Germany: LK Donnersbergkreis (Rheinland-Pfalz)¶

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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 14:40:09 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Donnersbergkreis", weeks=5);
2023-03-07T14:40:20.891583 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 150 150 200 200 7-day incidence rate (per 100K people) 90.0 LK Donnersbergkreis, 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 40 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.5 1.0 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 Donnersbergkreis cases daily growth factor Germany-LK Donnersbergkreis cases daily growth factor (rolling mean) Germany-LK Donnersbergkreis estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.0 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Donnersbergkreis deaths daily growth factor Germany-LK Donnersbergkreis deaths daily growth factor (rolling mean) Germany-LK Donnersbergkreis 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 Donnersbergkreis doubling time cases (rolling mean) 0.00 7.56 15.11 22.67 30.23 daily change Germany-LK Donnersbergkreis new cases (rolling 7d mean) Germany-LK Donnersbergkreis new cases 0.000 0.378 0.756 daily change Germany-LK Donnersbergkreis new deaths (rolling 7d mean) Germany-LK Donnersbergkreis new deaths 0.000 0.251 0.502 0.752
In [4]:
overview(country="Germany", subregion="LK Donnersbergkreis");
2023-03-07T14:40:38.674767 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) 90.0 LK Donnersbergkreis, 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 0 200 400 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 0.6 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 Donnersbergkreis cases daily growth factor Germany-LK Donnersbergkreis cases daily growth factor (rolling mean) Germany-LK Donnersbergkreis estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.0 0.0 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Donnersbergkreis deaths daily growth factor Germany-LK Donnersbergkreis deaths daily growth factor (rolling mean) Germany-LK Donnersbergkreis estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 1000 2000 3000 4000 cases doubling time [days] Germany-LK Donnersbergkreis doubling time cases (rolling mean) Germany-LK Donnersbergkreis doubling time deaths (rolling mean) 0.0 151.1 302.3 daily change Germany-LK Donnersbergkreis new cases (rolling 7d mean) Germany-LK Donnersbergkreis new cases 0.000 0.756 1.511 2.267 daily change Germany-LK Donnersbergkreis new deaths (rolling 7d mean) Germany-LK Donnersbergkreis new deaths 0.0 25.5 50.9 76.4 101.8 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Donnersbergkreis", dates="2020-03-15:");
2023-03-07T14:42:52.785616 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 Donnersbergkreis LK Donnersbergkreis 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 Donnersbergkreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Donnersbergkreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Donnersbergkreis")
print(f'Population of country="Germany", subregion="LK Donnersbergkreis": {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 Donnersbergkreis": 75569 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-05 35129 7 140 0
2023-03-04 35122 6 140 0
2023-03-03 35116 7 140 0
2023-03-02 35109 8 140 0
2023-03-01 35101 11 140 0
2023-02-28 35090 29 140 0
2023-02-27 35061 33 140 0
2023-02-26 35028 16 140 0
2023-02-25 35012 17 140 0
2023-02-24 34995 26 140 0
2023-02-23 34969 32 140 0
2023-02-22 34937 27 140 0
2023-02-21 34910 27 140 0
2023-02-20 34883 34 140 0
2023-02-19 34849 8 140 0
2023-02-18 34841 9 140 0
2023-02-17 34832 15 140 0
2023-02-16 34817 14 140 0
2023-02-15 34803 20 140 0
2023-02-14 34783 25 140 0
2023-02-13 34758 29 140 0
2023-02-12 34729 11 140 0
2023-02-11 34718 12 140 0
2023-02-10 34706 11 140 0
2023-02-09 34695 12 140 0
2023-02-08 34683 19 140 0
2023-02-07 34664 34 140 1
2023-02-06 34630 19 139 0
2023-02-05 34611 5 139 0
2023-02-04 34606 7 139 0
2023-02-03 34599 7 139 0
2023-02-02 34592 11 139 0
2023-02-01 34581 13 139 0
2023-01-31 34568 17 139 0
2023-01-30 34551 19 139 0
2023-01-29 34532 5 139 0
2023-01-28 34527 9 139 0
2023-01-27 34518 7 139 0
2023-01-26 34511 14 139 0
2023-01-25 34497 13 139 0
2023-01-24 34484 18 139 0
2023-01-23 34466 20 139 1
