Germany: SK Oldenburg (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 13:39:04 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Oldenburg", weeks=5);
2023-03-07T13:39:15.835570 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 150 150 7-day incidence rate (per 100K people) 59.9 SK Oldenburg, 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 −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-SK Oldenburg new deaths (rolling 7d mean) Germany-SK Oldenburg new deaths 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 R & growth factor (based on cases) Germany-SK Oldenburg cases daily growth factor Germany-SK Oldenburg cases daily growth factor (rolling mean) Germany-SK Oldenburg 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 Oldenburg deaths daily growth factor Germany-SK Oldenburg deaths daily growth factor (rolling mean) Germany-SK Oldenburg estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 cases doubling time [days] Germany-SK Oldenburg doubling time cases (rolling mean) 0.0 34.1 68.2 daily change Germany-SK Oldenburg new cases (rolling 7d mean) Germany-SK Oldenburg new cases 0.000 0.353 0.707
In [4]:
overview(country="Germany", subregion="SK Oldenburg");
2023-03-07T13:39:31.881758 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 0 500 500 1000 1000 1500 1500 2000 2000 7-day incidence rate (per 100K people) 59.9 SK Oldenburg, Germany, last data point from 2023-03-06 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 100 200 300 400 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 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 R & growth factor (based on cases) Germany-SK Oldenburg cases daily growth factor Germany-SK Oldenburg cases daily growth factor (rolling mean) Germany-SK Oldenburg 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 Oldenburg deaths daily growth factor Germany-SK Oldenburg deaths daily growth factor (rolling mean) Germany-SK Oldenburg 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-SK Oldenburg doubling time cases (rolling mean) Germany-SK Oldenburg doubling time deaths (rolling mean) 0.0 170.4 340.8 511.2 681.6 daily change Germany-SK Oldenburg new cases (rolling 7d mean) Germany-SK Oldenburg new cases 0.000 1.704 3.408 5.112 6.816 daily change Germany-SK Oldenburg new deaths (rolling 7d mean) Germany-SK Oldenburg new deaths 0.00 5.55 11.10 16.65 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Oldenburg", dates="2020-03-15:");
2023-03-07T13:41:24.998058 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 Oldenburg SK Oldenburg 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 Oldenburg Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Oldenburg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Oldenburg")
print(f'Population of country="Germany", subregion="SK Oldenburg": {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 Oldenburg": 170389 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 79228 4 72 0
2023-03-05 79224 3 72 0
2023-03-04 79221 4 72 0
2023-03-03 79217 17 72 0
2023-03-02 79200 18 72 0
2023-03-01 79182 33 72 0
2023-02-28 79149 23 72 0
2023-02-27 79126 39 72 0
2023-02-26 79087 9 72 0
2023-02-25 79078 14 72 0
2023-02-24 79064 52 72 0
2023-02-23 79012 26 72 0
2023-02-22 78986 42 72 0
