Germany: LK Zwickau (Sachsen)¶

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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 15:46:13 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Zwickau", weeks=5);
2023-03-07T15:46:27.226369 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 30 30 40 40 50 50 7-day incidence rate (per 100K people) 37.8 LK Zwickau, 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 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-LK Zwickau new deaths (rolling 7d mean) Germany-LK Zwickau 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 R & growth factor (based on cases) Germany-LK Zwickau cases daily growth factor Germany-LK Zwickau cases daily growth factor (rolling mean) Germany-LK Zwickau 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 Zwickau deaths daily growth factor Germany-LK Zwickau deaths daily growth factor (rolling mean) Germany-LK Zwickau estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5000 10000 cases doubling time [days] Germany-LK Zwickau doubling time cases (rolling mean) 0.00 15.48 30.96 daily change Germany-LK Zwickau new cases (rolling 7d mean) Germany-LK Zwickau new cases 0.000 0.364 0.729
In [4]:
overview(country="Germany", subregion="LK Zwickau");
2023-03-07T15:46:42.526612 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) 37.8 LK Zwickau, 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 1.0 1.0 1.2 1.2 1.4 1.4 R & growth factor (based on cases) Germany-LK Zwickau cases daily growth factor Germany-LK Zwickau cases daily growth factor (rolling mean) Germany-LK Zwickau 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 Zwickau deaths daily growth factor Germany-LK Zwickau deaths daily growth factor (rolling mean) Germany-LK Zwickau 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 Zwickau doubling time cases (rolling mean) Germany-LK Zwickau doubling time deaths (rolling mean) 0 619 1238 daily change Germany-LK Zwickau new cases (rolling 7d mean) Germany-LK Zwickau new cases 0.00 6.19 12.38 18.58 daily change Germany-LK Zwickau new deaths (rolling 7d mean) Germany-LK Zwickau new deaths 0 576 1152 1728 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Zwickau", dates="2020-03-15:");
2023-03-07T15:49:24.674432 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 Zwickau LK Zwickau 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 Zwickau Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Zwickau")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Zwickau")
print(f'Population of country="Germany", subregion="LK Zwickau": {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 Zwickau": 309621 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 145488 4 1637 0
2023-03-05 145484 8 1637 0
2023-03-04 145476 5 1637 0
2023-03-03 145471 11 1637 0
2023-03-02 145460 30 1637 0
2023-03-01 145430 15 1637 0
2023-02-28 145415 44 1637 0
2023-02-27 145371 17 1637 0
2023-02-26 145354 10 1637 0
2023-02-25 145344 15 1637 0
2023-02-24 145329 26 1637 0
2023-02-23 145303 31 1637 0
2023-02-22 145272 21 1637 0
2023-02-21 145251 44 1637 0
2023-02-20 145207 21 1637 0
2023-02-19 145186 4 1637 0
2023-02-18 145182 6 1637 0
2023-02-17 145176 19 1637 0
2023-02-16 145157 17 1637 0
2023-02-15 145140 13 1637 0
2023-02-14 145127 21 1637 0
2023-02-13 145106 13 1637 0
2023-02-12 145093 6 1637 0
2023-02-11 145087 10 1637 0
2023-02-10 145077 14 1637 0
2023-02-09 145063 16 1637 0
2023-02-08 145047 13 1637 0
2023-02-07 145034 24 1637 0
2023-02-06 145010 17 1637 0
2023-02-05 144993 2 1637 0
2023-02-04 144991 8 1637 0