2023-01-22 34446 4 138 0
2023-01-21 34442 5 138 0
2023-01-20 34437 8 138 0
2023-01-19 34429 9 138 0
2023-01-18 34420 13 138 0
2023-01-17 34407 17 138 0
2023-01-16 34390 11 138 0
2023-01-15 34379 3 138 0
2023-01-14 34376 7 138 0
2023-01-13 34369 7 138 0
2023-01-12 34362 14 138 0
2023-01-11 34348 9 138 0
2023-01-10 34339 15 138 0
2023-01-09 34324 27 138 0
2023-01-08 34297 11 138 0
2023-01-07 34286 5 138 0
2023-01-06 34281 12 138 0
2023-01-05 34269 19 138 0
2023-01-04 34250 23 138 0
2023-01-03 34227 28 138 0
2023-01-02 34199 36 138 0
2023-01-01 34163 10 138 0
2022-12-31 34153 18 138 0
2022-12-30 34135 31 138 0
2022-12-29 34104 28 138 0
2022-12-28 34076 48 138 0
2022-12-27 34028 32 138 1
2022-12-26 33996 24 137 0
2022-12-25 33972 11 137 1
2022-12-24 33961 31 136 0
2022-12-23 33930 23 136 0
2022-12-22 33907 26 136 1
2022-12-21 33881 40 135 1
2022-12-20 33841 17 134 0
2022-12-19 33824 24 134 0
2022-12-18 33800 6 134 0
2022-12-17 33794 22 134 0
2022-12-16 33772 18 134 0
2022-12-15 33754 13 134 0
2022-12-14 33741 20 134 0
2022-12-13 33721 36 134 0
2022-12-12 33685 30 134 0
2022-12-11 33655 9 134 0
2022-12-10 33646 25 134 0
2022-12-09 33621 17 134 0
2022-12-08 33604 16 134 0
2022-12-07 33588 29 134 0
2022-12-06 33559 26 134 0
2022-12-05 33533 32 134 0
2022-12-04 33501 9 134 0
2022-12-03 33492 13 134 0
2022-12-02 33479 24 134 0
2022-12-01 33455 18 134 0
2022-11-30 33437 23 134 0
2022-11-29 33414 18 134 0
2022-11-28 33396 35 134 0
2022-11-27 33361 12 134 0
2022-11-26 33349 5 134 0
2022-11-25 33344 13 134 1
2022-11-24 33331 28 133 0
2022-11-23 33303 17 133 0
2022-11-22 33286 31 133 0
2022-11-21 33255 16 133 0
2022-11-20 33239 8 133 0
2022-11-19 33231 10 133 0
2022-11-18 33221 23 133 0
2022-11-17 33198 30 133 0
2022-11-16 33168 38 133 0
2022-11-15 33130 42 133 0
2022-11-14 33088 19 133 0
2022-11-13 33069 14 133 0
2022-11-12 33055 12 133 0
2022-11-11 33043 22 133 0
2022-11-10 33021 19 133 0
2022-11-09 33002 25 133 0
2022-11-08 32977 44 133 0
2022-11-07 32933 40 133 1
2022-11-06 32893 22 132 0
2022-11-05 32871 22 132 0
2022-11-04 32849 38 132 0
2022-11-03 32811 52 132 1
2022-11-02 32759 42 131 0
2022-11-01 32717 59 131 0
2022-10-31 32658 50 131 0
2022-10-30 32608 18 131 0
2022-10-29 32590 41 131 1
2022-10-28 32549 49 130 0
2022-10-27 32500 72 130 0
2022-10-26 32428 66 130 0
2022-10-25 32362 85 130 0
2022-10-24 32277 58 130 0
2022-10-23 32219 30 130 0
2022-10-22 32189 45 130 0
2022-10-21 32144 59 130 0
2022-10-20 32085 89 130 0
2022-10-19 31996 94 130 0
2022-10-18 31902 109 130 0
2022-10-17 31793 107 130 0
2022-10-16 31686 36 130 0
2022-10-15 31650 85 130 0
2022-10-14 31565 87 130 1
2022-10-13 31478 109 129 1
2022-10-12 31369 132 128 0
2022-10-11 31237 142 128 0
2022-10-10 31095 121 128 0
2022-10-09 30974 56 128 0
2022-10-08 30918 110 128 0
2022-10-07 30808 147 128 0
2022-10-06 30661 174 128 0
2022-10-05 30487 196 128 0
2022-10-04 30291 70 128 0
2022-10-03 30221 63 128 0
2022-10-02 30158 68 128 0
2022-10-01 30090 76 128 0
2022-09-30 30014 94 128 0
2022-09-29 29920 199 128 2
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2022-09-27 29610 155 126 0
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2022-09-22 29200 134 126 0
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2022-09-18 28718 50 125 0
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2021-01-01 1109 8 31 0
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2020-12-29 1070 14 30 1
2020-12-28 1056 7 29 1
2020-12-27 1049 2 28 0
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2020-08-26 154 2 6 0
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2020-08-05 139 1 6 0
2020-07-02 138 1 6 0
2020-06-08 137 1 6 0
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2020-05-25 135 1 6 0
2020-05-22 134 1 6 0
2020-05-20 133 1 6 0
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2020-04-28 117 2 5 0
2020-04-27 115 1 5 0
2020-04-24 114 1 5 1
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2020-04-08 77 2 1 0
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2020-03-30 58 2 1 0
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2020-03-25 35 3 1 0
2020-03-24 32 3 1 1
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2020-03-20 17 5 0 0
2020-03-18 12 4 0 0
2020-03-17 8 6 0 0
2020-03-13 2 1 0 0

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: 0:03:03.458562