Germany: LK Amberg-Sulzbach (Bayern)¶

  • Homepage of project: https://oscovida.github.io
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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
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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
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2022-09-06 42888 37 239 0
2022-09-05 42851 75 239 0
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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
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2022-08-21 42347 19 239 0
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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
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2022-08-09 41803 87 238 0
2022-08-08 41716 64 238 0
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2022-08-05 41580 81 238 0
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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
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2022-07-19 39732 227 235 1
2022-07-18 39505 136 234 1
2022-07-17 39369 75 233 0
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2022-07-15 39181 191 233 0
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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
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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