Germany: LK Mayen-Koblenz (Rheinland-Pfalz)¶

  • 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 14:47:58 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Mayen-Koblenz", weeks=5);
2023-03-07T14:48:08.654987 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 200 200 300 300 400 400 7-day incidence rate (per 100K people) 115.6 LK Mayen-Koblenz, 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 60 80 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 Mayen-Koblenz new deaths (rolling 7d mean) Germany-LK Mayen-Koblenz new deaths 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on cases) Germany-LK Mayen-Koblenz cases daily growth factor Germany-LK Mayen-Koblenz cases daily growth factor (rolling mean) Germany-LK Mayen-Koblenz 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 Mayen-Koblenz deaths daily growth factor Germany-LK Mayen-Koblenz deaths daily growth factor (rolling mean) Germany-LK Mayen-Koblenz estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 1000 2000 3000 cases doubling time [days] Germany-LK Mayen-Koblenz doubling time cases (rolling mean) 0.0 43.1 86.2 129.3 172.4 daily change Germany-LK Mayen-Koblenz new cases (rolling 7d mean) Germany-LK Mayen-Koblenz new cases 0.000 0.328 0.656 0.984
In [4]:
overview(country="Germany", subregion="LK Mayen-Koblenz");
2023-03-07T14:48:24.379212 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) 115.6 LK Mayen-Koblenz, Germany, last data point from 2023-03-06 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 200 400 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 1 2 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on cases) Germany-LK Mayen-Koblenz cases daily growth factor Germany-LK Mayen-Koblenz cases daily growth factor (rolling mean) Germany-LK Mayen-Koblenz 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 Mayen-Koblenz deaths daily growth factor Germany-LK Mayen-Koblenz deaths daily growth factor (rolling mean) Germany-LK Mayen-Koblenz 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 Mayen-Koblenz doubling time cases (rolling mean) Germany-LK Mayen-Koblenz doubling time deaths (rolling mean) 0 431 862 daily change Germany-LK Mayen-Koblenz new cases (rolling 7d mean) Germany-LK Mayen-Koblenz new cases 0.000 2.154 4.309 daily change Germany-LK Mayen-Koblenz new deaths (rolling 7d mean) Germany-LK Mayen-Koblenz new deaths 0.0 86.8 173.7 260.5 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Mayen-Koblenz", dates="2020-03-15:");
2023-03-07T14:50:51.900259 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 Mayen-Koblenz LK Mayen-Koblenz 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 Mayen-Koblenz Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Mayen-Koblenz")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Mayen-Koblenz")
print(f'Population of country="Germany", subregion="LK Mayen-Koblenz": {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 Mayen-Koblenz": 215446 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-05 96149 8 256 0
2023-03-04 96141 9 256 0
2023-03-03 96132 22 256 0
2023-03-02 96110 36 256 0
2023-03-01 96074 54 256 0
2023-02-28 96020 120 256 0
2023-02-27 95900 155 256 0
2023-02-26 95745 66 256 0
2023-02-25 95679 39 256 0
2023-02-24 95640 151 256 0
2023-02-23 95489 151 256 0
2023-02-22 95338 204 256 0
2023-02-21 95134 115 256 0
2023-02-20 95019 81 256 0
2023-02-19 94938 16 256 0
2023-02-18 94922 17 256 0
