Germany: LK Bautzen (Sachsen)¶

  • 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 15:19:58 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Bautzen", weeks=5);
2023-03-07T15:20:09.581902 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 40 40 50 50 60 60 70 70 7-day incidence rate (per 100K people) 42.9 LK Bautzen, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5 10 15 20 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 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Bautzen cases daily growth factor Germany-LK Bautzen cases daily growth factor (rolling mean) Germany-LK Bautzen estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 2 2 4 4 6 6 8 8 R & growth factor (based on deaths) Germany-LK Bautzen deaths daily growth factor Germany-LK Bautzen deaths daily growth factor (rolling mean) Germany-LK Bautzen 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-LK Bautzen doubling time cases (rolling mean) 0.00 14.81 29.63 44.44 59.26 daily change Germany-LK Bautzen new cases (rolling 7d mean) Germany-LK Bautzen new cases 0.000 0.296 0.593 0.889 daily change Germany-LK Bautzen new deaths (rolling 7d mean) Germany-LK Bautzen new deaths 0.000 0.204 0.408 0.612 0.816
In [4]:
overview(country="Germany", subregion="LK Bautzen");
2023-03-07T15:20:28.134602 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) 42.9 LK Bautzen, 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 0 200 400 600 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 R & growth factor (based on cases) Germany-LK Bautzen cases daily growth factor Germany-LK Bautzen cases daily growth factor (rolling mean) Germany-LK Bautzen estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 2 2 4 4 6 6 8 8 R & growth factor (based on deaths) Germany-LK Bautzen deaths daily growth factor Germany-LK Bautzen deaths daily growth factor (rolling mean) Germany-LK Bautzen estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 10000 20000 30000 cases doubling time [days] Germany-LK Bautzen doubling time cases (rolling mean) Germany-LK Bautzen doubling time deaths (rolling mean) 0 593 1185 1778 daily change Germany-LK Bautzen new cases (rolling 7d mean) Germany-LK Bautzen new cases 0.00 5.93 11.85 17.78 23.70 daily change Germany-LK Bautzen new deaths (rolling 7d mean) Germany-LK Bautzen new deaths 0 486 972 1457 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Bautzen", dates="2020-03-15:");
2023-03-07T15:22:52.276816 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 Bautzen LK Bautzen 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 Bautzen Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Bautzen")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Bautzen")
print(f'Population of country="Germany", subregion="LK Bautzen": {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 Bautzen": 296290 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 154677 4 1530 0
2023-03-05 154673 3 1530 0
2023-03-04 154670 3 1530 0
2023-03-03 154667 13 1530 0
2023-03-02 154654 20 1530 0
2023-03-01 154634 16 1530 1
2023-02-28 154618 68 1529 1
2023-02-27 154550 55 1528 0
2023-02-26 154495 4 1528 0
2023-02-25 154491 13 1528 0
2023-02-24 154478 21 1528 0
2023-02-23 154457 33 1528 0
2023-02-22 154424 19 1528 0
2023-02-21 154405 34 1528 0
2023-02-20 154371 38 1528 0
2023-02-19 154333 10 1528 0
2023-02-18 154323 9 1528 0
2023-02-17 154314 22 1528 0
2023-02-16 154292 28 1528 0
2023-02-15 154264 14 1528 0
2023-02-14 154250 23 1528 0
2023-02-13 154227 31 1528 1
2023-02-12 154196 5 1527 0
2023-02-11 154191 7 1527 0
2023-02-10 154184 20 1527 0
2023-02-09 154164 14 1527 1
2023-02-08 154150 33 1526 0
2023-02-07 154117 25 1526 0
2023-02-06 154092 31 1526 0
2023-02-05 154061 7 1526 0
2023-02-04 154054 5 1526 0
2023-02-03 154049 18 1526 0
2023-02-02 154031 17 1526 0
2023-02-01 154014 25 1526 1
2023-01-31 153989 28 1525 0
2023-01-30 153961 32 1525 0
2023-01-29 153929 3 1525 0
2023-01-28 153926 5 1525 0
2023-01-27 153921 24 1525 0
2023-01-26 153897 8 1525 0
2023-01-25 153889 17 1525 0
2023-01-24 153872 27 1525 0
2023-01-23 153845 25 1525 0
2023-01-22 153820 2 1525 0
2023-01-21 153818 11 1525 0
2023-01-20 153807 29 1525 1
2023-01-19 153778 17 1524 0
2023-01-18 153761 13 1524 0