2023-02-21 78944 87 72 0
2023-02-20 78857 19 72 0
2023-02-19 78838 8 72 0
2023-02-18 78830 10 72 0
2023-02-17 78820 36 72 0
2023-02-16 78784 24 72 0
2023-02-15 78760 53 72 0
2023-02-14 78707 32 72 0
2023-02-13 78675 30 72 0
2023-02-12 78645 6 72 0
2023-02-11 78639 14 72 0
2023-02-10 78625 27 72 0
2023-02-09 78598 26 72 0
2023-02-08 78572 22 72 0
2023-02-07 78550 38 72 0
2023-02-06 78512 22 72 0
2023-02-05 78490 5 72 0
2023-02-04 78485 16 72 0
2023-02-03 78469 31 72 0
2023-02-02 78438 45 72 0
2023-02-01 78393 46 72 0
2023-01-31 78347 78 72 0
2023-01-30 78269 60 72 0
2023-01-29 78209 10 72 0
2023-01-28 78199 18 72 0
2023-01-27 78181 44 72 0
2023-01-26 78137 68 72 0
2023-01-25 78069 42 72 0
2023-01-24 78027 46 72 0
2023-01-23 77981 43 72 0
2023-01-22 77938 8 72 0
2023-01-21 77930 24 72 0
2023-01-20 77906 27 72 0
2023-01-19 77879 38 72 0
2023-01-18 77841 17 72 0
2023-01-17 77824 57 72 0
2023-01-16 77767 37 72 0
2023-01-15 77730 5 72 0
2023-01-14 77725 27 72 0
2023-01-13 77698 9 72 0
2023-01-12 77689 37 72 0
2023-01-11 77652 48 72 0
2023-01-10 77604 136 72 0
2023-01-09 77468 38 72 0
2023-01-08 77430 10 72 0
2023-01-07 77420 26 72 0
2023-01-06 77394 36 72 0
2023-01-05 77358 55 72 0
2023-01-04 77303 75 72 0
2023-01-03 77228 91 72 0
2023-01-02 77137 67 72 0
2023-01-01 77070 6 72 0
2022-12-31 77064 39 72 0
2022-12-30 77025 111 72 0
2022-12-29 76914 87 72 0
2022-12-28 76827 121 72 0
2022-12-27 76706 47 72 0
2022-12-26 76659 23 72 0
2022-12-25 76636 16 72 0
2022-12-24 76620 61 72 0
2022-12-23 76559 82 72 0
2022-12-22 76477 203 72 0
2022-12-21 76274 123 72 0
2022-12-20 76151 237 72 0
2022-12-19 75914 94 72 0
2022-12-18 75820 26 72 0
2022-12-17 75794 73 72 0
2022-12-16 75721 117 72 0
2022-12-15 75604 149 72 0
2022-12-14 75455 175 72 0
2022-12-13 75280 211 72 0
2022-12-12 75069 101 72 0
2022-12-11 74968 17 72 0
2022-12-10 74951 99 72 0
2022-12-09 74852 131 72 0
2022-12-08 74721 139 72 0
2022-12-07 74582 153 72 0
2022-12-06 74429 105 72 0
2022-12-05 74324 127 72 0
2022-12-04 74197 13 72 1
2022-12-03 74184 69 71 0
2022-12-02 74115 83 71 0
2022-12-01 74032 136 71 0
2022-11-30 73896 164 71 0
2022-11-29 73732 143 71 2
2022-11-28 73589 95 69 0
2022-11-27 73494 12 69 0
2022-11-26 73482 53 69 0
2022-11-25 73429 74 69 0
2022-11-24 73355 107 69 1
2022-11-23 73248 68 68 0
2022-11-22 73180 134 68 0
2022-11-21 73046 96 68 0
2022-11-20 72950 20 68 0
2022-11-19 72930 43 68 0
2022-11-18 72887 68 68 0
2022-11-17 72819 68 68 0
2022-11-16 72751 43 68 0
2022-11-15 72708 91 68 0
2022-11-14 72617 83 68 0
2022-11-13 72534 13 68 0
2022-11-12 72521 62 68 0
2022-11-11 72459 79 68 0
2022-11-10 72380 42 68 0
2022-11-09 72338 261 68 0
2022-11-08 72077 55 68 0
2022-11-07 72022 36 68 0
2022-11-06 71986 14 68 0
2022-11-05 71972 21 68 0
2022-11-04 71951 41 68 0
2022-11-03 71910 67 68 0
2022-11-02 71843 144 68 0
2022-11-01 71699 90 68 0
2022-10-31 71609 22 68 0
2022-10-30 71587 11 68 0
2022-10-29 71576 70 68 0
2022-10-28 71506 92 68 0
2022-10-27 71414 118 68 1
2022-10-26 71296 123 67 0
2022-10-25 71173 172 67 0
2022-10-24 71001 98 67 0
2022-10-23 70903 18 67 0
2022-10-22 70885 91 67 0
2022-10-21 70794 178 67 0
2022-10-20 70616 133 67 0
2022-10-19 70483 215 67 0
2022-10-18 70268 337 67 1
2022-10-17 69931 132 66 0
2022-10-16 69799 31 66 1