2023-02-17 94905 59 256 0
2023-02-16 94846 45 256 0
2023-02-15 94801 65 256 0
2023-02-14 94736 86 256 0
2023-02-13 94650 76 256 0
2023-02-12 94574 20 256 0
2023-02-11 94554 22 256 0
2023-02-10 94532 49 256 0
2023-02-09 94483 72 256 0
2023-02-08 94411 43 256 0
2023-02-07 94368 57 256 0
2023-02-06 94311 55 256 0
2023-02-05 94256 14 256 0
2023-02-04 94242 21 256 0
2023-02-03 94221 30 256 0
2023-02-02 94191 27 256 0
2023-02-01 94164 36 256 0
2023-01-31 94128 46 256 0
2023-01-30 94082 47 256 0
2023-01-29 94035 11 256 0
2023-01-28 94024 10 256 0
2023-01-27 94014 23 256 0
2023-01-26 93991 24 256 0
2023-01-25 93967 27 256 0
2023-01-24 93940 35 256 0
2023-01-23 93905 28 256 0
2023-01-22 93877 7 256 0
2023-01-21 93870 15 256 0
2023-01-20 93855 14 256 0
2023-01-19 93841 27 256 0
2023-01-18 93814 24 256 0
2023-01-17 93790 24 256 0
2023-01-16 93766 34 256 0
2023-01-15 93732 21 256 0
2023-01-14 93711 14 256 0
2023-01-13 93697 24 256 0
2023-01-12 93673 20 256 0
2023-01-11 93653 24 256 0
2023-01-10 93629 24 256 0
2023-01-09 93605 42 256 0
2023-01-08 93563 16 256 0
2023-01-07 93547 21 256 0
2023-01-06 93526 25 256 0
2023-01-05 93501 43 256 0
2023-01-04 93458 61 256 0
2023-01-03 93397 63 256 0
2023-01-02 93334 80 256 0
2023-01-01 93254 13 256 0
2022-12-31 93241 40 256 0
2022-12-30 93201 64 256 0
2022-12-29 93137 54 256 2
2022-12-28 93083 106 254 1
2022-12-27 92977 105 253 1
2022-12-26 92872 29 252 0
2022-12-25 92843 45 252 0
2022-12-24 92798 47 252 0
2022-12-23 92751 76 252 0
2022-12-22 92675 82 252 0
2022-12-21 92593 93 252 0
2022-12-20 92500 91 252 0
2022-12-19 92409 116 252 0
2022-12-18 92293 24 252 0
2022-12-17 92269 42 252 0
2022-12-16 92227 73 252 0
2022-12-15 92154 64 252 0
2022-12-14 92090 66 252 0
2022-12-13 92024 92 252 0
2022-12-12 91932 115 252 0
2022-12-11 91817 29 252 0
2022-12-10 91788 16 252 0
2022-12-09 91772 41 252 1
2022-12-08 91731 73 251 0
2022-12-07 91658 58 251 0
2022-12-06 91600 73 251 0
2022-12-05 91527 72 251 0
2022-12-04 91455 23 251 0
2022-12-03 91432 19 251 0
2022-12-02 91413 51 251 0
2022-12-01 91362 59 251 0
2022-11-30 91303 56 251 0
2022-11-29 91247 61 251 0
2022-11-28 91186 98 251 0
2022-11-27 91088 14 251 0
2022-11-26 91074 28 251 0
2022-11-25 91046 51 251 0
2022-11-24 90995 61 251 0
2022-11-23 90934 95 251 0
2022-11-22 90839 96 251 0
2022-11-21 90743 130 251 0
2022-11-20 90613 29 251 0
2022-11-19 90584 53 251 0
2022-11-18 90531 75 251 0
2022-11-17 90456 68 251 0
2022-11-16 90388 67 251 0
2022-11-15 90321 88 251 0
2022-11-14 90233 158 251 0
2022-11-13 90075 38 251 0
2022-11-12 90037 42 251 0
2022-11-11 89995 97 251 0
2022-11-10 89898 61 251 0
2022-11-09 89837 76 251 0
2022-11-08 89761 119 251 0
2022-11-07 89642 120 251 0
2022-11-06 89522 45 251 0
2022-11-05 89477 38 251 0
2022-11-04 89439 102 251 0
2022-11-03 89337 90 251 0
2022-11-02 89247 142 251 0
2022-11-01 89105 92 251 0
2022-10-31 89013 154 251 0
2022-10-30 88859 53 251 0
2022-10-29 88806 69 251 1
2022-10-28 88737 120 250 0
2022-10-27 88617 182 250 1
2022-10-26 88435 125 249 0
2022-10-25 88310 191 249 0
2022-10-24 88119 241 249 0
2022-10-23 87878 110 249 0
2022-10-22 87768 93 249 0
2022-10-21 87675 170 249 0
2022-10-20 87505 229 249 0
2022-10-19 87276 230 249 0
2022-10-18 87046 284 249 1
2022-10-17 86762 434 248 0
2022-10-16 86328 85 248 0
2022-10-15 86243 132 248 0
2022-10-14 86111 315 248 2
2022-10-13 85796 238 246 1
2022-10-12 85558 338 245 0
2022-10-11 85220 401 245 0
2022-10-10 84819 423 245 0
