Germany: SK Rosenheim (Bayern)¶

  • 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 11:51:32 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Rosenheim", weeks=5);
2023-03-07T11:51:43.611907 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 60 60 70 70 80 80 90 90 100 100 7-day incidence rate (per 100K people) 88.2 SK Rosenheim, 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 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 Rosenheim new deaths (rolling 7d mean) Germany-SK Rosenheim new deaths 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-SK Rosenheim cases daily growth factor Germany-SK Rosenheim cases daily growth factor (rolling mean) Germany-SK Rosenheim 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 Rosenheim deaths daily growth factor Germany-SK Rosenheim deaths daily growth factor (rolling mean) Germany-SK Rosenheim estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 6000 cases doubling time [days] Germany-SK Rosenheim doubling time cases (rolling mean) 0.00 6.35 12.70 daily change Germany-SK Rosenheim new cases (rolling 7d mean) Germany-SK Rosenheim new cases 0.000 0.320 0.641 0.961
In [4]:
overview(country="Germany", subregion="SK Rosenheim");
2023-03-07T11:51:58.931170 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) 88.2 SK Rosenheim, 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 8 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-SK Rosenheim cases daily growth factor Germany-SK Rosenheim cases daily growth factor (rolling mean) Germany-SK Rosenheim 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 Rosenheim deaths daily growth factor Germany-SK Rosenheim deaths daily growth factor (rolling mean) Germany-SK Rosenheim 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-SK Rosenheim doubling time cases (rolling mean) Germany-SK Rosenheim doubling time deaths (rolling mean) 0 127 254 daily change Germany-SK Rosenheim new cases (rolling 7d mean) Germany-SK Rosenheim new cases 0.00 1.27 2.54 3.81 5.08 daily change Germany-SK Rosenheim new deaths (rolling 7d mean) Germany-SK Rosenheim new deaths 0.0 29.1 58.2 87.3 116.4 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Rosenheim", dates="2020-03-15:");
2023-03-07T11:54:15.560329 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 Rosenheim SK Rosenheim 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 Rosenheim Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Rosenheim")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Rosenheim")
print(f'Population of country="Germany", subregion="SK Rosenheim": {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 Rosenheim": 63508 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 34719 11 150 0
2023-03-03 34708 6 150 0
2023-03-02 34702 10 150 0
2023-03-01 34692 19 150 0
2023-02-28 34673 10 150 0
2023-02-27 34663 17 150 0
2023-02-24 34646 4 150 0
2023-02-23 34642 14 150 0
2023-02-22 34628 8 150 0
2023-02-21 34620 5 150 0
2023-02-20 34615 15 150 0
2023-02-17 34600 7 150 0
2023-02-16 34593 14 150 0
2023-02-15 34579 6 150 0
2023-02-14 34573 9 150 0
