Germany: SK Wuppertal (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 14:32:24 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Wuppertal", weeks=5);
2023-03-07T14:32:47.050101 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) 119.0 SK Wuppertal, 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 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 1.6 1.6 R & growth factor (based on cases) Germany-SK Wuppertal cases daily growth factor Germany-SK Wuppertal cases daily growth factor (rolling mean) Germany-SK Wuppertal 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-SK Wuppertal deaths daily growth factor Germany-SK Wuppertal deaths daily growth factor (rolling mean) Germany-SK Wuppertal estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 500 1000 1500 2000 cases doubling time [days] Germany-SK Wuppertal doubling time cases (rolling mean) 0.0 70.9 141.8 212.7 daily change Germany-SK Wuppertal new cases (rolling 7d mean) Germany-SK Wuppertal new cases 0.000 0.355 0.709 daily change Germany-SK Wuppertal new deaths (rolling 7d mean) Germany-SK Wuppertal new deaths 0.000 0.213 0.426 0.639 0.852
In [4]:
overview(country="Germany", subregion="SK Wuppertal");
2023-03-07T14:33:06.056286 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) 119.0 SK Wuppertal, 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 1 2 3 4 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 1.4 1.4 1.6 1.6 R & growth factor (based on cases) Germany-SK Wuppertal cases daily growth factor Germany-SK Wuppertal cases daily growth factor (rolling mean) Germany-SK Wuppertal 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-SK Wuppertal deaths daily growth factor Germany-SK Wuppertal deaths daily growth factor (rolling mean) Germany-SK Wuppertal 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 Wuppertal doubling time cases (rolling mean) Germany-SK Wuppertal doubling time deaths (rolling mean) 0 355 709 1064 1418 daily change Germany-SK Wuppertal new cases (rolling 7d mean) Germany-SK Wuppertal new cases 0.00 3.55 7.09 10.64 14.18 daily change Germany-SK Wuppertal new deaths (rolling 7d mean) Germany-SK Wuppertal new deaths 0 216 431 647 862 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Wuppertal", dates="2020-03-15:");
2023-03-07T14:35:05.979686 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 Wuppertal SK Wuppertal 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 Wuppertal Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Wuppertal")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Wuppertal")
print(f'Population of country="Germany", subregion="SK Wuppertal": {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 Wuppertal": 354572 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 170747 57 745 0
2023-03-03 170690 58 745 0
2023-03-02 170632 90 745 0
2023-03-01 170542 117 745 0
2023-02-28 170425 100 745 0
2023-02-27 170325 175 745 0
2023-02-24 170150 141 745 0
2023-02-23 170009 110 745 0
2023-02-22 169899 148 745 0
2023-02-21 169751 246 745 0
2023-02-16 169505 81 745 0
2023-02-15 169424 134 745 1
2023-02-14 169290 138 744 0
2023-02-13 169152 141 744 1
2023-02-10 169011 85 743 0
2023-02-09 168926 117 743 1
2023-02-08 168809 81 742 1
2023-02-07 168728 131 741 0
2023-02-06 168597 118 741 1
2023-02-03 168479 82 740 0
2023-02-02 168397 76 740 0
2023-02-01 168321 115 740 0
2023-01-31 168206 111 740 0
2023-01-30 168095 125 740 0
2023-01-28 167970 1 740 0
