Germany: LK Hohenlohekreis (Baden-Württemberg)¶

  • 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 09:55:07 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Hohenlohekreis", weeks=5);
2023-03-07T09:55:20.417833 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 50 50 60 60 70 70 80 80 7-day incidence rate (per 100K people) 42.4 LK Hohenlohekreis, 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 −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-LK Hohenlohekreis new deaths (rolling 7d mean) Germany-LK Hohenlohekreis 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Hohenlohekreis cases daily growth factor Germany-LK Hohenlohekreis cases daily growth factor (rolling mean) Germany-LK Hohenlohekreis 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-LK Hohenlohekreis deaths daily growth factor Germany-LK Hohenlohekreis deaths daily growth factor (rolling mean) Germany-LK Hohenlohekreis 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 Hohenlohekreis doubling time cases (rolling mean) 0.00 5.67 11.33 17.00 22.66 daily change Germany-LK Hohenlohekreis new cases (rolling 7d mean) Germany-LK Hohenlohekreis new cases 0.000 0.226 0.452 0.678 0.905
In [4]:
overview(country="Germany", subregion="LK Hohenlohekreis");
2023-03-07T09:55:39.583865 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) 42.4 LK Hohenlohekreis, 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 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Hohenlohekreis cases daily growth factor Germany-LK Hohenlohekreis cases daily growth factor (rolling mean) Germany-LK Hohenlohekreis 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-LK Hohenlohekreis deaths daily growth factor Germany-LK Hohenlohekreis deaths daily growth factor (rolling mean) Germany-LK Hohenlohekreis estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2500 5000 7500 10000 cases doubling time [days] Germany-LK Hohenlohekreis doubling time cases (rolling mean) Germany-LK Hohenlohekreis doubling time deaths (rolling mean) 0.0 226.6 453.3 679.9 daily change Germany-LK Hohenlohekreis new cases (rolling 7d mean) Germany-LK Hohenlohekreis new cases 0.000 1.133 2.266 3.400 4.533 daily change Germany-LK Hohenlohekreis new deaths (rolling 7d mean) Germany-LK Hohenlohekreis new deaths 0.0 25.5 51.1 76.6 102.1 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Hohenlohekreis", dates="2020-03-15:");
2023-03-07T09:57:52.137888 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 Hohenlohekreis LK Hohenlohekreis 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 Hohenlohekreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Hohenlohekreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Hohenlohekreis")
print(f'Population of country="Germany", subregion="LK Hohenlohekreis": {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 Hohenlohekreis": 113318 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 54984 3 198 0
2023-03-04 54981 5 198 0
2023-03-03 54976 9 198 0
2023-03-02 54967 4 198 0
2023-03-01 54963 6 198 0
2023-02-28 54957 21 198 0
2023-02-27 54936 12 198 0
2023-02-25 54924 5 198 0
2023-02-24 54919 17 198 0
2023-02-23 54902 15 198 0
2023-02-22 54887 11 198 0
2023-02-21 54876 25 198 0
2023-02-20 54851 12 198 0