2022-10-15 69768 88 65 0
2022-10-14 69680 188 65 0
2022-10-13 69492 241 65 0
2022-10-12 69251 235 65 0
2022-10-11 69016 309 65 0
2022-10-10 68707 158 65 0
2022-10-09 68549 31 65 0
2022-10-08 68518 157 65 0
2022-10-07 68361 258 65 0
2022-10-06 68103 301 65 0
2022-10-05 67802 294 65 0
2022-10-04 67508 135 65 0
2022-10-03 67373 25 65 0
2022-10-02 67348 31 65 0
2022-10-01 67317 130 65 0
2022-09-30 67187 175 65 0
2022-09-29 67012 146 65 0
2022-09-28 66866 163 65 0
2022-09-27 66703 196 65 0
2022-09-26 66507 93 65 0
2022-09-25 66414 41 65 0
2022-09-24 66373 73 65 0
2022-09-23 66300 71 65 0
2022-09-22 66229 119 65 0
2022-09-21 66110 138 65 0
2022-09-20 65972 139 65 0
2022-09-19 65833 81 65 0
2022-09-18 65752 31 65 0
2022-09-17 65721 39 65 0
2022-09-16 65682 81 65 0
2022-09-15 65601 94 65 0
2022-09-14 65507 74 65 0
2022-09-13 65433 168 65 0
2022-09-12 65265 72 65 0
2022-09-11 65193 31 65 0
2022-09-10 65162 68 65 0
2022-09-09 65094 90 65 0
2022-09-08 65004 99 65 0
2022-09-07 64905 140 65 0
2022-09-06 64765 153 65 0
2022-09-05 64612 80 65 0
2022-09-04 64532 29 65 0
2022-09-03 64503 89 65 0
2022-09-02 64414 74 65 0
2022-09-01 64340 109 65 0
2022-08-31 64231 135 65 0
2022-08-30 64096 151 65 0
2022-08-29 63945 40 65 0
2022-08-28 63905 31 65 0
2022-08-27 63874 49 65 0
2022-08-26 63825 104 65 0
2022-08-25 63721 95 65 0
2022-08-24 63626 83 65 0
2022-08-23 63543 151 65 0
2022-08-22 63392 62 65 0
2022-08-21 63330 19 65 0
2022-08-20 63311 71 65 0
2022-08-19 63240 76 65 0
2022-08-18 63164 84 65 0
2022-08-17 63080 91 65 0
2022-08-16 62989 153 65 0
2022-08-15 62836 145 65 0
2022-08-14 62691 47 65 0
2022-08-13 62644 38 65 0
2022-08-12 62606 76 65 0
2022-08-11 62530 73 65 0
2022-08-10 62457 114 65 0
2022-08-09 62343 176 65 0
2022-08-08 62167 64 65 1
2022-08-07 62103 42 64 0
2022-08-06 62061 89 64 0
2022-08-05 61972 96 64 0
2022-08-04 61876 122 64 0
2022-08-03 61754 178 64 0
2022-08-02 61576 220 64 0
2022-08-01 61356 81 64 0
2022-07-31 61275 70 64 0
2022-07-30 61205 81 64 0
2022-07-29 61124 185 64 0
2022-07-28 60939 150 64 0
2022-07-27 60789 235 64 0
2022-07-26 60554 244 64 0
2022-07-25 60310 87 64 0
2022-07-24 60223 63 64 0
2022-07-23 60160 125 64 0
2022-07-22 60035 189 64 0
2022-07-21 59846 224 64 1
2022-07-20 59622 239 63 1
2022-07-19 59383 382 62 0
2022-07-18 59001 289 62 0
2022-07-17 58712 93 62 0
2022-07-16 58619 144 62 0
2022-07-15 58475 195 62 0
2022-07-14 58280 178 62 0
2022-07-13 58102 268 62 0
2022-07-12 57834 367 62 0
2022-07-11 57467 115 62 0
2022-07-10 57352 87 62 0
2022-07-09 57265 159 62 0
2022-07-08 57106 268 62 0
2022-07-07 56838 229 62 0
2022-07-06 56609 371 62 0
2022-07-05 56238 500 62 0
2022-07-04 55738 116 62 0
2022-07-03 55622 110 62 0
2022-07-02 55512 198 62 0
2022-07-01 55314 313 62 0
2022-06-30 55001 299 62 0
2022-06-29 54702 388 62 0
2022-06-28 54314 543 62 0
2022-06-27 53771 194 62 0
2022-06-26 53577 177 62 0
2022-06-25 53400 224 62 0
2022-06-24 53176 344 62 0
2022-06-23 52832 322 62 0
2022-06-22 52510 316 62 0
2022-06-21 52194 572 62 0
2022-06-20 51622 137 62 0
2022-06-19 51485 131 62 0
2022-06-18 51354 115 62 0
2022-06-17 51239 276 62 0
2022-06-16 50963 200 62 0
2022-06-15 50763 272 62 0
2022-06-14 50491 379 62 0
2022-06-13 50112 161 62 0
2022-06-12 49951 104 62 0
2022-06-11 49847 173 62 0
