0
2022-07-14 28995 114 65 0
2022-07-13 28881 211 65 1
2022-07-12 28670 254 64 0
2022-07-11 28416 30 64 0
2022-07-10 28386 32 64 0
2022-07-09 28354 81 64 0
2022-07-08 28273 132 64 0
2022-07-07 28141 151 64 0
2022-07-06 27990 222 64 0
2022-07-05 27768 203 64 0
2022-07-04 27565 44 64 0
2022-07-03 27521 85 64 0
2022-07-02 27436 94 64 0
2022-07-01 27342 162 64 0
2022-06-30 27180 185 64 0
2022-06-29 26995 122 64 0
2022-06-28 26873 345 64 1
2022-06-27 26528 47 63 0
2022-06-26 26481 12 63 0
2022-06-25 26469 172 63 0
2022-06-24 26297 130 63 0
2022-06-23 26167 86 63 0
2022-06-22 26081 142 63 0
2022-06-21 25939 250 63 0
2022-06-20 25689 28 63 0
2022-06-19 25661 48 63 0
2022-06-18 25613 26 63 0
2022-06-17 25587 231 63 0
2022-06-16 25356 67 63 0
2022-06-15 25289 87 63 0
2022-06-14 25202 169 63 0
2022-06-13 25033 40 63 0
2022-06-12 24993 20 63 0
2022-06-11 24973 113 63 0
2022-06-10 24860 101 63 0
2022-06-09 24759 66 63 0
2022-06-08 24693 178 63 1
2022-06-07 24515 34 62 0
2022-06-06 24481 13 62 0
2022-06-05 24468 29 62 0
2022-06-04 24439 45 62 0
2022-06-03 24394 66 62 0
2022-06-02 24328 81 62 0
2022-06-01 24247 34 62 0
2022-05-31 24213 111 62 0
2022-05-30 24102 10 62 0
2022-05-29 24092 10 62 0
2022-05-28 24082 43 62 0
2022-05-27 24039 3 62 0
2022-05-26 24036 35 62 0
2022-05-25 24001 43 62 0
2022-05-24 23958 109 62 0
2022-05-23 23849 18 62 0
2022-05-22 23831 28 62 0
2022-05-21 23803 28 62 0
2022-05-20 23775 75 62 0
2022-05-19 23700 72 62 0
2022-05-18 23628 103 62 0
2022-05-17 23525 126 62 0
2022-05-16 23399 9 62 0
2022-05-15 23390 56 62 0
2022-05-14 23334 52 62 0
2022-05-13 23282 112 62 0
2022-05-12 23170 132 62 0
2022-05-11 23038 124 62 0
2022-05-10 22914 249 62 1
2022-05-09 22665 51 61 0
2022-05-08 22614 53 61 0
2022-05-07 22561 113 61 0
2022-05-06 22448 114 61 0
2022-05-05 22334 162 61 0
2022-05-04 22172 156 61 1
2022-05-03 22016 268 60 0
2022-05-02 21748 59 60 0
2022-05-01 21689 40 60 0
2022-04-30 21649 122 60 0
2022-04-29 21527 154 60 0
2022-04-28 21373 144 60 0
2022-04-27 21229 152 60 0
2022-04-26 21077 257 60 0
2022-04-25 20820 76 60 0
2022-04-24 20744 57 60 0
2022-04-23 20687 179 60 0
2022-04-22 20508 207 60 0
2022-04-21 20301 432 60 0
2022-04-20 19869 291 60 0
2022-04-19 19578 101 60 0
2022-04-18 19477 68 60 0
2022-04-17 19409 192 60 0
2022-04-16 19217 81 60 0
2022-04-15 19136 205 60 0
2022-04-14 18931 243 60 0
2022-04-13 18688 210 60 0