2022-10-09 84396 169 245 0
2022-10-08 84227 159 245 0
2022-10-07 84068 365 245 0
2022-10-06 83703 528 245 0
2022-10-05 83175 441 245 0
2022-10-04 82734 349 245 0
2022-10-03 82385 246 245 1
2022-10-02 82139 129 244 0
2022-10-01 82010 188 244 0
2022-09-30 81822 308 244 0
2022-09-29 81514 221 244 0
2022-09-28 81293 328 244 0
2022-09-27 80965 225 244 0
2022-09-26 80740 337 244 0
2022-09-25 80403 90 244 1
2022-09-24 80313 127 243 0
2022-09-23 80186 174 243 1
2022-09-22 80012 170 242 0
2022-09-21 79842 184 242 0
2022-09-20 79658 139 242 0
2022-09-19 79519 195 242 0
2022-09-18 79324 71 242 0
2022-09-17 79253 60 242 0
2022-09-16 79193 140 242 0
2022-09-15 79053 154 242 0
2022-09-14 78899 100 242 0
2022-09-13 78799 130 242 0
2022-09-12 78669 132 242 0
2022-09-11 78537 31 242 0
2022-09-10 78506 44 242 0
2022-09-09 78462 96 242 0
2022-09-08 78366 126 242 1
2022-09-07 78240 122 241 0
2022-09-06 78118 128 241 0
2022-09-05 77990 134 241 0
2022-09-04 77856 44 241 0
2022-09-03 77812 58 241 0
2022-09-02 77754 83 241 0
2022-09-01 77671 89 241 0
2022-08-31 77582 80 241 0
2022-08-30 77502 106 241 0
2022-08-29 77396 137 241 0
2022-08-28 77259 31 241 0
2022-08-27 77228 49 241 0
2022-08-26 77179 80 241 0
2022-08-25 77099 94 241 0
2022-08-24 77005 89 241 0
2022-08-23 76916 82 241 0
2022-08-22 76834 103 241 0
2022-08-21 76731 40 241 0
2022-08-20 76691 46 241 0
2022-08-19 76645 75 241 0
2022-08-18 76570 70 241 0
2022-08-17 76500 114 241 0
2022-08-16 76386 98 241 0
2022-08-15 76288 122 241 0
2022-08-14 76166 37 241 0
2022-08-13 76129 59 241 0
2022-08-12 76070 110 241 0
2022-08-11 75960 101 241 0
2022-08-10 75859 166 241 0
2022-08-09 75693 99 241 0
2022-08-08 75594 134 241 1
2022-08-07 75460 65 240 0
2022-08-06 75395 58 240 0
2022-08-05 75337 87 240 1
2022-08-04 75250 81 239 0
2022-08-03 75169 135 239 0
2022-08-02 75034 175 239 0
2022-08-01 74859 197 239 0
2022-07-31 74662 44 239 0
2022-07-30 74618 77 239 0
2022-07-29 74541 190 239 0
2022-07-28 74351 130 239 0
2022-07-27 74221 213 239 0
2022-07-26 74008 238 239 1
2022-07-25 73770 316 238 0
2022-07-24 73454 72 238 1
2022-07-23 73382 105 237 0
2022-07-22 73277 260 237 0
2022-07-21 73017 201 237 0
2022-07-20 72816 232 237 4
2022-07-19 72584 330 233 0
2022-07-18 72254 297 233 0
2022-07-17 71957 101 233 0
2022-07-16 71856 158 233 0
2022-07-15 71698 240 233 0
2022-07-14 71458 266 233 0
2022-07-13 71192 297 233 1
2022-07-12 70895 373 232 0
2022-07-11 70522 355 232 0
2022-07-10 70167 142 232 0
2022-07-09 70025 135 232 0
2022-07-08 69890 261 232 0
2022-07-07 69629 371 232 0
2022-07-06 69258 229 232 0
2022-07-05 69029 359 232 0
2022-07-04 68670 366 232 1
2022-07-03 68304 127 231 0
2022-07-02 68177 129 231 0
2022-07-01 68048 225 231 0
2022-06-30 67823 249 231 0
2022-06-29 67574 265 231 0
2022-06-28 67309 370 231 0
2022-06-27 66939 656 231 0
2022-06-26 66283 47 231 0
2022-06-25 66236 78 231 0
2022-06-24 66158 192 231 0
2022-06-23 65966 212 231 0
2022-06-22 65754 351 231 0
2022-06-21 65403 407 231 0
2022-06-20 64996 298 231 0
2022-06-19 64698 109 231 0
2022-06-18 64589 167 231 0
2022-06-17 64422 232 231 0
2022-06-16 64190 110 231 0
2022-06-15 64080 298 231 0
2022-06-14 63782 296 231 0
2022-06-13 63486 337 231 1
2022-06-12 63149 140 230 0
2022-06-11 63009 122 230 0
2022-06-10 62887 263 230 0
2022-06-09 62624 259 230 0
2022-06-08 62365 331 230 0
2022-06-07 62034 244 230 0
2022-06-06 61790 113 230 0
2022-06-05 61677 34 230 0
2022-06-04 61643 99 230 0
