Germany: LK Greiz (Thüringen)¶

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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 16:09:05 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Greiz", weeks=5);
2023-03-07T16:09:17.970159 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 20 20 25 25 30 30 7-day incidence rate (per 100K people) 28.1 LK Greiz, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 2.5 5.0 7.5 10.0 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.00 0.25 0.50 0.75 1.00 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 Greiz cases daily growth factor Germany-LK Greiz cases daily growth factor (rolling mean) Germany-LK Greiz 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 Greiz deaths daily growth factor Germany-LK Greiz deaths daily growth factor (rolling mean) Germany-LK Greiz estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5000 10000 15000 cases doubling time [days] Germany-LK Greiz doubling time cases (rolling mean) 0.00 2.40 4.81 7.21 9.61 daily change Germany-LK Greiz new cases (rolling 7d mean) Germany-LK Greiz new cases 0.000 0.240 0.481 0.721 0.961 daily change Germany-LK Greiz new deaths (rolling 7d mean) Germany-LK Greiz new deaths 0.000 0.306 0.611 0.917
In [4]:
overview(country="Germany", subregion="LK Greiz");
2023-03-07T16:09:35.958520 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 3000 3000 7-day incidence rate (per 100K people) 28.1 LK Greiz, 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 R & growth factor (based on cases) Germany-LK Greiz cases daily growth factor Germany-LK Greiz cases daily growth factor (rolling mean) Germany-LK Greiz 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 Greiz deaths daily growth factor Germany-LK Greiz deaths daily growth factor (rolling mean) Germany-LK Greiz 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 Greiz doubling time cases (rolling mean) Germany-LK Greiz doubling time deaths (rolling mean) 0.0 192.2 384.4 daily change Germany-LK Greiz new cases (rolling 7d mean) Germany-LK Greiz new cases 0.000 1.922 3.844 5.766 7.688 daily change Germany-LK Greiz new deaths (rolling 7d mean) Germany-LK Greiz new deaths 0.0 116.4 232.8 349.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Greiz", dates="2020-03-15:");
2023-03-07T16:11:41.485638 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 Greiz LK Greiz 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 0.01 0.01 0.1 0.1 1 1 daily new deaths (rolling 7-day mean) normalised by 100K people LK Greiz Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Greiz")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Greiz")
print(f'Population of country="Germany", subregion="LK Greiz": {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 Greiz": 96102 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 39440 6 446 0
2023-03-03 39434 2 446 0
2023-03-02 39432 3 446 0
2023-03-01 39429 5 446 0
2023-02-28 39424 11 446 0
2023-02-27 39413 4 446 0
2023-02-26 39409 1 446 0
2023-02-25 39408 1 446 0
2023-02-24 39407 2 446 0
2023-02-23 39405 3 446 0
2023-02-22 39402 6 446 0
2023-02-21 39396 10 446 0
2023-02-20 39386 6 446 0
2023-02-19 39380 2 446 0
2023-02-18 39378 2 446 0
2023-02-17 39376 2 446 0
2023-02-16 39374 4 446 0
2023-02-15 39370 1 446 0
2023-02-14 39369 5 446 1
2023-02-13 39364 5 445 0
2023-02-12 39359 1 445 0
2023-02-11 39358 2 445 0
2023-02-10 39356 3 445 0
2023-02-09 39353 3 445 0
2023-02-08 39350 5 445 0
