Germany: LK Fulda (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 12:28:10 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Fulda", weeks=5);
2023-03-07T12:28:24.383303 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 200 200 300 300 400 400 7-day incidence rate (per 100K people) 120.3 LK Fulda, 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 0.1 0.2 0.3 0.4 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.4 0.4 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Fulda cases daily growth factor Germany-LK Fulda cases daily growth factor (rolling mean) Germany-LK Fulda 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-LK Fulda deaths daily growth factor Germany-LK Fulda deaths daily growth factor (rolling mean) Germany-LK Fulda 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-LK Fulda doubling time cases (rolling mean) 0.0 44.7 89.4 134.1 daily change Germany-LK Fulda new cases (rolling 7d mean) Germany-LK Fulda new cases 0.000 0.224 0.447 0.671 0.894 daily change Germany-LK Fulda new deaths (rolling 7d mean) Germany-LK Fulda new deaths 0.000 0.238 0.476 0.714 0.952
In [4]:
overview(country="Germany", subregion="LK Fulda");
2023-03-07T12:28:43.974786 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) 120.3 LK Fulda, 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 2 4 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.4 0.4 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Fulda cases daily growth factor Germany-LK Fulda cases daily growth factor (rolling mean) Germany-LK Fulda 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-LK Fulda deaths daily growth factor Germany-LK Fulda deaths daily growth factor (rolling mean) Germany-LK Fulda 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 cases doubling time [days] Germany-LK Fulda doubling time cases (rolling mean) Germany-LK Fulda doubling time deaths (rolling mean) 0 224 447 671 894 daily change Germany-LK Fulda new cases (rolling 7d mean) Germany-LK Fulda new cases 0.00 4.47 8.94 daily change Germany-LK Fulda new deaths (rolling 7d mean) Germany-LK Fulda new deaths 0.0 121.3 242.6 363.8 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Fulda", dates="2020-03-15:");
2023-03-07T12:31:01.655568 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 Fulda LK Fulda 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 Fulda Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Fulda")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Fulda")
print(f'Population of country="Germany", subregion="LK Fulda": {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 Fulda": 223572 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 135437 16 425 1
2023-03-05 135421 5 424 0
2023-03-04 135416 5 424 0
2023-03-03 135411 26 424 0
2023-03-02 135385 29 424 0
2023-03-01 135356 27 424 0
2023-02-28 135329 161 424 0
2023-02-27 135168 150 424 0
2023-02-26 135018 69 424 0
2023-02-25 134949 97 424 0
2023-02-24 134852 176 424 0
2023-02-23 134676 160 424 1
2023-02-22 134516 173 423 0
2023-02-21 134343 147 423 0
2023-02-20 134196 152 423 0
2023-02-19 134044 93 423 0
2023-02-18 133951 86 423 1
2023-02-17 133865 123 422 0
2023-02-16 133742 146 422 0
2023-02-15 133596 157 422 0
2023-02-14 133439 153 422 0
2023-02-13 133286 136 422 0
2023-02-12 133150 67 422 0
2023-02-11 133083 63 422 0
2023-02-10 133020 96 422 0
2023-02-09 132924 109 422 0
2023-02-08 132815 126 422 0
2023-02-07 132689 119 422 0
2023-02-06 132570 132 422 0
2023-02-05 132438 47 422 0
2023-02-04 132391 45 422 0
2023-02-03 132346 93 422 0
2023-02-02 132253 102 422 0
2023-02-01 132151 91 422 0
2023-01-31 132060 97 422 0
2023-01-30 131963 97 422 0
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2023-01-26 131722 72 422 0
2023-01-25 131650 52 422 0
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2023-01-23 131522 68 422 0
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2023-01-02 130345 117 422 0
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2022-12-31 130184 57 422 0
2022-12-30 130127 113 422 1
2022-12-29 130014 106 421 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: 0:03:04.874483