Germany: LK Eichstätt (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 10:40:13 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Eichstätt", weeks=5);
2023-03-07T10:40:28.277654 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 80 100 100 120 120 140 140 7-day incidence rate (per 100K people) 59.1 LK Eichstätt, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 20 40 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.5 1.0 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 1.4 1.4 R & growth factor (based on cases) Germany-LK Eichstätt cases daily growth factor Germany-LK Eichstätt cases daily growth factor (rolling mean) Germany-LK Eichstätt 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 Eichstätt deaths daily growth factor Germany-LK Eichstätt deaths daily growth factor (rolling mean) Germany-LK Eichstätt 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-LK Eichstätt doubling time cases (rolling mean) 0.00 26.73 53.45 daily change Germany-LK Eichstätt new cases (rolling 7d mean) Germany-LK Eichstätt new cases 0.000 0.668 1.336 daily change Germany-LK Eichstätt new deaths (rolling 7d mean) Germany-LK Eichstätt new deaths 0.000 0.319 0.639 0.958
In [4]:
overview(country="Germany", subregion="LK Eichstätt");
2023-03-07T10:40:45.187343 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 3000 3000 4000 4000 7-day incidence rate (per 100K people) 59.1 LK Eichstätt, 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 0 200 400 600 800 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 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 1.4 1.4 R & growth factor (based on cases) Germany-LK Eichstätt cases daily growth factor Germany-LK Eichstätt cases daily growth factor (rolling mean) Germany-LK Eichstätt 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 Eichstätt deaths daily growth factor Germany-LK Eichstätt deaths daily growth factor (rolling mean) Germany-LK Eichstätt 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 cases doubling time [days] Germany-LK Eichstätt doubling time cases (rolling mean) Germany-LK Eichstätt doubling time deaths (rolling mean) 0 267 535 802 1069 daily change Germany-LK Eichstätt new cases (rolling 7d mean) Germany-LK Eichstätt new cases 0.000 1.336 2.673 4.009 5.345 daily change Germany-LK Eichstätt new deaths (rolling 7d mean) Germany-LK Eichstätt new deaths 0.0 37.5 74.9 112.4 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Eichstätt", dates="2020-03-15:");
2023-03-07T10:43:58.292020 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 Eichstätt LK Eichstätt 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 Eichstätt Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Eichstätt")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Eichstätt")
print(f'Population of country="Germany", subregion="LK Eichstätt": {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 Eichstätt": 133634 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 69273 27 156 0
2023-03-03 69246 9 156 0
2023-03-02 69237 12 156 0