2022-06-10 49674 248 62 0
2022-06-09 49426 265 62 0
2022-06-08 49161 329 62 0
2022-06-07 48832 136 62 0
2022-06-06 48696 57 62 0
2022-06-05 48639 59 62 0
2022-06-04 48580 124 62 0
2022-06-03 48456 158 62 0
2022-06-02 48298 147 62 0
2022-06-01 48151 182 62 0
2022-05-31 47969 223 62 0
2022-05-30 47746 103 62 0
2022-05-29 47643 70 62 0
2022-05-28 47573 104 62 0
2022-05-27 47469 72 62 0
2022-05-26 47397 88 62 0
2022-05-25 47309 138 62 0
2022-05-24 47171 214 62 0
2022-05-23 46957 85 62 0
2022-05-22 46872 92 62 0
2022-05-21 46780 115 62 0
2022-05-20 46665 130 62 0
2022-05-19 46535 168 62 0
2022-05-18 46367 206 62 0
2022-05-17 46161 294 62 0
2022-05-16 45867 126 62 0
2022-05-15 45741 90 62 0
2022-05-14 45651 184 62 0
2022-05-13 45467 258 62 0
2022-05-12 45209 330 62 0
2022-05-11 44879 261 62 0
2022-05-10 44618 480 62 0
2022-05-09 44138 126 62 0
2022-05-08 44012 141 62 0
2022-05-07 43871 175 62 0
2022-05-06 43696 294 62 0
2022-05-05 43402 269 62 0
2022-05-04 43133 279 62 0
2022-05-03 42854 407 62 0
2022-05-02 42447 126 62 0
2022-05-01 42321 35 62 0
2022-04-30 42286 184 62 0
2022-04-29 42102 247 62 0
2022-04-28 41855 343 62 0
2022-04-27 41512 335 62 0
2022-04-26 41177 436 62 0
2022-04-25 40741 199 62 0
2022-04-24 40542 111 62 0
2022-04-23 40431 301 62 0
2022-04-22 40130 390 62 0
2022-04-21 39740 553 62 0
2022-04-20 39187 648 62 0
2022-04-19 38539 285 62 0
2022-04-18 38254 192 62 0
2022-04-17 38062 245 62 0
2022-04-16 37817 263 62 0
2022-04-15 37554 341 62 1
2022-04-14 37213 517 61 0
2022-04-13 36696 456 61 1
2022-04-12 36240 658 60 0
2022-04-11 35582 208 60 0
2022-04-10 35374 223 60 0
2022-04-09 35151 303 60 0
2022-04-08 34848 392 60 0
2022-04-07 34456 515 60 1
2022-04-06 33941 420 59 0
2022-04-05 33521 536 59 0
2022-04-04 32985 223 59 0
2022-04-03 32762 169 59 0
2022-04-02 32593 266 59 1
2022-04-01 32327 410 58 1
2022-03-31 31917 479 57 0
2022-03-30 31438 656 57 0
2022-03-29 30782 723 57 0
2022-03-28 30059 286 57 0
2022-03-27 29773 202 57 0
2022-03-26 29571 491 57 0
2022-03-25 29080 611 57 0
2022-03-24 28469 671 57 0
2022-03-23 27798 596 57 0
2022-03-22 27202 561 57 0
2022-03-21 26641 653 57 0
2022-03-20 25988 30 57 0
2022-03-19 25958 207 57 0
2022-03-18 25751 651 57 0
2022-03-17 25100 590 57 0
2022-03-16 24510 578 57 0
2022-03-15 23932 556 57 0
2022-03-14 23376 258 57 0
2022-03-13 23118 160 57 0
2022-03-12 22958 320 57 0
2022-03-11 22638 373 57 0
2022-03-10 22265 514 57 0
2022-03-09 21751 287 57 0
2022-03-08 21464 367 57 0
2022-03-07 21097 110 57 0
2022-03-06 20987 72 57 0
2022-03-05 20915 201 57 0
2022-03-04 20714 270 57 0
2022-03-03 20444 312 57 0
2022-03-02 20132 277 57 0
2022-03-01 19855 325 57 0
2022-02-28 19530 84 57 0
2022-02-27 19446 76 57 0
2022-02-26 19370 138 57 0
2022-02-25 19232 214 57 0
2022-02-24 19018 193 57 0
2022-02-23 18825 227 57 0
2022-02-22 18598 261 57 0
2022-02-21 18337 85 57 0
2022-02-20 18252 80 57 0
2022-02-19 18172 131 57 0
2022-02-18 18041 196 57 0
2022-02-17 17845 203 57 0
2022-02-16 17642 205 57 0
2022-02-15 17437 245 57 0
2022-02-14 17192 93 57 0
2022-02-13 17099 74 57 0
2022-02-12 17025 170 57 0
2022-02-11 16855 198 57 0
2022-02-10 16657 296 57 0
2022-02-09 16361 252 57 0
2022-02-08 16109 379 57 0
2022-02-07 15730 77 57 0
2022-02-06 15653 157 57 0
2022-02-05 15496 284 57 0
