Germany: LK Unna (Nordrhein-Westfalen)¶

  • 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 14:09:41 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Unna", weeks=5);
2023-03-07T14:10:00.021702 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 90 90 100 100 110 110 120 120 130 130 7-day incidence rate (per 100K people) 87.0 LK Unna, 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 0.0 0.1 0.2 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Unna cases daily growth factor Germany-LK Unna cases daily growth factor (rolling mean) Germany-LK Unna estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 2 2 4 4 6 6 R & growth factor (based on deaths) Germany-LK Unna deaths daily growth factor Germany-LK Unna deaths daily growth factor (rolling mean) Germany-LK Unna 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 Unna doubling time cases (rolling mean) 0.0 39.3 78.6 117.9 daily change Germany-LK Unna new cases (rolling 7d mean) Germany-LK Unna new cases 0.000 0.393 0.786 daily change Germany-LK Unna new deaths (rolling 7d mean) Germany-LK Unna new deaths 0.000 0.265 0.530 0.794
In [4]:
overview(country="Germany", subregion="LK Unna");
2023-03-07T14:10:15.555126 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) 87.0 LK Unna, 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 1 2 3 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Unna cases daily growth factor Germany-LK Unna cases daily growth factor (rolling mean) Germany-LK Unna estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 2 2 4 4 6 6 R & growth factor (based on deaths) Germany-LK Unna deaths daily growth factor Germany-LK Unna deaths daily growth factor (rolling mean) Germany-LK Unna 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 15000 20000 cases doubling time [days] Germany-LK Unna doubling time cases (rolling mean) Germany-LK Unna doubling time deaths (rolling mean) 0 393 786 1179 1572 daily change Germany-LK Unna new cases (rolling 7d mean) Germany-LK Unna new cases 0.00 3.93 7.86 11.79 daily change Germany-LK Unna new deaths (rolling 7d mean) Germany-LK Unna new deaths 0 210 419 629 838 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Unna", dates="2020-03-15:");
2023-03-07T14:12:34.812989 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 Unna LK Unna 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 Unna Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Unna")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Unna")
print(f'Population of country="Germany", subregion="LK Unna": {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 Unna": 393063 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 167915 57 757 0
2023-03-03 167858 32 757 0
2023-03-02 167826 37 757 0
2023-03-01 167789 79 757 0
2023-02-28 167710 137 757 0
2023-02-27 167573 125 757 0
2023-02-24 167448 70 757 0
2023-02-23 167378 83 757 1
2023-02-22 167295 94 756 0
2023-02-21 167201 94 756 0
2023-02-20 167107 140 756 1
2023-02-17 166967 70 755 0
2023-02-16 166897 79 755 0
2023-02-15 166818 75 755 0
2023-02-14 166743 112 755 0
2023-02-13 166631 123 755 0
2023-02-10 166508 37 755 0
2023-02-09 166471 71 755 0
2023-02-08 166400 65 755 0
2023-02-07 166335 87 755 0
2023-02-06 166248 107 755 1
2023-02-03 166141 54 754 0
2023-02-02 166087 69 754 0
2023-02-01 166018 71 754 0
2023-01-31 165947 118 754 0
2023-01-30 165829 96 754 0
2023-01-27 165733 51 754 0
2023-01-26 165682 84 754 0
2023-01-25 165598 103 754 0
2023-01-24 165495 85 754 0
2023-01-23 165410 119 754 0
2023-01-20 165291 30 754 0
2023-01-19 165261 59 754 0
2023-01-18 165202 67 754 0
2023-01-17 165135 108 754 0
2023-01-16 165027 103 754 1
2023-01-13 164924 58 753 0
2023-01-12 164866 96 753 0
2023-01-11 164770 111 753 0
2023-01-10 164659 163 753 1
2023-01-09 164496 213 752 1
2023-01-06 164283 83 751 0
2023-01-05 164200 155 751 1
2023-01-04 164045 149 750 0
2023-01-03 163896 171 750 1
2023-01-02 163725 316 749 1
2022-12-31 163409 1 748 0
2022-12-30 163408 172 748 0
2022-12-29 163236 239 748 0
2022-12-28 162997 234 748 2
2022-12-27 162763 405 746 2
2022-12-23 162358 220 744 0
2022-12-22 162138 248 744 0
2022-12-21 161890 315 744 1
2022-12-20 161575 384 743 0
2022-12-19 161191 437 743 2
2022-12-16 160754 225 741 1
2022-12-15 160529 282 740 0
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2022-12-09 159361 205 740 2
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2022-12-07 158971 205 737 0
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2022-11-13 155039 2 730 0
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2022-11-11 155034 188 730 1
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2022-11-07 153952 411 728 0
2022-11-05 153541 3 728 0
2022-11-04 153538 336 728 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: 0:03:07.700002