2023-02-19 54839 2 198 0
2023-02-18 54837 6 198 0
2023-02-17 54831 17 198 0
2023-02-16 54814 8 198 0
2023-02-15 54806 17 198 0
2023-02-14 54789 24 198 0
2023-02-13 54765 20 198 0
2023-02-11 54745 4 198 0
2023-02-09 54741 5 198 0
2023-02-08 54736 16 198 0
2023-02-07 54720 15 198 0
2023-02-06 54705 19 198 0
2023-02-04 54686 6 198 0
2023-02-03 54680 8 198 0
2023-02-02 54672 14 198 0
2023-02-01 54658 11 198 0
2023-01-31 54647 14 198 0
2023-01-30 54633 26 198 0
2023-01-29 54607 1 198 0
2023-01-28 54606 3 198 0
2023-01-27 54603 12 198 0
2023-01-26 54591 5 198 0
2023-01-25 54586 27 198 0
2023-01-24 54559 10 198 0
2023-01-23 54549 13 198 0
2023-01-22 54536 1 198 0
2023-01-21 54535 3 198 0
2023-01-20 54532 6 198 0
2023-01-19 54526 6 198 0
2023-01-18 54520 13 198 0
2023-01-17 54507 2 198 0
2023-01-16 54505 9 198 0
2023-01-15 54496 2 198 0
2023-01-14 54494 3 198 0
2023-01-13 54491 11 198 0
2023-01-11 54480 2 198 0
2023-01-10 54478 4 198 0
2023-01-09 54474 21 198 0
2023-01-08 54453 1 198 0
2023-01-07 54452 7 198 0
2023-01-06 54445 7 198 0
2023-01-05 54438 9 198 0
2023-01-04 54429 12 198 0
2023-01-03 54417 22 198 0
2023-01-02 54395 10 198 0
2023-01-01 54385 1 198 0
2022-12-31 54384 31 198 0
2022-12-29 54353 41 198 0
2022-12-28 54312 10 198 0
2022-12-27 54302 10 198 0
2022-12-26 54292 26 198 0
2022-12-23 54266 21 198 0
2022-12-22 54245 32 198 0
2022-12-21 54213 36 198 0
2022-12-20 54177 31 198 0
2022-12-19 54146 7 198 0
2022-12-18 54139 13 198 0
2022-12-17 54126 1 198 0
2022-12-16 54125 41 198 0
2022-12-15 54084 27 198 0
2022-12-14 54057 45 198 0
2022-12-13 54012 14 198 0
2022-12-12 53998 14 198 0
2022-12-11 53984 26 198 0
2022-12-10 53958 12 198 0
2022-12-09 53946 27 198 0
2022-12-08 53919 25 198 0
2022-12-07 53894 23 198 0
2022-12-06 53871 45 198 0
2022-12-05 53826 5 198 0
2022-12-04 53821 14 198 0
2022-12-02 53807 11 198 0
2022-12-01 53796 26 198 0
2022-11-30 53770 7 198 0
2022-11-29 53763 55 198 0
2022-11-28 53708 7 198 0
2022-11-27 53701 16 198 0
2022-11-25 53685 10 198 0
2022-11-24 53675 35 198 1
2022-11-23 53640 27 197 0
2022-11-22 53613 40 197 0
2022-11-21 53573 10 197 0
2022-11-20 53563 10 197 0
2022-11-19 53553 12 197 0
2022-11-18 53541 21 197 0
2022-11-17 53520 33 197 0
2022-11-16 53487 40 197 0
2022-11-15 53447 42 197 0
2022-11-14 53405 9 197 0
2022-11-13 53396 10 197 0
2022-11-12 53386 19 197 0
2022-11-11 53367 41 197 0
2022-11-10 53326 42 197 0
2022-11-09 53284 34 197 0
2022-11-08 53250 36 197 0
2022-11-07 53214 13 197 0
2022-11-06 53201 28 197 0
2022-11-05 53173 1 197 0
2022-11-04 53172 46 197 0
2022-11-03 53126 34 197 0
2022-11-02 53092 68 197 0
2022-11-01 53024 5 197 0
2022-10-31 53019 14 197 0
2022-10-30 53005 59 197 0
2022-10-29 52946 13 197 0
2022-10-28 52933 38 197 0
2022-10-27 52895 98 197 0
2022-10-26 52797 28 197 0
2022-10-25 52769 155 197 0
2022-10-24 52614 44 197 0
2022-10-23 52570 66 197 0
2022-10-21 52504 123 197 0
2022-10-20 52381 175 197 0
2022-10-19 52206 145 197 0
2022-10-18 52061 138 197 0
2022-10-17 51923 46 197 1
2022-10-16 51877 110 196 0
2022-10-15 51767 87 196 0
2022-10-14 51680 208 196 0
2022-10-13 51472 251 196 0
2022-10-12 51221 250 196 0
2022-10-11 50971 153 196 0
2022-10-10 50818 182 196 0
2022-10-09 50636 91 196 0
2022-10-08 50545 20 196 0