2022-02-04 15212 283 57 0
2022-02-03 14929 354 57 0
2022-02-02 14575 323 57 0
2022-02-01 14252 350 57 0
2022-01-31 13902 166 57 0
2022-01-30 13736 171 57 0
2022-01-29 13565 362 57 0
2022-01-28 13203 342 57 0
2022-01-27 12861 365 57 0
2022-01-26 12496 304 57 0
2022-01-25 12192 359 57 0
2022-01-24 11833 156 57 0
2022-01-23 11677 283 57 0
2022-01-22 11394 349 57 0
2022-01-21 11045 321 57 0
2022-01-20 10724 333 57 0
2022-01-19 10391 273 57 0
2022-01-18 10118 255 57 0
2022-01-17 9863 153 57 0
2022-01-16 9710 56 57 0
2022-01-15 9654 161 57 0
2022-01-14 9493 263 57 0
2022-01-13 9230 98 57 0
2022-01-12 9132 201 57 0
2022-01-11 8931 194 57 0
2022-01-10 8737 74 57 0
2022-01-09 8663 69 57 0
2022-01-08 8594 94 57 0
2022-01-07 8500 152 57 0
2022-01-06 8348 136 57 0
2022-01-05 8212 145 57 0
2022-01-04 8067 181 57 1
2022-01-03 7886 47 56 0
2022-01-02 7839 11 56 0
2022-01-01 7828 20 56 0
2021-12-31 7808 80 56 0
2021-12-30 7728 94 56 0
2021-12-29 7634 74 56 0
2021-12-28 7560 101 56 0
2021-12-27 7459 26 56 0
2021-12-26 7433 21 56 0
2021-12-25 7412 6 56 0
2021-12-24 7406 16 56 0
2021-12-23 7390 55 56 0
2021-12-22 7335 34 56 0
2021-12-21 7301 64 56 0
2021-12-20 7237 28 56 0
2021-12-19 7209 15 56 0
2021-12-18 7194 28 56 0
2021-12-17 7166 29 56 0
2021-12-16 7137 29 56 0
2021-12-15 7108 24 56 0
2021-12-14 7084 56 56 0
2021-12-13 7028 15 56 0
2021-12-12 7013 4 56 0
2021-12-11 7009 32 56 0
2021-12-10 6977 27 56 0
2021-12-09 6950 32 56 0
2021-12-08 6918 35 56 0
2021-12-07 6883 46 56 0
2021-12-06 6837 19 56 0
2021-12-05 6818 8 56 0
2021-12-04 6810 32 56 0
2021-12-03 6778 32 56 0
2021-12-02 6746 57 56 0
2021-12-01 6689 37 56 0
2021-11-30 6652 82 56 0
2021-11-29 6570 29 56 0
2021-11-28 6541 18 56 0
2021-11-27 6523 48 56 0
2021-11-26 6475 64 56 1
2021-11-25 6411 53 55 0
2021-11-24 6358 55 55 1
2021-11-23 6303 73 54 0
2021-11-22 6230 44 54 0
2021-11-21 6186 23 54 0
2021-11-20 6163 60 54 0
2021-11-19 6103 51 54 0
2021-11-18 6052 32 54 0
2021-11-17 6020 52 54 0
2021-11-16 5968 32 54 0
2021-11-15 5936 24 54 0
2021-11-14 5912 2 54 0
2021-11-13 5910 26 54 0
2021-11-12 5884 47 54 0
2021-11-11 5837 20 54 0
2021-11-10 5817 34 54 0
2021-11-09 5783 31 54 0
2021-11-08 5752 13 54 0
2021-11-07 5739 7 54 0
2021-11-06 5732 19 54 0
2021-11-05 5713 27 54 0
2021-11-04 5686 27 54 0
2021-11-03 5659 28 54 0
2021-11-02 5631 44 54 0
2021-11-01 5587 14 54 0
2021-10-31 5573 4 54 0
2021-10-30 5569 24 54 0
2021-10-29 5545 7 54 0
2021-10-28 5538 12 54 1
2021-10-27 5526 19 53 0
2021-10-26 5507 20 53 0
2021-10-25 5487 3 53 0
2021-10-24 5484 1 53 0
2021-10-23 5483 5 53 0
2021-10-22 5478 5 53 0
2021-10-21 5473 8 53 1
2021-10-20 5465 5 52 0
2021-10-19 5460 11 52 0
2021-10-18 5449 5 52 0
2021-10-16 5444 11 52 0
2021-10-15 5433 6 52 0
2021-10-14 5427 14 52 0
2021-10-13 5413 11 52 0
2021-10-12 5402 14 52 0
2021-10-11 5388 11 52 0
2021-10-10 5377 3 52 0
2021-10-09 5374 26 52 0
2021-10-08 5348 11 52 0
2021-10-07 5337 15 52 0
2021-10-06 5322 23 52 0
2021-10-05 5299 20 52 0
2021-10-04 5279 8 52 0
2021-10-03 5271 1 52 0
2021-10-02 5270 6 52 0
2021-10-01 5264 16 52 0
2021-09-30 5248 16 52 0
2021-09-29 5232 24 52 1
2021-09-28 5208 32 51 0
2021-09-27 5176 3 51 1
2021-09-26 5173 1 50 0
2021-09-25 5172 12 50 0
2021-09-24 5160 16 50 0
2021-09-23 5144 16 50 0
2021-09-22 5128 21 50 0
