Germany: LK Stadtverband Saarbrücken (Saarland)¶

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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 15:11:09 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Stadtverband Saarbrücken", weeks=5);
2023-03-07T15:11:22.593306 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) 147.6 LK Stadtverband Saarbrücken, 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 0.8 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Stadtverband Saarbrücken cases daily growth factor Germany-LK Stadtverband Saarbrücken cases daily growth factor (rolling mean) Germany-LK Stadtverband Saarbrücken 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-LK Stadtverband Saarbrücken deaths daily growth factor Germany-LK Stadtverband Saarbrücken deaths daily growth factor (rolling mean) Germany-LK Stadtverband Saarbrücken 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 Stadtverband Saarbrücken doubling time cases (rolling mean) Germany-LK Stadtverband Saarbrücken doubling time deaths (rolling mean) 0.0 65.5 130.9 daily change Germany-LK Stadtverband Saarbrücken new cases (rolling 7d mean) Germany-LK Stadtverband Saarbrücken new cases 0.000 0.655 1.309 1.964 2.618 daily change Germany-LK Stadtverband Saarbrücken new deaths (rolling 7d mean) Germany-LK Stadtverband Saarbrücken new deaths 0 333 665 998 deaths doubling time [days]
In [4]:
overview(country="Germany", subregion="LK Stadtverband Saarbrücken");
2023-03-07T15:11:41.102893 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ Jan 20 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 May 23 0 0 1000 1000 2000 2000 7-day incidence rate (per 100K people) 147.6 LK Stadtverband Saarbrücken, Germany, last data point from 2023-03-06 Jan 20 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 May 23 0 100 200 300 400 daily change normalised per 100K Jan 20 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 May 23 0 1 2 3 4 daily change normalised per 100K Jan 20 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 May 23 0.8 0.8 1.0 1.0 1.2 1.2 1.4 1.4 R & growth factor (based on cases) Germany-LK Stadtverband Saarbrücken cases daily growth factor Germany-LK Stadtverband Saarbrücken cases daily growth factor (rolling mean) Germany-LK Stadtverband Saarbrücken estimated R (using cases) Jan 20 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 May 23 0.5 0.5 1.0 1.0 1.5 1.5 2.0 2.0 R & growth factor (based on deaths) Germany-LK Stadtverband Saarbrücken deaths daily growth factor Germany-LK Stadtverband Saarbrücken deaths daily growth factor (rolling mean) Germany-LK Stadtverband Saarbrücken estimated R (using deaths) Jan 20 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 May 23 0 2000 4000 cases doubling time [days] Germany-LK Stadtverband Saarbrücken doubling time cases (rolling mean) Germany-LK Stadtverband Saarbrücken doubling time deaths (rolling mean) 0 327 655 982 1309 daily change Germany-LK Stadtverband Saarbrücken new cases (rolling 7d mean) Germany-LK Stadtverband Saarbrücken new cases 0.00 3.27 6.55 9.82 13.09 daily change Germany-LK Stadtverband Saarbrücken new deaths (rolling 7d mean) Germany-LK Stadtverband Saarbrücken new deaths 0 435 869 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Stadtverband Saarbrücken", dates="2020-03-15:");
2023-03-07T15:14:16.473330 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 Stadtverband Saarbrücken LK Stadtverband Saarbrücken 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 Stadtverband Saarbrücken Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Stadtverband Saarbrücken")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Stadtverband Saarbrücken")
print(f'Population of country="Germany", subregion="LK Stadtverband Saarbrücken": {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 Stadtverband Saarbrücken": 327284 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 153069 80 963 0
2023-03-03 152989 58 963 0
2023-03-02 152931 66 963 0
2023-03-01 152865 125 963 0
2023-02-28 152740 154 963 1
2023-02-27 152586 139 962 0
2023-02-24 152447 115 962 1
2023-02-23 152332 91 961 0
2023-02-22 152241 96 961 0
2023-02-21 152145 182 961 2
2023-02-17 151963 51 959 0
2023-02-16 151912 63 959 0
2023-02-15 151849 72 959 0
2023-02-14 151777 108 959 1
2023-02-13 151669 98 958 0
2023-02-10 151571 75 958 0
2023-02-09 151496 62 958 1
2023-02-08 151434 83 957 2
2023-02-07 151351 89 955 1
2023-02-06 151262 74 954 1
2023-02-03 151188 40 953 1
2023-02-02 151148 36 952 0
2023-02-01 151112 47 952 0
2023-01-31 151065 84 952 3
2023-01-30 150981 100 949 1
2023-01-27 150881 15 948 0
2023-01-26 150866 37 948 1
2023-01-25 150829 38 947 1
2023-01-24 150791 52 946 1
2023-01-23 150739 55 945 0
2023-01-20 150684 36 945 2
2023-01-19 150648 59 943 1
2023-01-18 150589 38 942 1
2023-01-17 150551 63 941 4
2023-01-16 150488 78 937 1
2023-01-13 150410 30 936 0
2023-01-12 150380 46 936 1
2023-01-11 150334 89 935 0
2023-01-10 150245 87 935 3
2023-01-09 150158 73 932 3
2023-01-06 150085 55 929 0
2023-01-05 150030 93 929 2
2023-01-04 149937 112 927 5
2023-01-03 149825 142 922 3
2023-01-02 149683 137 919 3
2022-12-30 149546 169 916 0
2022-12-29 149377 206 916 3
2022-12-27 149171 235 913 5
2022-12-23 148936 96 908 2
2022-12-22 148840 150 906 2
2022-12-21 148690 139 904 3
2022-12-20 148551 156 901 2
2022-12-19 148395 222 899 6
2022-12-16 148173 112 893 1
2022-12-15 148061 99 892 2
2022-12-14 147962 130 890 1
2022-12-13 147832 163 889 1
2022-12-12 147669 140 888 2
2022-12-09 147529 81 886 0
2022-12-08 147448 122 886 1
2022-12-07 147326 198 885 1
2022-12-06 147128 163 884 1
2022-12-05 146965 140 883 1
2022-12-02 146825 86 882 1
2022-12-01 146739 105 881 1
2022-11-30 146634 142 880 3
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2022-11-08 144585 190 864 2
2022-11-07 144395 198 862 3
2022-11-04 144197 104 859 0
2022-11-03 144093 177 859 1
2022-11-02 143916 246 858 0
2022-10-31 143670 275 858 3
2022-10-28 143395 165 855 2
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2022-10-25 142716 956 851 1
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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: 0:04:01.239753