2022-10-07 50525 214 196 0
2022-10-06 50311 319 196 0
2022-10-05 49992 49 196 0
2022-10-04 49943 179 196 0
2022-10-03 49764 19 196 0
2022-10-02 49745 30 196 0
2022-10-01 49715 26 196 0
2022-09-30 49689 104 196 0
2022-09-29 49585 108 196 0
2022-09-28 49477 107 196 0
2022-09-27 49370 127 196 1
2022-09-26 49243 87 195 0
2022-09-25 49156 83 195 0
2022-09-23 49073 57 195 0
2022-09-22 49016 62 195 0
2022-09-21 48954 67 195 0
2022-09-20 48887 68 195 1
2022-09-19 48819 32 194 0
2022-09-18 48787 61 194 0
2022-09-17 48726 1 194 0
2022-09-16 48725 19 194 0
2022-09-15 48706 58 194 0
2022-09-14 48648 28 194 0
2022-09-13 48620 33 194 0
2022-09-12 48587 26 194 0
2022-09-11 48561 4 194 0
2022-09-10 48557 12 194 0
2022-09-09 48545 39 194 0
2022-09-08 48506 18 194 0
2022-09-07 48488 61 194 0
2022-09-06 48427 27 194 0
2022-09-05 48400 14 194 0
2022-09-04 48386 52 194 0
2022-09-02 48334 11 194 0
2022-09-01 48323 30 194 0
2022-08-31 48293 58 194 0
2022-08-30 48235 43 194 0
2022-08-29 48192 36 194 0
2022-08-28 48156 14 194 0
2022-08-27 48142 42 194 0
2022-08-26 48100 22 194 0
2022-08-25 48078 40 194 1
2022-08-24 48038 75 193 0
2022-08-23 47963 75 193 0
2022-08-22 47888 76 193 0
2022-08-19 47812 50 193 0
2022-08-18 47762 36 193 0
2022-08-17 47726 52 193 0
2022-08-16 47674 96 193 0
2022-08-15 47578 83 193 0
2022-08-14 47495 12 193 0
2022-08-12 47483 57 193 0
2022-08-11 47426 75 193 0
2022-08-10 47351 108 193 0
2022-08-09 47243 93 193 0
2022-08-08 47150 122 193 0
2022-08-05 47028 90 193 0
2022-08-04 46938 28 193 1
2022-08-03 46910 107 192 0
2022-08-02 46803 135 192 1
2022-08-01 46668 195 191 0
2022-07-31 46473 3 191 0
2022-07-30 46470 23 191 0
2022-07-29 46447 54 191 0
2022-07-28 46393 178 191 1
2022-07-27 46215 238 190 0
2022-07-26 45977 202 190 0
2022-07-25 45775 295 190 1
2022-07-24 45480 3 189 0
2022-07-23 45477 2 189 0
2022-07-22 45475 192 189 0
2022-07-21 45283 403 189 1
2022-07-20 44880 409 188 0
2022-07-19 44471 108 188 0
2022-07-18 44363 270 188 1
2022-07-15 44093 299 187 0
2022-07-14 43794 278 187 0
2022-07-13 43516 299 187 2
2022-07-12 43217 283 185 0
2022-07-11 42934 304 185 0
2022-07-10 42630 3 185 0
2022-07-09 42627 1 185 0
2022-07-08 42626 86 185 0
2022-07-07 42540 192 185 0
2022-07-06 42348 197 185 0
2022-07-05 42151 191 185 0
2022-07-04 41960 224 185 0
2022-07-01 41736 61 185 0
2022-06-30 41675 185 185 0
2022-06-29 41490 154 185 0
2022-06-28 41336 147 185 0
2022-06-27 41189 108 185 0
2022-06-26 41081 1 185 0
2022-06-24 41080 105 185 0
2022-06-23 40975 113 185 0
2022-06-22 40862 141 185 1
2022-06-21 40721 183 184 2
2022-06-20 40538 86 182 0
2022-06-17 40452 134 182 1
2022-06-15 40318 79 181 0
2022-06-14 40239 109 181 0
2022-06-13 40130 98 181 1
2022-06-12 40032 1 180 0
2022-06-10 40031 90 180 0
2022-06-09 39941 43 180 0
2022-06-08 39898 101 180 0
2022-06-07 39797 134 180 0
2022-06-03 39663 48 180 0
2022-06-02 39615 63 180 0
2022-06-01 39552 51 180 0
2022-05-31 39501 69 180 0
2022-05-30 39432 36 180 0
2022-05-27 39396 28 180 0
2022-05-26 39368 16 180 0
2022-05-25 39352 85 180 0
2022-05-24 39267 62 180 0
2022-05-23 39205 28 180 0
2022-05-21 39177 14 180 0
2022-05-20 39163 93 180 0
2022-05-19 39070 58 180 0
2022-05-18 39012 83 180 0
2022-05-17 38929 113 180 0
2022-05-16 38816 59 180 0
