Germany: LK Amberg-Sulzbach (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 10:25:57 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Amberg-Sulzbach", weeks=5);
2023-03-07T10:26:12.119065 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) 57.1 LK Amberg-Sulzbach, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 10 20 30 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-LK Amberg-Sulzbach new deaths (rolling 7d mean) Germany-LK Amberg-Sulzbach 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-LK Amberg-Sulzbach cases daily growth factor Germany-LK Amberg-Sulzbach cases daily growth factor (rolling mean) Germany-LK Amberg-Sulzbach 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 Amberg-Sulzbach deaths daily growth factor Germany-LK Amberg-Sulzbach deaths daily growth factor (rolling mean) Germany-LK Amberg-Sulzbach 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 Amberg-Sulzbach doubling time cases (rolling mean) 0.00 10.33 20.66 30.98 41.31 daily change Germany-LK Amberg-Sulzbach new cases (rolling 7d mean) Germany-LK Amberg-Sulzbach new cases 0.000 0.299 0.597 0.896
In [4]:
overview(country="Germany", subregion="LK Amberg-Sulzbach");
2023-03-07T10:26:28.448443 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) 57.1 LK Amberg-Sulzbach, 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 5 10 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-LK Amberg-Sulzbach cases daily growth factor Germany-LK Amberg-Sulzbach cases daily growth factor (rolling mean) Germany-LK Amberg-Sulzbach 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 Amberg-Sulzbach deaths daily growth factor Germany-LK Amberg-Sulzbach deaths daily growth factor (rolling mean) Germany-LK Amberg-Sulzbach estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2000 4000 6000 8000 cases doubling time [days] Germany-LK Amberg-Sulzbach doubling time cases (rolling mean) Germany-LK Amberg-Sulzbach doubling time deaths (rolling mean) 0.0 206.6 413.1 daily change Germany-LK Amberg-Sulzbach new cases (rolling 7d mean) Germany-LK Amberg-Sulzbach new cases 0.00 5.16 10.33 daily change Germany-LK Amberg-Sulzbach new deaths (rolling 7d mean) Germany-LK Amberg-Sulzbach new deaths 0.0 48.3 96.6 144.8 193.1 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Amberg-Sulzbach", dates="2020-03-15:");
2023-03-07T10:28:36.852228 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 Amberg-Sulzbach LK Amberg-Sulzbach 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 Amberg-Sulzbach Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Amberg-Sulzbach")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Amberg-Sulzbach")
print(f'Population of country="Germany", subregion="LK Amberg-Sulzbach": {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 Amberg-Sulzbach": 103277 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 49452 3 259 0
2023-03-05 49449 2 259 0
2023-03-04 49447 5 259 0
2023-03-03 49442 2 259 0
2023-03-02 49440 10 259 0
2023-03-01 49430 9 259 0
2023-02-28 49421 28 259 0
2023-02-27 49393 37 259 0
2023-02-26 49356 7 259 0
2023-02-25 49349 10 259 0
2023-02-24 49339 24 259 0
2023-02-23 49315 32 259 0
2023-02-22 49283 32 259 0
2023-02-21 49251 26 259 0
