Germany: SK Wiesbaden (Hessen)¶

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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 12:52:16 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Wiesbaden", weeks=5);
2023-03-07T12:52:29.166620 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) 82.8 SK Wiesbaden, 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 0.6 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 Wiesbaden cases daily growth factor Germany-SK Wiesbaden cases daily growth factor (rolling mean) Germany-SK Wiesbaden estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.5 0.5 1.0 1.0 1.5 1.5 2.0 2.0 R & growth factor (based on deaths) Germany-SK Wiesbaden deaths daily growth factor Germany-SK Wiesbaden deaths daily growth factor (rolling mean) Germany-SK Wiesbaden estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 1000 2000 3000 4000 cases doubling time [days] Germany-SK Wiesbaden doubling time cases (rolling mean) Germany-SK Wiesbaden doubling time deaths (rolling mean) 0.0 55.8 111.6 daily change Germany-SK Wiesbaden new cases (rolling 7d mean) Germany-SK Wiesbaden new cases 0.000 0.558 1.116 1.674 daily change Germany-SK Wiesbaden new deaths (rolling 7d mean) Germany-SK Wiesbaden new deaths 0.0 81.8 163.5 245.3 327.1 deaths doubling time [days]
In [4]:
overview(country="Germany", subregion="SK Wiesbaden");
2023-03-07T12:52:45.621594 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) 82.8 SK Wiesbaden, 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 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-SK Wiesbaden cases daily growth factor Germany-SK Wiesbaden cases daily growth factor (rolling mean) Germany-SK Wiesbaden estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.5 0.5 1.0 1.0 1.5 1.5 2.0 2.0 R & growth factor (based on deaths) Germany-SK Wiesbaden deaths daily growth factor Germany-SK Wiesbaden deaths daily growth factor (rolling mean) Germany-SK Wiesbaden 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 cases doubling time [days] Germany-SK Wiesbaden doubling time cases (rolling mean) Germany-SK Wiesbaden doubling time deaths (rolling mean) 0 279 558 837 1116 daily change Germany-SK Wiesbaden new cases (rolling 7d mean) Germany-SK Wiesbaden new cases 0.000 1.395 2.790 4.184 5.579 daily change Germany-SK Wiesbaden new deaths (rolling 7d mean) Germany-SK Wiesbaden new deaths 0.0 159.5 319.0 478.6 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Wiesbaden", dates="2020-03-15:");
2023-03-07T12:55:10.824085 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 Wiesbaden SK Wiesbaden 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 Wiesbaden Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Wiesbaden")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Wiesbaden")
print(f'Population of country="Germany", subregion="SK Wiesbaden": {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 Wiesbaden": 278950 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 134152 34 547 0
2023-03-03 134118 18 547 0
2023-03-02 134100 27 547 0
2023-03-01 134073 57 547 1
2023-02-28 134016 95 546 0
2023-02-27 133921 157 546 1
2023-02-24 133764 60 545 1
2023-02-23 133704 87 544 1
2023-02-22 133617 72 543 0
2023-02-21 133545 71 543 0
2023-02-20 133474 106 543 1
2023-02-17 133368 63 542 0
2023-02-16 133305 54 542 0
2023-02-15 133251 79 542 0
2023-02-14 133172 76 542 1
2023-02-13 133096 109 541 0
2023-02-10 132987 60 541 0
2023-02-09 132927 56 541 0
2023-02-08 132871 97 541 2
2023-02-07 132774 88 539 0
2023-02-06 132686 147 539 1
2023-02-03 132539 89 538 0
2023-02-02 132450 72 538 0
2023-02-01 132378 61 538 1
2023-01-31 132317 105 537 0
2023-01-30 132212 90 537 2
2023-01-27 132122 74 535 0
2023-01-26 132048 50 535 0
2023-01-25 131998 76 535 0
2023-01-24 131922 53 535 0
2023-01-23 131869 81 535 0
2023-01-20 131788 48 535 0
2023-01-19 131740 50 535 1
2023-01-18 131690 83 534 0
2023-01-17 131607 34 534 0
2023-01-16 131573 108 534 2
2023-01-13 131465 67 532 0
2023-01-12 131398 43 532 0
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2023-01-10 131278 77 532 0
2023-01-09 131201 129 532 1
2023-01-06 131072 79 531 0
2023-01-05 130993 95 531 0
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2023-01-03 130783 519 531 1
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2022-12-21 129564 151 527 0
2022-12-20 129413 156 527 2
2022-12-19 129257 220 525 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: 0:03:13.518076