2022-05-15 38757 2 180 0
2022-05-14 38755 17 180 0
2022-05-13 38738 121 180 0
2022-05-12 38617 115 180 0
2022-05-11 38502 58 180 0
2022-05-10 38444 162 180 0
2022-05-09 38282 55 180 0
2022-05-08 38227 1 180 0
2022-05-07 38226 16 180 0
2022-05-06 38210 169 180 0
2022-05-05 38041 96 180 0
2022-05-04 37945 120 180 0
2022-05-03 37825 197 180 0
2022-05-02 37628 101 180 1
2022-04-30 37527 14 179 0
2022-04-29 37513 174 179 0
2022-04-28 37339 103 179 0
2022-04-27 37236 189 179 0
2022-04-26 37047 229 179 0
2022-04-25 36818 76 179 0
2022-04-23 36742 79 179 0
2022-04-22 36663 258 179 0
2022-04-21 36405 190 179 0
2022-04-20 36215 260 179 0
2022-04-19 35955 153 179 0
2022-04-17 35802 2 179 0
2022-04-16 35800 44 179 0
2022-04-15 35756 46 179 0
2022-04-14 35710 317 179 1
2022-04-13 35393 198 178 0
2022-04-12 35195 336 178 0
2022-04-11 34859 104 178 0
2022-04-10 34755 1 178 0
2022-04-09 34754 91 178 0
2022-04-08 34663 319 178 0
2022-04-07 34344 192 178 0
2022-04-06 34152 201 178 0
2022-04-05 33951 444 178 0
2022-04-04 33507 82 178 0
2022-04-03 33425 46 178 0
2022-04-02 33379 218 178 0
2022-04-01 33161 313 178 1
2022-03-31 32848 364 177 1
2022-03-30 32484 422 176 0
2022-03-29 32062 444 176 0
2022-03-28 31618 95 176 0
2022-03-27 31523 37 176 0
2022-03-26 31486 318 176 0
2022-03-25 31168 437 176 1
2022-03-24 30731 358 175 0
2022-03-23 30373 775 175 0
2022-03-22 29598 270 175 0
2022-03-21 29328 202 175 0
2022-03-20 29126 58 175 0
2022-03-19 29068 450 175 0
2022-03-18 28618 452 175 0
2022-03-17 28166 573 175 0
2022-03-16 27593 646 175 0
2022-03-15 26947 275 175 0
2022-03-14 26672 125 175 0
2022-03-13 26547 136 175 1
2022-03-12 26411 320 174 1
2022-03-11 26091 462 173 0
2022-03-10 25629 426 173 1
2022-03-09 25203 415 172 0
2022-03-08 24788 368 172 0
2022-03-07 24420 132 172 0
2022-03-06 24288 43 172 0
2022-03-05 24245 263 172 0
2022-03-04 23982 384 172 1
2022-03-03 23598 355 171 3
2022-03-02 23243 288 168 0
2022-03-01 22955 374 168 0
2022-02-28 22581 113 168 0
2022-02-27 22468 42 168 0
2022-02-26 22426 136 168 0
2022-02-25 22290 466 168 0
2022-02-24 21824 369 168 0
2022-02-23 21455 428 168 0
2022-02-22 21027 336 168 0
2022-02-21 20691 134 168 0
2022-02-20 20557 31 168 0
2022-02-19 20526 370 168 1
2022-02-18 20156 285 167 0
2022-02-17 19871 276 167 1
2022-02-16 19595 455 166 0
2022-02-15 19140 389 166 0
2022-02-14 18751 160 166 0
2022-02-13 18591 41 166 0
2022-02-12 18550 272 166 0
2022-02-11 18278 421 166 1
2022-02-10 17857 358 165 0
2022-02-09 17499 322 165 0
2022-02-08 17177 449 165 0
2022-02-07 16728 245 165 0
2022-02-06 16483 71 165 0
2022-02-05 16412 300 165 0
2022-02-04 16112 536 165 1
2022-02-03 15576 323 164 0
2022-02-02 15253 288 164 0
2022-02-01 14965 249 164 0
2022-01-31 14716 121 164 0
2022-01-30 14595 33 164 0
2022-01-29 14562 198 164 0
2022-01-28 14364 432 164 0
2022-01-27 13932 315 164 0
2022-01-26 13617 316 164 0
2022-01-25 13301 252 164 0
2022-01-24 13049 64 164 0
2022-01-22 12985 186 164 0
2022-01-21 12799 163 164 0
2022-01-20 12636 173 164 0
2022-01-19 12463 164 164 0
2022-01-18 12299 172 164 0
2022-01-17 12127 42 164 0
2022-01-15 12085 87 164 1
2022-01-14 11998 84 163 0
2022-01-13 11914 137 163 0
2022-01-12 11777 87 163 0
2022-01-11 11690 111 163 0
2022-01-10 11579 25 163 0