2023-02-03 144983 5 1637 0
2023-02-02 144978 15 1637 0
2023-02-01 144963 13 1637 0
2023-01-31 144950 28 1637 0
2023-01-30 144922 8 1637 0
2023-01-29 144914 3 1637 0
2023-01-28 144911 7 1637 0
2023-01-27 144904 15 1637 0
2023-01-26 144889 6 1637 0
2023-01-25 144883 14 1637 0
2023-01-24 144869 29 1637 0
2023-01-23 144840 10 1637 0
2023-01-22 144830 4 1637 0
2023-01-21 144826 5 1637 0
2023-01-20 144821 9 1637 0
2023-01-19 144812 18 1637 0
2023-01-18 144794 17 1637 0
2023-01-17 144777 22 1637 0
2023-01-16 144755 18 1637 0
2023-01-15 144737 3 1637 0
2023-01-14 144734 10 1637 0
2023-01-13 144724 13 1637 0
2023-01-12 144711 11 1637 0
2023-01-11 144700 18 1637 0
2023-01-10 144682 34 1637 0
2023-01-09 144648 19 1637 0
2023-01-08 144629 9 1637 1
2023-01-07 144620 21 1636 0
2023-01-06 144599 30 1636 0
2023-01-05 144569 42 1636 0
2023-01-04 144527 43 1636 2
2023-01-03 144484 57 1634 0
2023-01-02 144427 27 1634 0
2023-01-01 144400 11 1634 0
2022-12-31 144389 39 1634 0
2022-12-30 144350 35 1634 0
2022-12-29 144315 46 1634 1
2022-12-28 144269 62 1633 0
2022-12-27 144207 42 1633 0
2022-12-26 144165 28 1633 0
2022-12-25 144137 22 1633 1
2022-12-24 144115 52 1632 0
2022-12-23 144063 70 1632 2
2022-12-22 143993 64 1630 1
2022-12-21 143929 87 1629 0
2022-12-20 143842 111 1629 2
2022-12-19 143731 74 1627 1
2022-12-18 143657 21 1626 0
2022-12-17 143636 78 1626 1
2022-12-16 143558 61 1625 1
2022-12-15 143497 117 1624 0
2022-12-14 143380 115 1624 0
2022-12-13 143265 153 1624 1
2022-12-12 143112 83 1623 2
2022-12-11 143029 34 1621 0
2022-12-10 142995 75 1621 1
2022-12-09 142920 104 1620 0
2022-12-08 142816 99 1620 0
2022-12-07 142717 130 1620 0
2022-12-06 142587 127 1620 0
2022-12-05 142460 86 1620 2
2022-12-04 142374 38 1618 0
2022-12-03 142336 68 1618 1
2022-12-02 142268 74 1617 0
2022-12-01 142194 116 1617 0
2022-11-30 142078 91 1617 2
2022-11-29 141987 140 1615 0
2022-11-28 141847 93 1615 0
2022-11-27 141754 35 1615 1
2022-11-26 141719 47 1614 0
2022-11-25 141672 56 1614 0
2022-11-24 141616 80 1614 1
2022-11-23 141536 109 1613 0
2022-11-22 141427 89 1613 0
2022-11-21 141338 85 1613 0
2022-11-20 141253 31 1613 1
2022-11-19 141222 32 1612 0
2022-11-18 141190 76 1612 0
2022-11-17 141114 62 1612 1
2022-11-16 141052 35 1611 0
2022-11-15 141017 106 1611 2
2022-11-14 140911 71 1609 1
2022-11-13 140840 24 1608 0
2022-11-12 140816 47 1608 0
2022-11-11 140769 71 1608 1
2022-11-10 140698 66 1607 0
2022-11-09 140632 70 1607 0
2022-11-08 140562 104 1607 0
2022-11-07 140458 76 1607 1
2022-11-06 140382 31 1606 0
2022-11-05 140351 65 1606 0
2022-11-04 140286 88 1606 1
2022-11-03 140198 133 1605 0
2022-11-02 140065 189 1605 0
2022-11-01 139876 142 1605 0
2022-10-31 139734 44 1605 0
2022-10-30 139690 65 1605 0
2022-10-29 139625 107 1605 0
2022-10-28 139518 136 1605 0
2022-10-27 139382 161 1605 1
2022-10-26 139221 145 1604 0
2022-10-25 139076 293 1604 0
2022-10-24 138783 193 1604 2
2022-10-23 138590 78 1602 3
2022-10-22 138512 119 1599 0
2022-10-21 138393 240 1599 2
2022-10-20 138153 204 1597 1
2022-10-19 137949 268 1596 2
2022-10-18 137681 402 1594 0
2022-10-17 137279 266 1594 0
2022-10-16 137013 143 1594 2
2022-10-15 136870 245 1592 0
2022-10-14 136625 277 1592 2
2022-10-13 136348 315 1590 0
2022-10-12 136033 306 1590 0
2022-10-11 135727 493 1590 2
2022-10-10 135234 308 1588 1
2022-10-09 134926 132 1587 2
2022-10-08 134794 262 1585 1
2022-10-07 134532 374 1584 0
2022-10-06 134158 573 1584 4
2022-10-05 133585 539 1580 1
2022-10-04 133046 207 1579 3
2022-10-03 132839 208 1576 0
2022-10-02 132631 95 1576 1
2022-10-01 132536 179 1575 0
2022-09-30 132357 217 1575 0