2023-03-01 69225 8 156 0
2023-02-28 69217 23 156 0
2023-02-27 69194 39 156 0
2023-02-24 69155 22 156 0
2023-02-23 69133 21 156 0
2023-02-22 69112 19 156 0
2023-02-21 69093 33 156 0
2023-02-20 69060 36 156 0
2023-02-17 69024 15 156 0
2023-02-16 69009 37 156 0
2023-02-15 68972 36 156 0
2023-02-14 68936 71 156 0
2023-02-13 68865 40 156 0
2023-02-10 68825 10 156 0
2023-02-09 68815 20 156 0
2023-02-08 68795 24 156 0
2023-02-07 68771 35 156 0
2023-02-06 68736 36 156 2
2023-02-03 68700 23 154 0
2023-02-02 68677 17 154 0
2023-02-01 68660 26 154 0
2023-01-31 68634 35 154 0
2023-01-30 68599 22 154 0
2023-01-27 68577 11 154 0
2023-01-26 68566 13 154 0
2023-01-25 68553 25 154 0
2023-01-24 68528 23 154 0
2023-01-23 68505 27 154 0
2023-01-20 68478 15 154 0
2023-01-19 68463 12 154 0
2023-01-18 68451 19 154 0
2023-01-17 68432 18 154 0
2023-01-16 68414 21 154 0
2023-01-13 68393 16 154 0
2023-01-12 68377 10 154 0
2023-01-11 68367 10 154 0
2023-01-10 68357 36 154 0
2023-01-09 68321 35 154 0
2023-01-05 68286 16 154 0
2023-01-04 68270 19 154 0
2023-01-03 68251 29 154 0
2023-01-02 68222 25 154 1
2022-12-30 68197 10 153 1
2022-12-29 68187 15 152 0
2022-12-28 68172 37 152 0
2022-12-27 68135 55 152 0
2022-12-23 68080 11 152 0
2022-12-22 68069 26 152 0
2022-12-21 68043 18 152 0
2022-12-20 68025 33 152 0
2022-12-19 67992 27 152 1
2022-12-16 67965 18 151 0
2022-12-15 67947 17 151 0
2022-12-14 67930 29 151 0
2022-12-13 67901 32 151 0
2022-12-12 67869 41 151 1
2022-12-09 67828 14 150 0
2022-12-08 67814 18 150 0
2022-12-07 67796 25 150 0
2022-12-06 67771 36 150 0
2022-12-05 67735 30 150 0
2022-12-02 67705 20 150 0
2022-12-01 67685 17 150 0
2022-11-30 67668 32 150 0
2022-11-29 67636 35 150 0
2022-11-28 67601 26 150 1
2022-11-25 67575 16 149 0
2022-11-24 67559 22 149 0
2022-11-23 67537 24 149 0
2022-11-22 67513 23 149 0
2022-11-21 67490 30 149 0
2022-11-18 67460 15 149 0
2022-11-17 67445 13 149 0
2022-11-16 67432 34 149 0
2022-11-15 67398 23 149 0
2022-11-14 67375 30 149 0
2022-11-11 67345 28 149 0
2022-11-10 67317 17 149 0
2022-11-09 67300 28 149 0
2022-11-08 67272 55 149 0
2022-11-07 67217 54 149 0
2022-11-04 67163 55 149 0
2022-11-03 67108 42 149 0
2022-11-02 67066 118 149 0
2022-10-28 66948 40 149 0
2022-10-27 66908 39 149 0
2022-10-26 66869 79 149 0
2022-10-25 66790 113 149 0
2022-10-24 66677 116 149 0
2022-10-21 66561 82 149 0
2022-10-20 66479 80 149 1
2022-10-19 66399 142 148 0
2022-10-18 66257 186 148 0
2022-10-17 66071 237 148 1
2022-10-14 65834 86 147 0
2022-10-13 65748 186 147 0
2022-10-12 65562 218 147 0
2022-10-11 65344 239 147 0
2022-10-10 65105 343 147 0
2022-10-07 64762 154 147 0
2022-10-06 64608 253 147 0
2022-10-05 64355 248 147 0
2022-10-04 64107 338 147 0
2022-09-30 63769 173 147 0
2022-09-29 63596 167 147 0
2022-09-28 63429 248 147 1
2022-09-27 63181 292 146 0
2022-09-26 62889 282 146 1
2022-09-23 62607 174 145 0
2022-09-22 62433 182 145 0
2022-09-21 62251 256 145 0
2022-09-20 61995 300 145 0
2022-09-19 61695 373 145 0
2022-09-16 61322 203 145 1
2022-09-15 61119 281 144 0
2022-09-14 60838 255 144 0
