Germany: LK Main-Kinzig-Kreis (Hessen)¶

  • 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 12:36:39 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Main-Kinzig-Kreis", weeks=5);
2023-03-07T12:36:50.128466 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 140 140 160 160 180 180 200 200 7-day incidence rate (per 100K people) 127.3 LK Main-Kinzig-Kreis, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 20 40 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.00 0.05 0.10 0.15 0.20 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 Main-Kinzig-Kreis cases daily growth factor Germany-LK Main-Kinzig-Kreis cases daily growth factor (rolling mean) Germany-LK Main-Kinzig-Kreis estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 1 1 2 2 3 3 4 4 R & growth factor (based on deaths) Germany-LK Main-Kinzig-Kreis deaths daily growth factor Germany-LK Main-Kinzig-Kreis deaths daily growth factor (rolling mean) Germany-LK Main-Kinzig-Kreis 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 Main-Kinzig-Kreis doubling time cases (rolling mean) 0.0 84.7 169.4 daily change Germany-LK Main-Kinzig-Kreis new cases (rolling 7d mean) Germany-LK Main-Kinzig-Kreis new cases 0.000 0.212 0.423 0.635 0.847 daily change Germany-LK Main-Kinzig-Kreis new deaths (rolling 7d mean) Germany-LK Main-Kinzig-Kreis new deaths 0.000 0.325 0.651 0.976
In [4]:
overview(country="Germany", subregion="LK Main-Kinzig-Kreis");
2023-03-07T12:37:08.005566 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 0 500 500 1000 1000 1500 1500 2000 2000 7-day incidence rate (per 100K people) 127.3 LK Main-Kinzig-Kreis, 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 0 100 200 300 400 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 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 Main-Kinzig-Kreis cases daily growth factor Germany-LK Main-Kinzig-Kreis cases daily growth factor (rolling mean) Germany-LK Main-Kinzig-Kreis estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 1 1 2 2 3 3 4 4 R & growth factor (based on deaths) Germany-LK Main-Kinzig-Kreis deaths daily growth factor Germany-LK Main-Kinzig-Kreis deaths daily growth factor (rolling mean) Germany-LK Main-Kinzig-Kreis estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2000 4000 cases doubling time [days] Germany-LK Main-Kinzig-Kreis doubling time cases (rolling mean) Germany-LK Main-Kinzig-Kreis doubling time deaths (rolling mean) 0 423 847 1270 1694 daily change Germany-LK Main-Kinzig-Kreis new cases (rolling 7d mean) Germany-LK Main-Kinzig-Kreis new cases 0.00 8.47 16.94 daily change Germany-LK Main-Kinzig-Kreis new deaths (rolling 7d mean) Germany-LK Main-Kinzig-Kreis new deaths 0 391 781 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Main-Kinzig-Kreis", dates="2020-03-15:");
2023-03-07T12:39:28.789921 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 Main-Kinzig-Kreis LK Main-Kinzig-Kreis 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 Main-Kinzig-Kreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Main-Kinzig-Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Main-Kinzig-Kreis")
print(f'Population of country="Germany", subregion="LK Main-Kinzig-Kreis": {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 Main-Kinzig-Kreis": 423465 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 206591 82 1101 0
2023-03-03 206509 56 1101 0
2023-03-02 206453 59 1101 0
2023-03-01 206394 152 1101 0
2023-02-28 206242 190 1101 0
2023-02-27 206052 211 1101 0
2023-02-24 205841 130 1101 0
2023-02-23 205711 180 1101 0
2023-02-22 205531 174 1101 0
2023-02-21 205357 164 1101 0
2023-02-20 205193 234 1101 1
2023-02-17 204959 115 1100 0
2023-02-16 204844 115 1100 0
2023-02-15 204729 148 1100 0
2023-02-14 204581 128 1100 0
2023-02-13 204453 206 1100 0
2023-02-12 204247 1 1100 0
2023-02-11 204246 3 1100 0
2023-02-10 204243 74 1100 0
2023-02-09 204169 87 1100 0