2023-02-13 34564 9 150 0
2023-02-10 34555 6 150 0
2023-02-09 34549 7 150 0
2023-02-08 34542 6 150 0
2023-02-07 34536 13 150 0
2023-02-06 34523 11 150 0
2023-02-03 34512 8 150 0
2023-02-02 34504 13 150 0
2023-02-01 34491 4 150 0
2023-01-31 34487 8 150 0
2023-01-30 34479 19 150 0
2023-01-27 34460 13 150 0
2023-01-26 34447 6 150 0
2023-01-25 34441 5 150 0
2023-01-24 34436 9 150 0
2023-01-23 34427 15 150 0
2023-01-20 34412 5 150 0
2023-01-19 34407 4 150 0
2023-01-18 34403 6 150 0
2023-01-17 34397 7 150 0
2023-01-16 34390 14 150 0
2023-01-13 34376 8 150 0
2023-01-12 34368 8 150 0
2023-01-11 34360 19 150 0
2023-01-10 34341 12 150 0
2023-01-09 34329 17 150 0
2023-01-05 34312 5 150 0
2023-01-04 34307 15 150 1
2023-01-03 34292 12 149 0
2023-01-02 34280 12 149 0
2022-12-30 34268 7 149 0
2022-12-29 34261 11 149 0
2022-12-28 34250 13 149 0
2022-12-27 34237 23 149 1
2022-12-23 34214 7 148 0
2022-12-22 34207 12 148 0
2022-12-21 34195 18 148 2
2022-12-20 34177 6 146 0
2022-12-19 34171 31 146 0
2022-12-16 34140 14 146 0
2022-12-15 34126 19 146 0
2022-12-14 34107 15 146 0
2022-12-13 34092 9 146 0
2022-12-12 34083 17 146 0
2022-12-09 34066 17 146 0
2022-12-08 34049 11 146 0
2022-12-07 34038 11 146 0
2022-12-06 34027 17 146 0
2022-12-05 34010 23 146 0
2022-12-02 33987 9 146 0
2022-12-01 33978 17 146 0
2022-11-30 33961 20 146 0
2022-11-29 33941 17 146 0
2022-11-28 33924 28 146 0
2022-11-25 33896 10 146 0
2022-11-24 33886 15 146 0
2022-11-23 33871 20 146 0
2022-11-22 33851 19 146 0
2022-11-21 33832 31 146 0
2022-11-18 33801 17 146 0
2022-11-17 33784 10 146 0
2022-11-16 33774 21 146 0
2022-11-15 33753 19 146 0
2022-11-14 33734 17 146 0
2022-11-11 33717 19 146 0
2022-11-10 33698 12 146 0
2022-11-09 33686 24 146 0
2022-11-08 33662 36 146 0
2022-11-07 33626 35 146 0
2022-11-04 33591 14 146 0
2022-11-03 33577 13 146 0
2022-11-02 33564 16 146 0
2022-10-31 33548 28 146 0
2022-10-28 33520 16 146 0
2022-10-27 33504 25 146 0
2022-10-26 33479 30 146 0
2022-10-25 33449 21 146 0
2022-10-24 33428 56 146 1
2022-10-21 33372 24 145 0
2022-10-20 33348 44 145 0
2022-10-19 33304 61 145 0
2022-10-18 33243 40 145 0
2022-10-17 33203 94 145 0
2022-10-14 33109 32 145 0
2022-10-13 33077 83 145 1
2022-10-12 32994 98 144 0
2022-10-11 32896 45 144 0
2022-10-10 32851 177 144 0
2022-10-07 32674 75 144 0
2022-10-06 32599 84 144 0
2022-10-05 32515 136 144 0
2022-10-04 32379 213 144 2
2022-09-30 32166 78 142 0
2022-09-29 32088 65 142 0
2022-09-28 32023 111 142 0
2022-09-27 31912 116 142 0
2022-09-26 31796 151 142 0
2022-09-23 31645 64 142 0
2022-09-22 31581 88 142 0
2022-09-21 31493 93 142 1
2022-09-20 31400 101 141 0
2022-09-19 31299 197 141 1
2022-09-16 31102 99 140 1
2022-09-15 31003 133 139 0
2022-09-14 30870 160 139 1
2022-09-13 30710 124 138 0
2022-09-12 30586 143 138 0
2022-09-09 30443 74 138 1
2022-09-08 30369 68 137 1
2022-09-07 30301 81 136 0
2022-09-06 30220 33 136 0
2022-09-05 30187 53 136 0
2022-09-02 30134 15 136 0
2022-09-01 30119 18 136 0
2022-08-31 30101 22 136 1
2022-08-30 30079 15 135 0
2022-08-29 30064 28 135 0
2022-08-26 30036 28 135 0
2022-08-25 30008 13 135 0
