Germany: LK Miesbach (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 11:03:08 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Miesbach", weeks=5);
2023-03-07T11:03:24.941554 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 40 40 60 60 80 80 100 100 120 120 7-day incidence rate (per 100K people) 38.0 LK Miesbach, 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 0.00 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 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Miesbach cases daily growth factor Germany-LK Miesbach cases daily growth factor (rolling mean) Germany-LK Miesbach estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.0 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Miesbach deaths daily growth factor Germany-LK Miesbach deaths daily growth factor (rolling mean) Germany-LK Miesbach estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 6000 cases doubling time [days] Germany-LK Miesbach doubling time cases (rolling mean) 0 10 20 30 daily change Germany-LK Miesbach new cases (rolling 7d mean) Germany-LK Miesbach new cases 0.00 0.25 0.50 0.75 1.00 daily change Germany-LK Miesbach new deaths (rolling 7d mean) Germany-LK Miesbach new deaths 0.000 0.265 0.530 0.796
In [4]:
overview(country="Germany", subregion="LK Miesbach");
2023-03-07T11:03:40.134135 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) 38.0 LK Miesbach, 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 0.0 2.5 5.0 7.5 10.0 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Miesbach cases daily growth factor Germany-LK Miesbach cases daily growth factor (rolling mean) Germany-LK Miesbach 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 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Miesbach deaths daily growth factor Germany-LK Miesbach deaths daily growth factor (rolling mean) Germany-LK Miesbach 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 Miesbach doubling time cases (rolling mean) Germany-LK Miesbach doubling time deaths (rolling mean) 0.0 200.0 399.9 daily change Germany-LK Miesbach new cases (rolling 7d mean) Germany-LK Miesbach new cases 0.0 2.5 5.0 7.5 10.0 daily change Germany-LK Miesbach new deaths (rolling 7d mean) Germany-LK Miesbach new deaths 0.0 48.1 96.2 144.3 192.5 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Miesbach", dates="2020-03-15:");
2023-03-07T11:05:54.208561 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 Miesbach LK Miesbach 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 Miesbach Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Miesbach")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Miesbach")
print(f'Population of country="Germany", subregion="LK Miesbach": {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 Miesbach": 99978 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-02 52862 11 242 0
2023-03-01 52851 11 242 0
2023-02-28 52840 16 242 0
2023-02-27 52824 23 242 0
2023-02-24 52801 18 242 0
2023-02-23 52783 28 242 0
2023-02-22 52755 33 242 0
2023-02-20 52722 31 242 0
2023-02-17 52691 13 242 0
2023-02-16 52678 16 242 0
2023-02-15 52662 12 242 0
2023-02-14 52650 21 242 0
2023-02-13 52629 25 242 0
2023-02-10 52604 17 242 0
2023-02-09 52587 15 242 0
2023-02-08 52572 24 242 0
2023-02-07 52548 22 242 0
2023-02-06 52526 18 242 1
2023-02-03 52508 17 241 0
2023-02-02 52491 13 241 0
2023-02-01 52478 37 241 1
2023-01-31 52441 1 240 0
2023-01-30 52440 27 240 0
2023-01-27 52413 12 240 0
2023-01-26 52401 12 240 0
2023-01-25 52389 29 240 0
2023-01-24 52360 20 240 0
2023-01-23 52340 20 240 0
2023-01-20 52320 12 240 1
2023-01-19 52308 17 239 2
2023-01-18 52291 11 237 0
2023-01-17 52280 12 237 0
2023-01-16 52268 18 237 0
2023-01-13 52250 13 237 1
2023-01-12 52237 12 236 0
2023-01-11 52225 14 236 0
2023-01-10 52211 9 236 0
2023-01-09 52202 23 236 0
2023-01-05 52179 10 236 0
2023-01-04 52169 22 236 0
2023-01-03 52147 13 236 0
2023-01-02 52134 57 236 1
2022-12-30 52077 3 235 0
2022-12-29 52074 17 235 0
2022-12-28 52057 26 235 1
2022-12-27 52031 41 234 0
2022-12-23 51990 22 234 1
2022-12-22 51968 27 233 0
2022-12-21 51941 27 233 0
2022-12-20 51914 34 233 0
2022-12-19 51880 43 233 0