2022-01-09 11554 1 163 0
2022-01-08 11553 65 163 0
2022-01-07 11488 33 163 0
2022-01-06 11455 34 163 0
2022-01-05 11421 87 163 0
2022-01-04 11334 64 163 0
2022-01-03 11270 38 163 0
2022-01-02 11232 2 163 0
2021-12-31 11230 27 163 0
2021-12-30 11203 83 163 0
2021-12-29 11120 71 163 0
2021-12-28 11049 64 163 0
2021-12-27 10985 25 163 0
2021-12-25 10960 3 163 0
2021-12-24 10957 14 163 0
2021-12-23 10943 70 163 0
2021-12-22 10873 40 163 0
2021-12-21 10833 63 163 0
2021-12-20 10770 31 163 0
2021-12-19 10739 1 163 0
2021-12-18 10738 31 163 0
2021-12-17 10707 58 163 0
2021-12-16 10649 58 163 0
2021-12-15 10591 73 163 2
2021-12-14 10518 89 161 1
2021-12-13 10429 42 160 0
2021-12-11 10387 38 160 1
2021-12-10 10349 115 159 0
2021-12-09 10234 111 159 1
2021-12-08 10123 94 158 1
2021-12-07 10029 120 157 0
2021-12-06 9909 54 157 0
2021-12-04 9855 52 157 0
2021-12-03 9803 152 157 0
2021-12-02 9651 138 157 0
2021-12-01 9513 174 157 1
2021-11-30 9339 126 156 0
2021-11-29 9213 89 156 0
2021-11-28 9124 1 156 0
2021-11-27 9123 57 156 0
2021-11-26 9066 241 156 0
2021-11-25 8825 157 156 0
2021-11-24 8668 123 156 1
2021-11-23 8545 112 155 0
2021-11-22 8433 53 155 1
2021-11-20 8380 176 154 0
2021-11-19 8204 94 154 3
2021-11-18 8110 115 151 0
2021-11-17 7995 100 151 0
2021-11-16 7895 96 151 0
2021-11-15 7799 32 151 0
2021-11-14 7767 3 151 0
2021-11-13 7764 68 151 1
2021-11-12 7696 101 150 0
2021-11-11 7595 72 150 0
2021-11-10 7523 94 150 0
2021-11-09 7429 96 150 0
2021-11-08 7333 21 150 1
2021-11-06 7312 82 149 0
2021-11-05 7230 35 149 0
2021-11-04 7195 52 149 0
2021-11-03 7143 52 149 0
2021-11-02 7091 8 149 0
2021-11-01 7083 1 149 0
2021-10-31 7082 4 149 0
2021-10-30 7078 40 149 0
2021-10-29 7038 33 149 0
2021-10-28 7005 34 149 0
2021-10-27 6971 31 149 0
2021-10-26 6940 33 149 0
2021-10-25 6907 15 149 0
2021-10-23 6892 28 149 0
2021-10-22 6864 28 149 1
2021-10-21 6836 27 148 0
2021-10-20 6809 30 148 0
2021-10-19 6779 26 148 1
2021-10-18 6753 5 147 0
2021-10-17 6748 1 147 0
2021-10-16 6747 15 147 0
2021-10-15 6732 19 147 0
2021-10-14 6713 5 147 0
2021-10-13 6708 15 147 0
2021-10-12 6693 15 147 0
2021-10-11 6678 4 147 0
2021-10-09 6674 5 147 0
2021-10-08 6669 6 147 0
2021-10-07 6663 8 147 0
2021-10-06 6655 5 147 0
2021-10-05 6650 13 147 0
2021-10-04 6637 3 147 0
2021-10-02 6634 7 147 0
2021-10-01 6627 10 147 0
2021-09-30 6617 7 147 0
2021-09-29 6610 14 147 0
2021-09-28 6596 13 147 0
2021-09-27 6583 3 147 0
2021-09-26 6580 2 147 0
2021-09-25 6578 14 147 0
2021-09-24 6564 10 147 0
2021-09-23 6554 13 147 0
2021-09-22 6541 19 147 0
2021-09-21 6522 26 147 0
2021-09-20 6496 7 147 1
2021-09-19 6489 2 146 0
2021-09-18 6487 11 146 0
2021-09-17 6476 19 146 0
2021-09-16 6457 19 146 0
2021-09-15 6438 24 146 0
2021-09-14 6414 29 146 0
2021-09-13 6385 7 146 1
2021-09-11 6378 21 145 1
2021-09-10 6357 23 144 0
2021-09-09 6334 29 144 0
2021-09-08 6305 40 144 1
2021-09-07 6265 14 143 0
2021-09-06 6251 6 143 0
2021-09-05 6245 6 143 0
2021-09-04 6239 48 143 1
2021-09-03 6191 28 142 0
2021-09-02 6163 33 142 0
2021-09-01 6130 22 142 0
2021-08-31 6108 12 142 0
2021-08-30 6096 8 142 0
2021-08-29 6088 1 142 0
2021-08-28 6087 15 142 0
2021-08-27 6072 11 142 0
2021-08-26 6061 15 142 0
2021-08-25 6046 8 142 0
2021-08-24 6038 22 142 0
