Germany: SK Pforzheim (Baden-Württemberg)¶

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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 10:25:58 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Pforzheim", weeks=5);
2023-03-07T10:26:14.047093 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 40 40 60 60 80 80 100 100 7-day incidence rate (per 100K people) 39.0 SK Pforzheim, 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 −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-SK Pforzheim new deaths (rolling 7d mean) Germany-SK Pforzheim new deaths 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 Pforzheim cases daily growth factor Germany-SK Pforzheim cases daily growth factor (rolling mean) Germany-SK Pforzheim estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-SK Pforzheim deaths daily growth factor Germany-SK Pforzheim deaths daily growth factor (rolling mean) Germany-SK Pforzheim estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 6000 8000 cases doubling time [days] Germany-SK Pforzheim doubling time cases (rolling mean) 0.00 12.55 25.11 37.66 50.21 daily change Germany-SK Pforzheim new cases (rolling 7d mean) Germany-SK Pforzheim new cases 0.000 0.201 0.402 0.603 0.804
In [4]:
overview(country="Germany", subregion="SK Pforzheim");
2023-03-07T10:26:30.613662 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 0 500 500 1000 1000 1500 1500 2000 2000 7-day incidence rate (per 100K people) 39.0 SK Pforzheim, 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 2 4 6 8 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 Pforzheim cases daily growth factor Germany-SK Pforzheim cases daily growth factor (rolling mean) Germany-SK Pforzheim estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-SK Pforzheim deaths daily growth factor Germany-SK Pforzheim deaths daily growth factor (rolling mean) Germany-SK Pforzheim 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 cases doubling time [days] Germany-SK Pforzheim doubling time cases (rolling mean) Germany-SK Pforzheim doubling time deaths (rolling mean) 0.0 251.1 502.1 daily change Germany-SK Pforzheim new cases (rolling 7d mean) Germany-SK Pforzheim new cases 0.00 2.51 5.02 7.53 10.04 daily change Germany-SK Pforzheim new deaths (rolling 7d mean) Germany-SK Pforzheim new deaths 0.0 107.3 214.5 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Pforzheim", dates="2020-03-15:");
2023-03-07T10:28:41.713243 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 Pforzheim SK Pforzheim 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 Pforzheim Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Pforzheim")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Pforzheim")
print(f'Population of country="Germany", subregion="SK Pforzheim": {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 Pforzheim": 125529 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 59389 5 347 0
2023-03-03 59384 4 347 0
2023-03-02 59380 7 347 0
2023-03-01 59373 9 347 0
2023-02-28 59364 24 347 0
2023-02-27 59340 56 347 0
2023-02-24 59284 12 347 0
2023-02-23 59272 13 347 0
2023-02-22 59259 18 347 0
2023-02-21 59241 31 347 0
2023-02-20 59210 35 347 0
2023-02-17 59175 19 347 0
2023-02-16 59156 19 347 0
2023-02-15 59137 25 347 0
2023-02-14 59112 18 347 0
2023-02-13 59094 33 347 0
2023-02-10 59061 7 347 0
2023-02-09 59054 9 347 0
2023-02-08 59045 18 347 0
2023-02-07 59027 12 347 0
2023-02-06 59015 12 347 0
2023-02-05 59003 4 347 0
