Germany: LK Borken (Nordrhein-Westfalen)¶

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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 14:01:10 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Borken", weeks=5);
2023-03-07T14:01:22.147913 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 75 75 100 100 125 125 150 150 175 175 7-day incidence rate (per 100K people) 79.8 LK Borken, 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 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.2 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 Borken cases daily growth factor Germany-LK Borken cases daily growth factor (rolling mean) Germany-LK Borken estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 2 2 4 4 R & growth factor (based on deaths) Germany-LK Borken deaths daily growth factor Germany-LK Borken deaths daily growth factor (rolling mean) Germany-LK Borken estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 cases doubling time [days] Germany-LK Borken doubling time cases (rolling mean) 0.0 74.7 149.4 daily change Germany-LK Borken new cases (rolling 7d mean) Germany-LK Borken new cases 0.000 0.747 1.494 daily change Germany-LK Borken new deaths (rolling 7d mean) Germany-LK Borken new deaths 0.000 0.396 0.791
In [4]:
overview(country="Germany", subregion="LK Borken");
2023-03-07T14:01:40.504118 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) 79.8 LK Borken, 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 0.0 0.5 1.0 1.5 2.0 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 Borken cases daily growth factor Germany-LK Borken cases daily growth factor (rolling mean) Germany-LK Borken 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 R & growth factor (based on deaths) Germany-LK Borken deaths daily growth factor Germany-LK Borken deaths daily growth factor (rolling mean) Germany-LK Borken 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 Borken doubling time cases (rolling mean) Germany-LK Borken doubling time deaths (rolling mean) 0 374 747 1121 1494 daily change Germany-LK Borken new cases (rolling 7d mean) Germany-LK Borken new cases 0.000 1.868 3.736 5.604 7.472 daily change Germany-LK Borken new deaths (rolling 7d mean) Germany-LK Borken new deaths 0.0 247.1 494.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Borken", dates="2020-03-15:");
2023-03-07T14:04:43.612459 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 Borken LK Borken 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 Borken Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Borken")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Borken")
print(f'Population of country="Germany", subregion="LK Borken": {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 Borken": 373582 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 193449 36 552 0
2023-03-03 193413 30 552 0
2023-03-02 193383 50 552 0
2023-03-01 193333 90 552 0
2023-02-28 193243 92 552 0
2023-02-27 193151 187 552 0
2023-02-24 192964 98 552 0
2023-02-23 192866 122 552 0
2023-02-22 192744 96 552 1
2023-02-21 192648 186 551 0
2023-02-20 192462 97 551 2
2023-02-19 192365 1 549 0
2023-02-17 192364 55 549 0
2023-02-16 192309 43 549 0
2023-02-15 192266 78 549 0
2023-02-14 192188 103 549 0
2023-02-13 192085 113 549 0
2023-02-10 191972 43 549 0
2023-02-09 191929 77 549 0
2023-02-08 191852 69 549 0
2023-02-07 191783 123 549 0
2023-02-06 191660 84 549 1
2023-02-03 191576 42 548 1
2023-02-02 191534 45 547 1
2023-02-01 191489 78 546 0
2023-01-31 191411 101 546 1
2023-01-30 191310 86 545 0
2023-01-29 191224 1 545 0
2023-01-28 191223 1 545 0
2023-01-27 191222 48 545 0
2023-01-26 191174 56 545 0
2023-01-25 191118 59 545 1
2023-01-24 191059 90 544 1
2023-01-23 190969 97 543 3
2023-01-20 190872 43 540 1
2023-01-19 190829 41 539 0
2023-01-18 190788 47 539 0
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2023-01-13 190583 44 539 1
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2023-01-11 190488 66 538 0
2023-01-10 190422 76 538 1
2023-01-09 190346 143 537 2
2023-01-06 190203 56 535 0
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2023-01-04 189996 96 535 1
2023-01-03 189900 190 534 0
2023-01-02 189710 164 534 1
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2022-12-31 189538 6 533 0
2022-12-30 189532 119 533 1
2022-12-29 189413 203 532 0
2022-12-28 189210 184 532 1
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2022-12-11 187048 4 521 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: 0:04:06.337934