2022-06-03 61544 103 230 0
2022-06-02 61441 117 230 0
2022-06-01 61324 128 230 0
2022-05-31 61196 117 230 0
2022-05-30 61079 136 230 0
2022-05-29 60943 64 230 0
2022-05-28 60879 51 230 0
2022-05-27 60828 63 230 0
2022-05-26 60765 50 230 0
2022-05-25 60715 101 230 0
2022-05-24 60614 84 230 0
2022-05-23 60530 130 230 0
2022-05-22 60400 52 230 0
2022-05-21 60348 60 230 0
2022-05-20 60288 84 230 0
2022-05-19 60204 109 230 0
2022-05-18 60095 112 230 0
2022-05-17 59983 133 230 0
2022-05-16 59850 149 230 0
2022-05-15 59701 69 230 0
2022-05-14 59632 55 230 0
2022-05-13 59577 102 230 0
2022-05-12 59475 128 230 0
2022-05-11 59347 143 230 0
2022-05-10 59204 201 230 0
2022-05-09 59003 226 230 0
2022-05-08 58777 46 230 0
2022-05-07 58731 96 230 0
2022-05-06 58635 150 230 0
2022-05-05 58485 136 230 0
2022-05-04 58349 196 230 0
2022-05-03 58153 217 230 0
2022-05-02 57936 234 230 0
2022-05-01 57702 71 230 0
2022-04-30 57631 89 230 0
2022-04-29 57542 195 230 0
2022-04-28 57347 187 230 0
2022-04-27 57160 247 230 0
2022-04-26 56913 315 230 1
2022-04-25 56598 363 229 0
2022-04-24 56235 76 229 0
2022-04-23 56159 215 229 0
2022-04-22 55944 345 229 0
2022-04-21 55599 301 229 0
2022-04-20 55298 369 229 0
2022-04-19 54929 541 229 0
2022-04-18 54388 109 229 0
2022-04-17 54279 200 229 0
2022-04-16 54079 186 229 0
2022-04-15 53893 148 229 0
2022-04-14 53745 350 229 0
2022-04-13 53395 331 229 0
2022-04-12 53064 462 229 0
2022-04-11 52602 405 229 0
2022-04-10 52197 170 229 0
2022-04-09 52027 327 229 0
2022-04-08 51700 342 229 0
2022-04-07 51358 372 229 0
2022-04-06 50986 541 229 0
2022-04-05 50445 519 229 0
2022-04-04 49926 568 229 1
2022-04-03 49358 161 228 0
2022-04-02 49197 325 228 0
2022-04-01 48872 878 228 0
2022-03-31 47994 276 228 0
2022-03-30 47718 641 228 0
2022-03-29 47077 952 228 0
2022-03-28 46125 739 228 0
2022-03-27 45386 230 228 1
2022-03-26 45156 522 227 0
2022-03-25 44634 826 227 0
2022-03-24 43808 945 227 1
2022-03-23 42863 897 226 1
2022-03-22 41966 1094 225 0
2022-03-21 40872 685 225 2
2022-03-20 40187 312 223 0
2022-03-19 39875 810 223 0
2022-03-18 39065 904 223 0
2022-03-17 38161 827 223 0
2022-03-16 37334 772 223 3
2022-03-15 36562 999 220 1
2022-03-14 35563 706 219 0
2022-03-13 34857 601 219 0
2022-03-12 34256 387 219 0
2022-03-11 33869 630 219 0
2022-03-10 33239 758 219 0
2022-03-09 32481 639 219 0
2022-03-08 31842 735 219 1
2022-03-07 31107 576 218 0
2022-03-06 30531 342 218 0
2022-03-05 30189 370 218 0
2022-03-04 29819 652 218 0
2022-03-03 29167 478 218 0
2022-03-02 28689 623 218 0
2022-03-01 28066 421 218 0
2022-02-28 27645 459 218 0
2022-02-27 27186 142 218 0
2022-02-26 27044 206 218 0
2022-02-25 26838 290 218 0
2022-02-24 26548 285 218 1
2022-02-23 26263 331 217 0
2022-02-22 25932 456 217 0
2022-02-21 25476 304 217 1
2022-02-20 25172 118 216 0
2022-02-19 25054 237 216 0
2022-02-18 24817 431 216 0
2022-02-17 24386 344 216 0
2022-02-16 24042 457 216 1
2022-02-15 23585 543 215 1
2022-02-14 23042 316 214 0
2022-02-13 22726 171 214 0
2022-02-12 22555 245 214 0
2022-02-11 22310 441 214 1
2022-02-10 21869 361 213 0
2022-02-09 21508 395 213 1
2022-02-08 21113 492 212 1
2022-02-07 20621 318 211 0
2022-02-06 20303 135 211 0
2022-02-05 20168 337 211 0
2022-02-04 19831 348 211 0
2022-02-03 19483 482 211 0
2022-02-02 19001 505 211 0
2022-02-01 18496 491 211 0
2022-01-31 18005 293 211 0
2022-01-30 17712 103 211 0
2022-01-29 17609 298 211 1
2022-01-28 17311 386 210 0
