Germany: LK Passau (Bayern)¶

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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 11:21:49 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Passau", weeks=5);
2023-03-07T11:22:03.454061 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 75 75 100 100 125 125 150 150 7-day incidence rate (per 100K people) 60.8 LK Passau, 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 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 Passau new deaths (rolling 7d mean) Germany-LK Passau 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 Passau cases daily growth factor Germany-LK Passau cases daily growth factor (rolling mean) Germany-LK Passau 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 Passau deaths daily growth factor Germany-LK Passau deaths daily growth factor (rolling mean) Germany-LK Passau 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 Passau doubling time cases (rolling mean) 0.00 19.41 38.82 58.23 daily change Germany-LK Passau new cases (rolling 7d mean) Germany-LK Passau new cases 0.000 0.293 0.587 0.880
In [4]:
overview(country="Germany", subregion="LK Passau");
2023-03-07T11:22:23.423449 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 3000 3000 7-day incidence rate (per 100K people) 60.8 LK Passau, 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 0 200 400 600 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 R & growth factor (based on cases) Germany-LK Passau cases daily growth factor Germany-LK Passau cases daily growth factor (rolling mean) Germany-LK Passau 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 Passau deaths daily growth factor Germany-LK Passau deaths daily growth factor (rolling mean) Germany-LK Passau estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5000 10000 cases doubling time [days] Germany-LK Passau doubling time cases (rolling mean) Germany-LK Passau doubling time deaths (rolling mean) 0 388 776 1165 daily change Germany-LK Passau new cases (rolling 7d mean) Germany-LK Passau new cases 0.00 3.88 7.76 11.65 daily change Germany-LK Passau new deaths (rolling 7d mean) Germany-LK Passau new deaths 0.0 246.1 492.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Passau", dates="2020-03-15:");
2023-03-07T11:24:08.314430 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 Passau LK Passau 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 Passau Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Passau")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Passau")
print(f'Population of country="Germany", subregion="LK Passau": {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 Passau": 194090 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 104168 5 655 0
2023-03-05 104163 4 655 0
2023-03-04 104159 2 655 0
2023-03-03 104157 20 655 0
2023-03-02 104137 15 655 0
2023-03-01 104122 24 655 0
2023-02-28 104098 48 655 0
2023-02-27 104050 64 655 0
2023-02-26 103986 3 655 0
2023-02-25 103983 23 655 0
2023-02-24 103960 24 655 0
2023-02-23 103936 67 655 0
2023-02-22 103869 31 655 0
2023-02-21 103838 53 655 0
2023-02-20 103785 30 655 0
2023-02-19 103755 6 655 0
2023-02-18 103749 18 655 0
2023-02-17 103731 46 655 0
2023-02-16 103685 32 655 0
2023-02-15 103653 46 655 0
2023-02-14 103607 50 655 0
2023-02-13 103557 36 655 0
2023-02-12 103521 11 655 0
2023-02-11 103510 12 655 0
2023-02-10 103498 41 655 0
2023-02-09 103457 32 655 0
2023-02-08 103425 54 655 0
2023-02-07 103371 65 655 0
2023-02-06 103306 43 655 0
2023-02-05 103263 11 655 0
2023-02-04 103252 16 655 0
2023-02-03 103236 43 655 0
2023-02-02 103193 54 655 0
2023-02-01 103139 51 655 0
2023-01-31 103088 58 655 0
2023-01-30 103030 72 655 0
2023-01-29 102958 8 655 0
2023-01-28 102950 19 655 0
2023-01-27 102931 37 655 0
2023-01-26 102894 42 655 0
2023-01-25 102852 46 655 0
2023-01-24 102806 68 655 0
2023-01-23 102738 19 655 0
2023-01-22 102719 12 655 0
2023-01-21 102707 5 655 0
2023-01-20 102702 24 655 0
2023-01-19 102678 20 655 0
2023-01-18 102658 31 655 0
2023-01-17 102627 36 655 0
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2023-01-15 102555 3 655 0
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2023-01-05 102351 44 653 2
2023-01-04 102307 17 651 0
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2022-12-31 102229 13 651 0
2022-12-30 102216 20 651 0
2022-12-29 102196 24 651 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: 0:02:33.728466