2022-04-12 18478 411 60 0
2022-04-11 18067 124 60 0
2022-04-10 17943 55 60 0
2022-04-09 17888 186 60 0
2022-04-08 17702 274 60 0
2022-04-07 17428 241 60 0
2022-04-06 17187 322 60 1
2022-04-05 16865 401 59 2
2022-04-04 16464 96 57 0
2022-04-03 16368 91 57 1
2022-04-02 16277 194 56 0
2022-04-01 16083 272 56 0
2022-03-31 15811 265 56 0
2022-03-30 15546 382 56 0
2022-03-29 15164 513 56 0
2022-03-28 14651 260 56 1
2022-03-27 14391 55 55 0
2022-03-26 14336 287 55 2
2022-03-25 14049 391 53 0
2022-03-24 13658 477 53 0
2022-03-23 13181 307 53 0
2022-03-22 12874 427 53 0
2022-03-21 12447 136 53 0
2022-03-20 12311 404 53 0
2022-03-19 11907 537 53 0
2022-03-18 11370 148 53 0
2022-03-17 11222 550 53 0
2022-03-16 10672 348 53 0
2022-03-15 10324 165 53 0
2022-03-14 10159 52 53 0
2022-03-13 10107 74 53 0
2022-03-12 10033 305 53 0
2022-03-11 9728 286 53 0
2022-03-10 9442 185 53 0
2022-03-09 9257 186 53 0
2022-03-08 9071 63 53 0
2022-03-07 9008 28 53 0
2022-03-06 8980 146 53 0
2022-03-05 8834 177 53 0
2022-03-04 8657 156 53 0
2022-03-03 8501 218 53 2
2022-03-02 8283 187 51 0
2022-03-01 8096 82 51 0
2022-02-28 8014 37 51 0
2022-02-27 7977 36 51 0
2022-02-26 7941 162 51 0
2022-02-25 7779 130 51 0
2022-02-24 7649 198 51 0
2022-02-23 7451 156 51 0
2022-02-22 7295 83 51 0
2022-02-21 7212 16 51 0
2022-02-20 7196 95 51 0
2022-02-19 7101 206 51 0
2022-02-18 6895 117 51 0
2022-02-17 6778 281 51 0
2022-02-16 6497 128 51 0
2022-02-15 6369 15 51 0
2022-02-14 6354 19 51 0
2022-02-13 6335 115 51 0
2022-02-12 6220 283 51 0
2022-02-11 5937 178 51 0
2022-02-10 5759 168 51 0
2022-02-09 5591 114 51 0
2022-02-08 5477 19 51 0
2022-02-07 5458 27 51 0
2022-02-06 5431 161 51 0
2022-02-05 5270 156 51 0
2022-02-04 5114 102 51 0
2022-02-03 5012 182 51 0
2022-02-02 4830 198 51 0
2022-02-01 4632 13 51 0
2022-01-31 4619 23 51 0
2022-01-30 4596 91 51 0
2022-01-29 4505 164 51 1
2022-01-28 4341 131 50 0
2022-01-27 4210 239 50 0
2022-01-26 3971 80 50 0
2022-01-25 3891 86 50 0
2022-01-24 3805 55 50 0
2022-01-23 3750 8 50 0
2022-01-22 3742 130 50 0
2022-01-21 3612 82 50 0
2022-01-20 3530 77 50 0
2022-01-19 3453 73 50 0
2022-01-18 3380 30 50 0
2022-01-17 3350 6 50 0
2022-01-16 3344 19 50 0
2022-01-15 3325 56 50 0
2022-01-14 3269 34 50 0
2022-01-13 3235 33 50 0
2022-01-12 3202 62 50 0
2022-01-11 3140 21 50 0
2022-01-10 3119 15 50 1
2022-01-09 3104 12 49 0