2023-02-20 49225 33 259 0
2023-02-19 49192 7 259 0
2023-02-18 49185 20 259 0
2023-02-17 49165 19 259 0
2023-02-16 49146 24 259 0
2023-02-15 49122 38 259 0
2023-02-14 49084 37 259 0
2023-02-13 49047 43 259 0
2023-02-12 49004 8 259 0
2023-02-11 48996 10 259 0
2023-02-10 48986 27 259 0
2023-02-09 48959 27 259 0
2023-02-08 48932 18 259 0
2023-02-07 48914 30 259 0
2023-02-06 48884 38 259 0
2023-02-05 48846 7 259 0
2023-02-04 48839 8 259 0
2023-02-03 48831 21 259 0
2023-02-02 48810 12 259 0
2023-02-01 48798 19 259 0
2023-01-31 48779 30 259 0
2023-01-30 48749 22 259 0
2023-01-29 48727 3 259 0
2023-01-28 48724 8 259 0
2023-01-27 48716 11 259 0
2023-01-26 48705 12 259 0
2023-01-25 48693 11 259 0
2023-01-24 48682 13 259 0
2023-01-23 48669 7 259 0
2023-01-22 48662 4 259 0
2023-01-21 48658 5 259 0
2023-01-20 48653 6 259 0
2023-01-19 48647 8 259 0
2023-01-18 48639 3 259 0
2023-01-17 48636 11 259 0
2023-01-16 48625 19 259 0
2023-01-15 48606 8 259 0
2023-01-14 48598 1 259 0
2023-01-13 48597 10 259 0
2023-01-12 48587 14 259 0
2023-01-11 48573 8 259 0
2023-01-10 48565 27 259 0
2023-01-09 48538 9 259 0
2023-01-08 48529 3 259 0
2023-01-07 48526 13 259 0
2023-01-06 48513 6 259 0
2023-01-05 48507 22 259 0
2023-01-04 48485 10 259 0
2023-01-03 48475 11 259 0
2023-01-02 48464 9 259 0
2023-01-01 48455 2 259 0
2022-12-31 48453 10 259 0
2022-12-30 48443 9 259 0
2022-12-29 48434 25 259 0
2022-12-28 48409 19 259 0
2022-12-27 48390 36 259 0
2022-12-26 48354 3 259 0
2022-12-25 48351 6 259 0
2022-12-24 48345 7 259 0
2022-12-23 48338 10 259 1
2022-12-22 48328 17 258 0
2022-12-21 48311 20 258 0
2022-12-20 48291 21 258 0
2022-12-19 48270 17 258 0
2022-12-18 48253 10 258 1
2022-12-17 48243 5 257 0
2022-12-16 48238 13 257 0
2022-12-15 48225 10 257 0
2022-12-14 48215 16 257 0
2022-12-13 48199 16 257 1
2022-12-12 48183 23 256 1
2022-12-11 48160 6 255 0
2022-12-10 48154 9 255 0
2022-12-09 48145 17 255 0
2022-12-08 48128 17 255 0
2022-12-07 48111 21 255 0
2022-12-06 48090 27 255 0
2022-12-05 48063 26 255 0
2022-12-04 48037 6 255 0
2022-12-03 48031 7 255 0
2022-12-02 48024 25 255 0
2022-12-01 47999 17 255 0
2022-11-30 47982 16 255 0
2022-11-29 47966 19 255 0
2022-11-28 47947 21 255 0
2022-11-27 47926 8 255 0
2022-11-26 47918 10 255 0
2022-11-25 47908 17 255 0
2022-11-24 47891 23 255 0
2022-11-23 47868 34 255 0
2022-11-22 47834 37 255 0
2022-11-21 47797 26 255 0
2022-11-20 47771 3 255 0
2022-11-19 47768 10 255 0
2022-11-18 47758 25 255 0
2022-11-17 47733 22 255 0
2022-11-16 47711 27 255 0
2022-11-15 47684 29 255 0
2022-11-14 47655 41 255 0
2022-11-13 47614 7 255 0
2022-11-12 47607 13 255 1
2022-11-11 47594 36 254 0
2022-11-10 47558 27 254 0
2022-11-09 47531 42 254 0
2022-11-08 47489 48 254 1
2022-11-07 47441 46 253 0
2022-11-06 47395 20 253 0
2022-11-05 47375 18 253 0
2022-11-04 47357 30 253 1
2022-11-03 47327 34 252 0
2022-11-02 47293 55 252 0
2022-11-01 47238 19 252 0
2022-10-31 47219 48 252 0
2022-10-30 47171 23 252 0
2022-10-29 47148 35 252 1
2022-10-28 47113 42 251 0
2022-10-27 47071 50 251 0
2022-10-26 47021 64 251 0
2022-10-25 46957 83 251 0
2022-10-24 46874 95 251 0
2022-10-23 46779 36 251 0
2022-10-22 46743 49 251 0
2022-10-21 46694 90 251 0
2022-10-20 46604 96 251 0
2022-10-19 46508 114 251 0
2022-10-18 46394 143 251 2