2021-09-21 5107 33 50 0
2021-09-20 5074 8 50 0
2021-09-19 5066 3 50 0
2021-09-18 5063 18 50 0
2021-09-17 5045 16 50 0
2021-09-16 5029 22 50 0
2021-09-15 5007 17 50 0
2021-09-14 4990 27 50 0
2021-09-13 4963 6 50 0
2021-09-12 4957 2 50 0
2021-09-11 4955 19 50 0
2021-09-10 4936 27 50 0
2021-09-09 4909 17 50 0
2021-09-08 4892 23 50 1
2021-09-07 4869 36 49 1
2021-09-06 4833 9 48 0
2021-09-05 4824 4 48 0
2021-09-04 4820 14 48 0
2021-09-03 4806 40 48 0
2021-09-02 4766 11 48 0
2021-09-01 4755 18 48 1
2021-08-31 4737 19 47 0
2021-08-30 4718 16 47 0
2021-08-29 4702 2 47 0
2021-08-28 4700 9 47 0
2021-08-27 4691 23 47 0
2021-08-26 4668 9 47 0
2021-08-25 4659 35 47 0
2021-08-24 4624 26 47 0
2021-08-23 4598 1 47 0
2021-08-22 4597 7 47 0
2021-08-21 4590 13 47 0
2021-08-20 4577 4 47 0
2021-08-19 4573 10 47 0
2021-08-18 4563 24 47 0
2021-08-17 4539 29 47 0
2021-08-16 4510 1 47 0
2021-08-15 4509 6 47 0
2021-08-14 4503 15 47 0
2021-08-13 4488 2 47 0
2021-08-12 4486 4 47 0
2021-08-11 4482 14 47 0
2021-08-10 4468 18 47 0
2021-08-09 4450 5 47 0
2021-08-08 4445 3 47 0
2021-08-07 4442 9 47 0
2021-08-06 4433 9 47 0
2021-08-05 4424 18 47 0
2021-08-04 4406 3 47 0
2021-08-03 4403 15 47 0
2021-08-02 4388 2 47 0
2021-08-01 4386 3 47 0
2021-07-31 4383 4 47 0
2021-07-30 4379 5 47 0
2021-07-29 4374 5 47 0
2021-07-28 4369 3 47 0
2021-07-27 4366 9 47 0
2021-07-26 4357 2 47 0
2021-07-25 4355 1 47 0
2021-07-24 4354 5 47 0
2021-07-23 4349 3 47 0
2021-07-21 4346 7 47 0
2021-07-20 4339 3 47 0
2021-07-19 4336 1 47 0
2021-07-17 4335 2 47 0
2021-07-16 4333 11 47 0
2021-07-15 4322 7 47 0
2021-07-14 4315 4 47 0
2021-07-13 4311 3 47 0
2021-07-12 4308 2 47 0
2021-07-06 4306 1 47 0
2021-07-05 4305 1 47 0
2021-07-02 4304 1 47 0
2021-07-01 4303 2 47 0
2021-06-28 4301 1 47 0
2021-06-27 4300 1 47 0
2021-06-25 4299 1 47 0
2021-06-23 4298 1 47 0
2021-06-22 4297 1 47 0
2021-06-19 4296 1 47 0
2021-06-18 4295 1 47 0
2021-06-16 4294 1 47 0
2021-06-15 4293 2 47 0
2021-06-12 4291 2 47 0
2021-06-11 4289 5 47 0
2021-06-10 4284 2 47 0
2021-06-09 4282 2 47 0
2021-06-08 4280 2 47 0
2021-06-07 4278 5 47 0
2021-06-05 4273 4 47 0
2021-06-04 4269 2 47 0
2021-06-03 4267 3 47 0
2021-06-02 4264 4 47 0
2021-06-01 4260 12 47 0
2021-05-31 4248 3 47 0
2021-05-30 4245 3 47 0
2021-05-29 4242 6 47 0
2021-05-28 4236 23 47 0
2021-05-27 4213 14 47 0
2021-05-26 4199 4 47 0
2021-05-25 4195 4 47 0
2021-05-23 4191 3 47 0
2021-05-22 4188 7 47 0
2021-05-21 4181 10 47 0
2021-05-20 4171 17 47 0
2021-05-19 4154 21 47 0
2021-05-18 4133 19 47 0
2021-05-17 4114 5 47 1
2021-05-16 4109 11 46 0
2021-05-15 4098 5 46 0
2021-05-13 4093 7 46 0
2021-05-12 4086 4 46 0
2021-05-11 4082 29 46 0
2021-05-10 4053 3 46 0
2021-05-09 4050 2 46 0
2021-05-08 4048 12 46 0
2021-05-07 4036 24 46 0
2021-05-06 4012 16 46 0
2021-05-05 3996 24 46 0
2021-05-04 3972 31 46 1
2021-05-03 3941 9 45 0
2021-05-02 3932 9 45 0
2021-05-01 3923 13 45 0
2021-04-30 3910 24 45 0
2021-04-29 3886 40 45 0
2021-04-28 3846 18 45 0
2021-04-27 3828 37 45 0
2021-04-26 3791 8 45 0
2021-04-25 3783 1 45 0
2021-04-24 3782 27 45 0
2021-04-23 3755 40 45 0
2021-04-22 3715 27 45 0
2021-04-21 3688 65 45 0
2021-04-20 3623 38 45 0
2021-04-19 3585 4 45 0
2021-04-18 3581 4 45 0
2021-04-17 3577 22 45 0
2021-04-16 3555 68 45 0
2021-04-15 3487 18 45 0