2022-01-27 16925 361 210 0
2022-01-26 16564 337 210 0
2022-01-25 16227 335 210 0
2022-01-24 15892 207 210 0
2022-01-23 15685 101 210 0
2022-01-22 15584 197 210 0
2022-01-21 15387 342 210 0
2022-01-20 15045 419 210 0
2022-01-19 14626 242 210 0
2022-01-18 14384 248 210 0
2022-01-17 14136 183 210 0
2022-01-16 13953 38 210 0
2022-01-15 13915 65 210 0
2022-01-14 13850 187 210 0
2022-01-13 13663 132 210 0
2022-01-12 13531 157 210 1
2022-01-11 13374 174 209 0
2022-01-10 13200 73 209 0
2022-01-09 13127 41 209 0
2022-01-08 13086 69 209 0
2022-01-07 13017 102 209 0
2022-01-06 12915 104 209 0
2022-01-05 12811 114 209 0
2022-01-04 12697 155 209 0
2022-01-03 12542 56 209 0
2022-01-02 12486 26 209 0
2022-01-01 12460 12 209 0
2021-12-31 12448 32 209 0
2021-12-30 12416 71 209 0
2021-12-29 12345 70 209 1
2021-12-28 12275 90 208 0
2021-12-27 12185 56 208 0
2021-12-26 12129 34 208 0
2021-12-25 12095 8 208 0
2021-12-24 12087 35 208 0
2021-12-23 12052 51 208 0
2021-12-22 12001 56 208 0
2021-12-21 11945 50 208 0
2021-12-20 11895 43 208 0
2021-12-19 11852 21 208 0
2021-12-18 11831 17 208 0
2021-12-17 11814 77 208 0
2021-12-16 11737 82 208 1
2021-12-15 11655 63 207 0
2021-12-14 11592 95 207 2
2021-12-13 11497 43 205 0
2021-12-12 11454 36 205 0
2021-12-11 11418 41 205 0
2021-12-10 11377 94 205 1
2021-12-09 11283 103 204 0
2021-12-08 11180 78 204 0
2021-12-07 11102 97 204 1
2021-12-06 11005 52 203 0
2021-12-05 10953 17 203 0
2021-12-04 10936 63 203 0
2021-12-03 10873 94 203 0
2021-12-02 10779 122 203 1
2021-12-01 10657 79 202 0
2021-11-30 10578 84 202 1
2021-11-29 10494 58 201 0
2021-11-28 10436 27 201 0
2021-11-27 10409 60 201 0
2021-11-26 10349 86 201 0
2021-11-25 10263 89 201 1
2021-11-24 10174 89 200 1
2021-11-23 10085 98 199 1
2021-11-22 9987 54 198 1
2021-11-21 9933 47 197 1
2021-11-20 9886 33 196 0
2021-11-19 9853 68 196 1
2021-11-18 9785 79 195 0
2021-11-17 9706 88 195 0
2021-11-16 9618 54 195 0
2021-11-15 9564 14 195 0
2021-11-14 9550 34 195 0
2021-11-13 9516 41 195 0
2021-11-12 9475 56 195 0
2021-11-11 9419 22 195 1
2021-11-10 9397 56 194 0
2021-11-09 9341 72 194 2
2021-11-08 9269 33 192 0
2021-11-07 9236 21 192 0
2021-11-06 9215 17 192 0
2021-11-05 9198 37 192 0
2021-11-04 9161 45 192 0
2021-11-03 9116 71 192 3
2021-11-02 9045 65 189 1
2021-11-01 8980 5 188 1
2021-10-31 8975 28 187 2
2021-10-30 8947 17 185 1
2021-10-29 8930 37 184 1
2021-10-28 8893 43 183 0
2021-10-27 8850 34 183 0
2021-10-26 8816 45 183 0
2021-10-25 8771 38 183 0
2021-10-22 8733 28 183 0
2021-10-21 8705 21 183 0
2021-10-20 8684 15 183 0
2021-10-19 8669 15 183 0
2021-10-18 8654 6 183 0
2021-10-17 8648 10 183 0
2021-10-16 8638 7 183 0
2021-10-15 8631 9 183 0
2021-10-14 8622 12 183 0
2021-10-13 8610 12 183 0
2021-10-12 8598 18 183 0
2021-10-11 8580 2 183 0
2021-10-10 8578 11 183 0
2021-10-09 8567 5 183 0
2021-10-08 8562 9 183 0
2021-10-07 8553 17 183 0
2021-10-06 8536 19 183 1
2021-10-05 8517 23 182 1
2021-10-04 8494 6 181 0
2021-10-03 8488 4 181 0
2021-10-02 8484 10 181 0
2021-10-01 8474 18 181 0
2021-09-30 8456 12 181 0
2021-09-29 8444 15 181 1
2021-09-28 8429 22 180 0
2021-09-27 8407 1 180 0
2021-09-26 8406 10 180 0
2021-09-25 8396 4 180 0
2021-09-24 8392 3 180 0
2021-09-23 8389 10 180 0
2021-09-22 8379 12 180 1
2021-09-21 8367 17 179 0
2021-09-20 8350 4 179 0
2021-09-19 8346 10 179 0
2021-09-18 8336 11 179 0
2021-09-17 8325 12 179 0
2021-09-16 8313 21 179 0
2021-09-15 8292 26 179 0
2021-09-14 8266 23 179 0
2021-09-13 8243 11 179 0
