Germany: LK Rosenheim (Bayern)¶

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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 11:21:58 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Rosenheim", weeks=5);
2023-03-07T11:22:09.292186 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 80 80 100 100 120 120 140 140 7-day incidence rate (per 100K people) 99.5 LK Rosenheim, 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 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.1 0.2 0.3 daily change normalised per 100K 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 cases) Germany-LK Rosenheim cases daily growth factor Germany-LK Rosenheim cases daily growth factor (rolling mean) Germany-LK Rosenheim 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-LK Rosenheim deaths daily growth factor Germany-LK Rosenheim deaths daily growth factor (rolling mean) Germany-LK Rosenheim estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 1000 2000 3000 4000 cases doubling time [days] Germany-LK Rosenheim doubling time cases (rolling mean) 0.0 26.3 52.7 79.0 daily change Germany-LK Rosenheim new cases (rolling 7d mean) Germany-LK Rosenheim new cases 0.000 0.263 0.527 0.790 daily change Germany-LK Rosenheim new deaths (rolling 7d mean) Germany-LK Rosenheim new deaths 0.000 0.218 0.436 0.654 0.872
In [4]:
overview(country="Germany", subregion="LK Rosenheim");
2023-03-07T11:22:27.524500 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) 99.5 LK Rosenheim, 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 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 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on cases) Germany-LK Rosenheim cases daily growth factor Germany-LK Rosenheim cases daily growth factor (rolling mean) Germany-LK Rosenheim 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-LK Rosenheim deaths daily growth factor Germany-LK Rosenheim deaths daily growth factor (rolling mean) Germany-LK Rosenheim estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2500 5000 7500 10000 cases doubling time [days] Germany-LK Rosenheim doubling time cases (rolling mean) Germany-LK Rosenheim doubling time deaths (rolling mean) 0 527 1053 daily change Germany-LK Rosenheim new cases (rolling 7d mean) Germany-LK Rosenheim new cases 0.00 5.27 10.53 15.80 daily change Germany-LK Rosenheim new deaths (rolling 7d mean) Germany-LK Rosenheim new deaths 0 250 499 749 999 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Rosenheim", dates="2020-03-15:");
2023-03-07T11:24:23.532780 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 Rosenheim LK Rosenheim 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 Rosenheim Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Rosenheim")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Rosenheim")
print(f'Population of country="Germany", subregion="LK Rosenheim": {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 Rosenheim": 263367 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 146894 33 838 0
2023-03-03 146861 22 838 0
2023-03-02 146839 45 838 0
2023-03-01 146794 93 838 0
2023-02-28 146701 69 838 0
2023-02-27 146632 92 838 0
2023-02-24 146540 55 838 0
2023-02-23 146485 56 838 0
2023-02-22 146429 69 838 0
2023-02-21 146360 58 838 0
2023-02-20 146302 69 838 0
2023-02-17 146233 42 838 0
2023-02-16 146191 48 838 0
2023-02-15 146143 58 838 0
2023-02-14 146085 64 838 0
2023-02-13 146021 83 838 0
2023-02-10 145938 51 838 0
2023-02-09 145887 49 838 0
2023-02-08 145838 62 838 0
2023-02-07 145776 58 838 0
2023-02-06 145718 58 838 0
2023-02-03 145660 39 838 0
2023-02-02 145621 47 838 0
2023-02-01 145574 53 838 0
2023-01-31 145521 63 838 1
2023-01-30 145458 43 837 0
2023-01-27 145415 22 837 0
2023-01-26 145393 34 837 0
2023-01-25 145359 68 837 0
2023-01-24 145291 33 837 0
2023-01-23 145258 47 837 0
2023-01-20 145211 20 837 0
2023-01-19 145191 22 837 0
2023-01-18 145169 36 837 0
2023-01-17 145133 35 837 0
2023-01-16 145098 40 837 0
2023-01-13 145058 48 837 1
2023-01-12 145010 20 836 1
2023-01-11 144990 112 835 0
2023-01-10 144878 38 835 0
2023-01-09 144840 81 835 1
2023-01-05 144759 29 834 0
2023-01-04 144730 33 834 0
2023-01-03 144697 43 834 0
2023-01-02 144654 41 834 0
2022-12-30 144613 56 834 0
2022-12-29 144557 54 834 0
2022-12-28 144503 64 834 1
2022-12-27 144439 126 833 3
2022-12-26 144313 3 830 0
2022-12-25 144310 2 830 0
2022-12-23 144308 34 830 0
2022-12-22 144274 54 830 0
2022-12-21 144220 61 830 0
2022-12-20 144159 85 830 0
2022-12-19 144074 88 830 4
2022-12-16 143986 38 826 1
2022-12-15 143948 54 825 1
2022-12-14 143894 54 824 0
2022-12-13 143840 78 824 0
2022-12-12 143762 67 824 0
2022-12-09 143695 53 824 0
2022-12-08 143642 44 824 0
2022-12-07 143598 58 824 0
2022-12-06 143540 84 824 0
2022-12-05 143456 80 824 2
2022-12-02 143376 55 822 0
2022-12-01 143321 71 822 0
2022-11-30 143250 75 822 1
2022-11-29 143175 58 821 0
2022-11-28 143117 89 821 0
2022-11-25 143028 45 821 1
2022-11-24 142983 62 820 1
2022-11-23 142921 88 819 0
2022-11-22 142833 82 819 1
2022-11-21 142751 102 818 0
2022-11-18 142649 45 818 0
2022-11-17 142604 48 818 0
2022-11-16 142556 86 818 0
2022-11-15 142470 102 818 2
2022-11-14 142368 81 816 0
2022-11-11 142287 51 816 1
2022-11-10 142236 68 815 1
2022-11-09 142168 66 814 0
2022-11-08 142102 123 814 1
2022-11-07 141979 128 813 0
2022-11-04 141851 85 813 0
2022-11-03 141766 86 813 0
2022-11-02 141680 144 813 3
2022-10-31 141536 155 810 0
2022-10-28 141381 103 810 0
2022-10-27 141278 118 810 0
2022-10-26 141160 169 810 0
2022-10-25 140991 176 810 1
2022-10-24 140815 239 809 0
2022-10-21 140576 158 809 1
2022-10-20 140418 207 808 3
2022-10-19 140211 271 805 1
2022-10-18 139940 310 804 1
2022-10-17 139630 438 803 0
2022-10-14 139192 277 803 1
2022-10-13 138915 381 802 0
2022-10-12 138534 386 802 0
2022-10-11 138148 395 802 1
2022-10-10 137753 736 801 2
2022-10-07 137017 484 799 1
2022-10-06 136533 512 798 2
2022-10-05 136021 579 796 1
2022-10-04 135442 721 795 2
2022-10-03 134721 1 793 0
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2022-09-30 134719 439 793 1
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2022-09-28 133919 551 791 4
2022-09-27 133368 466 787 0
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2022-09-22 131876 343 786 2
2022-09-21 131533 439 784 0
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2022-09-19 130660 692 782 1
2022-09-16 129968 398 781 0
2022-09-15 129570 396 781 0
2022-09-14 129174 497 781 1
2022-09-13 128677 399 780 0
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2022-09-01 126910 45 777 0
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2022-08-25 126501 83 777 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: 0:02:41.487370