2022-08-24 29995 20 135 0
2022-08-23 29975 16 135 0
2022-08-22 29959 47 135 0
2022-08-19 29912 6 135 0
2022-08-18 29906 18 135 0
2022-08-17 29888 45 135 0
2022-08-16 29843 60 135 0
2022-08-12 29783 20 135 0
2022-08-11 29763 30 135 0
2022-08-10 29733 39 135 0
2022-08-09 29694 37 135 0
2022-08-08 29657 68 135 0
2022-08-05 29589 43 135 0
2022-08-04 29546 71 135 0
2022-08-03 29475 36 135 0
2022-08-02 29439 73 135 0
2022-08-01 29366 101 135 0
2022-07-31 29265 1 135 0
2022-07-30 29264 1 135 0
2022-07-29 29263 49 135 0
2022-07-28 29214 62 135 0
2022-07-27 29152 143 135 0
2022-07-26 29009 77 135 0
2022-07-25 28932 157 135 1
2022-07-24 28775 1 134 0
2022-07-23 28774 2 134 0
2022-07-22 28772 90 134 0
2022-07-21 28682 80 134 0
2022-07-20 28602 112 134 0
2022-07-19 28490 70 134 0
2022-07-18 28420 125 134 0
2022-07-16 28295 2 134 0
2022-07-15 28293 75 134 0
2022-07-14 28218 95 134 1
2022-07-13 28123 84 133 0
2022-07-12 28039 84 133 0
2022-07-11 27955 139 133 0
2022-07-09 27816 1 133 0
2022-07-08 27815 64 133 0
2022-07-07 27751 70 133 0
2022-07-06 27681 79 133 0
2022-07-05 27602 96 133 0
2022-07-04 27506 125 133 0
2022-07-01 27381 58 133 0
2022-06-30 27323 21 133 0
2022-06-29 27302 56 133 0
2022-06-28 27246 81 133 0
2022-06-27 27165 70 133 0
2022-06-25 27095 3 133 0
2022-06-24 27092 47 133 0
2022-06-23 27045 109 133 0
2022-06-22 26936 13 133 0
2022-06-21 26923 56 133 0
2022-06-20 26867 90 133 0
2022-06-18 26777 1 133 0
2022-06-17 26776 71 133 0
2022-06-15 26705 49 133 0
2022-06-14 26656 32 133 0
2022-06-13 26624 75 133 0
2022-06-10 26549 16 133 0
2022-06-09 26533 58 133 0
2022-06-08 26475 30 133 0
2022-06-07 26445 55 133 0
2022-06-05 26390 1 133 0
2022-06-04 26389 1 133 0
2022-06-03 26388 22 133 0
2022-06-02 26366 20 133 0
2022-06-01 26346 16 133 0
2022-05-31 26330 33 133 0
2022-05-30 26297 38 133 0
2022-05-27 26259 27 133 0
2022-05-25 26232 19 133 0
2022-05-24 26213 20 133 0
2022-05-23 26193 19 133 0
2022-05-22 26174 21 133 0
2022-05-21 26153 15 133 0
2022-05-20 26138 32 133 0
2022-05-19 26106 22 133 0
2022-05-18 26084 45 133 0
2022-05-17 26039 55 133 0
2022-05-16 25984 28 133 0
2022-05-15 25956 26 133 0
2022-05-14 25930 13 133 0
2022-05-13 25917 35 133 0
2022-05-12 25882 49 133 0
2022-05-11 25833 61 133 0
2022-05-10 25772 67 133 0
2022-05-09 25705 93 133 0
2022-05-07 25612 24 133 0
2022-05-06 25588 55 133 0
2022-05-05 25533 77 133 0
2022-05-04 25456 71 133 0
2022-05-03 25385 70 133 0
2022-05-02 25315 107 133 0
2022-04-30 25208 1 133 0
2022-04-29 25207 71 133 0
2022-04-28 25136 82 133 1
2022-04-27 25054 83 132 0
2022-04-26 24971 110 132 0
2022-04-25 24861 65 132 0
2022-04-24 24796 55 132 0
2022-04-23 24741 15 132 0
2022-04-22 24726 78 132 0
2022-04-21 24648 105 132 0
2022-04-20 24543 79 132 0
2022-04-19 24464 86 132 0
2022-04-18 24378 47 132 0
2022-04-17 24331 24 132 0
2022-04-16 24307 23 132 0
2022-04-15 24284 57 132 0
2022-04-14 24227 59 132 0
2022-04-13 24168 96 132 0
2022-04-12 24072 89 132 0
2022-04-11 23983 70 132 0
2022-04-10 23913 60 132 0
2022-04-09 23853 34 132 0
2022-04-08 23819 91 132 0
2022-04-07 23728 145 132 0
2022-04-06 23583 135 132 1