2023-02-03 58999 13 347 0
2023-02-02 58986 8 347 0
2023-02-01 58978 20 347 0
2023-01-31 58958 11 347 0
2023-01-30 58947 27 347 0
2023-01-27 58920 3 347 0
2023-01-26 58917 11 347 0
2023-01-25 58906 6 347 0
2023-01-24 58900 10 347 0
2023-01-23 58890 2 347 0
2023-01-22 58888 8 347 0
2023-01-20 58880 5 347 0
2023-01-19 58875 6 347 0
2023-01-18 58869 5 347 0
2023-01-17 58864 4 347 0
2023-01-16 58860 28 347 0
2023-01-13 58832 17 347 1
2023-01-12 58815 10 346 0
2023-01-11 58805 15 346 0
2023-01-10 58790 22 346 0
2023-01-09 58768 47 346 0
2023-01-07 58721 1 346 0
2023-01-05 58720 19 346 1
2023-01-04 58701 19 345 0
2023-01-03 58682 20 345 0
2023-01-02 58662 47 345 1
2022-12-31 58615 14 344 0
2022-12-30 58601 28 344 1
2022-12-29 58573 26 343 0
2022-12-28 58547 72 343 0
2022-12-27 58475 50 343 0
2022-12-24 58425 1 343 0
2022-12-23 58424 29 343 0
2022-12-22 58395 28 343 0
2022-12-21 58367 56 343 0
2022-12-20 58311 55 343 0
2022-12-19 58256 90 343 0
2022-12-16 58166 34 343 0
2022-12-15 58132 33 343 0
2022-12-14 58099 38 343 0
2022-12-13 58061 56 343 0
2022-12-12 58005 62 343 0
2022-12-09 57943 35 343 0
2022-12-08 57908 34 343 0
2022-12-07 57874 19 343 0
2022-12-06 57855 60 343 1
2022-12-05 57795 63 342 0
2022-12-02 57732 29 342 0
2022-12-01 57703 42 342 0
2022-11-30 57661 42 342 0
2022-11-29 57619 37 342 0
2022-11-28 57582 54 342 0
2022-11-25 57528 29 342 0
2022-11-24 57499 41 342 0
2022-11-23 57458 33 342 0
2022-11-22 57425 48 342 0
2022-11-21 57377 67 342 0
2022-11-18 57310 16 342 0
2022-11-17 57294 30 342 0
2022-11-16 57264 37 342 0
2022-11-15 57227 47 342 0
2022-11-14 57180 83 342 0
2022-11-13 57097 1 342 0
2022-11-11 57096 27 342 0
2022-11-10 57069 37 342 0
2022-11-09 57032 49 342 0
2022-11-08 56983 71 342 0
2022-11-07 56912 84 342 0
2022-11-05 56828 1 342 0
2022-11-04 56827 50 342 0
2022-11-03 56777 91 342 0
2022-11-02 56686 165 342 0
2022-10-31 56521 21 342 0
2022-10-28 56500 48 342 0
2022-10-27 56452 23 342 0
2022-10-26 56429 53 342 0
2022-10-25 56376 101 342 0
2022-10-24 56275 132 342 0
2022-10-23 56143 11 342 0
2022-10-22 56132 36 342 0
2022-10-21 56096 83 342 0
2022-10-20 56013 164 342 0
2022-10-19 55849 158 342 0
2022-10-18 55691 75 342 1
2022-10-17 55616 135 341 1
2022-10-16 55481 13 340 0
2022-10-15 55468 14 340 0
2022-10-14 55454 287 340 1
2022-10-13 55167 317 339 0
2022-10-12 54850 169 339 0
2022-10-11 54681 137 339 2
2022-10-10 54544 67 337 0
2022-10-09 54477 10 337 0
2022-10-08 54467 17 337 0
2022-10-07 54450 46 337 0
2022-10-06 54404 136 337 0
2022-10-05 54268 173 337 0
2022-10-04 54095 196 337 0
2022-10-03 53899 19 337 0
2022-10-02 53880 39 337 0
2022-10-01 53841 58 337 0
2022-09-30 53783 91 337 0
2022-09-29 53692 109 337 0
2022-09-28 53583 105 337 0
2022-09-27 53478 153 337 0
2022-09-26 53325 135 337 1
2022-09-25 53190 12 336 0
2022-09-24 53178 21 336 0
2022-09-23 53157 60 336 0
2022-09-22 53097 57 336 0
2022-09-21 53040 46 336 0
2022-09-20 52994 47 336 0
2022-09-19 52947 69 336 0
2022-09-18 52878 11 336 0
2022-09-17 52867 12 336 0
2022-09-16 52855 32 336 0
2022-09-15 52823 42 336 0
2022-09-14 52781 24 336 0
2022-09-13 52757 61 336 1
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2022-09-10 52626 13 335 0
2022-09-09 52613 27 335 0
2022-09-08 52586 38 335 0
2022-09-07 52548 40 335 0
2022-09-06 52508 92 335 0
2022-09-05 52416 26 335 0
2022-09-04 52390 7 335 0
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2022-09-01 52327 43 335 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: 0:03:25.649223