2022-09-13 60583 275 144 0
2022-09-12 60308 140 144 0
2022-09-09 60168 81 144 0
2022-09-08 60087 80 144 0
2022-09-07 60007 85 144 0
2022-09-06 59922 71 144 0
2022-09-05 59851 102 144 0
2022-09-03 59749 1 144 0
2022-09-02 59748 57 144 0
2022-09-01 59691 53 144 0
2022-08-31 59638 55 144 0
2022-08-30 59583 90 144 0
2022-08-29 59493 79 144 0
2022-08-26 59414 32 144 0
2022-08-25 59382 36 144 0
2022-08-24 59346 60 144 0
2022-08-23 59286 90 144 0
2022-08-22 59196 71 144 0
2022-08-19 59125 37 144 0
2022-08-18 59088 65 144 0
2022-08-17 59023 124 144 0
2022-08-16 58899 124 144 0
2022-08-15 58775 1 144 0
2022-08-12 58774 58 144 1
2022-08-11 58716 81 143 0
2022-08-10 58635 69 143 0
2022-08-09 58566 107 143 0
2022-08-08 58459 114 143 0
2022-08-05 58345 63 143 0
2022-08-04 58282 98 143 0
2022-08-03 58184 111 143 0
2022-08-02 58073 132 143 0
2022-08-01 57941 186 143 0
2022-07-29 57755 132 143 1
2022-07-28 57623 96 142 0
2022-07-27 57527 188 142 0
2022-07-26 57339 276 142 1
2022-07-25 57063 327 141 0
2022-07-22 56736 185 141 0
2022-07-21 56551 506 141 0
2022-07-19 56045 424 141 0
2022-07-18 55621 383 141 0
2022-07-16 55238 1 141 0
2022-07-15 55237 166 141 0
2022-07-14 55071 247 141 0
2022-07-13 54824 270 141 0
2022-07-12 54554 410 141 0
2022-07-11 54144 301 141 0
2022-07-09 53843 1 141 0
2022-07-08 53842 141 141 0
2022-07-07 53701 251 141 0
2022-07-06 53450 259 141 0
2022-07-05 53191 245 141 1
2022-07-04 52946 236 140 0
2022-07-01 52710 180 140 0
2022-06-30 52530 167 140 0
2022-06-29 52363 182 140 0
2022-06-28 52181 216 140 0
2022-06-27 51965 200 140 0
2022-06-24 51765 121 140 0
2022-06-23 51644 121 140 0
2022-06-22 51523 163 140 0
2022-06-21 51360 215 140 0
2022-06-20 51145 212 140 0
2022-06-17 50933 112 140 0
2022-06-15 50821 124 140 0
2022-06-14 50697 175 140 0
2022-06-13 50522 177 140 0
2022-06-12 50345 1 140 0
2022-06-10 50344 88 140 0
2022-06-09 50256 112 140 0
2022-06-08 50144 126 140 0
2022-06-07 50018 166 140 0
2022-06-03 49852 67 140 0
2022-06-02 49785 65 140 0
2022-06-01 49720 59 140 0
2022-05-31 49661 78 140 0
2022-05-30 49583 100 140 0
2022-05-27 49483 50 140 0
2022-05-26 49433 1 140 0
2022-05-25 49432 54 140 0
2022-05-24 49378 73 140 0
2022-05-23 49305 85 140 0
2022-05-20 49220 60 140 0
2022-05-19 49160 74 140 0
2022-05-18 49086 107 140 0
2022-05-17 48979 86 140 0
2022-05-16 48893 165 140 0
2022-05-13 48728 68 140 0
2022-05-12 48660 116 140 0
2022-05-11 48544 114 140 0
2022-05-10 48430 159 140 0
2022-05-09 48271 188 140 0
2022-05-06 48083 107 140 0
2022-05-05 47976 113 140 0
2022-05-04 47863 145 140 0
2022-05-03 47718 189 140 0
2022-05-02 47529 201 140 0
2022-04-29 47328 111 140 0
2022-04-28 47217 127 140 0
2022-04-27 47090 190 140 0
2022-04-26 46900 239 140 0
2022-04-25 46661 237 140 0
2022-04-22 46424 168 140 0
2022-04-21 46256 285 140 0
2022-04-20 45971 219 140 0
2022-04-19 45752 292 140 1
2022-04-16 45460 218 139 0
2022-04-14 45242 270 139 0
2022-04-13 44972 280 139 0
2022-04-12 44692 259 139 0
2022-04-11 44433 184 139 0
2022-04-09 44249 214 139 0
2022-04-08 44035 271 139 1
2022-04-07 43764 288 138 0