2022-12-16 51837 17 233 1
2022-12-15 51820 31 232 1
2022-12-14 51789 17 231 0
2022-12-13 51772 26 231 0
2022-12-12 51746 26 231 0
2022-12-09 51720 21 231 0
2022-12-08 51699 13 231 0
2022-12-07 51686 24 231 1
2022-12-06 51662 26 230 2
2022-12-05 51636 23 228 0
2022-12-02 51613 27 228 0
2022-12-01 51586 19 228 0
2022-11-30 51567 21 228 0
2022-11-29 51546 18 228 1
2022-11-28 51528 33 227 0
2022-11-24 51495 16 227 0
2022-11-23 51479 14 227 0
2022-11-22 51465 17 227 0
2022-11-21 51448 28 227 0
2022-11-18 51420 13 227 0
2022-11-17 51407 14 227 1
2022-11-16 51393 29 226 0
2022-11-15 51364 15 226 0
2022-11-14 51349 28 226 0
2022-11-11 51321 26 226 0
2022-11-10 51295 19 226 0
2022-11-09 51276 36 226 1
2022-11-08 51240 38 225 0
2022-11-07 51202 36 225 0
2022-11-04 51166 39 225 0
2022-11-03 51127 51 225 0
2022-11-02 51076 74 225 0
2022-10-28 51002 42 225 0
2022-10-27 50960 39 225 0
2022-10-26 50921 90 225 1
2022-10-25 50831 45 224 1
2022-10-24 50786 89 223 0
2022-10-21 50697 59 223 1
2022-10-20 50638 91 222 0
2022-10-19 50547 98 222 0
2022-10-18 50449 189 222 0
2022-10-17 50260 96 222 0
2022-10-14 50164 236 222 0
2022-10-13 49928 280 222 3
2022-10-12 49648 359 219 0
2022-10-11 49289 343 219 3
2022-10-10 48946 348 216 3
2022-10-07 48598 348 213 1
2022-10-06 48250 146 212 0
2022-10-05 48104 260 212 0
2022-10-04 47844 94 212 1
2022-09-30 47750 144 211 0
2022-09-29 47606 268 211 1
2022-09-28 47338 269 210 0
2022-09-27 47069 148 210 0
2022-09-26 46921 150 210 0
2022-09-23 46771 86 210 1
2022-09-22 46685 111 209 0
2022-09-21 46574 95 209 0
2022-09-20 46479 116 209 0
2022-09-19 46363 79 209 0
2022-09-16 46284 61 209 0
2022-09-15 46223 51 209 0
2022-09-14 46172 61 209 0
2022-09-13 46111 53 209 0
2022-09-12 46058 73 209 0
2022-09-09 45985 42 209 0
2022-09-08 45943 60 209 0
2022-09-07 45883 38 209 0
2022-09-06 45845 35 209 0
2022-09-05 45810 26 209 0
2022-09-02 45784 18 209 0
2022-09-01 45766 19 209 0
2022-08-31 45747 32 209 0
2022-08-30 45715 43 209 1
2022-08-29 45672 34 208 0
2022-08-26 45638 38 208 0
2022-08-25 45600 21 208 0
2022-08-24 45579 61 208 0
2022-08-23 45518 24 208 0
2022-08-22 45494 49 208 0
2022-08-19 45445 28 208 0
2022-08-18 45417 51 208 0
2022-08-17 45366 59 208 0
2022-08-16 45307 77 208 0
2022-08-12 45230 34 208 1
2022-08-11 45196 48 207 0
2022-08-10 45148 71 207 0
2022-08-09 45077 60 207 0
2022-08-08 45017 75 207 0
2022-08-05 44942 78 207 0
2022-08-04 44864 71 207 0
2022-08-03 44793 89 207 2
2022-08-02 44704 88 205 0
2022-08-01 44616 86 205 0
2022-07-29 44530 76 205 0
2022-07-28 44454 118 205 1
2022-07-27 44336 147 204 0
2022-07-26 44189 126 204 2
2022-07-25 44063 201 202 0
2022-07-22 43862 128 202 0
2022-07-21 43734 175 202 0
2022-07-20 43559 207 202 0
2022-07-19 43352 191 202 0
2022-07-18 43161 206 202 2
2022-07-15 42955 150 200 0
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2022-07-01 41348 136 200 1
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2022-06-13 39809 99 198 1
2022-06-10 39710 69 197 0
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2022-06-03 39091 56 197 0
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2022-05-30 38859 79 196 0
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2022-05-24 38576 161 196 1
2022-05-23 38415 105 195 0
2022-05-20 38310 132 195 0
2022-05-19 38178 201 195 0
2022-05-18 37977 195 195 0
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2022-05-16 37542 164 195 1
2022-05-13 37378 113 194 0
2022-05-12 37265 247 194 0
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2022-05-10 36737 286 193 0
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2022-04-17 33887 20 193 0
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2022-04-13 33645 224 193 0
2022-04-12 33421 287 193 0
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2022-04-10 32818 103 193 1
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2022-04-04 31124 439 192 1
2022-04-03 30685 160 191 0
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2022-04-01 30356 566 191 2
2022-03-31 29790 541 189 2
2022-03-30 29249 426 187 2
2022-03-29 28823 469 185 1
2022-03-28 28354 346 184 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: 0:02:59.235166