2021-09-12 8232 6 179 0
2021-09-11 8226 15 179 0
2021-09-10 8211 19 179 0
2021-09-09 8192 22 179 0
2021-09-08 8170 32 179 0
2021-09-07 8138 50 179 0
2021-09-06 8088 14 179 0
2021-09-05 8074 18 179 0
2021-09-04 8056 32 179 0
2021-09-03 8024 30 179 0
2021-09-02 7994 47 179 0
2021-09-01 7947 47 179 0
2021-08-31 7900 38 179 0
2021-08-30 7862 7 179 0
2021-08-29 7855 12 179 0
2021-08-28 7843 26 179 0
2021-08-27 7817 21 179 0
2021-08-26 7796 14 179 0
2021-08-25 7782 35 179 0
2021-08-24 7747 25 179 0
2021-08-23 7722 21 179 0
2021-08-22 7701 4 179 0
2021-08-21 7697 15 179 0
2021-08-20 7682 21 179 0
2021-08-19 7661 16 179 0
2021-08-18 7645 36 179 0
2021-08-17 7609 15 179 0
2021-08-16 7594 11 179 1
2021-08-15 7583 10 178 0
2021-08-14 7573 9 178 0
2021-08-13 7564 15 178 0
2021-08-12 7549 4 178 0
2021-08-11 7545 20 178 1
2021-08-10 7525 15 177 0
2021-08-09 7510 3 177 0
2021-08-08 7507 9 177 0
2021-08-07 7498 3 177 0
2021-08-06 7495 15 177 0
2021-08-05 7480 3 177 0
2021-08-04 7477 3 177 0
2021-08-03 7474 15 177 0
2021-08-02 7459 10 177 0
2021-08-01 7449 21 177 0
2021-07-30 7428 25 177 0
2021-07-28 7403 6 177 0
2021-07-27 7397 16 177 0
2021-07-26 7381 8 177 0
2021-07-25 7373 2 177 0
2021-07-24 7371 4 177 0
2021-07-23 7367 5 177 0
2021-07-22 7362 4 177 0
2021-07-21 7358 13 177 0
2021-07-20 7345 7 177 0
2021-07-19 7338 6 177 0
2021-07-17 7332 1 177 0
2021-07-16 7331 2 177 0
2021-07-15 7329 1 177 0
2021-07-13 7328 4 177 0
2021-07-12 7324 1 177 0
2021-07-09 7323 2 177 0
2021-07-08 7321 7 177 0
2021-07-07 7314 4 177 0
2021-07-06 7310 4 177 0
2021-07-03 7306 3 177 1
2021-07-02 7303 3 176 0
2021-07-01 7300 2 176 0
2021-06-30 7298 6 176 0
2021-06-29 7292 2 176 0
2021-06-27 7290 3 176 0
2021-06-25 7287 1 176 0
2021-06-24 7286 1 176 0
2021-06-23 7285 2 176 0
2021-06-22 7283 1 176 0
2021-06-20 7282 1 176 0
2021-06-19 7281 2 176 0
2021-06-18 7279 2 176 0
2021-06-17 7277 6 176 0
2021-06-16 7271 4 176 0
2021-06-15 7267 1 176 0
2021-06-14 7266 4 176 0
2021-06-13 7262 2 176 0
2021-06-12 7260 1 176 0
2021-06-11 7259 8 176 0
2021-06-10 7251 2 176 0
2021-06-09 7249 7 176 0
2021-06-08 7242 5 176 0
2021-06-07 7237 3 176 0
2021-06-06 7234 1 176 0
2021-06-05 7233 5 176 0
2021-06-04 7228 3 176 0
2021-06-03 7225 4 176 0
2021-06-02 7221 8 176 0
2021-06-01 7213 3 176 0
2021-05-31 7210 2 176 0
2021-05-30 7208 8 176 0
2021-05-29 7200 9 176 1
2021-05-28 7191 6 175 0
2021-05-27 7185 6 175 0
2021-05-26 7179 2 175 0
2021-05-25 7177 10 175 0
2021-05-24 7167 4 175 0
2021-05-23 7163 9 175 0
2021-05-22 7154 4 175 0
2021-05-21 7150 19 175 1
2021-05-20 7131 22 174 0
2021-05-19 7109 12 174 0
2021-05-18 7097 12 174 0
2021-05-17 7085 13 174 0
2021-05-16 7072 8 174 0
2021-05-15 7064 26 174 0
2021-05-14 7038 19 174 1
2021-05-13 7019 4 173 0
2021-05-12 7015 38 173 1
2021-05-11 6977 27 172 0
2021-05-10 6950 32 172 1
2021-05-09 6918 14 171 0
2021-05-08 6904 6 171 0
2021-05-07 6898 31 171 0
2021-05-06 6867 43 171 1
2021-05-05 6824 40 170 0
2021-05-04 6784 10 170 0
2021-05-03 6774 12 170 0
2021-05-02 6762 39 170 0
2021-05-01 6723 21 170 0
2021-04-30 6702 34 170 0
2021-04-29 6668 61 170 0
2021-04-28 6607 75 170 1
2021-04-27 6532 36 169 0
2021-04-26 6496 51 169 2
2021-04-25 6445 18 167 0
2021-04-24 6427 27 167 0
2021-04-23 6400 70 167 0
2021-04-22 6330 58 167 0
2021-04-21 6272 49 167 0
2021-04-20 6223 85 167 2
2021-04-19 6138 93 165 0
2021-04-18 6045 30 165 0
2021-04-17 6015 6 165 0
2021-04-16 6009 68 165 0