2022-09-29 132140 274 1575 1
2022-09-28 131866 364 1574 1
2022-09-27 131502 406 1573 1
2022-09-26 131096 199 1572 2
2022-09-25 130897 113 1570 0
2022-09-24 130784 211 1570 1
2022-09-23 130573 201 1569 0
2022-09-22 130372 233 1569 0
2022-09-21 130139 241 1569 0
2022-09-20 129898 320 1569 1
2022-09-19 129578 158 1568 0
2022-09-18 129420 51 1568 0
2022-09-17 129369 90 1568 0
2022-09-16 129279 128 1568 1
2022-09-15 129151 202 1567 0
2022-09-14 128949 169 1567 0
2022-09-13 128780 194 1567 0
2022-09-12 128586 97 1567 1
2022-09-11 128489 61 1566 1
2022-09-10 128428 78 1565 0
2022-09-09 128350 110 1565 0
2022-09-08 128240 90 1565 1
2022-09-07 128150 118 1564 0
2022-09-06 128032 147 1564 2
2022-09-05 127885 114 1562 0
2022-09-04 127771 42 1562 0
2022-09-03 127729 74 1562 0
2022-09-02 127655 114 1562 0
2022-09-01 127541 114 1562 0
2022-08-31 127427 125 1562 1
2022-08-30 127302 198 1561 0
2022-08-29 127104 104 1561 1
2022-08-28 127000 60 1560 0
2022-08-27 126940 70 1560 0
2022-08-26 126870 113 1560 0
2022-08-25 126757 94 1560 1
2022-08-24 126663 93 1559 0
2022-08-23 126570 172 1559 0
2022-08-22 126398 89 1559 0
2022-08-21 126309 68 1559 0
2022-08-20 126241 95 1559 0
2022-08-19 126146 110 1559 0
2022-08-18 126036 175 1559 0
2022-08-17 125861 147 1559 1
2022-08-16 125714 188 1558 2
2022-08-15 125526 122 1556 0
2022-08-14 125404 69 1556 0
2022-08-13 125335 92 1556 0
2022-08-12 125243 153 1556 2
2022-08-11 125090 161 1554 1
2022-08-10 124929 161 1553 0
2022-08-09 124768 192 1553 0
2022-08-08 124576 107 1553 2
2022-08-07 124469 81 1551 0
2022-08-06 124388 98 1551 0
2022-08-05 124290 166 1551 1
2022-08-04 124124 171 1550 0
2022-08-03 123953 187 1550 0
2022-08-02 123766 282 1550 2
2022-08-01 123484 163 1548 3
2022-07-31 123321 73 1545 1
2022-07-30 123248 99 1544 0
2022-07-29 123149 135 1544 3
2022-07-28 123014 181 1541 2
2022-07-27 122833 232 1539 0
2022-07-26 122601 327 1539 0
2022-07-25 122274 171 1539 2
2022-07-24 122103 124 1537 1
2022-07-23 121979 201 1536 1
2022-07-22 121778 268 1535 0
2022-07-21 121510 284 1535 2
2022-07-20 121226 237 1533 2
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2022-07-02 117441 127 1526 1
2022-07-01 117314 151 1525 0
2022-06-30 117163 180 1525 0
2022-06-29 116983 246 1525 2
2022-06-28 116737 280 1523 0
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2022-06-26 116254 90 1522 1
2022-06-25 116164 148 1521 1
2022-06-24 116016 147 1520 0
2022-06-23 115869 157 1520 0
2022-06-22 115712 199 1520 0
2022-06-21 115513 189 1520 0
2022-06-20 115324 113 1520 0
2022-06-19 115211 69 1520 0
2022-06-18 115142 88 1520 0
2022-06-17 115054 110 1520 0
2022-06-16 114944 102 1520 0
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2022-06-14 114738 140 1520 2
2022-06-13 114598 77 1518 1
2022-06-12 114521 41 1517 0
2022-06-11 114480 80 1517 0
2022-06-10 114400 94 1517 0
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2022-06-08 114212 137 1517 0
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2022-06-06 113983 36 1517 0
2022-06-05 113947 31 1517 0
2022-06-04 113916 48 1517 0
2022-06-03 113868 48 1517 1
2022-06-02 113820 63 1516 0
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2022-05-31 113696 80 1516 0
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2022-05-29 113555 23 1516 0
2022-05-28 113532 28 1516 0
2022-05-27 113504 43 1516 0
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2022-05-25 113438 40 1516 0
2022-05-24 113398 70 1516 0
2022-05-23 113328 34 1516 0
2022-05-22 113294 37 1516 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: 0:03:49.028965