Germany: SK Berlin Charlottenburg-Wilmersdorf (Berlin)¶

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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 12:13:30 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Berlin Charlottenburg-Wilmersdorf", weeks=5);
2023-03-07T12:13:40.149686 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 50 50 60 60 70 70 7-day incidence rate (per 100K people) 46.3 SK Berlin Charlottenburg-Wilmersdorf, 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-SK Berlin Charlottenburg-Wilmersdorf cases daily growth factor Germany-SK Berlin Charlottenburg-Wilmersdorf cases daily growth factor (rolling mean) Germany-SK Berlin Charlottenburg-Wilmersdorf 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 1.5 1.5 R & growth factor (based on deaths) Germany-SK Berlin Charlottenburg-Wilmersdorf deaths daily growth factor Germany-SK Berlin Charlottenburg-Wilmersdorf deaths daily growth factor (rolling mean) Germany-SK Berlin Charlottenburg-Wilmersdorf 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-SK Berlin Charlottenburg-Wilmersdorf doubling time cases (rolling mean) 0.00 15.86 31.72 47.58 63.45 daily change Germany-SK Berlin Charlottenburg-Wilmersdorf new cases (rolling 7d mean) Germany-SK Berlin Charlottenburg-Wilmersdorf new cases 0.000 0.317 0.634 0.952 daily change Germany-SK Berlin Charlottenburg-Wilmersdorf new deaths (rolling 7d mean) Germany-SK Berlin Charlottenburg-Wilmersdorf new deaths 0.000 0.300 0.599 0.899
In [4]:
overview(country="Germany", subregion="SK Berlin Charlottenburg-Wilmersdorf");
2023-03-07T12:14:11.063172 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 3000 3000 7-day incidence rate (per 100K people) 46.3 SK Berlin Charlottenburg-Wilmersdorf, 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 0 200 400 600 800 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 1 2 3 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-SK Berlin Charlottenburg-Wilmersdorf cases daily growth factor Germany-SK Berlin Charlottenburg-Wilmersdorf cases daily growth factor (rolling mean) Germany-SK Berlin Charlottenburg-Wilmersdorf 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 1.5 1.5 R & growth factor (based on deaths) Germany-SK Berlin Charlottenburg-Wilmersdorf deaths daily growth factor Germany-SK Berlin Charlottenburg-Wilmersdorf deaths daily growth factor (rolling mean) Germany-SK Berlin Charlottenburg-Wilmersdorf 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 6000 cases doubling time [days] Germany-SK Berlin Charlottenburg-Wilmersdorf doubling time cases (rolling mean) Germany-SK Berlin Charlottenburg-Wilmersdorf doubling time deaths (rolling mean) 0 634 1269 1903 2538 daily change Germany-SK Berlin Charlottenburg-Wilmersdorf new cases (rolling 7d mean) Germany-SK Berlin Charlottenburg-Wilmersdorf new cases 0.00 3.17 6.34 9.52 daily change Germany-SK Berlin Charlottenburg-Wilmersdorf new deaths (rolling 7d mean) Germany-SK Berlin Charlottenburg-Wilmersdorf new deaths 0.0 144.4 288.7 433.1 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Berlin Charlottenburg-Wilmersdorf", dates="2020-03-15:");