2023-02-07 39345 5 445 0
2023-02-06 39340 5 445 0
2023-02-05 39335 5 445 0
2023-02-03 39330 2 445 0
2023-02-01 39328 1 445 0
2023-01-31 39327 9 445 0
2023-01-30 39318 4 445 0
2023-01-29 39314 2 445 0
2023-01-28 39312 5 445 0
2023-01-27 39307 2 445 0
2023-01-26 39305 1 445 0
2023-01-25 39304 5 445 0
2023-01-24 39299 5 445 0
2023-01-23 39294 4 445 0
2023-01-20 39290 1 445 0
2023-01-19 39289 9 445 0
2023-01-17 39280 3 445 0
2023-01-16 39277 3 445 0
2023-01-15 39274 2 445 0
2023-01-13 39272 1 445 0
2023-01-12 39271 7 445 0
2023-01-11 39264 7 445 0
2023-01-10 39257 7 445 0
2023-01-09 39250 6 445 0
2023-01-08 39244 4 445 1
2023-01-07 39240 3 444 0
2023-01-06 39237 4 444 0
2023-01-05 39233 5 444 0
2023-01-04 39228 10 444 0
2023-01-03 39218 11 444 0
2023-01-02 39207 8 444 1
2023-01-01 39199 9 443 0
2022-12-31 39190 6 443 0
2022-12-30 39184 12 443 0
2022-12-29 39172 12 443 0
2022-12-28 39160 5 443 0
2022-12-27 39155 15 443 0
2022-12-26 39140 3 443 0
2022-12-25 39137 1 443 0
2022-12-24 39136 7 443 1
2022-12-23 39129 13 442 0
2022-12-22 39116 17 442 0
2022-12-21 39099 15 442 0
2022-12-20 39084 17 442 1
2022-12-19 39067 24 441 0
2022-12-18 39043 4 441 0
2022-12-17 39039 6 441 0
2022-12-16 39033 16 441 1
2022-12-15 39017 12 440 0
2022-12-14 39005 15 440 0
2022-12-13 38990 18 440 0
2022-12-12 38972 19 440 2
2022-12-11 38953 4 438 0
2022-12-10 38949 17 438 1
2022-12-09 38932 8 437 0
2022-12-08 38924 20 437 1
2022-12-07 38904 25 436 0
2022-12-06 38879 26 436 1
2022-12-05 38853 31 435 1
2022-12-04 38822 17 434 0
2022-12-03 38805 17 434 0
2022-12-02 38788 15 434 2
2022-12-01 38773 24 432 0
2022-11-30 38749 15 432 0
2022-11-29 38734 28 432 0
2022-11-28 38706 16 432 1
2022-11-27 38690 8 431 0
2022-11-26 38682 21 431 0
2022-11-25 38661 13 431 0
2022-11-24 38648 14 431 0
2022-11-23 38634 23 431 0
2022-11-22 38611 26 431 0
2022-11-21 38585 13 431 0
2022-11-20 38572 8 431 0
2022-11-19 38564 9 431 0
2022-11-18 38555 25 431 0
2022-11-17 38530 22 431 0
2022-11-16 38508 18 431 0
2022-11-15 38490 16 431 0
2022-11-14 38474 23 431 2
2022-11-13 38451 8 429 0
2022-11-12 38443 7 429 0
2022-11-11 38436 18 429 0
2022-11-10 38418 24 429 1
2022-11-09 38394 19 428 0
2022-11-08 38375 22 428 0
2022-11-07 38353 26 428 0
2022-11-06 38327 13 428 1
2022-11-05 38314 9 427 0
2022-11-04 38305 19 427 1
2022-11-03 38286 21 426 0
2022-11-02 38265 38 426 0
2022-11-01 38227 33 426 0
2022-10-31 38194 25 426 0
2022-10-30 38169 3 426 0
2022-10-29 38166 25 426 0
2022-10-28 38141 18 426 0
2022-10-27 38123 33 426 0
2022-10-26 38090 45 426 0
2022-10-25 38045 49 426 1
2022-10-24 37996 50 425 0
2022-10-23 37946 8 425 1
2022-10-22 37938 23 424 0
2022-10-21 37915 41 424 2
2022-10-20 37874 60 422 1
2022-10-19 37814 68 421 0
2022-10-18 37746 67 421 0
2022-10-17 37679 73 421 0
2022-10-16 37606 23 421 0
2022-10-15 37583 59 421 1
2022-10-14 37524 43 420 1
2022-10-13 37481 69 419 0
2022-10-12 37412 58 419 1
2022-10-11 37354 99 418 0
2022-10-10 37255 42 418 0
2022-10-09 37213 50 418 0
2022-10-08 37163 40 418 0
2022-10-07 37123 63 418 1
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2022-10-03 36801 41 417 0
2022-10-02 36760 19 417 0
2022-10-01 36741 33 417 0
2022-09-30 36708 24 417 0
2022-09-29 36684 47 417 0
2022-09-28 36637 62 417 0
2022-09-27 36575 54 417 0
2022-09-26 36521 47 417 0
2022-09-25 36474 12 417 0
2022-09-24 36462 54 417 0
2022-09-23 36408 52 417 0
2022-09-22 36356 37 417 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: 0:02:51.505573