2022-04-06 43476 354 138 0
2022-04-05 43122 380 138 0
2022-04-04 42742 211 138 0
2022-04-03 42531 1 138 0
2022-04-02 42530 269 138 0
2022-04-01 42261 296 138 0
2022-03-31 41965 477 138 0
2022-03-30 41488 369 138 0
2022-03-29 41119 518 138 0
2022-03-28 40601 303 138 1
2022-03-26 40298 457 137 0
2022-03-25 39841 415 137 0
2022-03-24 39426 594 137 0
2022-03-23 38832 532 137 1
2022-03-22 38300 680 136 0
2022-03-21 37620 260 136 0
2022-03-20 37360 208 136 0
2022-03-19 37152 245 136 0
2022-03-18 36907 637 136 0
2022-03-17 36270 604 136 1
2022-03-16 35666 708 135 0
2022-03-15 34958 512 135 0
2022-03-14 34446 236 135 0
2022-03-13 34210 214 135 0
2022-03-12 33996 547 135 0
2022-03-11 33449 742 135 0
2022-03-10 32707 540 135 0
2022-03-09 32167 722 135 0
2022-03-08 31445 568 135 0
2022-03-07 30877 234 135 0
2022-03-06 30643 193 135 0
2022-03-05 30450 445 135 0
2022-03-04 30005 396 135 0
2022-03-03 29609 502 135 0
2022-03-02 29107 503 135 0
2022-03-01 28604 407 135 0
2022-02-28 28197 150 135 0
2022-02-27 28047 149 135 0
2022-02-26 27898 390 135 0
2022-02-25 27508 402 135 0
2022-02-24 27106 527 135 0
2022-02-23 26579 598 135 0
2022-02-22 25981 494 135 0
2022-02-21 25487 153 135 0
2022-02-20 25334 178 135 0
2022-02-19 25156 431 135 0
2022-02-18 24725 416 135 0
2022-02-17 24309 564 135 0
2022-02-16 23745 575 135 0
2022-02-15 23170 460 135 1
2022-02-14 22710 107 134 0
2022-02-13 22603 228 134 0
2022-02-12 22375 412 134 0
2022-02-11 21963 383 134 0
2022-02-10 21580 516 134 0
2022-02-09 21064 1236 134 0
2022-02-08 19828 667 134 0
2022-02-07 19161 1269 134 0
2022-02-06 17892 539 134 0
2022-02-05 17353 519 134 0
2022-02-04 16834 441 134 0
2022-02-03 16393 507 134 0
2022-02-02 15886 726 134 0
2022-02-01 15160 157 134 0
2022-01-31 15003 157 134 0
2022-01-30 14846 103 134 0
2022-01-29 14743 100 134 0
2022-01-28 14643 114 134 0
2022-01-27 14529 251 134 0
2022-01-26 14278 82 134 0
2022-01-25 14196 180 134 0
2022-01-24 14016 142 134 0
2022-01-23 13874 80 134 0
2022-01-22 13794 122 134 1
2022-01-21 13672 107 133 0
2022-01-20 13565 168 133 0
2022-01-19 13397 159 133 0
2022-01-18 13238 145 133 0
2022-01-17 13093 135 133 0
2022-01-16 12958 63 133 0
2022-01-15 12895 87 133 0
2022-01-14 12808 114 133 0
2022-01-13 12694 127 133 0
2022-01-12 12567 115 133 0
2022-01-11 12452 134 133 1
2022-01-10 12318 75 132 0
2022-01-09 12243 28 132 0
2022-01-08 12215 50 132 0
2022-01-07 12165 73 132 0
2022-01-06 12092 47 132 0
2022-01-05 12045 105 132 2
2022-01-04 11940 83 130 1
2022-01-03 11857 55 129 0
2022-01-02 11802 15 129 0
2022-01-01 11787 24 129 0
2021-12-31 11763 44 129 0
2021-12-30 11719 70 129 0
2021-12-29 11649 59 129 0
2021-12-28 11590 52 129 1
2021-12-27 11538 28 128 0
2021-12-26 11510 32 128 0
2021-12-25 11478 14 128 0
2021-12-24 11464 52 128 0
2021-12-23 11412 78 128 0
2021-12-22 11334 76 128 0
2021-12-21 11258 61 128 1
2021-12-20 11197 51 127 0
2021-12-19 11146 20 127 0
2021-12-18 11126 28 127 0
2021-12-17 11098 71 127 0
2021-12-16 11027 63 127 0
2021-12-15 10964 69 127 0
2021-12-14 10895 90 127 0