2023-03-07T12:16:52.249373 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: SK Berlin Charlottenburg-Wilmersdorf SK Berlin Charlottenburg-Wilmersdorf 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 SK Berlin Charlottenburg-Wilmersdorf Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Berlin Charlottenburg-Wilmersdorf")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Berlin Charlottenburg-Wilmersdorf")
print(f'Population of country="Germany", subregion="SK Berlin Charlottenburg-Wilmersdorf": {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="SK Berlin Charlottenburg-Wilmersdorf": 317229 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 112520 34 482 0
2023-03-03 112486 5 482 0
2023-03-02 112481 23 482 0
2023-03-01 112458 45 482 0
2023-02-28 112413 40 482 0
2023-02-27 112373 45 482 0
2023-02-24 112328 31 482 0
2023-02-23 112297 40 482 0
2023-02-22 112257 32 482 0
2023-02-21 112225 59 482 0
2023-02-20 112166 53 482 0
2023-02-17 112113 34 482 0
2023-02-16 112079 23 482 0
2023-02-15 112056 31 482 0
2023-02-14 112025 21 482 0
2023-02-13 112004 71 482 0
2023-02-10 111933 22 482 1
2023-02-09 111911 19 481 0
2023-02-08 111892 40 481 0
2023-02-07 111852 23 481 1
2023-02-06 111829 44 480 0
2023-02-03 111785 15 480 0
2023-02-02 111770 26 480 0
2023-02-01 111744 25 480 0
2023-01-31 111719 50 480 0
2023-01-30 111669 37 480 0
2023-01-27 111632 21 480 0
2023-01-26 111611 17 480 0
2023-01-25 111594 30 480 0
2023-01-24 111564 24 480 0
2023-01-23 111540 42 480 0
2023-01-20 111498 24 480 0
2023-01-19 111474 11 480 0
2023-01-18 111463 30 480 1
2023-01-17 111433 31 479 0
2023-01-16 111402 68 479 0
2023-01-13 111334 32 479 0
2023-01-12 111302 40 479 0
2023-01-11 111262 48 479 0
2023-01-10 111214 31 479 0
2023-01-09 111183 111 479 0
2023-01-06 111072 36 479 0
2023-01-05 111036 52 479 0
2023-01-04 110984 59 479 0
2023-01-03 110925 98 479 1
2023-01-02 110827 110 478 2
2022-12-30 110717 63 476 0
2022-12-29 110654 118 476 0
2022-12-28 110536 122 476 0
2022-12-27 110414 192 476 2
2022-12-23 110222 93 474 0
2022-12-22 110129 141 474 0
2022-12-21 109988 217 474 3
2022-12-20 109771 235 471 1
2022-12-19 109536 166 470 1
2022-12-16 109370 99 469 2
2022-12-15 109271 76 467 0
2022-12-14 109195 185 467 0
2022-12-13 109010 145 467 0
2022-12-12 108865 241 467 1
2022-12-09 108624 39 466 0
2022-12-08 108585 132 466 2
2022-12-07 108453 115 464 1
2022-12-06 108338 143 463 1
2022-12-05 108195 170 462 0
2022-12-02 108025 102 462 0
2022-12-01 107923 150 462 3
2022-11-30 107773 149 459 0
2022-11-29 107624 135 459 0
2022-11-28 107489 151 459 1
2022-11-25 107338 81 458 0
2022-11-24 107257 96 458 0
2022-11-23 107161 86 458 0
2022-11-22 107075 148 458 0
2022-11-21 106927 95 458 1
2022-11-18 106832 47 457 0
2022-11-17 106785 67 457 1
2022-11-16 106718 82 456 0
2022-11-15 106636 106 456 1
2022-11-14 106530 96 455 0
2022-11-11 106434 65 455 0
2022-11-10 106369 89 455 0
2022-11-09 106280 91 455 0
2022-11-08 106189 121 455 1
2022-11-07 106068 140 454 0
2022-11-05 105928 1 454 0
2022-11-04 105927 80 454 0
2022-11-03 105847 81 454 0
2022-11-02 105766 142 454 0
2022-11-01 105624 162 454 1
2022-10-31 105462 179 453 0
2022-10-28 105283 90 453 0
2022-10-27 105193 155 453 1
2022-10-26 105038 192 452 0
2022-10-25 104846 243 452 0
2022-10-24 104603 225 452 0
2022-10-22 104378 39 452 0
2022-10-21 104339 134 452 0
2022-10-20 104205 214 452 3
2022-10-19 103991 390 449 0
2022-10-18 103601 371 449 1
2022-10-17 103230 437 448 2
2022-10-14 102793 220 446 1
2022-10-13 102573 266 445 2
2022-10-12 102307 352 443 2
2022-10-11 101955 344 441 0