2021-04-15 5941 69 165 1
2021-04-14 5872 82 164 2
2021-04-13 5790 53 162 0
2021-04-12 5737 38 162 0
2021-04-11 5699 38 162 0
2021-04-10 5661 22 162 0
2021-04-09 5639 56 162 0
2021-04-08 5583 51 162 1
2021-04-07 5532 80 161 1
2021-04-06 5452 28 160 0
2021-04-05 5424 10 160 0
2021-04-04 5414 2 160 0
2021-04-03 5412 37 160 0
2021-04-02 5375 91 160 2
2021-04-01 5284 45 158 1
2021-03-31 5239 66 157 1
2021-03-30 5173 74 156 1
2021-03-29 5099 43 155 1
2021-03-28 5056 52 154 0
2021-03-27 5004 35 154 0
2021-03-26 4969 49 154 1
2021-03-25 4920 30 153 1
2021-03-24 4890 51 152 0
2021-03-23 4839 27 152 0
2021-03-22 4812 20 152 1
2021-03-21 4792 1 151 0
2021-03-20 4791 11 151 0
2021-03-19 4780 28 151 0
2021-03-18 4752 38 151 0
2021-03-17 4714 37 151 1
2021-03-16 4677 13 150 0
2021-03-15 4664 13 150 0
2021-03-14 4651 9 150 1
2021-03-13 4642 12 149 0
2021-03-12 4630 7 149 1
2021-03-11 4623 23 148 0
2021-03-10 4600 20 148 0
2021-03-09 4580 14 148 0
2021-03-08 4566 11 148 0
2021-03-07 4555 18 148 0
2021-03-06 4537 3 148 0
2021-03-05 4534 17 148 1
2021-03-04 4517 19 147 0
2021-03-03 4498 18 147 0
2021-03-02 4480 29 147 0
2021-03-01 4451 7 147 0
2021-02-28 4444 4 147 0
2021-02-27 4440 21 147 0
2021-02-26 4419 11 147 0
2021-02-25 4408 25 147 0
2021-02-24 4383 6 147 0
2021-02-23 4377 11 147 0
2021-02-22 4366 7 147 0
2021-02-20 4359 20 147 0
2021-02-19 4339 13 147 0
2021-02-18 4326 12 147 0
2021-02-17 4314 18 147 0
2021-02-16 4296 23 147 1
2021-02-15 4273 4 146 0
2021-02-14 4269 3 146 0
2021-02-13 4266 18 146 0
2021-02-12 4248 4 146 1
2021-02-11 4244 11 145 2
2021-02-10 4233 9 143 0
2021-02-09 4224 28 143 0
2021-02-08 4196 18 143 1
2021-02-07 4178 10 142 0
2021-02-06 4168 9 142 0
2021-02-05 4159 22 142 0
2021-02-04 4137 12 142 0
2021-02-03 4125 28 142 1
2021-02-02 4097 9 141 1
2021-02-01 4088 14 140 0
2021-01-31 4074 9 140 0
2021-01-30 4065 26 140 0
2021-01-29 4039 18 140 0
2021-01-28 4021 34 140 1
2021-01-27 3987 34 139 2
2021-01-26 3953 34 137 0
2021-01-25 3919 18 137 1
2021-01-24 3901 41 136 0
2021-01-23 3860 9 136 1
2021-01-22 3851 67 135 5
2021-01-21 3784 72 130 5
2021-01-20 3712 53 125 4
2021-01-19 3659 38 121 1
2021-01-18 3621 17 120 1
2021-01-17 3604 14 119 0
2021-01-16 3590 35 119 3
2021-01-15 3555 41 116 2
2021-01-14 3514 36 114 4
2021-01-13 3478 36 110 3
2021-01-12 3442 31 107 2
2021-01-11 3411 28 105 0
2021-01-10 3383 22 105 2
2021-01-09 3361 28 103 1
2021-01-08 3333 56 102 3
2021-01-07 3277 38 99 1
2021-01-06 3239 40 98 0
2021-01-05 3199 43 98 1
2021-01-04 3156 29 97 2
2021-01-03 3127 39 95 2
2021-01-02 3088 37 93 3
2021-01-01 3051 31 90 1
2020-12-31 3020 33 89 1
2020-12-30 2987 26 88 2
2020-12-29 2961 43 86 0
2020-12-28 2918 25 86 1
2020-12-27 2893 27 85 1
2020-12-26 2866 14 84 1
2020-12-25 2852 22 83 0
2020-12-24 2830 30 83 4
2020-12-23 2800 58 79 2
2020-12-22 2742 31 77 2
2020-12-21 2711 4 75 0
2020-12-20 2707 42 75 1
2020-12-19 2665 24 74 0
2020-12-18 2641 61 74 4
2020-12-17 2580 47 70 1
2020-12-16 2533 66 69 5
2020-12-15 2467 40 64 1
2020-12-14 2427 46 63 3
2020-12-13 2381 3 60 0
2020-12-12 2378 40 60 2
2020-12-11 2338 60 58 2
2020-12-10 2278 52 56 0
2020-12-09 2226 63 56 5
2020-12-08 2163 40 51 1
2020-12-07 2123 26 50 0
2020-12-05 2097 30 50 1
2020-12-04 2067 39 49 6
2020-12-03 2028 32 43 2
2020-12-02 1996 21 41 1
2020-12-01 1975 39 40 3
2020-11-30 1936 17 37 2
2020-11-29 1919 26 35 0
2020-11-28 1893 12 35 1
2020-11-27 1881 23 34 0
2020-11-26 1858 41 34 0
2020-11-25 1817 39 34 1