2022-10-17 46251 151 249 1
2022-10-16 46100 40 248 0
2022-10-15 46060 72 248 0
2022-10-14 45988 108 248 1
2022-10-13 45880 114 247 0
2022-10-12 45766 127 247 1
2022-10-11 45639 177 246 1
2022-10-10 45462 141 245 0
2022-10-09 45321 58 245 0
2022-10-08 45263 73 245 2
2022-10-07 45190 117 243 0
2022-10-06 45073 149 243 0
2022-10-05 44924 183 243 0
2022-10-04 44741 173 243 0
2022-10-03 44568 80 243 0
2022-10-02 44488 41 243 0
2022-10-01 44447 66 243 0
2022-09-30 44381 117 243 0
2022-09-29 44264 107 243 0
2022-09-28 44157 105 243 1
2022-09-27 44052 131 242 1
2022-09-26 43921 117 241 0
2022-09-25 43804 40 241 0
2022-09-24 43764 53 241 0
2022-09-23 43711 90 241 0
2022-09-22 43621 78 241 0
2022-09-21 43543 77 241 1
2022-09-20 43466 71 240 0
2022-09-19 43395 62 240 0
2022-09-18 43333 16 240 0
2022-09-17 43317 22 240 1
2022-09-16 43295 38 239 0
2022-09-15 43257 47 239 0
2022-09-14 43210 47 239 0
2022-09-13 43163 65 239 0
2022-09-12 43098 48 239 0
2022-09-11 43050 14 239 0
2022-09-10 43036 16 239 0
2022-09-09 43020 34 239 0
2022-09-08 42986 43 239 0
2022-09-07 42943 55 239 0
2022-09-06 42888 37 239 0
2022-09-05 42851 75 239 0
2022-09-04 42776 13 239 0
2022-09-03 42763 23 239 0
2022-09-02 42740 30 239 0
2022-09-01 42710 36 239 0
2022-08-31 42674 42 239 0
2022-08-30 42632 43 239 0
2022-08-29 42589 41 239 0
2022-08-28 42548 9 239 0
2022-08-27 42539 4 239 0
2022-08-26 42535 36 239 0
2022-08-25 42499 31 239 0
2022-08-24 42468 40 239 0
2022-08-23 42428 40 239 0
2022-08-22 42388 41 239 0
2022-08-21 42347 19 239 0
2022-08-20 42328 23 239 0
2022-08-19 42305 38 239 0
2022-08-18 42267 38 239 0
2022-08-17 42229 60 239 0
2022-08-16 42169 78 239 0
2022-08-15 42091 25 239 1
2022-08-14 42066 17 238 0
2022-08-13 42049 45 238 0
2022-08-12 42004 66 238 0
2022-08-11 41938 69 238 0
2022-08-10 41869 66 238 0
2022-08-09 41803 87 238 0
2022-08-08 41716 64 238 0
2022-08-07 41652 34 238 0
2022-08-06 41618 38 238 0
2022-08-05 41580 81 238 0
2022-08-04 41499 82 238 0
2022-08-03 41417 82 238 1
2022-08-02 41335 109 237 1
2022-08-01 41226 125 236 0
2022-07-31 41101 23 236 0
2022-07-30 41078 31 236 0
2022-07-29 41047 117 236 0
2022-07-28 40930 81 236 1
2022-07-27 40849 126 235 0
2022-07-26 40723 206 235 0
2022-07-25 40517 138 235 0
2022-07-24 40379 64 235 0
2022-07-23 40315 85 235 0
2022-07-22 40230 155 235 0
2022-07-21 40075 173 235 0
2022-07-20 39902 170 235 0
2022-07-19 39732 227 235 1
2022-07-18 39505 136 234 1
2022-07-17 39369 75 233 0
2022-07-16 39294 113 233 0
2022-07-15 39181 191 233 0
2022-07-14 38990 192 233 0
2022-07-13 38798 187 233 0
2022-07-12 38611 246 233 0
2022-07-11 38365 168 233 0
2022-07-10 38197 73 233 0
2022-07-09 38124 76 233 0
2022-07-08 38048 175 233 0
2022-07-07 37873 177 233 1
2022-07-06 37696 237 232 0
2022-07-05 37459 176 232 0
2022-07-04 37283 169 232 0
2022-07-03 37114 26 232 0
2022-07-02 37088 57 232 0
2022-07-01 37031 97 232 0
2022-06-30 36934 126 232 0
2022-06-29 36808 157 232 0
2022-06-28 36651 161 232 0
2022-06-27 36490 118 232 0
2022-06-26 36372 28 232 0
2022-06-25 36344 48 232 0
2022-06-24 36296 97 232 1
2022-06-23 36199 99 231 0
2022-06-22 36100 94 231 0
2022-06-21 36006 89 231 0
2022-06-20 35917 86 231 0
2022-06-19 35831 31 231 0
2022-06-18 35800 53 231 0