2022-04-05 23448 112 131 0
2022-04-04 23336 146 131 0
2022-04-03 23190 34 131 0
2022-04-02 23156 38 131 1
2022-04-01 23118 150 130 0
2022-03-31 22968 182 130 0
2022-03-30 22786 252 130 0
2022-03-29 22534 261 130 0
2022-03-28 22273 344 130 0
2022-03-27 21929 26 130 0
2022-03-26 21903 48 130 0
2022-03-25 21855 294 130 1
2022-03-24 21561 304 129 0
2022-03-23 21257 356 129 0
2022-03-22 20901 269 129 0
2022-03-21 20632 330 129 0
2022-03-20 20302 38 129 0
2022-03-19 20264 57 129 0
2022-03-18 20207 243 129 0
2022-03-17 19964 377 129 0
2022-03-16 19587 367 129 0
2022-03-15 19220 307 129 0
2022-03-14 18913 250 129 1
2022-03-13 18663 43 128 0
2022-03-12 18620 19 128 0
2022-03-11 18601 254 128 1
2022-03-10 18347 289 127 1
2022-03-09 18058 239 126 1
2022-03-08 17819 258 125 0
2022-03-07 17561 72 125 0
2022-03-06 17489 44 125 1
2022-03-05 17445 110 124 1
2022-03-04 17335 158 123 1
2022-03-03 17177 147 122 0
2022-03-02 17030 106 122 0
2022-03-01 16924 124 122 0
2022-02-28 16800 185 122 1
2022-02-27 16615 48 121 0
2022-02-26 16567 25 121 0
2022-02-25 16542 96 121 1
2022-02-24 16446 99 120 0
2022-02-23 16347 168 120 0
2022-02-22 16179 219 120 0
2022-02-21 15960 218 120 0
2022-02-20 15742 70 120 0
2022-02-19 15672 23 120 0
2022-02-18 15649 177 120 1
2022-02-17 15472 266 119 2
2022-02-16 15206 281 117 0
2022-02-15 14925 313 117 0
2022-02-14 14612 303 117 1
2022-02-13 14309 33 116 0
2022-02-12 14276 38 116 1
2022-02-11 14238 202 115 0
2022-02-10 14036 289 115 1
2022-02-09 13747 354 114 1
2022-02-08 13393 280 113 1
2022-02-07 13113 291 112 0
2022-02-06 12822 70 112 0
2022-02-05 12752 52 112 0
2022-02-04 12700 224 112 1
2022-02-03 12476 325 111 0
2022-02-02 12151 237 111 0
2022-02-01 11914 252 111 0
2022-01-31 11662 266 111 0
2022-01-30 11396 70 111 0
2022-01-29 11326 41 111 0
2022-01-28 11285 188 111 0
2022-01-27 11097 237 111 1
2022-01-26 10860 320 110 0
2022-01-25 10540 243 110 0
2022-01-24 10297 220 110 0
2022-01-23 10077 48 110 0
2022-01-22 10029 66 110 0
2022-01-21 9963 112 110 0
2022-01-20 9851 157 110 0
2022-01-19 9694 140 110 2
2022-01-18 9554 107 108 0
2022-01-17 9447 107 108 0
2022-01-16 9340 22 108 0
2022-01-15 9318 42 108 0
2022-01-14 9276 48 108 0
2022-01-13 9228 56 108 0
2022-01-12 9172 135 108 0
2022-01-11 9037 85 108 0
2022-01-10 8952 75 108 0
2022-01-09 8877 17 108 0
2022-01-08 8860 21 108 0
2022-01-07 8839 58 108 0
2022-01-06 8781 15 108 1
2022-01-05 8766 47 107 0
2022-01-04 8719 37 107 0
2022-01-03 8682 12 107 1
2022-01-02 8670 11 106 0
2022-01-01 8659 16 106 0
2021-12-31 8643 15 106 0
2021-12-30 8628 38 106 0
2021-12-29 8590 28 106 0
2021-12-28 8562 16 106 0
2021-12-27 8546 10 106 0
2021-12-26 8536 2 106 0
2021-12-25 8534 8 106 0
2021-12-24 8526 19 106 0
2021-12-23 8507 20 106 0
2021-12-22 8487 33 106 0
2021-12-21 8454 27 106 0
2021-12-20 8427 21 106 0
2021-12-19 8406 10 106 0
2021-12-18 8396 20 106 0
2021-12-17 8376 40 106 0
2021-12-16 8336 63 106 0
2021-12-15 8273 11 106 0
2021-12-14 8262 51 106 0
2021-12-13 8211 22 106 0
2021-12-12 8189 19 106 1
2021-12-11 8170 27 105 0
2021-12-10 8143 37 105 2
2021-12-09 8106 78 103 1