2022-10-10 101611 344 441 0
2022-10-07 101267 194 441 0
2022-10-06 101073 194 441 0
2022-10-05 100879 199 441 0
2022-10-04 100680 212 441 1
2022-09-30 100468 149 440 1
2022-09-29 100319 176 439 1
2022-09-28 100143 155 438 0
2022-09-27 99988 198 438 0
2022-09-26 99790 202 438 0
2022-09-25 99588 2 438 0
2022-09-23 99586 99 438 0
2022-09-22 99487 105 438 1
2022-09-21 99382 141 437 1
2022-09-20 99241 129 436 0
2022-09-19 99112 118 436 0
2022-09-16 98994 118 436 0
2022-09-15 98876 60 436 0
2022-09-14 98816 147 436 0
2022-09-13 98669 116 436 0
2022-09-12 98553 118 436 0
2022-09-11 98435 2 436 0
2022-09-10 98433 1 436 0
2022-09-09 98432 83 436 0
2022-09-08 98349 92 436 1
2022-09-07 98257 80 435 0
2022-09-06 98177 73 435 0
2022-09-05 98104 136 435 0
2022-09-03 97968 6 435 0
2022-09-02 97962 64 435 0
2022-09-01 97898 96 435 0
2022-08-31 97802 114 435 0
2022-08-30 97688 150 435 1
2022-08-29 97538 143 434 0
2022-08-26 97395 124 434 0
2022-08-25 97271 163 434 0
2022-08-24 97108 303 434 0
2022-08-23 96805 85 434 0
2022-08-22 96720 92 434 1
2022-08-19 96628 73 433 0
2022-08-18 96555 95 433 0
2022-08-17 96460 124 433 0
2022-08-16 96336 135 433 0
2022-08-15 96201 171 433 3
2022-08-12 96030 108 430 0
2022-08-11 95922 144 430 1
2022-08-10 95778 237 429 0
2022-08-09 95541 188 429 0
2022-08-08 95353 138 429 2
2022-08-07 95215 1 427 0
2022-08-06 95214 1 427 0
2022-08-05 95213 160 427 1
2022-08-04 95053 131 426 0
2022-08-03 94922 187 426 0
2022-08-02 94735 231 426 0
2022-08-01 94504 211 426 0
2022-07-31 94293 1 426 0
2022-07-30 94292 2 426 0
2022-07-29 94290 146 426 0
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2022-07-27 93910 210 426 0
2022-07-26 93700 262 426 2
2022-07-25 93438 228 424 0
2022-07-23 93210 1 424 0
2022-07-22 93209 196 424 1
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2022-07-20 92812 289 422 1
2022-07-19 92523 232 421 0
2022-07-18 92291 308 421 1
2022-07-16 91983 15 420 0
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2022-07-14 91785 378 420 0
2022-07-13 91407 347 420 1
2022-07-12 91060 281 419 0
2022-07-11 90779 242 419 0
2022-07-09 90537 31 419 0
2022-07-08 90506 220 419 0
2022-07-07 90286 254 419 0
2022-07-06 90032 374 419 0
2022-07-05 89658 404 419 1
2022-07-04 89254 306 418 0
2022-07-02 88948 2 418 0
2022-07-01 88946 214 418 0
2022-06-30 88732 383 418 1
2022-06-29 88349 169 417 0
2022-06-28 88180 277 417 1
2022-06-27 87903 340 416 0
2022-06-25 87563 87 416 0
2022-06-24 87476 340 416 0
2022-06-23 87136 199 416 1
2022-06-22 86937 281 415 0
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2022-06-20 86292 276 415 0
2022-06-18 86016 1 415 0
2022-06-17 86015 182 415 0
2022-06-16 85833 148 415 0
2022-06-15 85685 184 415 0
2022-06-14 85501 204 415 1
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2022-06-03 84302 61 414 0
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2022-06-01 84157 95 414 0
2022-05-31 84062 89 414 0
2022-05-30 83973 136 414 0
2022-05-28 83837 40 414 0
2022-05-27 83797 89 414 0
2022-05-25 83708 107 414 0
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2022-05-23 83494 122 414 1
2022-05-21 83372 34 413 0
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2022-05-17 83047 131 412 0
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2022-05-14 82773 54 412 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: 0:03:33.941633