2022-06-17 35747 57 231 0
2022-06-16 35690 28 231 0
2022-06-15 35662 70 231 0
2022-06-14 35592 95 231 0
2022-06-13 35497 86 231 0
2022-06-12 35411 21 231 1
2022-06-11 35390 31 230 0
2022-06-10 35359 100 230 0
2022-06-09 35259 70 230 0
2022-06-08 35189 89 230 1
2022-06-07 35100 103 229 0
2022-06-06 34997 19 229 0
2022-06-05 34978 25 229 0
2022-06-04 34953 20 229 0
2022-06-03 34933 45 229 0
2022-06-02 34888 43 229 0
2022-06-01 34845 53 229 1
2022-05-31 34792 68 228 0
2022-05-30 34724 45 228 0
2022-05-29 34679 22 228 0
2022-05-28 34657 16 228 0
2022-05-27 34641 39 228 0
2022-05-26 34602 24 228 0
2022-05-25 34578 44 228 0
2022-05-24 34534 54 228 0
2022-05-23 34480 43 228 0
2022-05-22 34437 18 228 0
2022-05-21 34419 35 228 0
2022-05-20 34384 44 228 0
2022-05-19 34340 55 228 0
2022-05-18 34285 46 228 0
2022-05-17 34239 80 228 0
2022-05-16 34159 81 228 0
2022-05-15 34078 25 228 0
2022-05-14 34053 51 228 0
2022-05-13 34002 51 228 0
2022-05-12 33951 77 228 0
2022-05-11 33874 109 228 0
2022-05-10 33765 141 228 0
2022-05-09 33624 109 228 0
2022-05-08 33515 37 228 0
2022-05-07 33478 71 228 0
2022-05-06 33407 90 228 0
2022-05-05 33317 110 228 0
2022-05-04 33207 157 228 0
2022-05-03 33050 139 228 0
2022-05-02 32911 95 228 1
2022-05-01 32816 50 227 0
2022-04-30 32766 64 227 0
2022-04-29 32702 68 227 0
2022-04-28 32634 142 227 1
2022-04-27 32492 128 226 0
2022-04-26 32364 173 226 0
2022-04-25 32191 133 226 1
2022-04-24 32058 60 225 0
2022-04-23 31998 50 225 0
2022-04-22 31948 128 225 0
2022-04-21 31820 157 225 0
2022-04-20 31663 186 225 0
2022-04-19 31477 202 225 0
2022-04-18 31275 62 225 1
2022-04-17 31213 42 224 0
2022-04-16 31171 120 224 0
2022-04-15 31051 103 224 0
2022-04-14 30948 148 224 0
2022-04-13 30800 194 224 0
2022-04-12 30606 185 224 0
2022-04-11 30421 182 224 0
2022-04-10 30239 75 224 0
2022-04-09 30164 119 224 0
2022-04-08 30045 198 224 0
2022-04-07 29847 189 224 0
2022-04-06 29658 284 224 0
2022-04-05 29374 261 224 0
2022-04-04 29113 230 224 1
2022-04-03 28883 103 223 0
2022-04-02 28780 219 223 0
2022-04-01 28561 308 223 2
2022-03-31 28253 307 221 2
2022-03-30 27946 488 219 2
2022-03-29 27458 423 217 3
2022-03-28 27035 252 214 1
2022-03-27 26783 174 213 0
2022-03-26 26609 282 213 0
2022-03-25 26327 430 213 0
2022-03-24 25897 508 213 0
2022-03-23 25389 468 213 0
2022-03-22 24921 520 213 0
2022-03-21 24401 222 213 0
2022-03-20 24179 150 213 0
2022-03-19 24029 259 213 0
2022-03-18 23770 411 213 0
2022-03-17 23359 283 213 0
2022-03-16 23076 501 213 3
2022-03-15 22575 442 210 0
2022-03-14 22133 240 210 0
2022-03-13 21893 58 210 0
2022-03-12 21835 175 210 0
2022-03-11 21660 349 210 0
2022-03-10 21311 282 210 0
2022-03-09 21029 406 210 0
2022-03-08 20623 350 210 0
2022-03-07 20273 145 210 1
2022-03-06 20128 111 209 0
2022-03-05 20017 102 209 0
2022-03-04 19915 275 209 0
2022-03-03 19640 254 209 0
2022-03-02 19386 243 209 1
2022-03-01 19143 245 208 0
2022-02-28 18898 144 208 0
2022-02-27 18754 78 208 0
2022-02-26 18676 135 208 0
2022-02-25 18541 255 208 0
2022-02-24 18286 298 208 0
2022-02-23 17988 317 208 0
2022-02-22 17671 325 208 0
2022-02-21 17346 105 208 0
2022-02-20 17241 72 208 0
2022-02-19 17169 191 208 0
2022-02-18 16978 312 208 0
2022-02-17 16666 331 208 0