2021-08-23 6016 1 142 0
2021-08-21 6015 9 142 0
2021-08-20 6006 20 142 0
2021-08-19 5986 1 142 0
2021-08-18 5985 18 142 0
2021-08-17 5967 7 142 0
2021-08-16 5960 1 142 0
2021-08-14 5959 8 142 0
2021-08-13 5951 8 142 0
2021-08-11 5943 6 142 0
2021-08-10 5937 7 142 0
2021-08-08 5930 1 142 0
2021-08-07 5929 2 142 0
2021-08-06 5927 1 142 0
2021-08-05 5926 4 142 0
2021-08-04 5922 2 142 0
2021-08-03 5920 2 142 0
2021-07-31 5918 2 142 0
2021-07-30 5916 2 142 0
2021-07-29 5914 2 142 0
2021-07-28 5912 19 142 0
2021-07-27 5893 11 142 0
2021-07-26 5882 1 142 0
2021-07-25 5881 1 142 0
2021-07-24 5880 12 142 0
2021-07-23 5868 4 142 0
2021-07-22 5864 9 142 0
2021-07-21 5855 13 142 0
2021-07-20 5842 1 142 0
2021-07-17 5841 4 142 0
2021-07-16 5837 3 142 0
2021-07-15 5834 3 142 0
2021-07-14 5831 3 142 0
2021-07-13 5828 3 142 0
2021-07-12 5825 1 142 0
2021-07-09 5824 3 142 0
2021-07-08 5821 1 142 0
2021-07-07 5820 1 142 0
2021-07-06 5819 1 142 0
2021-07-04 5818 1 142 0
2021-07-02 5817 1 142 0
2021-06-30 5816 1 142 0
2021-06-29 5815 1 142 0
2021-06-27 5814 1 142 0
2021-06-26 5813 1 142 0
2021-06-25 5812 1 142 0
2021-06-23 5811 1 142 0
2021-06-22 5810 2 142 0
2021-06-18 5808 1 142 0
2021-06-15 5807 2 142 0
2021-06-12 5805 3 142 0
2021-06-11 5802 1 142 0
2021-06-10 5801 4 142 0
2021-06-09 5797 3 142 0
2021-06-08 5794 5 142 0
2021-06-05 5789 3 142 0
2021-06-04 5786 3 142 0
2021-06-03 5783 5 142 0
2021-06-02 5778 5 142 0
2021-06-01 5773 12 142 0
2021-05-31 5761 1 142 0
2021-05-30 5760 2 142 0
2021-05-29 5758 8 142 0
2021-05-28 5750 24 142 0
2021-05-27 5726 11 142 0
2021-05-26 5715 17 142 0
2021-05-25 5698 2 142 0
2021-05-22 5696 17 142 0
2021-05-21 5679 17 142 0
2021-05-20 5662 8 142 0
2021-05-19 5654 24 142 0
2021-05-18 5630 26 142 0
2021-05-17 5604 3 142 0
2021-05-16 5601 1 142 0
2021-05-15 5600 15 142 0
2021-05-14 5585 4 142 0
2021-05-13 5581 34 142 0
2021-05-12 5547 59 142 0
2021-05-11 5488 13 142 0
2021-05-10 5475 5 142 0
2021-05-09 5470 2 142 0
2021-05-08 5468 34 142 1
2021-05-07 5434 33 141 2
2021-05-06 5401 65 139 1
2021-05-05 5336 28 138 1
2021-05-04 5308 49 137 0
2021-05-03 5259 1 137 0
2021-05-02 5258 1 137 0
2021-05-01 5257 52 137 1
2021-04-30 5205 65 136 1
2021-04-29 5140 55 135 0
2021-04-28 5085 47 135 0
2021-04-27 5038 59 135 0
2021-04-26 4979 10 135 0
2021-04-25 4969 2 135 0
2021-04-24 4967 78 135 2
2021-04-23 4889 76 133 0
2021-04-22 4813 49 133 0
2021-04-21 4764 58 133 1
2021-04-20 4706 20 132 0
2021-04-19 4686 28 132 0
2021-04-18 4658 8 132 0
2021-04-17 4650 43 132 0
2021-04-16 4607 38 132 2
2021-04-15 4569 43 130 0
2021-04-14 4526 59 130 0
2021-04-13 4467 59 130 0
2021-04-12 4408 12 130 1
2021-04-11 4396 11 129 0
2021-04-10 4385 64 129 0
2021-04-09 4321 31 129 0
2021-04-08 4290 66 129 1
2021-04-07 4224 67 128 0
2021-04-06 4157 9 128 0
2021-04-05 4148 1 128 0
2021-04-04 4147 2 128 1
2021-04-03 4145 7 127 0
2021-04-02 4138 72 127 0
2021-04-01 4066 44 127 0
2021-03-31 4022 77 127 1
2021-03-30 3945 31 126 1
2021-03-29 3914 12 125 0
2021-03-28 3902 4 125 0
2021-03-27 3898 58 125 0
2021-03-26 3840 62 125 0
2021-03-25 3778 56 125 0
2021-03-24 3722 68 125 1
2021-03-23 3654 47 124 0
2021-03-22 3607 13 124 0
2021-03-21 3594 6 124 0
2021-03-20 3588 61 124 1
2021-03-19 3527 43 123 1