2022-01-08 3092 16 49 0
2022-01-07 3076 50 49 0
2022-01-06 3026 34 49 0
2022-01-05 2992 27 49 0
2022-01-04 2965 14 49 0
2022-01-02 2951 40 49 0
2021-12-30 2911 23 49 1
2021-12-29 2888 16 48 0
2021-12-28 2872 7 48 0
2021-12-27 2865 7 48 0
2021-12-26 2858 20 48 0
2021-12-23 2838 12 48 0
2021-12-22 2826 17 48 1
2021-12-21 2809 10 47 0
2021-12-20 2799 5 47 0
2021-12-19 2794 3 47 0
2021-12-18 2791 12 47 0
2021-12-17 2779 8 47 0
2021-12-16 2771 11 47 0
2021-12-15 2760 23 47 0
2021-12-14 2737 4 47 0
2021-12-13 2733 3 47 0
2021-12-12 2730 5 47 0
2021-12-11 2725 21 47 0
2021-12-10 2704 15 47 0
2021-12-09 2689 26 47 0
2021-12-08 2663 16 47 1
2021-12-07 2647 12 46 0
2021-12-06 2635 5 46 0
2021-12-05 2630 6 46 0
2021-12-04 2624 22 46 0
2021-12-03 2602 42 46 0
2021-12-02 2560 25 46 1
2021-12-01 2535 23 45 0
2021-11-30 2512 21 45 0
2021-11-29 2491 6 45 0
2021-11-28 2485 12 45 0
2021-11-27 2473 35 45 0
2021-11-26 2438 35 45 0
2021-11-25 2403 38 45 0
2021-11-24 2365 26 45 0
2021-11-23 2339 26 45 0
2021-11-22 2313 19 45 0
2021-11-21 2294 29 45 0
2021-11-20 2265 35 45 0
2021-11-19 2230 43 45 0
2021-11-18 2187 47 45 0
2021-11-17 2140 27 45 0
2021-11-16 2113 20 45 0
2021-11-15 2093 13 45 0
2021-11-14 2080 3 45 0
2021-11-13 2077 25 45 0
2021-11-12 2052 10 45 0
2021-11-11 2042 9 45 0
2021-11-10 2033 14 45 0
2021-11-09 2019 4 45 2
2021-11-07 2015 6 43 0
2021-11-06 2009 11 43 0
2021-11-05 1998 7 43 0
2021-11-04 1991 11 43 0
2021-11-03 1980 9 43 0
2021-11-02 1971 5 43 0
2021-11-01 1966 4 43 0
2021-10-31 1962 3 43 0
2021-10-30 1959 6 43 0
2021-10-29 1953 9 43 1
2021-10-28 1944 11 42 0
2021-10-27 1933 10 42 0
2021-10-26 1923 3 42 0
2021-10-24 1920 1 42 0
2021-10-23 1919 4 42 0
2021-10-22 1915 2 42 0
2021-10-21 1913 7 42 0
2021-10-20 1906 8 42 0
2021-10-19 1898 5 42 0
2021-10-18 1893 2 42 0
2021-10-17 1891 3 42 0
2021-10-16 1888 3 42 0
2021-10-15 1885 1 42 0
2021-10-14 1884 3 42 0
2021-10-13 1881 3 42 0
2021-10-12 1878 9 42 0
2021-10-10 1869 3 42 0
2021-10-09 1866 1 42 0
2021-10-08 1865 3 42 0
2021-10-07 1862 5 42 0
2021-10-06 1857 7 42 0
2021-10-02 1850 2 42 0
2021-10-01 1848 4 42 0
2021-09-29 1844 4 42 0
2021-09-28 1840 2 42 0
2021-09-26 1838 6 42 0
2021-09-25 1832 1 42 0
2021-09-24 1831 2 42 0
2021-09-23 1829 1 42 0
2021-09-22 1828 3 42 0
2021-09-21 1825 2 42 0
2021-09-20 1823 1 42 0
2021-09-19 1822 2 42 0
2021-09-18 1820 2 42 0
2021-09-17 1818 6 42 0