2022-02-16 16335 329 208 0
2022-02-15 16006 326 208 0
2022-02-14 15680 160 208 0
2022-02-13 15520 210 208 2
2022-02-12 15310 206 206 2
2022-02-11 15104 294 204 0
2022-02-10 14810 283 204 0
2022-02-09 14527 311 204 0
2022-02-08 14216 350 204 2
2022-02-07 13866 102 202 0
2022-02-06 13764 153 202 0
2022-02-05 13611 194 202 0
2022-02-04 13417 336 202 0
2022-02-03 13081 336 202 1
2022-02-02 12745 341 201 0
2022-02-01 12404 345 201 0
2022-01-31 12059 52 201 0
2022-01-30 12007 89 201 1
2022-01-29 11918 178 200 1
2022-01-28 11740 278 199 1
2022-01-27 11462 203 198 0
2022-01-26 11259 191 198 1
2022-01-25 11068 202 197 0
2022-01-24 10866 64 197 0
2022-01-23 10802 61 197 0
2022-01-22 10741 205 197 0
2022-01-21 10536 131 197 0
2022-01-20 10405 163 197 0
2022-01-19 10242 167 197 1
2022-01-18 10075 146 196 0
2022-01-17 9929 10 196 0
2022-01-16 9919 33 196 0
2022-01-15 9886 52 196 1
2022-01-14 9834 71 195 0
2022-01-13 9763 60 195 0
2022-01-12 9703 64 195 0
2022-01-11 9639 76 195 0
2022-01-10 9563 20 195 0
2022-01-09 9543 10 195 0
2022-01-08 9533 47 195 0
2022-01-07 9486 29 195 0
2022-01-06 9457 31 195 0
2022-01-05 9426 48 195 0
2022-01-04 9378 62 195 0
2022-01-03 9316 26 195 0
2022-01-02 9290 3 195 0
2022-01-01 9287 11 195 1
2021-12-31 9276 65 194 0
2021-12-30 9211 30 194 2
2021-12-29 9181 47 192 0
2021-12-28 9134 44 192 0
2021-12-27 9090 13 192 0
2021-12-26 9077 2 192 0
2021-12-25 9075 16 192 0
2021-12-24 9059 29 192 0
2021-12-23 9030 25 192 1
2021-12-22 9005 45 191 0
2021-12-21 8960 52 191 0
2021-12-20 8908 6 191 0
2021-12-19 8902 3 191 0
2021-12-18 8899 36 191 1
2021-12-17 8863 35 190 0
2021-12-16 8828 36 190 0
2021-12-15 8792 58 190 1
2021-12-14 8734 63 189 0
2021-12-13 8671 18 189 0
2021-12-12 8653 9 189 0
2021-12-11 8644 43 189 0
2021-12-10 8601 56 189 0
2021-12-09 8545 45 189 0
2021-12-08 8500 117 189 1
2021-12-07 8383 74 188 0
2021-12-06 8309 39 188 1
2021-12-05 8270 10 187 0
2021-12-04 8260 53 187 0
2021-12-03 8207 124 187 0
2021-12-02 8083 110 187 0
2021-12-01 7973 76 187 0
2021-11-30 7897 116 187 0
2021-11-29 7781 17 187 1
2021-11-28 7764 12 186 0
2021-11-27 7752 74 186 1
2021-11-26 7678 146 185 0
2021-11-25 7532 131 185 0
2021-11-24 7401 166 185 1
2021-11-23 7235 107 184 0
2021-11-22 7128 31 184 0
2021-11-21 7097 13 184 1
2021-11-20 7084 130 183 0
2021-11-19 6954 130 183 0
2021-11-18 6824 84 183 1
2021-11-17 6740 101 182 1
2021-11-16 6639 85 181 1
2021-11-15 6554 21 180 0
2021-11-14 6533 49 180 1
2021-11-13 6484 63 179 1
2021-11-12 6421 96 178 1
2021-11-11 6325 78 177 1
2021-11-10 6247 101 176 0
2021-11-09 6146 92 176 0
2021-11-08 6054 14 176 0
2021-11-07 6040 22 176 0
2021-11-06 6018 32 176 0
2021-11-05 5986 94 176 1
2021-11-04 5892 62 175 1
2021-11-03 5830 77 174 0
2021-11-02 5753 16 174 0
2021-11-01 5737 7 174 0
2021-10-31 5730 19 174 0
2021-10-30 5711 26 174 0
2021-10-29 5685 35 174 3
2021-10-28 5650 43 171 1
2021-10-27 5607 37 170 1
2021-10-26 5570 59 169 0
2021-10-25 5511 15 169 0
2021-10-24 5496 6 169 0
2021-10-23 5490 24 169 0
2021-10-22 5466 41 169 0
2021-10-21 5425 36 169 0
2021-10-20 5389 59 169 3
2021-10-19 5330 40 166 0
2021-10-18 5290 1 166 0
2021-10-17 5289 2 166 0
2021-10-16 5287 15 166 0
2021-10-15 5272 33 166 1
2021-10-14 5239 15 165 0
2021-10-13 5224 19 165 0