2021-12-13 10805 27 127 2
2021-12-12 10778 45 125 0
2021-12-11 10733 47 125 0
2021-12-10 10686 71 125 1
2021-12-09 10615 153 124 1
2021-12-08 10462 165 123 0
2021-12-07 10297 127 123 0
2021-12-06 10170 109 123 0
2021-12-05 10061 98 123 2
2021-12-04 9963 70 121 0
2021-12-03 9893 49 121 2
2021-12-02 9844 59 119 0
2021-12-01 9785 134 119 0
2021-11-30 9651 244 119 0
2021-11-29 9407 121 119 0
2021-11-28 9286 42 119 0
2021-11-27 9244 120 119 0
2021-11-26 9124 87 119 1
2021-11-25 9037 108 118 0
2021-11-24 8929 165 118 2
2021-11-23 8764 133 116 1
2021-11-22 8631 97 115 0
2021-11-21 8534 38 115 0
2021-11-20 8496 80 115 0
2021-11-19 8416 119 115 0
2021-11-18 8297 149 115 0
2021-11-17 8148 104 115 0
2021-11-16 8044 117 115 1
2021-11-15 7927 138 114 0
2021-11-14 7789 30 114 0
2021-11-13 7759 67 114 0
2021-11-12 7692 159 114 0
2021-11-11 7533 113 114 3
2021-11-10 7420 136 111 0
2021-11-09 7284 94 111 0
2021-11-08 7190 117 111 4
2021-11-07 7073 56 107 2
2021-11-06 7017 29 105 0
2021-11-05 6988 80 105 0
2021-11-04 6908 73 105 0
2021-11-03 6835 64 105 0
2021-11-02 6771 10 105 0
2021-11-01 6761 3 105 0
2021-10-31 6758 16 105 0
2021-10-30 6742 80 105 0
2021-10-29 6662 65 105 0
2021-10-28 6597 89 105 1
2021-10-27 6508 95 104 0
2021-10-26 6413 74 104 0
2021-10-25 6339 6 104 0
2021-10-24 6333 16 104 0
2021-10-23 6317 36 104 1
2021-10-22 6281 32 103 0
2021-10-21 6249 39 103 0
2021-10-20 6210 30 103 0
2021-10-19 6180 41 103 0
2021-10-18 6139 5 103 0
2021-10-17 6134 14 103 0
2021-10-16 6120 11 103 0
2021-10-15 6109 18 103 0
2021-10-14 6091 16 103 1
2021-10-13 6075 22 102 0
2021-10-12 6053 5 102 0
2021-10-11 6048 2 102 0
2021-10-10 6046 3 102 0
2021-10-09 6043 3 102 0
2021-10-08 6040 8 102 0
2021-10-07 6032 10 102 0
2021-10-06 6022 19 102 0
2021-10-05 6003 11 102 0
2021-10-04 5992 4 102 0
2021-10-03 5988 4 102 0
2021-10-02 5984 7 102 0
2021-10-01 5977 9 102 0
2021-09-30 5968 22 102 0
2021-09-29 5946 22 102 0
2021-09-28 5924 22 102 0
2021-09-27 5902 3 102 0
2021-09-25 5899 17 102 0
2021-09-24 5882 11 102 0
2021-09-23 5871 22 102 0
2021-09-22 5849 20 102 1
2021-09-21 5829 45 101 0
2021-09-20 5784 3 101 1
2021-09-19 5781 6 100 0
2021-09-18 5775 37 100 0
2021-09-17 5738 22 100 0
2021-09-16 5716 37 100 2
2021-09-15 5679 43 98 1
2021-09-14 5636 25 97 2
2021-09-13 5611 1 95 0
2021-09-12 5610 6 95 1
2021-09-11 5604 28 94 2
2021-09-10 5576 23 92 1
2021-09-09 5553 17 91 1
2021-09-08 5536 34 90 2
2021-09-07 5502 32 88 1
2021-09-05 5470 2 87 0
2021-09-04 5468 13 87 0
2021-09-03 5455 10 87 0
2021-09-02 5445 23 87 1
2021-09-01 5422 17 86 0
2021-08-31 5405 24 86 0
2021-08-30 5381 5 86 0
2021-08-29 5376 7 86 0
2021-08-28 5369 13 86 0
2021-08-27 5356 6 86 0
2021-08-26 5350 17 86 0
2021-08-25 5333 21 86 0
2021-08-24 5312 25 86 0
2021-08-23 5287 2 86 0
2021-08-22 5285 1 86 0
2021-08-21 5284 19 86 0
2021-08-20 5265 14 86 0
2021-08-19 5251 10 86 0
2021-08-18 5241 15 86 0
2021-08-17 5226 25 86 0
2021-08-16 5201 1 86 0
2021-08-15 5200 4 86 0
2021-08-14 5196 8 86 0
2021-08-13 5188 20 86 0
2021-08-12 5168 12 86 0
2021-08-11 5156 8 86 0
2021-08-10 5148 8 86 0