2021-12-08 8028 77 102 0
2021-12-07 7951 82 102 2
2021-12-06 7869 52 100 0
2021-12-05 7817 37 100 1
2021-12-04 7780 31 99 0
2021-12-03 7749 60 99 1
2021-12-02 7689 93 98 3
2021-12-01 7596 63 95 0
2021-11-30 7533 107 95 0
2021-11-29 7426 107 95 1
2021-11-28 7319 35 94 0
2021-11-27 7284 18 94 1
2021-11-26 7266 66 93 0
2021-11-25 7200 84 93 2
2021-11-24 7116 154 91 0
2021-11-23 6962 163 91 3
2021-11-22 6799 156 88 2
2021-11-21 6643 36 86 0
2021-11-20 6607 35 86 0
2021-11-19 6572 124 86 1
2021-11-18 6448 130 85 0
2021-11-17 6318 96 85 0
2021-11-16 6222 75 85 0
2021-11-15 6147 50 85 0
2021-11-14 6097 26 85 0
2021-11-13 6071 19 85 0
2021-11-12 6052 105 85 0
2021-11-11 5947 88 85 1
2021-11-10 5859 30 84 0
2021-11-09 5829 55 84 0
2021-11-08 5774 44 84 1
2021-11-07 5730 16 83 0
2021-11-06 5714 12 83 1
2021-11-05 5702 51 82 0
2021-11-04 5651 36 82 0
2021-11-03 5615 34 82 1
2021-11-02 5581 44 81 1
2021-11-01 5537 29 80 0
2021-10-31 5508 20 80 0
2021-10-30 5488 19 80 0
2021-10-29 5469 46 80 0
2021-10-28 5423 42 80 1
2021-10-27 5381 46 79 0
2021-10-26 5335 24 79 1
2021-10-25 5311 33 78 0
2021-10-24 5278 20 78 0
2021-10-23 5258 27 78 0
2021-10-22 5231 42 78 0
2021-10-21 5189 54 78 1
2021-10-20 5135 44 77 1
2021-10-19 5091 35 76 0
2021-10-18 5056 2 76 0
2021-10-17 5054 9 76 0
2021-10-16 5045 35 76 0
2021-10-15 5010 19 76 1
2021-10-14 4991 19 75 0
2021-10-13 4972 27 75 0
2021-10-12 4945 25 75 1
2021-10-11 4920 9 74 0
2021-10-10 4911 22 74 0
2021-10-09 4889 22 74 0
2021-10-08 4867 26 74 0
2021-10-07 4841 16 74 0
2021-10-06 4825 26 74 0
2021-10-05 4799 21 74 0
2021-10-04 4778 6 74 0
2021-10-03 4772 11 74 0
2021-10-02 4761 14 74 0
2021-10-01 4747 12 74 0
2021-09-30 4735 15 74 0
2021-09-29 4720 17 74 0
2021-09-28 4703 24 74 0
2021-09-27 4679 7 74 0
2021-09-26 4672 3 74 0
2021-09-25 4669 11 74 0
2021-09-24 4658 11 74 0
2021-09-23 4647 5 74 0
2021-09-22 4642 13 74 0
2021-09-21 4629 20 74 0
2021-09-20 4609 8 74 0
2021-09-19 4601 19 74 0
2021-09-18 4582 6 74 0
2021-09-17 4576 14 74 0
2021-09-16 4562 11 74 0
2021-09-15 4551 33 74 2
2021-09-14 4518 16 72 0
2021-09-13 4502 2 72 0
2021-09-12 4500 19 72 0
2021-09-11 4481 16 72 0
2021-09-10 4465 18 72 0
2021-09-09 4447 23 72 0
2021-09-08 4424 30 72 0
2021-09-07 4394 42 72 0
2021-09-06 4352 7 72 0
2021-09-05 4345 1 72 0
2021-09-04 4344 12 72 0
2021-09-03 4332 15 72 0
2021-09-02 4317 32 72 0
2021-09-01 4285 20 72 0
2021-08-31 4265 33 72 1
2021-08-30 4232 15 71 1
2021-08-29 4217 9 70 1
2021-08-28 4208 15 69 0
2021-08-27 4193 10 69 0
2021-08-26 4183 17 69 0
2021-08-25 4166 25 69 0
2021-08-24 4141 43 69 1
2021-08-23 4098 16 68 0
2021-08-22 4082 11 68 0
2021-08-21 4071 12 68 0
2021-08-20 4059 3 68 0
2021-08-19 4056 15 68 0
2021-08-18 4041 25 68 0
2021-08-17 4016 14 68 0
2021-08-16 4002 9 68 0
2021-08-15 3993 2 68 0
2021-08-14 3991 5 68 0
2021-08-13 3986 12 68 0
2021-08-12 3974 4 68 0
2021-08-11 3970 4 68 0
2021-08-10 3966 4 68 0
2021-08-08 3962 1 68 0
2021-08-07 3961 3 68 1
2021-08-06 3958 1 67 0
2021-08-01 3957 1 67 0
2021-07-31 3956 2 67 0
2021-07-30 3954 1 67 0
2021-07-29 3953 1 67 0
2021-07-27 3952 2 67 0
2021-07-25 3950 2 67 0
