Germany: LK Göttingen (Niedersachsen)¶

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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 13:07:38 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Göttingen", weeks=5);
2023-03-07T13:07:52.772061 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 120 120 140 140 160 160 7-day incidence rate (per 100K people) 104.4 LK Göttingen, 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 0.2 0.4 0.6 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 R & growth factor (based on cases) Germany-LK Göttingen cases daily growth factor Germany-LK Göttingen cases daily growth factor (rolling mean) Germany-LK Göttingen estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.0 2.5 2.5 5.0 5.0 7.5 7.5 10.0 10.0 R & growth factor (based on deaths) Germany-LK Göttingen deaths daily growth factor Germany-LK Göttingen deaths daily growth factor (rolling mean) Germany-LK Göttingen 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 Göttingen doubling time cases (rolling mean) 0.0 32.4 64.7 97.1 129.5 daily change Germany-LK Göttingen new cases (rolling 7d mean) Germany-LK Göttingen new cases 0.000 0.647 1.295 1.942 daily change Germany-LK Göttingen new deaths (rolling 7d mean) Germany-LK Göttingen new deaths 0.000 0.288 0.576 0.864
In [4]:
overview(country="Germany", subregion="LK Göttingen");
2023-03-07T13:08:07.370984 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) 104.4 LK Göttingen, 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 0 250 500 750 1000 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 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Göttingen cases daily growth factor Germany-LK Göttingen cases daily growth factor (rolling mean) Germany-LK Göttingen 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 2.5 2.5 5.0 5.0 7.5 7.5 10.0 10.0 R & growth factor (based on deaths) Germany-LK Göttingen deaths daily growth factor Germany-LK Göttingen deaths daily growth factor (rolling mean) Germany-LK Göttingen 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 Göttingen doubling time cases (rolling mean) Germany-LK Göttingen doubling time deaths (rolling mean) 0 809 1618 2427 3237 daily change Germany-LK Göttingen new cases (rolling 7d mean) Germany-LK Göttingen new cases 0.00 3.24 6.47 9.71 daily change Germany-LK Göttingen new deaths (rolling 7d mean) Germany-LK Göttingen new deaths 0.0 160.8 321.7 482.5 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Göttingen", dates="2020-03-15:");
2023-03-07T13:10:23.664885 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 Göttingen LK Göttingen 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 Göttingen Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Göttingen")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Göttingen")
print(f'Population of country="Germany", subregion="LK Göttingen": {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 Göttingen": 323661 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 155117 30 525 0
2023-03-04 155087 41 525 0
2023-03-03 155046 38 525 0
2023-03-02 155008 49 525 0
2023-03-01 154959 74 525 0
2023-02-28 154885 106 525 0
2023-02-27 154779 49 525 0
2023-02-26 154730 17 525 0
2023-02-25 154713 64 525 0
2023-02-24 154649 67 525 0
2023-02-23 154582 84 525 0
2023-02-22 154498 105 525 1
2023-02-21 154393 117 524 0
2023-02-20 154276 81 524 1
2023-02-19 154195 24 523 0
2023-02-18 154171 57 523 0
2023-02-17 154114 59 523 0
2023-02-16 154055 100 523 0
2023-02-15 153955 64 523 0
2023-02-14 153891 120 523 1
2023-02-13 153771 87 522 2
2023-02-11 153684 31 520 0
2023-02-10 153653 61 520 0
2023-02-09 153592 52 520 0
2023-02-08 153540 74 520 0
2023-02-07 153466 121 520 0
2023-02-06 153345 65 520 0
2023-02-04 153280 44 520 0
2023-02-03 153236 61 520 1
2023-02-02 153175 70 519 0
2023-02-01 153105 87 519 0
2023-01-31 153018 151 519 0
2023-01-30 152867 93 519 0
2023-01-28 152774 67 519 0
2023-01-27 152707 64 519 0
2023-01-26 152643 65 519 0
2023-01-25 152578 78 519 0
2023-01-24 152500 127 519 0
2023-01-23 152373 84 519 0
2023-01-21 152289 35 519 0
2023-01-20 152254 37 519 0
2023-01-19 152217 63 519 1
2023-01-18 152154 77 518 0
2023-01-17 152077 90 518 0
2023-01-16 151987 173 518 0
2023-01-13 151814 29 518 0
2023-01-12 151785 103 518 0
2023-01-11 151682 156 518 2
2023-01-10 151526 178 516 0
2023-01-09 151348 224 516 0
2023-01-07 151124 50 516 0
2023-01-06 151074 91 516 1
2023-01-05 150983 139 515 3
2023-01-04 150844 158 512 0
2023-01-03 150686 323 512 0
2023-01-02 150363 366 512 1
2022-12-30 149997 156 511 0
2022-12-29 149841 159 511 0
2022-12-28 149682 221 511 0
2022-12-27 149461 338 511 2
2022-12-25 149123 44 509 0
2022-12-23 149079 254 509 2
2022-12-22 148825 274 507 1
2022-12-21 148551 390 506 2
2022-12-20 148161 217 504 1
2022-12-19 147944 392 503 2
2022-12-16 147552 170 501 0
2022-12-15 147382 199 501 2
2022-12-14 147183 223 499 2
2022-12-13 146960 302 497 0
2022-12-12 146658 537 497 3
2022-12-08 146121 187 494 0
2022-12-07 145934 286 494 2
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2022-12-05 145384 388 492 1
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2022-12-01 144878 201 491 3
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2022-11-18 142778 157 488 0
2022-11-17 142621 158 488 0
2022-11-16 142463 196 488 0
2022-11-15 142267 270 488 0
2022-11-14 141997 215 488 2
2022-11-13 141782 2 486 0
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2022-11-11 141772 167 486 1
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2022-11-09 141406 212 485 1
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2022-11-07 140897 326 484 1
2022-11-05 140571 9 483 0
2022-11-04 140562 215 483 0
2022-11-03 140347 245 483 0
2022-11-02 140102 499 483 0
2022-11-01 139603 521 483 1
2022-10-29 139082 2 482 0
2022-10-28 139080 240 482 0
2022-10-27 138840 359 482 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: 0:03:10.454703