2021-10-12 5205 24 165 0
2021-10-11 5181 2 165 0
2021-10-10 5179 3 165 0
2021-10-09 5176 10 165 0
2021-10-08 5166 12 165 1
2021-10-07 5154 7 164 0
2021-10-06 5147 14 164 1
2021-10-05 5133 10 163 0
2021-10-03 5123 1 163 0
2021-10-02 5122 4 163 1
2021-10-01 5118 7 162 0
2021-09-30 5111 7 162 1
2021-09-29 5104 2 161 0
2021-09-28 5102 7 161 0
2021-09-26 5095 1 161 0
2021-09-25 5094 4 161 0
2021-09-24 5090 5 161 0
2021-09-23 5085 15 161 0
2021-09-22 5070 11 161 0
2021-09-21 5059 5 161 0
2021-09-20 5054 4 161 0
2021-09-19 5050 1 161 0
2021-09-18 5049 11 161 0
2021-09-17 5038 9 161 0
2021-09-16 5029 6 161 0
2021-09-15 5023 8 161 0
2021-09-14 5015 14 161 0
2021-09-13 5001 1 161 0
2021-09-11 5000 2 161 0
2021-09-10 4998 2 161 0
2021-09-09 4996 7 161 0
2021-09-08 4989 7 161 0
2021-09-07 4982 13 161 0
2021-09-06 4969 1 161 0
2021-09-05 4968 1 161 0
2021-09-04 4967 4 161 0
2021-09-03 4963 8 161 0
2021-09-02 4955 12 161 0
2021-09-01 4943 3 161 0
2021-08-31 4940 3 161 0
2021-08-28 4937 2 161 0
2021-08-27 4935 7 161 0
2021-08-26 4928 1 161 0
2021-08-25 4927 5 161 0
2021-08-24 4922 5 161 0
2021-08-23 4917 2 161 0
2021-08-21 4915 2 161 0
2021-08-20 4913 3 161 0
2021-08-19 4910 4 161 0
2021-08-18 4906 2 161 0
2021-08-17 4904 7 161 0
2021-08-16 4897 2 161 0
2021-08-15 4895 1 161 0
2021-08-14 4894 2 161 0
2021-08-13 4892 6 161 0
2021-08-12 4886 4 161 0
2021-08-11 4882 7 161 0
2021-08-10 4875 5 161 0
2021-08-07 4870 1 161 0
2021-08-06 4869 1 161 0
2021-08-05 4868 2 161 0
2021-08-04 4866 3 161 0
2021-08-03 4863 1 161 0
2021-07-30 4862 2 161 0
2021-07-28 4860 1 161 0
2021-07-27 4859 2 161 0
2021-07-25 4857 2 161 0
2021-07-23 4855 3 161 0
2021-07-22 4852 1 161 0
2021-07-21 4851 1 161 0
2021-07-20 4850 3 161 0
2021-07-17 4847 4 161 0
2021-07-16 4843 3 161 0
2021-07-15 4840 1 161 0
2021-07-14 4839 1 161 0
2021-07-13 4838 6 161 0
2021-07-12 4832 1 161 0
2021-07-07 4831 3 161 0
2021-06-19 4828 1 161 0
2021-06-10 4827 2 161 0
2021-06-08 4825 6 161 0
2021-06-06 4819 1 161 0
2021-06-05 4818 1 161 0
2021-06-04 4817 2 161 0
2021-06-03 4815 1 161 0
2021-06-02 4814 9 161 0
2021-06-01 4805 8 161 0
2021-05-30 4797 3 161 0
2021-05-29 4794 4 161 0
2021-05-28 4790 5 161 0
2021-05-27 4785 5 161 0
2021-05-26 4780 3 161 0
2021-05-25 4777 1 161 0
2021-05-22 4776 6 161 0
2021-05-21 4770 4 161 0
2021-05-20 4766 6 161 0
2021-05-19 4760 8 161 0
2021-05-18 4752 14 161 0
2021-05-16 4738 10 161 0
2021-05-15 4728 10 161 0
2021-05-14 4718 5 161 0
2021-05-13 4713 10 161 0
2021-05-12 4703 20 161 0
2021-05-11 4683 10 161 0
2021-05-09 4673 2 161 0
2021-05-08 4671 16 161 0
2021-05-07 4655 8 161 0
2021-05-06 4647 21 161 0
2021-05-05 4626 19 161 0
2021-05-04 4607 10 161 0
2021-05-03 4597 1 161 0
2021-05-02 4596 2 161 0
2021-05-01 4594 6 161 0
2021-04-30 4588 15 161 0
2021-04-29 4573 16 161 0
2021-04-28 4557 27 161 0
2021-04-27 4530 10 161 0
2021-04-26 4520 2 161 0
2021-04-25 4518 2 161 0
2021-04-24 4516 23 161 0
2021-04-23 4493 11 161 1
2021-04-22 4482 23 160 0
2021-04-21 4459 35 160 0
2021-04-20 4424 31 160 0
2021-04-19 4393 22 160 1
2021-04-17 4371 20 159 0
2021-04-16 4351 17 159 0
2021-04-15 4334 17 159 1
2021-04-14 4317 41 158 0
2021-04-13 4276 45 158 1
2021-04-12 4231 1 157 0
2021-04-11 4230 8 157 1
2021-04-10 4222 14 156 0