2021-04-14 3469 47 45 0
2021-04-13 3422 34 45 1
2021-04-12 3388 5 44 0
2021-04-11 3383 5 44 0
2021-04-10 3378 61 44 1
2021-04-09 3317 32 43 0
2021-04-08 3285 40 43 0
2021-04-07 3245 27 43 0
2021-04-06 3218 30 43 0
2021-04-05 3188 3 43 0
2021-04-04 3185 5 43 0
2021-04-03 3180 7 43 0
2021-04-02 3173 23 43 0
2021-04-01 3150 22 43 0
2021-03-31 3128 32 43 0
2021-03-30 3096 28 43 0
2021-03-29 3068 8 43 0
2021-03-28 3060 15 43 0
2021-03-27 3045 31 43 1
2021-03-26 3014 15 42 0
2021-03-25 2999 43 42 1
2021-03-24 2956 28 41 0
2021-03-23 2928 20 41 0
2021-03-22 2908 3 41 0
2021-03-21 2905 2 41 0
2021-03-20 2903 38 41 1
2021-03-19 2865 26 40 0
2021-03-18 2839 34 40 0
2021-03-17 2805 26 40 1
2021-03-16 2779 27 39 0
2021-03-15 2752 11 39 0
2021-03-14 2741 4 39 0
2021-03-13 2737 23 39 0
2021-03-12 2714 24 39 0
2021-03-11 2690 30 39 0
2021-03-10 2660 19 39 0
2021-03-09 2641 12 39 1
2021-03-08 2629 7 38 0
2021-03-07 2622 4 38 0
2021-03-06 2618 28 38 0
2021-03-05 2590 12 38 0
2021-03-04 2578 5 38 0
2021-03-03 2573 11 38 0
2021-03-02 2562 13 38 0
2021-03-01 2549 3 38 0
2021-02-28 2546 1 38 0
2021-02-27 2545 15 38 0
2021-02-26 2530 7 38 0
2021-02-25 2523 26 38 0
2021-02-24 2497 20 38 0
2021-02-23 2477 10 38 0
2021-02-22 2467 5 38 0
2021-02-21 2462 3 38 0
2021-02-20 2459 12 38 0
2021-02-19 2447 6 38 0
2021-02-18 2441 9 38 0
2021-02-17 2432 7 38 0
2021-02-16 2425 9 38 0
2021-02-15 2416 4 38 0
2021-02-14 2412 4 38 0
2021-02-13 2408 7 38 0
2021-02-12 2401 6 38 0
2021-02-11 2395 11 38 0
2021-02-10 2384 13 38 0
2021-02-09 2371 15 38 0
2021-02-08 2356 1 38 0
2021-02-07 2355 1 38 0
2021-02-06 2354 12 38 0
2021-02-05 2342 7 38 0
2021-02-04 2335 15 38 0
2021-02-03 2320 16 38 0
2021-02-02 2304 7 38 0
2021-02-01 2297 8 38 2
2021-01-31 2289 2 36 0
2021-01-30 2287 10 36 0
2021-01-29 2277 7 36 0
2021-01-28 2270 10 36 0
2021-01-27 2260 22 36 1
2021-01-26 2238 5 35 0
2021-01-25 2233 2 35 0
2021-01-24 2231 5 35 0
2021-01-23 2226 9 35 0
2021-01-22 2217 5 35 0
2021-01-21 2212 18 35 1
2021-01-20 2194 18 34 0
2021-01-19 2176 10 34 0
2021-01-18 2166 5 34 0
2021-01-17 2161 8 34 0
2021-01-16 2153 21 34 0
2021-01-15 2132 12 34 0
2021-01-14 2120 23 34 0
2021-01-13 2097 37 34 1
2021-01-12 2060 25 33 1
2021-01-11 2035 7 32 0
2021-01-09 2028 31 32 0
2021-01-08 1997 17 32 0
2021-01-07 1980 45 32 2
2021-01-06 1935 47 30 0
2021-01-05 1888 6 30 0
2021-01-04 1882 9 30 0
2021-01-03 1873 6 30 0
2021-01-02 1867 8 30 0
2021-01-01 1859 32 30 0
2020-12-31 1827 26 30 1
2020-12-30 1801 36 29 1
2020-12-29 1765 33 28 2
2020-12-28 1732 3 26 0
2020-12-27 1729 1 26 0
2020-12-26 1728 3 26 0
2020-12-25 1725 10 26 0
2020-12-24 1715 31 26 0
2020-12-23 1684 56 26 0
2020-12-22 1628 11 26 0
2020-12-21 1617 11 26 3
2020-12-20 1606 7 23 0
2020-12-19 1599 33 23 0
2020-12-18 1566 14 23 0
2020-12-17 1552 32 23 0
2020-12-16 1520 33 23 0
2020-12-15 1487 42 23 8
2020-12-14 1445 15 15 0
2020-12-13 1430 13 15 1
2020-12-12 1417 17 14 0
2020-12-11 1400 29 14 0
2020-12-10 1371 19 14 3
2020-12-09 1352 27 11 0
2020-12-08 1325 37 11 0
2020-12-07 1288 21 11 0
2020-12-06 1267 11 11 0
2020-12-05 1256 18 11 1
2020-12-04 1238 24 10 0
2020-12-03 1214 31 10 1
2020-12-02 1183 42 9 0
2020-12-01 1141 15 9 0
2020-11-30 1126 13 9 1
2020-11-29 1113 8 8 0
2020-11-28 1105 19 8 0
2020-11-27 1086 19 8 0