2021-08-09 5140 1 86 0
2021-08-08 5139 1 86 0
2021-08-06 5138 2 86 0
2021-08-05 5136 4 86 0
2021-08-04 5132 5 86 0
2021-08-03 5127 9 86 0
2021-08-02 5118 1 86 0
2021-07-31 5117 3 86 0
2021-07-30 5114 1 86 0
2021-07-29 5113 1 86 0
2021-07-28 5112 4 86 0
2021-07-27 5108 4 86 0
2021-07-25 5104 1 86 0
2021-07-24 5103 2 86 0
2021-07-23 5101 1 86 0
2021-07-22 5100 3 86 0
2021-07-20 5097 7 86 0
2021-07-17 5090 2 86 0
2021-07-16 5088 1 86 0
2021-07-14 5087 3 86 0
2021-07-13 5084 3 86 0
2021-07-07 5081 3 86 0
2021-07-06 5078 2 86 0
2021-07-03 5076 2 86 0
2021-07-01 5074 3 86 0
2021-06-30 5071 2 86 0
2021-06-29 5069 1 86 0
2021-06-26 5068 2 86 0
2021-06-25 5066 2 86 0
2021-06-23 5064 2 86 0
2021-06-22 5062 2 86 0
2021-06-19 5060 2 86 0
2021-06-18 5058 3 86 0
2021-06-17 5055 2 86 0
2021-06-16 5053 5 86 0
2021-06-15 5048 2 86 0
2021-06-13 5046 2 86 0
2021-06-12 5044 2 86 0
2021-06-10 5042 3 86 0
2021-06-09 5039 7 86 0
2021-06-08 5032 7 86 0
2021-06-07 5025 1 86 0
2021-06-06 5024 2 86 0
2021-06-05 5022 1 86 0
2021-06-04 5021 1 86 0
2021-06-03 5020 2 86 0
2021-06-02 5018 3 86 0
2021-06-01 5015 5 86 0
2021-05-29 5010 1 86 0
2021-05-28 5009 3 86 0
2021-05-27 5006 7 86 0
2021-05-26 4999 17 86 0
2021-05-24 4982 1 86 0
2021-05-23 4981 5 86 0
2021-05-22 4976 10 86 1
2021-05-21 4966 8 85 0
2021-05-20 4958 7 85 0
2021-05-19 4951 10 85 0
2021-05-18 4941 12 85 0
2021-05-17 4929 1 85 0
2021-05-16 4928 11 85 0
2021-05-15 4917 13 85 0
2021-05-14 4904 4 85 0
2021-05-13 4900 9 85 0
2021-05-12 4891 11 85 0
2021-05-11 4880 20 85 0
2021-05-10 4860 2 85 0
2021-05-09 4858 2 85 0
2021-05-08 4856 9 85 0
2021-05-07 4847 34 85 0
2021-05-06 4813 22 85 0
2021-05-05 4791 29 85 0
2021-05-04 4762 10 85 0
2021-05-03 4752 3 85 0
2021-05-02 4749 17 85 0
2021-05-01 4732 16 85 0
2021-04-30 4716 17 85 0
2021-04-29 4699 34 85 0
2021-04-28 4665 33 85 1
2021-04-27 4632 26 84 0
2021-04-26 4606 4 84 0
2021-04-25 4602 15 84 0
2021-04-24 4587 25 84 0
2021-04-23 4562 27 84 0
2021-04-22 4535 50 84 0
2021-04-21 4485 62 84 0
2021-04-20 4423 44 84 0
2021-04-19 4379 6 84 0
2021-04-18 4373 11 84 1
2021-04-17 4362 23 83 0
2021-04-16 4339 31 83 0
2021-04-15 4308 35 83 0
2021-04-14 4273 56 83 1
2021-04-13 4217 31 82 0
2021-04-12 4186 2 82 0
2021-04-11 4184 11 82 0
2021-04-10 4173 38 82 0
2021-04-09 4135 46 82 3
2021-04-08 4089 52 79 0
2021-04-07 4037 37 79 3
2021-04-06 4000 13 76 0
2021-04-05 3987 11 76 0
2021-04-04 3976 12 76 0
2021-04-03 3964 23 76 1
2021-04-02 3941 40 75 0
2021-04-01 3901 34 75 0
2021-03-31 3867 43 75 0
2021-03-30 3824 27 75 1
2021-03-29 3797 21 74 1
2021-03-28 3776 20 73 0
2021-03-27 3756 27 73 0
2021-03-26 3729 34 73 0
2021-03-25 3695 62 73 0
2021-03-24 3633 45 73 0
2021-03-23 3588 30 73 1
2021-03-22 3558 3 72 0
2021-03-21 3555 5 72 0
2021-03-20 3550 29 72 1
2021-03-19 3521 24 71 0
2021-03-18 3497 21 71 0
2021-03-17 3476 19 71 0
2021-03-16 3457 12 71 0
2021-03-14 3445 3 71 0
2021-03-13 3442 11 71 0
2021-03-11 3431 2 71 0
2021-03-10 3429 5 71 0
2021-03-09 3424 9 71 0
2021-03-08 3415 2 71 0
2021-03-07 3413 1 71 0