2021-09-16 1812 4 42 0
2021-09-15 1808 13 42 0
2021-09-14 1795 3 42 0
2021-09-13 1792 2 42 0
2021-09-12 1790 4 42 0
2021-09-11 1786 21 42 0
2021-09-10 1765 5 42 0
2021-09-09 1760 7 42 0
2021-09-08 1753 8 42 0
2021-09-07 1745 5 42 0
2021-09-06 1740 11 42 0
2021-09-05 1729 3 42 0
2021-09-04 1726 12 42 0
2021-09-03 1714 6 42 0
2021-09-02 1708 3 42 0
2021-09-01 1705 1 42 0
2021-08-31 1704 1 42 0
2021-08-30 1703 3 42 0
2021-08-29 1700 1 42 0
2021-08-28 1699 7 42 0
2021-08-27 1692 7 42 0
2021-08-25 1685 2 42 0
2021-08-24 1683 4 42 0
2021-08-23 1679 3 42 0
2021-08-22 1676 1 42 0
2021-08-21 1675 2 42 0
2021-08-20 1673 9 42 0
2021-08-19 1664 1 42 0
2021-08-18 1663 11 42 0
2021-08-17 1652 5 42 0
2021-08-16 1647 1 42 0
2021-08-14 1646 1 42 0
2021-08-12 1645 3 42 0
2021-08-11 1642 7 42 0
2021-08-09 1635 1 42 0
2021-08-05 1634 1 42 0
2021-07-30 1633 1 42 0
2021-07-27 1632 1 42 0
2021-07-22 1631 1 42 0
2021-07-14 1630 1 42 0
2021-07-01 1629 1 42 0
2021-06-22 1628 1 42 0
2021-06-15 1627 1 42 0
2021-06-08 1626 2 42 1
2021-05-28 1624 4 41 0
2021-05-27 1620 2 41 0
2021-05-26 1618 3 41 0
2021-05-25 1615 1 41 0
2021-05-22 1614 3 41 0
2021-05-21 1611 2 41 0
2021-05-20 1609 2 41 0
2021-05-19 1607 3 41 0
2021-05-18 1604 1 41 0
2021-05-17 1603 1 41 0
2021-05-16 1602 1 41 0
2021-05-15 1601 2 41 0
2021-05-14 1599 2 41 0
2021-05-13 1597 1 41 0
2021-05-12 1596 2 41 0
2021-05-11 1594 3 41 0
2021-05-10 1591 19 41 0
2021-05-07 1572 7 41 0
2021-05-06 1565 6 41 0
2021-05-05 1559 6 41 0
2021-05-04 1553 5 41 0
2021-05-03 1548 10 41 0
2021-05-02 1538 2 41 0
2021-05-01 1536 9 41 0
2021-04-30 1527 4 41 0
2021-04-29 1523 11 41 0
2021-04-28 1512 4 41 0
2021-04-27 1508 1 41 0
2021-04-26 1507 5 41 0
2021-04-25 1502 3 41 0
2021-04-24 1499 8 41 0
2021-04-23 1491 6 41 0
2021-04-22 1485 3 41 0
2021-04-21 1482 4 41 0
2021-04-20 1478 16 41 0
2021-04-19 1462 10 41 0
2021-04-18 1452 3 41 0
2021-04-17 1449 11 41 0
2021-04-16 1438 4 41 0
2021-04-15 1434 14 41 0
2021-04-14 1420 15 41 0
2021-04-13 1405 10 41 0
2021-04-12 1395 13 41 0
2021-04-10 1382 30 41 0
2021-04-09 1352 1 41 0
2021-04-08 1351 5 41 0
2021-04-07 1346 9 41 0
2021-04-06 1337 5 41 0
2021-04-05 1332 1 41 0
2021-04-04 1331 3 41 0
2021-04-03 1328 17 41 0
2021-04-01 1311 8 41 0
2021-03-31 1303 8 41 0
2021-03-30 1295 4 41 0
2021-03-29 1291 12 41 1
2021-03-27 1279 20 40 1
2021-03-26 1259 5 39 0
2021-03-25 1254 7 39 0