2021-07-24 3948 1 67 0
2021-07-23 3947 1 67 0
2021-07-22 3946 2 67 0
2021-07-21 3944 1 67 0
2021-07-19 3943 1 67 0
2021-07-17 3942 1 67 0
2021-07-16 3941 1 67 0
2021-07-15 3940 1 67 0
2021-07-13 3939 3 67 0
2021-07-07 3936 2 67 0
2021-07-06 3934 1 67 0
2021-07-02 3933 1 67 0
2021-07-01 3932 1 67 0
2021-06-25 3931 1 67 0
2021-06-19 3930 1 67 0
2021-06-18 3929 1 67 0
2021-06-16 3928 1 67 0
2021-06-12 3927 1 67 0
2021-06-11 3926 3 67 0
2021-06-10 3923 3 67 0
2021-06-09 3920 3 67 0
2021-06-08 3917 5 67 0
2021-06-07 3912 1 67 0
2021-06-06 3911 2 67 0
2021-06-05 3909 4 67 0
2021-06-04 3905 2 67 0
2021-06-03 3903 1 67 0
2021-06-02 3902 1 67 0
2021-06-01 3901 8 67 0
2021-05-30 3893 2 67 0
2021-05-29 3891 4 67 0
2021-05-28 3887 1 67 0
2021-05-27 3886 11 67 0
2021-05-26 3875 2 67 1
2021-05-25 3873 3 66 1
2021-05-24 3870 2 65 0
2021-05-23 3868 3 65 0
2021-05-22 3865 3 65 0
2021-05-21 3862 4 65 0
2021-05-20 3858 9 65 0
2021-05-19 3849 6 65 0
2021-05-18 3843 2 65 0
2021-05-17 3841 4 65 0
2021-05-16 3837 4 65 0
2021-05-15 3833 10 65 0
2021-05-14 3823 6 65 0
2021-05-13 3817 12 65 0
2021-05-12 3805 4 65 0
2021-05-11 3801 8 65 0
2021-05-10 3793 8 65 0
2021-05-09 3785 5 65 0
2021-05-08 3780 19 65 0
2021-05-07 3761 9 65 0
2021-05-06 3752 15 65 0
2021-05-05 3737 24 65 0
2021-05-04 3713 20 65 0
2021-05-03 3693 7 65 0
2021-05-02 3686 7 65 0
2021-05-01 3679 18 65 0
2021-04-30 3661 15 65 0
2021-04-29 3646 16 65 0
2021-04-28 3630 15 65 0
2021-04-27 3615 11 65 1
2021-04-26 3604 7 64 0
2021-04-25 3597 10 64 1
2021-04-24 3587 16 63 0
2021-04-23 3571 17 63 0
2021-04-22 3554 22 63 0
2021-04-21 3532 14 63 0
2021-04-20 3518 14 63 0
2021-04-19 3504 6 63 0
2021-04-18 3498 17 63 0
2021-04-17 3481 12 63 0
2021-04-16 3469 22 63 0
2021-04-15 3447 7 63 0
2021-04-14 3440 16 63 1
2021-04-13 3424 18 62 0
2021-04-12 3406 10 62 0
2021-04-11 3396 5 62 0
2021-04-10 3391 6 62 0
2021-04-09 3385 21 62 0
2021-04-08 3364 26 62 0
2021-04-07 3338 20 62 0
2021-04-06 3318 14 62 0
2021-04-05 3304 2 62 0
2021-04-04 3302 7 62 1
2021-04-03 3295 2 61 0
2021-04-02 3293 6 61 0
2021-04-01 3287 18 61 0
2021-03-31 3269 13 61 0
2021-03-30 3256 9 61 0
2021-03-29 3247 7 61 0
2021-03-28 3240 9 61 0
2021-03-27 3231 13 61 0
2021-03-26 3218 7 61 0
2021-03-25 3211 10 61 0
2021-03-24 3201 14 61 0
2021-03-23 3187 16 61 0
2021-03-22 3171 3 61 0
2021-03-21 3168 9 61 0
2021-03-20 3159 10 61 0
2021-03-19 3149 14 61 0
2021-03-18 3135 11 61 0
2021-03-17 3124 18 61 0
2021-03-16 3106 28 61 0
2021-03-15 3078 2 61 0
2021-03-14 3076 23 61 0
2021-03-13 3053 24 61 0
2021-03-12 3029 23 61 0
2021-03-11 3006 15 61 0
2021-03-10 2991 24 61 0
2021-03-09 2967 20 61 0
2021-03-08 2947 3 61 0
2021-03-07 2944 3 61 0
2021-03-06 2941 10 61 0
2021-03-05 2931 14 61 1
2021-03-04 2917 13 60 0
2021-03-03 2904 13 60 1
2021-03-02 2891 13 59 0
2021-02-28 2878 8 59 0
2021-02-27 2870 6 59 0
2021-02-26 2864 4 59 0
2021-02-25 2860 8 59 0
2021-02-24 2852 7 59 0
2021-02-23 2845 2 59 0
2021-02-22 2843 2 59 0
2021-02-21 2841 5 59 0
2021-02-20 2836 8 59 0
2021-02-19 2828 9 59 1
2021-02-18 2819 4 58 0
2021-02-17 2815 2 58 0
2021-02-16 2813 2 58 0