2021-03-18 3484 26 122 1
2021-03-17 3458 58 121 0
2021-03-16 3400 18 121 0
2021-03-15 3382 3 121 0
2021-03-14 3379 2 121 0
2021-03-13 3377 33 121 0
2021-03-12 3344 24 121 0
2021-03-11 3320 18 121 0
2021-03-10 3302 27 121 0
2021-03-09 3275 16 121 0
2021-03-08 3259 3 121 0
2021-03-06 3256 25 121 1
2021-03-05 3231 24 120 0
2021-03-04 3207 20 120 1
2021-03-03 3187 19 119 0
2021-03-02 3168 14 119 0
2021-03-01 3154 4 119 0
2021-02-28 3150 1 119 0
2021-02-27 3149 19 119 0
2021-02-26 3130 15 119 0
2021-02-25 3115 10 119 0
2021-02-24 3105 17 119 0
2021-02-23 3088 26 119 0
2021-02-22 3062 1 119 0
2021-02-21 3061 5 119 1
2021-02-20 3056 21 118 0
2021-02-19 3035 13 118 1
2021-02-18 3022 22 117 2
2021-02-17 3000 22 115 0
2021-02-16 2978 9 115 0
2021-02-15 2969 5 115 0
2021-02-14 2964 3 115 0
2021-02-13 2961 25 115 0
2021-02-12 2936 29 115 0
2021-02-11 2907 33 115 2
2021-02-10 2874 30 113 0
2021-02-09 2844 12 113 0
2021-02-08 2832 3 113 0
2021-02-07 2829 1 113 0
2021-02-06 2828 50 113 0
2021-02-05 2778 26 113 1
2021-02-04 2752 23 112 0
2021-02-03 2729 29 112 0
2021-02-02 2700 16 112 0
2021-02-01 2684 1 112 0
2021-01-30 2683 8 112 0
2021-01-29 2675 6 112 0
2021-01-28 2669 9 112 0
2021-01-27 2660 10 112 0
2021-01-26 2650 1 112 0
2021-01-25 2649 1 112 0
2021-01-24 2648 1 112 0
2021-01-23 2647 4 112 0
2021-01-22 2643 10 112 0
2021-01-21 2633 12 112 0
2021-01-20 2621 12 112 0
2021-01-19 2609 9 112 0
2021-01-18 2600 1 112 0
2021-01-17 2599 1 112 0
2021-01-16 2598 13 112 0
2021-01-15 2585 19 112 2
2021-01-14 2566 8 110 0
2021-01-13 2558 13 110 1
2021-01-12 2545 30 109 0
2021-01-11 2515 1 109 0
2021-01-10 2514 4 109 0
2021-01-09 2510 29 109 0
2021-01-08 2481 13 109 2
2021-01-07 2468 17 107 0
2021-01-06 2451 28 107 3
2021-01-05 2423 34 104 3
2021-01-04 2389 8 101 1
2021-01-03 2381 5 100 0
2021-01-02 2376 2 100 0
2021-01-01 2374 10 100 0
2020-12-31 2364 42 100 1
2020-12-30 2322 47 99 1
2020-12-29 2275 44 98 0
2020-12-28 2231 14 98 2
2020-12-27 2217 7 96 1
2020-12-26 2210 2 95 0
2020-12-25 2208 2 95 0
2020-12-24 2206 48 95 1
2020-12-23 2158 64 94 2
2020-12-22 2094 23 92 1
2020-12-21 2071 6 91 3
2020-12-20 2065 2 88 1
2020-12-19 2063 39 87 0
2020-12-18 2024 29 87 3
2020-12-17 1995 40 84 2
2020-12-16 1955 53 82 0
2020-12-15 1902 23 82 2
2020-12-14 1879 17 80 1
2020-12-13 1862 1 79 0
2020-12-12 1861 29 79 3
2020-12-11 1832 30 76 3
2020-12-10 1802 24 73 0
2020-12-09 1778 32 73 1
2020-12-08 1746 29 72 5
2020-12-07 1717 2 67 0
2020-12-06 1715 2 67 0
2020-12-05 1713 15 67 0
2020-12-04 1698 16 67 1
2020-12-03 1682 18 66 0
2020-12-02 1664 11 66 0
2020-12-01 1653 17 66 1
2020-11-30 1636 3 65 0
2020-11-28 1633 15 65 0
2020-11-27 1618 26 65 0
2020-11-26 1592 19 65 1
2020-11-25 1573 35 64 1
2020-11-24 1538 26 63 0
2020-11-22 1512 1 63 0
2020-11-21 1511 38 63 0
2020-11-20 1473 28 63 1
2020-11-19 1445 40 62 3
2020-11-18 1405 30 59 2
2020-11-17 1375 33 57 1
2020-11-16 1342 4 56 0
2020-11-15 1338 1 56 0
2020-11-14 1337 21 56 2
2020-11-13 1316 45 54 5
2020-11-12 1271 25 49 0
2020-11-11 1246 18 49 0
2020-11-10 1228 16 49 0
2020-11-09 1212 6 49 0
2020-11-08 1206 2 49 0
2020-11-07 1204 10 49 0
2020-11-06 1194 28 49 0
2020-11-05 1166 24 49 0
2020-11-04 1142 25 49 1
2020-11-03 1117 21 48 0
2020-11-02 1096 10 48 0
