Germany: SK Bottrop (Nordrhein-Westfalen)¶

  • 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 14:17:55 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Bottrop", weeks=5);
2023-03-07T14:18:08.734881 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 125 125 150 150 175 175 7-day incidence rate (per 100K people) 86.9 SK Bottrop, 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 0.5 1.0 1.5 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-SK Bottrop cases daily growth factor Germany-SK Bottrop cases daily growth factor (rolling mean) Germany-SK Bottrop 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-SK Bottrop deaths daily growth factor Germany-SK Bottrop deaths daily growth factor (rolling mean) Germany-SK Bottrop 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-SK Bottrop doubling time cases (rolling mean) 0.00 23.46 46.92 70.39 daily change Germany-SK Bottrop new cases (rolling 7d mean) Germany-SK Bottrop new cases 0.000 0.587 1.173 1.760 daily change Germany-SK Bottrop new deaths (rolling 7d mean) Germany-SK Bottrop new deaths 0.000 0.277 0.555 0.832
In [4]:
overview(country="Germany", subregion="SK Bottrop");
2023-03-07T14:18:21.847352 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) 86.9 SK Bottrop, 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 2.5 5.0 7.5 10.0 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-SK Bottrop cases daily growth factor Germany-SK Bottrop cases daily growth factor (rolling mean) Germany-SK Bottrop 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-SK Bottrop deaths daily growth factor Germany-SK Bottrop deaths daily growth factor (rolling mean) Germany-SK Bottrop 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-SK Bottrop doubling time cases (rolling mean) Germany-SK Bottrop doubling time deaths (rolling mean) 0.0 117.3 234.6 351.9 469.2 daily change Germany-SK Bottrop new cases (rolling 7d mean) Germany-SK Bottrop new cases 0.00 2.93 5.87 8.80 11.73 daily change Germany-SK Bottrop new deaths (rolling 7d mean) Germany-SK Bottrop new deaths 0.0 35.5 71.0 106.5 141.9 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Bottrop", dates="2020-03-15:");
2023-03-07T14:20:51.754961 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: SK Bottrop SK Bottrop 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 SK Bottrop Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Bottrop")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Bottrop")
print(f'Population of country="Germany", subregion="SK Bottrop": {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="SK Bottrop": 117311 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-03 49546 22 226 0
2023-03-02 49524 14 226 0
2023-03-01 49510 32 226 0
2023-02-28 49478 34 226 0
2023-02-27 49444 49 226 0
2023-02-24 49395 30 226 0
2023-02-23 49365 50 226 0
2023-02-22 49315 24 226 0
2023-02-21 49291 72 226 2
2023-02-17 49219 20 224 0
2023-02-16 49199 32 224 0
2023-02-15 49167 30 224 0
2023-02-14 49137 51 224 0
2023-02-13 49086 34 224 0
2023-02-10 49052 14 224 0
2023-02-09 49038 35 224 0
2023-02-08 49003 37 224 0
2023-02-07 48966 28 224 0
2023-02-06 48938 39 224 0
2023-02-05 48899 1 224 0
2023-02-03 48898 16 224 0
2023-02-02 48882 17 224 0
2023-02-01 48865 36 224 0
2023-01-31 48829 46 224 0
2023-01-30 48783 43 224 1
2023-01-27 48740 23 223 0
2023-01-26 48717 24 223 0
2023-01-25 48693 33 223 0
2023-01-24 48660 41 223 0
2023-01-23 48619 35 223 0
2023-01-20 48584 18 223 0
2023-01-19 48566 16 223 0
2023-01-18 48550 18 223 0
2023-01-17 48532 29 223 0
2023-01-16 48503 50 223 0
2023-01-13 48453 13 223 0
2023-01-12 48440 18 223 0
2023-01-11 48422 34 223 0
2023-01-10 48388 29 223 0
2023-01-09 48359 52 223 0
2023-01-06 48307 39 223 1
2023-01-05 48268 50 222 0
2023-01-04 48218 37 222 0
2023-01-03 48181 51 222 1
2023-01-02 48130 68 221 0
2022-12-30 48062 74 221 0
2022-12-29 47988 89 221 2
2022-12-28 47899 52 219 0
2022-12-27 47847 67 219 0
2022-12-23 47780 80 219 0
2022-12-22 47700 92 219 0
2022-12-21 47608 73 219 0
2022-12-20 47535 114 219 2
2022-12-19 47421 115 217 1
2022-12-16 47306 63 216 0
2022-12-15 47243 75 216 1
2022-12-14 47168 49 215 0
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2022-12-12 47013 100 215 1
2022-12-09 46913 107 214 0
2022-12-08 46806 41 214 0
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2022-12-06 46702 80 214 2
2022-12-05 46622 25 212 0
2022-12-04 46597 1 212 0
2022-12-03 46596 2 212 0
2022-12-02 46594 1 212 0
2022-12-01 46593 3 212 0
2022-11-30 46590 23 212 0
2022-11-29 46567 57 212 0
2022-11-28 46510 37 212 0
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2022-10-31 45185 87 207 1
2022-10-30 45098 36 206 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: 0:03:28.059949