2021-02-14 2811 3 58 0
2021-02-13 2808 4 58 0
2021-02-12 2804 8 58 0
2021-02-11 2796 5 58 1
2021-02-10 2791 9 57 0
2021-02-09 2782 12 57 0
2021-02-07 2770 5 57 0
2021-02-06 2765 4 57 0
2021-02-05 2761 7 57 0
2021-02-04 2754 5 57 0
2021-02-03 2749 5 57 0
2021-02-02 2744 5 57 0
2021-02-01 2739 1 57 0
2021-01-31 2738 8 57 0
2021-01-30 2730 10 57 0
2021-01-29 2720 7 57 0
2021-01-28 2713 11 57 0
2021-01-27 2702 10 57 0
2021-01-26 2692 8 57 0
2021-01-24 2684 9 57 0
2021-01-23 2675 20 57 0
2021-01-22 2655 10 57 0
2021-01-21 2645 12 57 0
2021-01-20 2633 14 57 0
2021-01-19 2619 13 57 0
2021-01-18 2606 4 57 0
2021-01-17 2602 7 57 0
2021-01-16 2595 12 57 0
2021-01-15 2583 18 57 1
2021-01-14 2565 11 56 0
2021-01-13 2554 31 56 0
2021-01-12 2523 21 56 0
2021-01-11 2502 11 56 0
2021-01-10 2491 18 56 0
2021-01-09 2473 20 56 1
2021-01-08 2453 31 55 6
2021-01-07 2422 12 49 1
2021-01-06 2410 18 48 0
2021-01-05 2392 22 48 0
2021-01-04 2370 10 48 1
2021-01-03 2360 5 47 0
2021-01-02 2355 2 47 0
2021-01-01 2353 12 47 0
2020-12-31 2341 20 47 0
2020-12-30 2321 27 47 0
2020-12-29 2294 29 47 1
2020-12-28 2265 7 46 1
2020-12-27 2258 13 45 0
2020-12-26 2245 9 45 1
2020-12-25 2236 25 44 0
2020-12-24 2211 24 44 1
2020-12-23 2187 28 43 2
2020-12-22 2159 30 41 1
2020-12-21 2129 6 40 0
2020-12-20 2123 8 40 1
2020-12-19 2115 8 39 0
2020-12-18 2107 24 39 0
2020-12-17 2083 23 39 0
2020-12-16 2060 35 39 1
2020-12-15 2025 9 38 0
2020-12-14 2016 3 38 0
2020-12-13 2013 8 38 0
2020-12-12 2005 21 38 2
2020-12-11 1984 25 36 1
2020-12-10 1959 34 35 3
2020-12-09 1925 23 32 1
2020-12-08 1902 27 31 0
2020-12-07 1875 9 31 0
2020-12-06 1866 3 31 0
2020-12-05 1863 14 31 0
2020-12-04 1849 23 31 0
2020-12-03 1826 23 31 1
2020-12-02 1803 34 30 0
2020-12-01 1769 34 30 0
2020-11-30 1735 2 30 0
2020-11-29 1733 6 30 0
2020-11-28 1727 20 30 0
2020-11-27 1707 31 30 2
2020-11-26 1676 50 28 0
2020-11-25 1626 28 28 0
2020-11-24 1598 34 28 2
2020-11-23 1564 5 26 1
2020-11-22 1559 6 25 0
2020-11-21 1553 21 25 0
2020-11-20 1532 20 25 0
2020-11-19 1512 27 25 0
2020-11-18 1485 36 25 0
2020-11-17 1449 28 25 1
2020-11-16 1421 11 24 1
2020-11-15 1410 1 23 0
2020-11-14 1409 18 23 0
2020-11-13 1391 12 23 0
2020-11-12 1379 19 23 0
2020-11-11 1360 32 23 0
2020-11-10 1328 39 23 0
2020-11-09 1289 4 23 0
2020-11-08 1285 7 23 0
2020-11-07 1278 20 23 0
2020-11-06 1258 42 23 0
2020-11-05 1216 44 23 0
2020-11-04 1172 42 23 0
2020-11-03 1130 30 23 0
2020-11-02 1100 7 23 0
2020-11-01 1093 12 23 0
2020-10-31 1081 13 23 0
2020-10-30 1068 27 23 0
2020-10-29 1041 24 23 0
2020-10-28 1017 20 23 0
2020-10-27 997 26 23 0
2020-10-26 971 23 23 0
2020-10-25 948 17 23 0
2020-10-24 931 18 23 0
2020-10-23 913 26 23 0
2020-10-22 887 30 23 0
2020-10-21 857 20 23 0
2020-10-20 837 2 23 0
2020-10-19 835 2 23 0
2020-10-18 833 5 23 0
2020-10-17 828 6 23 0
2020-10-16 822 9 23 0
2020-10-15 813 17 23 0
2020-10-14 796 6 23 0
2020-10-13 790 7 23 0
2020-10-12 783 6 23 0
2020-10-11 777 3 23 0
2020-10-10 774 3 23 0
2020-10-09 771 3 23 0
2020-10-08 768 12 23 0
2020-10-07 756 8 23 0
2020-10-06 748 10 23 0
2020-10-05 738 3 23 0