2021-04-09 4208 27 156 0
2021-04-08 4181 21 156 0
2021-04-07 4160 55 156 0
2021-04-06 4105 11 156 0
2021-04-04 4094 3 156 0
2021-04-03 4091 29 156 0
2021-04-02 4062 20 156 2
2021-04-01 4042 23 154 0
2021-03-31 4019 42 154 2
2021-03-30 3977 47 152 2
2021-03-29 3930 2 150 0
2021-03-28 3928 9 150 1
2021-03-27 3919 43 149 0
2021-03-26 3876 49 149 0
2021-03-25 3827 50 149 2
2021-03-24 3777 71 147 3
2021-03-23 3706 38 144 1
2021-03-22 3668 4 143 0
2021-03-21 3664 16 143 0
2021-03-20 3648 30 143 1
2021-03-19 3618 27 142 1
2021-03-18 3591 50 141 1
2021-03-17 3541 80 140 2
2021-03-16 3461 24 138 0
2021-03-15 3437 8 138 0
2021-03-14 3429 19 138 1
2021-03-13 3410 15 137 0
2021-03-12 3395 24 137 0
2021-03-11 3371 35 137 1
2021-03-10 3336 44 136 2
2021-03-09 3292 17 134 2
2021-03-08 3275 10 132 3
2021-03-07 3265 13 129 0
2021-03-06 3252 9 129 1
2021-03-05 3243 35 128 0
2021-03-04 3208 31 128 0
2021-03-03 3177 25 128 0
2021-03-02 3152 39 128 0
2021-03-01 3113 3 128 0
2021-02-28 3110 10 128 2
2021-02-27 3100 30 126 0
2021-02-26 3070 28 126 1
2021-02-25 3042 47 125 2
2021-02-24 2995 41 123 1
2021-02-23 2954 35 122 2
2021-02-22 2919 6 120 0
2021-02-21 2913 12 120 0
2021-02-20 2901 16 120 0
2021-02-19 2885 13 120 1
2021-02-18 2872 18 119 3
2021-02-17 2854 19 116 1
2021-02-16 2835 15 115 0
2021-02-15 2820 4 115 0
2021-02-14 2816 4 115 0
2021-02-13 2812 4 115 0
2021-02-12 2808 15 115 1
2021-02-11 2793 15 114 1
2021-02-10 2778 15 113 1
2021-02-09 2763 28 112 0
2021-02-08 2735 3 112 1
2021-02-06 2732 10 111 0
2021-02-05 2722 14 111 0
2021-02-04 2708 24 111 1
2021-02-03 2684 7 110 0
2021-02-02 2677 7 110 0
2021-02-01 2670 2 110 0
2021-01-31 2668 3 110 0
2021-01-30 2665 4 110 0
2021-01-29 2661 10 110 0
2021-01-28 2651 7 110 0
2021-01-27 2644 16 110 1
2021-01-26 2628 8 109 0
2021-01-25 2620 2 109 0
2021-01-24 2618 1 109 0
2021-01-23 2617 17 109 0
2021-01-22 2600 10 109 0
2021-01-21 2590 8 109 0
2021-01-20 2582 10 109 0
2021-01-19 2572 9 109 0
2021-01-17 2563 7 109 0
2021-01-16 2556 10 109 0
2021-01-15 2546 2 109 0
2021-01-14 2544 3 109 0
2021-01-13 2541 23 109 0
2021-01-12 2518 16 109 0
2021-01-11 2502 5 109 0
2021-01-10 2497 10 109 0
2021-01-09 2487 16 109 0
2021-01-08 2471 15 109 0
2021-01-07 2456 27 109 0
2021-01-06 2429 11 109 0
2021-01-05 2418 10 109 0
2021-01-04 2408 6 109 0
2021-01-03 2402 4 109 1
2021-01-02 2398 3 108 0
2021-01-01 2395 13 108 1
2020-12-31 2382 23 107 0
2020-12-30 2359 40 107 0
2020-12-29 2319 30 107 3
2020-12-28 2289 9 104 1
2020-12-27 2280 12 103 1
2020-12-25 2268 11 102 0
2020-12-24 2257 40 102 0
2020-12-23 2217 45 102 0
2020-12-22 2172 31 102 0
2020-12-21 2141 13 102 0
2020-12-20 2128 19 102 1
2020-12-19 2109 25 101 0
2020-12-18 2084 34 101 0
2020-12-17 2050 67 101 3
2020-12-16 1983 41 98 0
2020-12-15 1942 26 98 0
2020-12-14 1916 24 98 2
2020-12-13 1892 22 96 0
2020-12-12 1870 37 96 0
2020-12-11 1833 58 96 1
2020-12-10 1775 30 95 1
2020-12-09 1745 61 94 2
2020-12-08 1684 28 92 0
2020-12-07 1656 18 92 1
2020-12-06 1638 17 91 0
2020-12-05 1621 37 91 1
2020-12-04 1584 26 90 0
2020-12-03 1558 26 90 2
2020-12-02 1532 47 88 1
2020-12-01 1485 28 87 0
2020-11-30 1457 4 87 0
2020-11-29 1453 47 87 2
2020-11-27 1406 39 85 0
2020-11-26 1367 28 85 0
2020-11-25 1339 29 85 1