2020-11-01 1086 8 48 0
2020-10-31 1078 29 48 0
2020-10-30 1049 22 48 0
2020-10-29 1027 17 48 0
2020-10-28 1010 17 48 0
2020-10-27 993 14 48 0
2020-10-26 979 2 48 0
2020-10-25 977 2 48 0
2020-10-24 975 7 48 0
2020-10-23 968 6 48 0
2020-10-22 962 10 48 0
2020-10-21 952 9 48 0
2020-10-20 943 21 48 0
2020-10-19 922 6 48 0
2020-10-18 916 1 48 0
2020-10-17 915 6 48 0
2020-10-16 909 1 48 0
2020-10-15 908 12 48 0
2020-10-14 896 3 48 0
2020-10-13 893 9 48 1
2020-10-10 884 2 47 0
2020-10-09 882 9 47 0
2020-10-08 873 2 47 0
2020-10-07 871 1 47 0
2020-10-06 870 8 47 0
2020-10-03 862 2 47 0
2020-10-02 860 2 47 0
2020-10-01 858 3 47 0
2020-09-30 855 1 47 0
2020-09-29 854 3 47 0
2020-09-28 851 3 47 0
2020-09-27 848 1 47 0
2020-09-26 847 8 47 0
2020-09-25 839 2 47 0
2020-09-24 837 3 47 0
2020-09-22 834 1 47 0
2020-09-19 833 1 47 0
2020-09-18 832 1 47 0
2020-09-17 831 1 47 0
2020-09-16 830 1 47 0
2020-09-15 829 3 47 0
2020-09-14 826 1 47 0
2020-09-13 825 1 47 0
2020-09-12 824 1 47 0
2020-09-11 823 1 47 0
2020-09-10 822 2 47 0
2020-09-09 820 3 47 0
2020-09-08 817 3 47 0
2020-09-07 814 1 47 0
2020-09-05 813 4 47 0
2020-09-03 809 4 47 0
2020-09-02 805 2 47 0
2020-09-01 803 1 47 0
2020-08-29 802 2 47 0
2020-08-28 800 1 47 0
2020-08-27 799 4 47 0
2020-08-25 795 1 47 0
2020-08-22 794 1 47 0
2020-08-20 793 3 47 0
2020-08-19 790 2 47 0
2020-08-18 788 1 47 0
2020-08-15 787 1 47 0
2020-08-13 786 1 47 0
2020-08-12 785 3 47 0
2020-08-11 782 2 47 0
2020-08-03 780 3 47 0
2020-07-30 777 1 47 0
2020-07-29 776 2 47 0
2020-07-24 774 1 47 0
2020-07-17 773 1 47 0
2020-07-16 772 1 47 0
2020-07-06 771 1 47 0
2020-07-03 770 1 47 0
2020-06-27 769 1 47 0
2020-06-25 768 1 47 0
2020-06-24 767 1 47 0
2020-06-23 766 2 47 0
2020-06-22 764 1 47 0
2020-06-20 763 1 47 0
2020-06-02 762 1 47 0
2020-05-28 761 1 47 0
2020-05-27 760 1 47 0
2020-05-20 759 5 47 0
2020-05-16 754 1 47 0
2020-05-15 753 1 47 0
2020-05-14 752 6 47 0
2020-05-13 746 4 47 0
2020-05-09 742 4 47 0
2020-05-08 738 3 47 0
2020-05-07 735 3 47 0
2020-05-06 732 1 47 0
2020-05-02 731 1 47 0
2020-04-30 730 1 47 0
2020-04-29 729 2 47 0
2020-04-27 727 3 47 0
2020-04-25 724 7 47 0
2020-04-24 717 5 47 0
2020-04-23 712 7 47 0
2020-04-22 705 6 47 0
2020-04-21 699 6 47 1
2020-04-20 693 1 46 0
2020-04-19 692 1 46 0
2020-04-18 691 5 46 0
2020-04-17 686 10 46 0
2020-04-16 676 8 46 1
2020-04-15 668 6 45 1
2020-04-14 662 4 44 0
2020-04-13 658 5 44 0
2020-04-12 653 10 44 3
2020-04-11 643 7 41 0
2020-04-10 636 17 41 3
2020-04-09 619 28 38 2
2020-04-08 591 10 36 1
2020-04-07 581 10 35 1
2020-04-06 571 31 34 4
2020-04-05 540 7 30 0
2020-04-04 533 14 30 0
2020-04-03 519 15 30 2
2020-04-02 504 11 28 2
2020-04-01 493 32 26 3
2020-03-31 461 19 23 3
2020-03-30 442 9 20 1
2020-03-29 433 40 19 5
2020-03-28 393 24 14 3
2020-03-27 369 38 11 2
2020-03-26 331 32 9 3
2020-03-25 299 23 6 1
2020-03-24 276 17 5 0
2020-03-23 259 4 5 1
2020-03-22 255 25 4 0
2020-03-21 230 15 4 0
2020-03-20 215 35 4 1
2020-03-19 180 10 3 1
2020-03-18 170 40 2 1
2020-03-17 130 67 1 0
2020-03-16 63 9 1 0
2020-03-14 54 25 1 0
2020-03-13 29 6 1 1
2020-03-12 23 11 0 0
2020-03-11 12 3 0 0
2020-03-10 9 3 0 0
2020-03-08 6 3 0 0
2020-03-07 3 1 0 0
2020-03-05 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: 0:03:00.412755