2023-01-17 153748 34 1524 0
2023-01-16 153714 28 1524 0
2023-01-15 153686 7 1524 0
2023-01-14 153679 17 1524 0
2023-01-13 153662 20 1524 0
2023-01-12 153642 19 1524 0
2023-01-11 153623 10 1524 0
2023-01-10 153613 26 1524 0
2023-01-09 153587 37 1524 0
2023-01-08 153550 9 1524 0
2023-01-07 153541 9 1524 0
2023-01-06 153532 31 1524 1
2023-01-05 153501 36 1523 1
2023-01-04 153465 40 1522 0
2023-01-03 153425 98 1522 0
2023-01-02 153327 47 1522 0
2023-01-01 153280 17 1522 0
2022-12-31 153263 26 1522 0
2022-12-30 153237 27 1522 1
2022-12-29 153210 40 1521 0
2022-12-28 153170 60 1521 0
2022-12-27 153110 79 1521 0
2022-12-26 153031 28 1521 0
2022-12-25 153003 19 1521 0
2022-12-24 152984 27 1521 1
2022-12-23 152957 52 1520 0
2022-12-22 152905 58 1520 0
2022-12-21 152847 92 1520 0
2022-12-20 152755 95 1520 0
2022-12-19 152660 114 1520 1
2022-12-18 152546 23 1519 3
2022-12-17 152523 33 1516 0
2022-12-16 152490 76 1516 0
2022-12-15 152414 103 1516 2
2022-12-14 152311 85 1514 1
2022-12-13 152226 164 1513 2
2022-12-12 152062 106 1511 1
2022-12-11 151956 10 1510 0
2022-12-10 151946 24 1510 1
2022-12-09 151922 79 1509 0
2022-12-08 151843 97 1509 1
2022-12-07 151746 103 1508 0
2022-12-06 151643 166 1508 0
2022-12-05 151477 175 1508 0
2022-12-04 151302 14 1508 0
2022-12-03 151288 35 1508 0
2022-12-02 151253 111 1508 1
2022-12-01 151142 95 1507 0
2022-11-30 151047 144 1507 0
2022-11-29 150903 239 1507 0
2022-11-28 150664 161 1507 0
2022-11-27 150503 17 1507 0
2022-11-26 150486 36 1507 0
2022-11-25 150450 97 1507 0
2022-11-24 150353 76 1507 0
2022-11-23 150277 104 1507 0
2022-11-22 150173 119 1507 2
2022-11-21 150054 111 1505 1
2022-11-20 149943 9 1504 0
2022-11-19 149934 18 1504 0
2022-11-18 149916 73 1504 0
2022-11-17 149843 73 1504 0
2022-11-16 149770 21 1504 0
2022-11-15 149749 95 1504 0
2022-11-14 149654 88 1504 1
2022-11-13 149566 8 1503 0
2022-11-12 149558 21 1503 0
2022-11-11 149537 75 1503 1
2022-11-10 149462 77 1502 0
2022-11-09 149385 84 1502 0
2022-11-08 149301 129 1502 0
2022-11-07 149172 124 1502 1
2022-11-06 149048 7 1501 1
2022-11-05 149041 25 1500 0
2022-11-04 149016 124 1500 0
2022-11-03 148892 141 1500 0
2022-11-02 148751 233 1500 0
2022-11-01 148518 214 1500 0
2022-10-31 148304 30 1500 1
2022-10-30 148274 9 1499 0
2022-10-29 148265 43 1499 0
2022-10-28 148222 133 1499 0
2022-10-27 148089 176 1499 1
2022-10-26 147913 141 1498 0
2022-10-25 147772 354 1498 0
2022-10-24 147418 237 1498 1
2022-10-23 147181 10 1497 0
2022-10-22 147171 76 1497 0
2022-10-21 147095 218 1497 1
2022-10-20 146877 190 1496 1
2022-10-19 146687 279 1495 2
2022-10-18 146408 496 1493 1
2022-10-17 145912 437 1492 2
2022-10-16 145475 38 1490 0
2022-10-15 145437 159 1490 0
2022-10-14 145278 332 1490 0
2022-10-13 144946 352 1490 2
2022-10-12 144594 335 1488 0
2022-10-11 144259 668 1488 0
2022-10-10 143591 502 1488 3
2022-10-09 143089 58 1485 3
2022-10-08 143031 127 1482 0
2022-10-07 142904 452 1482 5
2022-10-06 142452 394 1477 2
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2022-09-29 140378 243 1470 0
2022-09-28 140135 321 1470 1
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2022-09-25 139068 27 1465 0
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2022-09-17 137852 33 1464 0
2022-09-16 137819 183 1464 1
2022-09-15 137636 254 1463 0
2022-09-14 137382 124 1463 0
2022-09-13 137258 228 1463 0
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2022-09-11 136854 9 1463 0
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2022-09-05 136207 175 1461 0
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2022-09-01 135900 97 1460 0
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2022-08-24 135081 78 1459 0
2022-08-23 135003 201 1459 0
2022-08-22 134802 155 1459 0
2022-08-21 134647 5 1459 0
2022-08-20 134642 36 1459 0
2022-08-19 134606 153 1459 0
2022-08-18 134453 81 1459 0
2022-08-17 134372 173 1459 0
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2022-08-14 133748 23 1458 0
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2022-08-10 133369 141 1458 0
2022-08-09 133228 268 1458 0
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2022-08-07 132763 10 1458 0
2022-08-06 132753 73 1458 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: 0:03:06.729547