2020-11-24 1778 24 33 0
2020-11-23 1754 40 33 1
2020-11-22 1714 30 32 0
2020-11-21 1684 17 32 0
2020-11-20 1667 34 32 0
2020-11-19 1633 42 32 3
2020-11-18 1591 65 29 2
2020-11-17 1526 37 27 0
2020-11-16 1489 28 27 0
2020-11-15 1461 9 27 0
2020-11-14 1452 44 27 0
2020-11-13 1408 53 27 1
2020-11-12 1355 76 26 1
2020-11-11 1279 55 25 1
2020-11-10 1224 53 24 0
2020-11-09 1171 33 24 0
2020-11-08 1138 27 24 1
2020-11-07 1111 22 23 0
2020-11-06 1089 57 23 0
2020-11-05 1032 35 23 0
2020-11-04 997 50 23 1
2020-11-03 947 37 22 0
2020-11-02 910 35 22 0
2020-11-01 875 25 22 0
2020-10-31 850 6 22 0
2020-10-30 844 31 22 0
2020-10-29 813 28 22 0
2020-10-28 785 35 22 1
2020-10-27 750 29 21 0
2020-10-26 721 13 21 0
2020-10-25 708 13 21 0
2020-10-24 695 17 21 0
2020-10-23 678 6 21 0
2020-10-22 672 23 21 1
2020-10-21 649 8 20 0
2020-10-20 641 16 20 0
2020-10-19 625 10 20 0
2020-10-18 615 2 20 0
2020-10-17 613 4 20 0
2020-10-16 609 23 20 1
2020-10-15 586 14 19 0
2020-10-14 572 16 19 0
2020-10-13 556 12 19 0
2020-10-12 544 5 19 0
2020-10-11 539 1 19 0
2020-10-10 538 6 19 0
2020-10-09 532 6 19 0
2020-10-08 526 10 19 0
2020-10-07 516 10 19 0
2020-10-06 506 6 19 0
2020-10-05 500 6 19 1
2020-10-03 494 1 18 0
2020-10-02 493 3 18 0
2020-10-01 490 5 18 0
2020-09-30 485 7 18 0
2020-09-29 478 1 18 0
2020-09-28 477 11 18 0
2020-09-27 466 10 18 0
2020-09-25 456 15 18 1
2020-09-24 441 8 17 0
2020-09-23 433 3 17 0
2020-09-22 430 2 17 0
2020-09-21 428 5 17 0
2020-09-18 423 1 17 0
2020-09-17 422 1 17 0
2020-09-16 421 4 17 0
2020-09-14 417 2 17 0
2020-09-09 415 1 17 0
2020-09-07 414 2 17 0
2020-09-04 412 1 17 0
2020-09-03 411 1 17 0
2020-09-02 410 1 17 0
2020-09-01 409 1 17 0
2020-08-31 408 1 17 0
2020-08-30 407 4 17 0
2020-08-28 403 1 17 0
2020-08-27 402 4 17 0
2020-08-26 398 1 17 0
2020-08-25 397 1 17 0
2020-08-24 396 1 17 0
2020-08-21 395 1 17 0
2020-08-19 394 1 17 0
2020-08-18 393 6 17 0
2020-08-17 387 8 17 0
2020-08-13 379 2 17 0
2020-08-12 377 1 17 0
2020-08-11 376 1 17 0
2020-08-10 375 2 17 0
2020-08-07 373 3 17 0
2020-08-05 370 3 17 0
2020-08-03 367 8 17 0
2020-07-21 359 1 17 0
2020-07-20 358 1 17 0
2020-07-18 357 1 17 0
2020-07-17 356 4 17 1
2020-07-15 352 1 16 0
2020-07-09 351 1 16 0
2020-07-06 350 1 16 0
2020-06-27 349 1 16 0
2020-06-18 348 1 16 0
2020-06-17 347 5 16 0
2020-06-16 342 1 16 0
2020-05-30 341 1 16 0
2020-05-27 340 1 16 1
2020-05-14 339 1 15 0
2020-04-30 338 1 15 0
2020-04-29 337 5 15 0
2020-04-26 332 2 15 0
2020-04-25 330 1 15 0
2020-04-24 329 1 15 0
2020-04-23 328 1 15 0
2020-04-21 327 2 15 0
2020-04-19 325 1 15 0
2020-04-18 324 2 15 0
2020-04-17 322 4 15 1
2020-04-16 318 5 14 0
2020-04-15 313 3 14 0
2020-04-14 310 1 14 0
2020-04-12 309 1 14 1
2020-04-11 308 7 13 1
2020-04-10 301 10 12 0
2020-04-09 291 7 12 0
2020-04-08 284 4 12 0
2020-04-07 280 12 12 2
2020-04-06 268 9 10 1
2020-04-05 259 6 9 1
2020-04-04 253 5 8 0
2020-04-03 248 8 8 2
2020-04-02 240 7 6 1
2020-04-01 233 9 5 0
2020-03-31 224 11 5 1
2020-03-30 213 11 4 2
2020-03-29 202 6 2 0
2020-03-28 196 7 2 0
2020-03-27 189 14 2 0
2020-03-26 175 9 2 0
2020-03-25 166 6 2 0
2020-03-24 160 12 2 0
2020-03-23 148 14 2 0
2020-03-22 134 11 2 0
2020-03-21 123 13 2 0
2020-03-20 110 3 2 0
2020-03-19 107 12 2 0
2020-03-18 95 20 2 0
2020-03-17 75 21 2 1
2020-03-16 54 18 1 0
2020-03-15 36 25 1 1
2020-03-14 11 1 0 0
2020-03-13 10 5 0 0
2020-03-12 5 3 0 0
2020-03-10 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: 0:04:15.806469