2020-11-24 1310 35 84 6
2020-11-23 1275 24 78 0
2020-11-22 1251 31 78 5
2020-11-21 1220 31 73 0
2020-11-20 1189 45 73 6
2020-11-19 1144 36 67 0
2020-11-18 1108 31 67 0
2020-11-17 1077 20 67 1
2020-11-16 1057 9 66 0
2020-11-15 1048 8 66 0
2020-11-14 1040 31 66 1
2020-11-13 1009 59 65 2
2020-11-12 950 53 63 2
2020-11-11 897 41 61 1
2020-11-10 856 26 60 0
2020-11-09 830 17 60 1
2020-11-08 813 20 59 1
2020-11-07 793 35 58 0
2020-11-06 758 33 58 1
2020-11-05 725 19 57 0
2020-11-04 706 25 57 0
2020-11-03 681 11 57 0
2020-11-02 670 8 57 0
2020-11-01 662 3 57 0
2020-10-31 659 13 57 0
2020-10-30 646 3 57 0
2020-10-29 643 20 57 0
2020-10-28 623 5 57 0
2020-10-27 618 4 57 0
2020-10-26 614 2 57 0
2020-10-25 612 2 57 0
2020-10-24 610 2 57 0
2020-10-23 608 9 57 1
2020-10-22 599 8 56 0
2020-10-21 591 6 56 0
2020-10-20 585 7 56 1
2020-10-19 578 7 55 0
2020-10-18 571 2 55 0
2020-10-16 569 2 55 1
2020-10-15 567 3 54 0
2020-10-14 564 2 54 0
2020-10-12 562 1 54 0
2020-10-10 561 1 54 0
2020-10-09 560 1 54 0
2020-10-07 559 2 54 0
2020-10-06 557 3 54 0
2020-10-05 554 1 54 0
2020-10-03 553 1 54 0
2020-10-02 552 2 54 0
2020-09-30 550 4 54 0
2020-09-29 546 1 54 0
2020-09-28 545 1 54 0
2020-09-26 544 1 54 0
2020-09-25 543 1 54 0
2020-09-24 542 3 54 0
2020-09-23 539 1 54 0
2020-09-19 538 4 54 0
2020-09-18 534 5 54 0
2020-09-16 529 3 54 0
2020-09-14 526 2 54 0
2020-09-13 524 1 54 0
2020-09-12 523 2 54 0
2020-09-09 521 2 54 0
2020-09-07 519 1 54 0
2020-09-05 518 4 54 0
2020-08-29 514 4 54 0
2020-08-26 510 3 54 0
2020-08-20 507 2 54 0
2020-08-19 505 4 54 0
2020-08-17 501 1 54 0
2020-08-12 500 1 54 0
2020-08-09 499 1 54 0
2020-08-08 498 1 54 0
2020-05-31 497 1 54 0
2020-05-29 496 1 54 0
2020-05-28 495 1 54 0
2020-05-27 494 1 54 0
2020-05-26 493 2 54 0
2020-05-24 491 4 54 0
2020-05-22 487 2 54 1
2020-05-21 485 1 53 0
2020-05-20 484 3 53 0
2020-05-19 481 2 53 0
2020-05-18 479 1 53 1
2020-05-17 478 2 52 0
2020-05-16 476 2 52 0
2020-05-15 474 2 52 0
2020-05-14 472 1 52 0
2020-05-13 471 1 52 0
2020-05-12 470 1 52 0
2020-05-10 469 2 52 0
2020-05-09 467 2 52 0
2020-05-08 465 4 52 0
2020-05-07 461 1 52 0
2020-05-06 460 6 52 1
2020-05-05 454 5 51 1
2020-05-04 449 1 50 0
2020-05-02 448 2 50 0
2020-05-01 446 1 50 0
2020-04-30 445 3 50 0
2020-04-28 442 2 50 0
2020-04-27 440 2 50 0
2020-04-26 438 5 50 1
2020-04-25 433 1 49 1
2020-04-24 432 8 48 1
2020-04-23 424 4 47 0
2020-04-22 420 7 47 3
2020-04-21 413 8 44 1
2020-04-20 405 2 43 0
2020-04-19 403 7 43 0
2020-04-18 396 26 43 1
2020-04-17 370 20 42 7
2020-04-16 350 13 35 1
2020-04-15 337 7 34 1
2020-04-14 330 5 33 1
2020-04-12 325 6 32 0
2020-04-11 319 15 32 3
2020-04-10 304 29 29 1
2020-04-09 275 1 28 0
2020-04-08 274 72 28 14
2020-04-07 202 21 14 2
2020-04-06 181 34 12 3
2020-04-05 147 8 9 1
2020-04-03 139 19 8 0
2020-04-02 120 19 8 0
2020-04-01 101 18 8 1
2020-03-31 83 10 7 0
2020-03-30 73 15 7 0
2020-03-29 58 3 7 1
2020-03-27 55 8 6 1
2020-03-26 47 3 5 1
2020-03-25 44 8 4 0
2020-03-24 36 5 4 0
2020-03-23 31 4 4 3
2020-03-22 27 3 1 1
2020-03-21 24 6 0 0
2020-03-19 18 1 0 0
2020-03-18 17 2 0 0
2020-03-17 15 2 0 0
2020-03-16 13 4 0 0
2020-03-15 9 2 0 0
2020-03-13 7 3 0 0
2020-03-11 4 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: 0:03:07.017878