2021-03-24 1247 17 39 1
2021-03-23 1230 3 38 0
2021-03-22 1227 6 38 0
2021-03-21 1221 1 38 1
2021-03-20 1220 14 37 0
2021-03-19 1206 7 37 0
2021-03-18 1199 10 37 0
2021-03-17 1189 5 37 1
2021-03-16 1184 3 36 0
2021-03-15 1181 1 36 0
2021-03-14 1180 5 36 0
2021-03-13 1175 16 36 0
2021-03-12 1159 7 36 0
2021-03-11 1152 12 36 0
2021-03-10 1140 6 36 1
2021-03-09 1134 1 35 0
2021-03-08 1133 5 35 0
2021-03-07 1128 1 35 0
2021-03-06 1127 7 35 1
2021-03-05 1120 6 34 0
2021-03-04 1114 3 34 0
2021-03-03 1111 5 34 0
2021-03-02 1106 3 34 0
2021-03-01 1103 6 34 1
2021-02-28 1097 1 33 0
2021-02-27 1096 9 33 0
2021-02-26 1087 6 33 0
2021-02-25 1081 6 33 0
2021-02-24 1075 7 33 0
2021-02-23 1068 6 33 1
2021-02-22 1062 1 32 0
2021-02-21 1061 2 32 0
2021-02-20 1059 8 32 0
2021-02-19 1051 4 32 0
2021-02-18 1047 5 32 0
2021-02-17 1042 8 32 0
2021-02-16 1034 1 32 0
2021-02-15 1033 9 32 0
2021-02-13 1024 4 32 0
2021-02-12 1020 5 32 0
2021-02-11 1015 5 32 0
2021-02-10 1010 6 32 3
2021-02-09 1004 2 29 0
2021-02-08 1002 1 29 0
2021-02-07 1001 1 29 0
2021-02-06 1000 8 29 0
2021-02-05 992 5 29 0
2021-02-04 987 3 29 0
2021-02-03 984 3 29 0
2021-02-01 981 3 29 0
2021-01-31 978 2 29 0
2021-01-30 976 13 29 0
2021-01-29 963 6 29 0
2021-01-28 957 4 29 0
2021-01-27 953 5 29 0
2021-01-26 948 7 29 1
2021-01-24 941 13 28 0
2021-01-23 928 5 28 0
2021-01-22 923 6 28 0
2021-01-21 917 5 28 0
2021-01-20 912 2 28 0
2021-01-19 910 1 28 0
2021-01-18 909 8 28 0
2021-01-17 901 5 28 0
2021-01-16 896 10 28 0
2021-01-15 886 7 28 0
2021-01-14 879 7 28 0
2021-01-13 872 11 28 0
2021-01-12 861 8 28 0
2021-01-11 853 11 28 0
2021-01-10 842 2 28 0
2021-01-09 840 8 28 0
2021-01-08 832 6 28 0
2021-01-07 826 12 28 2
2021-01-06 814 10 26 0
2021-01-05 804 7 26 1
2021-01-04 797 4 25 0
2021-01-03 793 4 25 0
2021-01-02 789 1 25 0
2021-01-01 788 3 25 0
2020-12-31 785 23 25 0
2020-12-30 762 4 25 0
2020-12-29 758 5 25 1
2020-12-27 753 10 24 2
2020-12-25 743 9 22 0
2020-12-24 734 16 22 1
2020-12-23 718 11 21 0
2020-12-22 707 15 21 0
2020-12-21 692 9 21 0
2020-12-20 683 8 21 0
2020-12-19 675 29 21 0
2020-12-18 646 10 21 2
2020-12-17 636 10 19 0
2020-12-16 626 6 19 0
2020-12-15 620 7 19 0
2020-12-14 613 7 19 0
2020-12-13 606 16 19 0
2020-12-12 590 18 19 0
2020-12-11 572 10 19 1
2020-12-10 562 13 18 0
2020-12-09 549 14 18 0
2020-12-08 535 19 18 3
2020-12-07 516 9 15 0
2020-12-06 507 7 15 1