2023-01-27 167969 53 740 0
2023-01-26 167916 91 740 0
2023-01-25 167825 77 740 0
2023-01-24 167748 106 740 1
2023-01-23 167642 118 739 0
2023-01-20 167524 41 739 0
2023-01-19 167483 75 739 2
2023-01-18 167408 75 737 0
2023-01-17 167333 98 737 0
2023-01-16 167235 123 737 0
2023-01-14 167112 1 737 0
2023-01-13 167111 63 737 1
2023-01-12 167048 68 736 1
2023-01-11 166980 91 735 0
2023-01-10 166889 125 735 0
2023-01-09 166764 207 735 0
2023-01-08 166557 1 735 0
2023-01-06 166556 103 735 0
2023-01-05 166453 116 735 0
2023-01-04 166337 219 735 1
2023-01-03 166118 191 734 1
2023-01-02 165927 279 733 0
2022-12-31 165648 1 733 0
2022-12-30 165647 254 733 1
2022-12-29 165393 167 732 0
2022-12-28 165226 354 732 1
2022-12-27 164872 444 731 0
2022-12-26 164428 1 731 0
2022-12-25 164427 2 731 0
2022-12-24 164425 4 731 0
2022-12-23 164421 314 731 2
2022-12-22 164107 334 729 2
2022-12-21 163773 340 727 0
2022-12-20 163433 374 727 0
2022-12-19 163059 477 727 2
2022-12-18 162582 2 725 0
2022-12-17 162580 1 725 0
2022-12-16 162579 182 725 0
2022-12-15 162397 317 725 1
2022-12-14 162080 317 724 3
2022-12-13 161763 328 721 0
2022-12-12 161435 320 721 1
2022-12-11 161115 1 720 0
2022-12-10 161114 1 720 0
2022-12-09 161113 216 720 0
2022-12-08 160897 249 720 1
2022-12-07 160648 231 719 0
2022-12-06 160417 266 719 1
2022-12-05 160151 268 718 0
2022-12-04 159883 2 718 0
2022-12-03 159881 1 718 0
2022-12-02 159880 192 718 0
2022-12-01 159688 245 718 0
2022-11-30 159443 213 718 0
2022-11-29 159230 249 718 0
2022-11-28 158981 291 718 0
2022-11-26 158690 3 718 0
2022-11-25 158687 173 718 0
2022-11-24 158514 157 718 1
2022-11-23 158357 192 717 0
2022-11-22 158165 216 717 1
2022-11-21 157949 242 716 0
2022-11-18 157707 149 716 0
2022-11-17 157558 122 716 1
2022-11-16 157436 181 715 0
2022-11-15 157255 215 715 0
2022-11-14 157040 291 715 3
2022-11-12 156749 1 712 0
2022-11-11 156748 126 712 0
2022-11-10 156622 216 712 0
2022-11-09 156406 193 712 0
2022-11-08 156213 269 712 0
2022-11-07 155944 367 712 1
2022-11-06 155577 3 711 0
2022-11-05 155574 2 711 0
2022-11-04 155572 246 711 0
2022-11-03 155326 287 711 0
2022-11-02 155039 471 711 0
2022-11-01 154568 2 711 0
2022-10-31 154566 497 711 0
2022-10-30 154069 1 711 0
2022-10-29 154068 2 711 0
2022-10-28 154066 256 711 0
2022-10-27 153810 349 711 1
2022-10-26 153461 379 710 0
2022-10-25 153082 515 710 1
2022-10-24 152567 646 709 3
2022-10-23 151921 9 706 0
2022-10-22 151912 1 706 0
2022-10-21 151911 286 706 1
2022-10-20 151625 438 705 0
2022-10-19 151187 540 705 1
2022-10-18 150647 722 704 0
2022-10-17 149925 713 704 2
2022-10-16 149212 2 702 0
2022-10-15 149210 7 702 0
2022-10-14 149203 394 702 3
2022-10-13 148809 416 699 0
2022-10-12 148393 622 699 0
2022-10-11 147771 463 699 0
2022-10-10 147308 612 699 3
2022-10-09 146696 1 696 0
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2022-10-07 146694 391 696 1
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2022-10-04 145143 541 693 0
2022-10-02 144602 4 693 0
2022-10-01 144598 13 693 0
2022-09-30 144585 276 693 0
2022-09-29 144309 284 693 0
2022-09-28 144025 338 693 1
2022-09-27 143687 301 692 0
2022-09-26 143386 307 692 1
2022-09-23 143079 182 691 3
2022-09-22 142897 200 688 0
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2022-09-20 142497 208 686 0
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2022-07-17 129189 1 670 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: 0:02:50.566474