2023-02-08 204082 121 1100 1
2023-02-07 203961 125 1099 0
2023-02-06 203836 150 1099 0
2023-02-03 203686 84 1099 0
2023-02-02 203602 83 1099 0
2023-02-01 203519 121 1099 0
2023-01-31 203398 151 1099 0
2023-01-30 203247 158 1099 0
2023-01-27 203089 65 1099 0
2023-01-26 203024 84 1099 0
2023-01-25 202940 87 1099 0
2023-01-24 202853 119 1099 0
2023-01-23 202734 119 1099 0
2023-01-20 202615 60 1099 1
2023-01-19 202555 43 1098 0
2023-01-18 202512 111 1098 0
2023-01-17 202401 105 1098 0
2023-01-16 202296 146 1098 0
2023-01-13 202150 59 1098 0
2023-01-12 202091 66 1098 1
2023-01-11 202025 106 1097 0
2023-01-10 201919 113 1097 0
2023-01-09 201806 204 1097 1
2023-01-06 201602 87 1096 1
2023-01-05 201515 112 1095 0
2023-01-04 201403 182 1095 0
2023-01-03 201221 159 1095 0
2023-01-02 201062 258 1095 2
2022-12-30 200804 95 1093 1
2022-12-29 200709 213 1092 0
2022-12-28 200496 315 1092 0
2022-12-27 200181 379 1092 0
2022-12-24 199802 1 1092 0
2022-12-23 199801 143 1092 0
2022-12-22 199658 228 1092 0
2022-12-21 199430 274 1092 1
2022-12-20 199156 180 1091 2
2022-12-19 198976 327 1089 1
2022-12-16 198649 221 1088 2
2022-12-15 198428 149 1086 1
2022-12-14 198279 281 1085 2
2022-12-13 197998 157 1083 0
2022-12-12 197841 314 1083 3
2022-12-09 197527 201 1080 2
2022-12-08 197326 170 1078 1
2022-12-07 197156 105 1077 0
2022-12-06 197051 233 1077 0
2022-12-05 196818 211 1077 0
2022-12-02 196607 92 1077 0
2022-12-01 196515 208 1077 3
2022-11-30 196307 111 1074 3
2022-11-29 196196 187 1071 2
2022-11-28 196009 193 1069 2
2022-11-25 195816 142 1067 0
2022-11-24 195674 129 1067 1
2022-11-23 195545 194 1066 0
2022-11-22 195351 158 1066 0
2022-11-21 195193 287 1066 2
2022-11-18 194906 176 1064 0
2022-11-17 194730 91 1064 0
2022-11-16 194639 236 1064 3
2022-11-15 194403 96 1061 0
2022-11-14 194307 344 1061 0
2022-11-11 193963 112 1061 0
2022-11-10 193851 144 1061 0
2022-11-09 193707 223 1061 1
2022-11-08 193484 228 1060 0
2022-11-07 193256 402 1060 1
2022-11-04 192854 176 1059 0
2022-11-03 192678 219 1059 0
2022-11-02 192459 310 1059 1
2022-11-01 192149 405 1058 2
2022-10-31 191744 319 1056 3
2022-10-29 191425 148 1053 0
2022-10-28 191277 262 1053 1
2022-10-27 191015 284 1052 2
2022-10-26 190731 391 1050 1
2022-10-25 190340 513 1049 2
2022-10-24 189827 675 1047 2
2022-10-22 189152 226 1045 0
2022-10-21 188926 400 1045 1
2022-10-20 188526 612 1044 1
2022-10-19 187914 759 1043 2
2022-10-18 187155 725 1041 0
2022-10-17 186430 1099 1041 4
2022-10-15 185331 369 1037 2
2022-10-14 184962 671 1035 1
2022-10-13 184291 699 1034 2
2022-10-12 183592 929 1032 2
2022-10-11 182663 912 1030 1
2022-10-10 181751 980 1029 2
2022-10-08 180771 549 1027 0
2022-10-07 180222 757 1027 4
2022-10-06 179465 870 1023 2
2022-10-05 178595 982 1021 2
2022-10-04 177613 874 1019 8
2022-10-01 176739 387 1011 1
2022-09-30 176352 452 1010 1
2022-09-29 175900 446 1009 1
2022-09-28 175454 531 1008 0
2022-09-27 174923 531 1008 0
2022-09-26 174392 578 1008 0
2022-09-24 173814 226 1008 0
2022-09-23 173588 313 1008 1
2022-09-22 173275 337 1007 0
2022-09-21 172938 344 1007 0
2022-09-20 172594 368 1007 0
2022-09-19 172226 415 1007 1
2022-09-17 171811 146 1006 2
2022-09-16 171665 288 1004 0
2022-09-15 171377 217 1004 0
2022-09-14 171160 288 1004 0
2022-09-13 170872 234 1004 0
2022-09-12 170638 333 1004 0
2022-09-10 170305 83 1004 0
2022-09-09 170222 192 1004 0
2022-09-08 170030 195 1004 0
2022-09-07 169835 170 1004 0
2022-09-06 169665 263 1004 0
2022-09-05 169402 259 1004 1
2022-09-03 169143 115 1003 0
2022-09-02 169028 157 1003 0
2022-09-01 168871 165 1003 0
2022-08-31 168706 203 1003 0
2022-08-30 168503 235 1003 0
2022-08-29 168268 317 1003 1
2022-08-27 167951 88 1002 0
2022-08-26 167863 155 1002 0
2022-08-25 167708 176 1002 1
2022-08-24 167532 246 1001 1
2022-08-23 167286 209 1000 0
2022-08-22 167077 263 1000 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: 0:03:22.461202