2020-12-05 500 40 14 4
2020-12-04 460 10 10 0
2020-12-03 450 11 10 1
2020-12-02 439 15 9 1
2020-12-01 424 11 8 0
2020-11-30 413 11 8 1
2020-11-29 402 11 7 0
2020-11-28 391 7 7 0
2020-11-27 384 5 7 0
2020-11-26 379 7 7 1
2020-11-25 372 50 6 0
2020-11-24 322 8 6 0
2020-11-23 314 7 6 0
2020-11-22 307 8 6 1
2020-11-20 299 4 5 0
2020-11-19 295 16 5 0
2020-11-18 279 9 5 0
2020-11-17 270 5 5 0
2020-11-16 265 1 5 0
2020-11-15 264 3 5 0
2020-11-14 261 17 5 0
2020-11-13 244 11 5 1
2020-11-12 233 1 4 0
2020-11-11 232 7 4 0
2020-11-10 225 2 4 0
2020-11-09 223 2 4 0
2020-11-08 221 2 4 0
2020-11-07 219 10 4 0
2020-11-06 209 2 4 0
2020-11-05 207 15 4 1
2020-11-04 192 1 3 0
2020-11-03 191 1 3 0
2020-11-02 190 1 3 0
2020-11-01 189 2 3 0
2020-10-31 187 7 3 0
2020-10-30 180 2 3 0
2020-10-29 178 16 3 0
2020-10-28 162 5 3 0
2020-10-27 157 3 3 0
2020-10-26 154 1 3 0
2020-10-25 153 4 3 0
2020-10-24 149 1 3 0
2020-10-23 148 4 3 0
2020-10-22 144 4 3 0
2020-10-21 140 1 3 0
2020-10-19 139 3 3 0
2020-10-18 136 1 3 0
2020-10-17 135 1 3 0
2020-10-16 134 2 3 0
2020-10-15 132 2 3 0
2020-10-14 130 4 3 0
2020-10-12 126 1 3 0
2020-10-11 125 4 3 0
2020-10-10 121 1 3 0
2020-10-09 120 2 3 0
2020-10-06 118 1 3 0
2020-10-03 117 1 3 0
2020-10-02 116 2 3 0
2020-10-01 114 7 3 1
2020-09-30 107 2 2 0
2020-09-28 105 2 2 0
2020-09-27 103 1 2 0
2020-09-26 102 6 2 0
2020-09-25 96 12 2 0
2020-09-24 84 3 2 0
2020-09-23 81 6 2 0
2020-09-22 75 1 2 0
2020-09-21 74 1 2 0
2020-09-20 73 1 2 0
2020-09-19 72 4 2 0
2020-09-18 68 1 2 0
2020-09-16 67 5 2 0
2020-09-14 62 1 2 0
2020-09-11 61 1 2 0
2020-09-07 60 1 2 0
2020-09-04 59 1 2 0
2020-09-02 58 2 2 0
2020-09-01 56 1 2 0
2020-08-29 55 1 2 0
2020-08-28 54 2 2 0
2020-08-25 52 5 2 0
2020-08-24 47 1 2 0
2020-08-21 46 1 2 0
2020-08-20 45 4 2 0
2020-08-19 41 1 2 0
2020-08-12 40 1 2 0
2020-07-08 39 1 2 0
2020-07-07 38 1 2 0
2020-07-02 37 2 2 0
2020-06-19 35 1 2 0
2020-05-06 34 1 2 0
2020-04-30 33 1 2 1
2020-04-29 32 1 1 0
2020-04-24 31 1 1 0
2020-04-19 30 1 1 0
2020-04-17 29 1 1 0
2020-04-16 28 1 1 0
2020-04-12 27 2 1 0
2020-04-11 25 1 1 0
2020-04-10 24 1 1 0
2020-04-06 23 1 1 1
2020-04-03 22 5 0 0
2020-04-01 17 2 0 0
2020-03-31 15 3 0 0
2020-03-30 12 2 0 0
2020-03-27 10 1 0 0
2020-03-25 9 2 0 0
2020-03-24 7 1 0 0
2020-03-22 6 1 0 0
2020-03-21 5 2 0 0
2020-03-13 3 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: 0:02:53.317086