Germany: LK Marburg-Biedenkopf (Hessen)¶

  • Homepage of project: https://oscovida.github.io
  • Plots are explained at http://oscovida.github.io/plots.html
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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 12:44:40 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Marburg-Biedenkopf", weeks=5);
2023-03-07T12:44:55.295319 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 150 150 200 200 250 250 7-day incidence rate (per 100K people) 121.5 LK Marburg-Biedenkopf, 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 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.1 0.2 0.3 0.4 daily change normalised per 100K 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Marburg-Biedenkopf cases daily growth factor Germany-LK Marburg-Biedenkopf cases daily growth factor (rolling mean) Germany-LK Marburg-Biedenkopf estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 1 1 2 2 3 3 4 4 R & growth factor (based on deaths) Germany-LK Marburg-Biedenkopf deaths daily growth factor Germany-LK Marburg-Biedenkopf deaths daily growth factor (rolling mean) Germany-LK Marburg-Biedenkopf 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 Marburg-Biedenkopf doubling time cases (rolling mean) 0.0 49.2 98.4 147.7 daily change Germany-LK Marburg-Biedenkopf new cases (rolling 7d mean) Germany-LK Marburg-Biedenkopf new cases 0.000 0.246 0.492 0.738 0.984 daily change Germany-LK Marburg-Biedenkopf new deaths (rolling 7d mean) Germany-LK Marburg-Biedenkopf new deaths 0.000 0.316 0.632 0.949
In [4]:
overview(country="Germany", subregion="LK Marburg-Biedenkopf");
2023-03-07T12:45:11.121484 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) 121.5 LK Marburg-Biedenkopf, 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 2 4 6 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Marburg-Biedenkopf cases daily growth factor Germany-LK Marburg-Biedenkopf cases daily growth factor (rolling mean) Germany-LK Marburg-Biedenkopf estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 1 1 2 2 3 3 4 4 R & growth factor (based on deaths) Germany-LK Marburg-Biedenkopf deaths daily growth factor Germany-LK Marburg-Biedenkopf deaths daily growth factor (rolling mean) Germany-LK Marburg-Biedenkopf estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2500 5000 7500 10000 cases doubling time [days] Germany-LK Marburg-Biedenkopf doubling time cases (rolling mean) Germany-LK Marburg-Biedenkopf doubling time deaths (rolling mean) 0 246 492 738 984 daily change Germany-LK Marburg-Biedenkopf new cases (rolling 7d mean) Germany-LK Marburg-Biedenkopf new cases 0.00 4.92 9.84 14.77 daily change Germany-LK Marburg-Biedenkopf new deaths (rolling 7d mean) Germany-LK Marburg-Biedenkopf new deaths 0.0 96.7 193.4 290.1 386.8 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Marburg-Biedenkopf", dates="2020-03-15:");
2023-03-07T12:47:22.778001 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 Marburg-Biedenkopf LK Marburg-Biedenkopf 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 Marburg-Biedenkopf Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Marburg-Biedenkopf")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Marburg-Biedenkopf")
print(f'Population of country="Germany", subregion="LK Marburg-Biedenkopf": {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 Marburg-Biedenkopf": 246097 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 122762 10 479 0
2023-03-05 122752 7 479 0
2023-03-04 122745 7 479 0
2023-03-03 122738 33 479 0
2023-03-02 122705 30 479 0
2023-03-01 122675 113 479 0
2023-02-28 122562 99 479 1
2023-02-27 122463 83 478 0
2023-02-26 122380 39 478 0
2023-02-25 122341 25 478 0
2023-02-24 122316 103 478 0
2023-02-23 122213 180 478 0
2023-02-22 122033 56 478 0
2023-02-21 121977 60 478 0
2023-02-20 121917 81 478 0
2023-02-19 121836 34 478 0
2023-02-18 121802 23 478 0
2023-02-17 121779 93 478 1
2023-02-16 121686 77 477 0
2023-02-15 121609 71 477 0
2023-02-14 121538 105 477 0
2023-02-13 121433 91 477 0
2023-02-12 121342 21 477 0
2023-02-11 121321 21 477 0
2023-02-10 121300 54 477 0
2023-02-09 121246 43 477 0
2023-02-08 121203 47 477 0
2023-02-07 121156 46 477 0
2023-02-06 121110 90 477 0
2023-02-05 121020 16 477 0
2023-02-04 121004 18 477 0
2023-02-03 120986 57 477 0
2023-02-02 120929 35 477 0
2023-02-01 120894 35 477 0
2023-01-31 120859 43 477 0
2023-01-30 120816 47 477 0
2023-01-29 120769 16 477 0
2023-01-28 120753 18 477 0
2023-01-27 120735 34 477 0
2023-01-26 120701 50 477 0
2023-01-25 120651 39 477 0
2023-01-24 120612 33 477 0
2023-01-23 120579 55 477 0
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2023-01-18 120437 25 477 0
2023-01-17 120412 59 477 0
2023-01-16 120353 80 477 0
2023-01-15 120273 28 477 0
2023-01-14 120245 21 477 0
2023-01-13 120224 53 477 1
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2023-01-06 119868 88 474 1
2023-01-05 119780 53 473 1
2023-01-04 119727 89 472 0
2023-01-03 119638 92 472 0
2023-01-02 119546 138 472 1
2023-01-01 119408 17 471 0
2022-12-31 119391 44 471 0
2022-12-30 119347 92 471 0
2022-12-29 119255 71 471 0
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2022-12-27 119067 122 471 0
2022-12-26 118945 67 471 1
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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: 0:02:59.766702