2021-03-06 3412 3 71 0
2021-03-05 3409 5 71 0
2021-03-04 3404 6 71 0
2021-03-03 3398 5 71 0
2021-03-02 3393 2 71 0
2021-03-01 3391 1 71 0
2021-02-28 3390 2 71 0
2021-02-27 3388 6 71 0
2021-02-26 3382 17 71 0
2021-02-25 3365 11 71 0
2021-02-24 3354 7 71 0
2021-02-23 3347 7 71 0
2021-02-21 3340 6 71 0
2021-02-20 3334 9 71 0
2021-02-19 3325 5 71 0
2021-02-18 3320 3 71 0
2021-02-17 3317 14 71 0
2021-02-16 3303 9 71 0
2021-02-14 3294 5 71 0
2021-02-13 3289 5 71 0
2021-02-12 3284 11 71 0
2021-02-11 3273 3 71 0
2021-02-10 3270 7 71 0
2021-02-09 3263 5 71 0
2021-02-07 3258 1 71 0
2021-02-06 3257 5 71 0
2021-02-05 3252 6 71 0
2021-02-04 3246 6 71 0
2021-02-03 3240 9 71 1
2021-02-02 3231 10 70 1
2021-02-01 3221 1 69 0
2021-01-31 3220 6 69 0
2021-01-30 3214 13 69 0
2021-01-29 3201 4 69 0
2021-01-28 3197 12 69 0
2021-01-27 3185 26 69 2
2021-01-26 3159 35 67 2
2021-01-25 3124 5 65 0
2021-01-24 3119 17 65 0
2021-01-23 3102 20 65 1
2021-01-22 3082 20 64 0
2021-01-21 3062 24 64 1
2021-01-20 3038 16 63 0
2021-01-19 3022 19 63 1
2021-01-18 3003 13 62 0
2021-01-17 2990 9 62 2
2021-01-16 2981 30 60 0
2021-01-15 2951 19 60 0
2021-01-14 2932 23 60 0
2021-01-13 2909 33 60 0
2021-01-12 2876 35 60 2
2021-01-11 2841 14 58 0
2021-01-10 2827 9 58 0
2021-01-09 2818 17 58 0
2021-01-08 2801 33 58 0
2021-01-07 2768 27 58 1
2021-01-06 2741 51 57 0
2021-01-05 2690 37 57 1
2021-01-04 2653 10 56 0
2021-01-03 2643 21 56 0
2021-01-02 2622 6 56 0
2021-01-01 2616 23 56 0
2020-12-31 2593 32 56 0
2020-12-30 2561 73 56 1
2020-12-29 2488 41 55 0
2020-12-28 2447 30 55 0
2020-12-27 2417 14 55 0
2020-12-26 2403 2 55 0
2020-12-25 2401 19 55 0
2020-12-24 2382 44 55 0
2020-12-23 2338 51 55 1
2020-12-22 2287 56 54 1
2020-12-21 2231 15 53 0
2020-12-20 2216 23 53 0
2020-12-19 2193 20 53 0
2020-12-18 2173 44 53 1
2020-12-17 2129 41 52 1
2020-12-16 2088 54 51 0
2020-12-15 2034 26 51 0
2020-12-14 2008 8 51 0
2020-12-13 2000 23 51 0
2020-12-12 1977 28 51 0
2020-12-11 1949 34 51 0
2020-12-10 1915 59 51 1
2020-12-09 1856 43 50 1
2020-12-08 1813 26 49 1
2020-12-07 1787 11 48 1
2020-12-06 1776 33 47 1
2020-12-05 1743 23 46 0
2020-12-04 1720 19 46 1
2020-12-03 1701 24 45 1
2020-12-02 1677 44 44 3
2020-12-01 1633 14 41 0
2020-11-30 1619 14 41 0
2020-11-29 1605 11 41 0
2020-11-28 1594 58 41 6
2020-11-27 1536 44 35 0
2020-11-26 1492 50 35 2
2020-11-25 1442 50 33 1
2020-11-24 1392 25 32 0
2020-11-23 1367 20 32 1
2020-11-22 1347 36 31 0
2020-11-21 1311 42 31 0
2020-11-20 1269 29 31 1
2020-11-19 1240 60 30 0
2020-11-18 1180 40 30 1
2020-11-17 1140 28 29 0
2020-11-16 1112 24 29 0
2020-11-15 1088 18 29 1
2020-11-14 1070 32 28 0
2020-11-13 1038 34 28 1
2020-11-12 1004 43 27 1
2020-11-11 961 26 26 0
2020-11-10 935 19 26 0
2020-11-09 916 28 26 1
2020-11-08 888 22 25 0
2020-11-07 866 35 25 1
2020-11-06 831 33 24 2
2020-11-05 798 29 22 1
2020-11-04 769 26 21 0
2020-11-03 743 19 21 0
2020-11-02 724 14 21 0
2020-11-01 710 16 21 0
2020-10-31 694 17 21 0
2020-10-30 677 25 21 0
2020-10-29 652 20 21 0
2020-10-28 632 30 21 0
2020-10-27 602 16 21 1
2020-10-26 586 3 20 0