2020-11-26 1067 36 8 1
2020-11-25 1031 12 7 1
2020-11-24 1019 16 6 0
2020-11-23 1003 4 6 0
2020-11-22 999 5 6 0
2020-11-21 994 15 6 0
2020-11-20 979 15 6 0
2020-11-19 964 33 6 0
2020-11-18 931 22 6 0
2020-11-17 909 20 6 1
2020-11-16 889 12 5 1
2020-11-15 877 12 4 0
2020-11-14 865 13 4 0
2020-11-13 852 22 4 0
2020-11-12 830 26 4 0
2020-11-11 804 13 4 0
2020-11-10 791 26 4 0
2020-11-09 765 44 4 0
2020-11-08 721 5 4 0
2020-11-07 716 36 4 0
2020-11-06 680 8 4 0
2020-11-05 672 35 4 0
2020-11-04 637 35 4 0
2020-11-03 602 14 4 0
2020-11-02 588 32 4 0
2020-11-01 556 11 4 0
2020-10-31 545 16 4 0
2020-10-30 529 18 4 0
2020-10-29 511 46 4 0
2020-10-28 465 14 4 0
2020-10-27 451 10 4 0
2020-10-26 441 13 4 0
2020-10-25 428 3 4 0
2020-10-24 425 24 4 1
2020-10-22 401 8 3 0
2020-10-21 393 10 3 0
2020-10-20 383 8 3 0
2020-10-19 375 8 3 0
2020-10-18 367 5 3 0
2020-10-17 362 5 3 0
2020-10-16 357 6 3 0
2020-10-15 351 7 3 0
2020-10-13 344 4 3 0
2020-10-11 340 6 3 0
2020-10-10 334 3 3 0
2020-10-08 331 2 3 0
2020-10-07 329 3 3 0
2020-10-06 326 1 3 0
2020-10-04 325 2 3 0
2020-10-03 323 4 3 0
2020-10-02 319 8 3 0
2020-10-01 311 10 3 0
2020-09-30 301 4 3 0
2020-09-29 297 2 3 0
2020-09-28 295 3 3 0
2020-09-26 292 4 3 0
2020-09-25 288 5 3 0
2020-09-24 283 2 3 0
2020-09-23 281 5 3 0
2020-09-21 276 9 3 0
2020-09-20 267 5 3 0
2020-09-19 262 2 3 0
2020-09-18 260 1 3 0
2020-09-17 259 7 3 1
2020-09-16 252 1 2 0
2020-09-15 251 3 2 0
2020-09-14 248 2 2 0
2020-09-12 246 2 2 0
2020-09-11 244 2 2 0
2020-09-10 242 2 2 0
2020-09-08 240 1 2 0
2020-09-07 239 7 2 0
2020-09-03 232 1 2 0
2020-09-01 231 2 2 0
2020-08-29 229 1 2 0
2020-08-28 228 1 2 0
2020-08-27 227 1 2 0
2020-08-26 226 2 2 0
2020-08-25 224 1 2 0
2020-08-24 223 3 2 0
2020-08-22 220 1 2 0
2020-08-20 219 3 2 0
2020-08-19 216 7 2 0
2020-08-17 209 1 2 0
2020-08-13 208 2 2 0
2020-08-11 206 2 2 0
2020-08-06 204 1 2 0
2020-08-05 203 2 2 0
2020-08-04 201 1 2 0
2020-08-03 200 4 2 0
2020-07-30 196 1 2 0
2020-07-29 195 1 2 0
2020-07-25 194 2 2 0
2020-07-23 192 1 2 0
2020-07-20 191 1 2 0
2020-07-14 190 1 2 0
2020-07-09 189 2 2 0
2020-07-07 187 2 2 0
2020-07-06 185 4 2 0
2020-07-05 181 1 2 1
2020-07-01 180 2 1 0
2020-06-28 178 1 1 0
2020-06-26 177 2 1 0
2020-06-25 175 4 1 0
2020-06-03 171 1 1 0
2020-05-29 170 1 1 0
2020-05-21 169 1 1 0
2020-05-20 168 2 1 0
2020-05-18 166 1 1 0
2020-05-15 165 1 1 0
2020-05-14 164 2 1 0
2020-05-11 162 1 1 0
2020-05-06 161 1 1 0
2020-04-28 160 2 1 0
2020-04-27 158 2 1 0
2020-04-24 156 1 1 0
2020-04-22 155 2 1 0
2020-04-21 153 1 1 0
2020-04-17 152 1 1 0
2020-04-16 151 1 1 0
2020-04-15 150 1 1 0
2020-04-14 149 1 1 0
2020-04-13 148 4 1 0
2020-04-12 144 2 1 0
2020-04-11 142 1 1 0
2020-04-10 141 2 1 0
2020-04-09 139 4 1 0
2020-04-08 135 2 1 0
2020-04-06 133 3 1 0
2020-04-05 130 2 1 0
2020-04-04 128 17 1 1
2020-04-03 111 5 0 0
2020-04-02 106 11 0 0
2020-04-01 95 6 0 0
2020-03-31 89 2 0 0
2020-03-30 87 4 0 0
2020-03-29 83 6 0 0
2020-03-28 77 6 0 0
2020-03-27 71 12 0 0
2020-03-26 59 1 0 0
2020-03-25 58 5 0 0
2020-03-24 53 6 0 0
2020-03-23 47 18 0 0
2020-03-20 29 7 0 0
2020-03-19 22 3 0 0
2020-03-18 19 1 0 0
2020-03-16 18 3 0 0
2020-03-14 15 4 0 0
2020-03-13 11 4 0 0
2020-03-12 7 5 0 0
2020-03-11 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: 0:02:31.297393