2020-10-04 735 5 23 0
2020-10-02 730 2 23 0
2020-10-01 728 1 23 0
2020-09-30 727 2 23 0
2020-09-29 725 4 23 0
2020-09-28 721 3 23 0
2020-09-26 718 4 23 0
2020-09-25 714 5 23 0
2020-09-24 709 2 23 0
2020-09-23 707 1 23 0
2020-09-22 706 1 23 0
2020-09-21 705 2 23 0
2020-09-20 703 2 23 0
2020-09-19 701 2 23 0
2020-09-17 699 5 23 0
2020-09-16 694 3 23 0
2020-09-15 691 2 23 0
2020-09-14 689 6 23 0
2020-09-13 683 1 23 0
2020-09-11 682 3 23 0
2020-09-10 679 5 23 0
2020-09-09 674 7 23 0
2020-09-08 667 2 23 0
2020-09-07 665 9 23 0
2020-09-06 656 5 23 0
2020-09-05 651 9 23 0
2020-09-04 642 2 23 0
2020-09-03 640 11 23 0
2020-09-02 629 2 23 0
2020-09-01 627 4 23 0
2020-08-31 623 1 23 0
2020-08-28 622 8 23 0
2020-08-27 614 4 23 0
2020-08-26 610 8 23 0
2020-08-25 602 3 23 0
2020-08-24 599 2 23 0
2020-08-23 597 1 23 0
2020-08-22 596 5 23 0
2020-08-21 591 10 23 0
2020-08-20 581 3 23 0
2020-08-19 578 5 23 0
2020-08-18 573 4 23 0
2020-08-17 569 2 23 0
2020-08-16 567 5 23 0
2020-08-15 562 1 23 0
2020-08-14 561 1 23 0
2020-08-13 560 2 23 0
2020-08-12 558 5 23 0
2020-08-11 553 1 23 0
2020-08-10 552 1 23 0
2020-08-08 551 1 23 0
2020-08-07 550 1 23 0
2020-08-04 549 5 23 0
2020-08-03 544 1 23 0
2020-07-31 543 1 23 0
2020-07-30 542 1 23 0
2020-07-29 541 1 23 0
2020-07-26 540 5 23 0
2020-07-25 535 1 23 0
2020-07-24 534 1 23 0
2020-07-22 533 2 23 0
2020-07-21 531 1 23 0
2020-07-20 530 1 23 0
2020-07-16 529 2 23 0
2020-07-15 527 1 23 0
2020-07-14 526 1 23 0
2020-07-02 525 4 23 0
2020-07-01 521 1 23 0
2020-06-29 520 1 23 0
2020-06-25 519 2 23 0
2020-06-24 517 1 23 0
2020-06-21 516 1 23 0
2020-06-18 515 1 23 0
2020-06-13 514 1 23 0
2020-06-09 513 1 23 0
2020-06-07 512 1 23 0
2020-05-29 511 1 23 0
2020-05-28 510 1 23 0
2020-05-27 509 2 23 0
2020-05-21 507 1 23 0
2020-05-20 506 2 23 0
2020-05-17 504 4 23 0
2020-05-16 500 1 23 0
2020-05-15 499 1 23 0
2020-05-14 498 1 23 0
2020-05-13 497 1 23 0
2020-05-12 496 3 23 0
2020-05-11 493 1 23 0
2020-05-10 492 1 23 0
2020-05-09 491 2 23 0
2020-05-08 489 6 23 0
2020-05-07 483 20 23 0
2020-05-04 463 3 23 0
2020-05-03 460 1 23 0
2020-05-01 459 9 23 0
2020-04-30 450 7 23 0
2020-04-29 443 6 23 0
2020-04-28 437 7 23 1
2020-04-26 430 5 22 0
2020-04-25 425 5 22 0
2020-04-24 420 1 22 0
2020-04-23 419 34 22 0
2020-04-22 385 14 22 0
2020-04-21 371 9 22 0
2020-04-20 362 5 22 0
2020-04-19 357 9 22 0
2020-04-18 348 8 22 1
2020-04-17 340 2 21 0
2020-04-16 338 16 21 2
2020-04-15 322 21 19 1
2020-04-14 301 10 18 2
2020-04-12 291 3 16 0
2020-04-11 288 7 16 0
2020-04-10 281 16 16 1
2020-04-09 265 14 15 1
2020-04-08 251 7 14 0
2020-04-07 244 21 14 2
2020-04-06 223 12 12 0
2020-04-05 211 6 12 0
2020-04-04 205 4 12 1
2020-04-03 201 17 11 1
2020-04-02 184 16 10 2
2020-04-01 168 18 8 1
2020-03-31 150 14 7 2
2020-03-30 136 1 5 0
2020-03-29 135 3 5 0
2020-03-28 132 7 5 0
2020-03-27 125 11 5 0
2020-03-26 114 14 5 0
2020-03-25 100 26 5 2
2020-03-24 74 20 3 1
2020-03-23 54 4 2 0
2020-03-22 50 3 2 0
2020-03-21 47 19 2 2
2020-03-20 28 8 0 0
2020-03-19 20 7 0 0
2020-03-18 13 9 0 0
2020-03-15 4 2 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: 0:02:59.273043