2020-10-25 583 18 20 0
2020-10-24 565 6 20 0
2020-10-23 559 16 20 0
2020-10-22 543 11 20 0
2020-10-21 532 24 20 0
2020-10-20 508 4 20 0
2020-10-19 504 5 20 0
2020-10-18 499 7 20 0
2020-10-17 492 8 20 0
2020-10-16 484 12 20 0
2020-10-15 472 9 20 0
2020-10-14 463 9 20 0
2020-10-13 454 5 20 0
2020-10-12 449 1 20 0
2020-10-11 448 6 20 0
2020-10-10 442 3 20 0
2020-10-08 439 1 20 0
2020-10-06 438 1 20 0
2020-10-05 437 2 20 0
2020-10-03 435 1 20 0
2020-10-02 434 3 20 0
2020-09-30 431 2 20 0
2020-09-29 429 1 20 0
2020-09-28 428 1 20 0
2020-09-27 427 7 20 0
2020-09-26 420 1 20 0
2020-09-25 419 1 20 0
2020-09-24 418 1 20 0
2020-09-23 417 1 20 0
2020-09-22 416 1 20 0
2020-09-19 415 1 20 0
2020-09-17 414 1 20 0
2020-09-16 413 6 20 0
2020-09-15 407 1 20 0
2020-09-14 406 2 20 0
2020-09-12 404 1 20 0
2020-09-11 403 2 20 0
2020-09-10 401 3 20 0
2020-09-09 398 1 20 0
2020-09-08 397 3 20 0
2020-09-06 394 1 20 0
2020-09-05 393 3 20 0
2020-09-04 390 6 20 0
2020-09-03 384 5 20 0
2020-09-02 379 7 20 0
2020-09-01 372 2 20 0
2020-08-31 370 1 20 0
2020-08-30 369 1 20 0
2020-08-29 368 2 20 0
2020-08-28 366 2 20 0
2020-08-27 364 1 20 0
2020-08-26 363 7 20 0
2020-08-25 356 3 20 0
2020-08-24 353 2 20 0
2020-08-23 351 3 20 0
2020-08-22 348 3 20 0
2020-08-21 345 3 20 0
2020-08-20 342 2 20 0
2020-08-19 340 2 20 0
2020-08-18 338 2 20 0
2020-08-17 336 1 20 0
2020-08-16 335 4 20 0
2020-08-15 331 1 20 0
2020-08-14 330 4 20 0
2020-08-13 326 2 20 0
2020-08-12 324 1 20 0
2020-08-11 323 2 20 0
2020-08-10 321 5 20 0
2020-08-08 316 1 20 0
2020-08-02 315 1 20 0
2020-07-25 314 2 20 0
2020-07-24 312 4 20 0
2020-07-22 308 3 20 0
2020-06-26 305 1 20 0
2020-06-24 304 1 20 0
2020-06-16 303 2 20 1
2020-06-13 301 1 19 0
2020-06-12 300 1 19 0
2020-06-11 299 1 19 0
2020-06-10 298 1 19 0
2020-06-09 297 4 19 0
2020-06-05 293 2 19 0
2020-05-31 291 1 19 0
2020-05-29 290 1 19 0
2020-05-25 289 1 19 0
2020-05-19 288 4 19 2
2020-05-14 284 1 17 0
2020-05-10 283 1 17 0
2020-05-09 282 1 17 0
2020-05-08 281 3 17 0
2020-05-07 278 1 17 0
2020-05-06 277 2 17 0
2020-05-05 275 2 17 0
2020-05-04 273 1 17 0
2020-05-01 272 2 17 0
2020-04-30 270 2 17 0
2020-04-29 268 4 17 1
2020-04-28 264 1 16 0
2020-04-27 263 4 16 0
2020-04-25 259 2 16 0
2020-04-24 257 3 16 0
2020-04-23 254 4 16 0
2020-04-22 250 6 16 1
2020-04-21 244 4 15 1
2020-04-20 240 7 14 1
2020-04-18 233 11 13 0
2020-04-17 222 11 13 0
2020-04-16 211 5 13 0
2020-04-15 206 9 13 0
2020-04-14 197 2 13 0
2020-04-13 195 4 13 1
2020-04-12 191 2 12 1
2020-04-11 189 4 11 0
2020-04-10 185 13 11 2
2020-04-09 172 8 9 0
2020-04-08 164 9 9 2
2020-04-07 155 9 7 0
2020-04-06 146 15 7 1
2020-04-05 131 2 6 0
2020-04-04 129 6 6 0
2020-04-03 123 12 6 0
2020-04-02 111 4 6 1
2020-04-01 107 9 5 0
2020-03-31 98 17 5 0
2020-03-30 81 9 5 2
2020-03-28 72 19 3 1
2020-03-27 53 5 2 0
2020-03-26 48 6 2 0
2020-03-25 42 7 2 1
2020-03-24 35 5 1 0
2020-03-23 30 3 1 0
2020-03-22 27 2 1 0
2020-03-21 25 10 1 1
2020-03-20 15 2 0 0
2020-03-19 13 7 0 0
2020-03-18 6 3 0 0
2020-03-17 3 1 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: 0:03:59.986731