Germany: LK Spree-Neiße (Brandenburg)¶

  • Homepage of project: https://oscovida.github.io
  • Plots are explained at http://oscovida.github.io/plots.html
  • Execute this Jupyter Notebook using myBinder
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 12:20:54 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Spree-Neiße", weeks=5);
2023-03-07T12:21:08.723340 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 60 60 70 70 80 80 90 90 7-day incidence rate (per 100K people) 55.4 LK Spree-Neiße, 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 0.0 0.2 0.4 0.6 0.8 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 Spree-Neiße cases daily growth factor Germany-LK Spree-Neiße cases daily growth factor (rolling mean) Germany-LK Spree-Neiße 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 Spree-Neiße deaths daily growth factor Germany-LK Spree-Neiße deaths daily growth factor (rolling mean) Germany-LK Spree-Neiße 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 Spree-Neiße doubling time cases (rolling mean) 0.00 11.20 22.39 33.59 daily change Germany-LK Spree-Neiße new cases (rolling 7d mean) Germany-LK Spree-Neiße new cases 0.000 0.224 0.448 0.672 0.896 daily change Germany-LK Spree-Neiße new deaths (rolling 7d mean) Germany-LK Spree-Neiße new deaths 0.000 0.276 0.552 0.828
In [4]:
overview(country="Germany", subregion="LK Spree-Neiße");
2023-03-07T12:21:29.065054 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) 55.4 LK Spree-Neiße, 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 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 Spree-Neiße cases daily growth factor Germany-LK Spree-Neiße cases daily growth factor (rolling mean) Germany-LK Spree-Neiße 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 Spree-Neiße deaths daily growth factor Germany-LK Spree-Neiße deaths daily growth factor (rolling mean) Germany-LK Spree-Neiße 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 Spree-Neiße doubling time cases (rolling mean) Germany-LK Spree-Neiße doubling time deaths (rolling mean) 0.0 223.9 447.8 671.7 daily change Germany-LK Spree-Neiße new cases (rolling 7d mean) Germany-LK Spree-Neiße new cases 0.000 2.239 4.478 6.717 daily change Germany-LK Spree-Neiße new deaths (rolling 7d mean) Germany-LK Spree-Neiße new deaths 0.0 52.8 105.6 158.4 211.1 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Spree-Neiße", dates="2020-03-15:");
2023-03-07T12:23:46.657542 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 Spree-Neiße LK Spree-Neiße 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 Spree-Neiße Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Spree-Neiße")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Spree-Neiße")
print(f'Population of country="Germany", subregion="LK Spree-Neiße": {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 Spree-Neiße": 111955 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 56704 2 355 0
2023-03-03 56702 6 355 0
2023-03-02 56696 7 355 0
2023-03-01 56689 21 355 0
2023-02-28 56668 26 355 0
2023-02-27 56642 24 355 0
2023-02-24 56618 14 355 0
2023-02-23 56604 19 355 0
2023-02-22 56585 20 355 1
2023-02-21 56565 28 354 0
2023-02-20 56537 15 354 0
2023-02-17 56522 10 354 0
2023-02-16 56512 18 354 0
2023-02-15 56494 24 354 0
2023-02-14 56470 22 354 0
2023-02-13 56448 13 354 0
2023-02-10 56435 12 354 0
2023-02-09 56423 11 354 0
2023-02-08 56412 15 354 0
2023-02-07 56397 35 354 0
2023-02-06 56362 14 354 0
2023-02-03 56348 6 354 0
2023-02-02 56342 12 354 0
2023-02-01 56330 25 354 0
2023-01-31 56305 20 354 0
2023-01-30 56285 23 354 0
2023-01-27 56262 6 354 0
2023-01-26 56256 5 354 0
2023-01-25 56251 9 354 0
2023-01-24 56242 18 354 0
2023-01-23 56224 13 354 0
2023-01-20 56211 9 354 0
2023-01-19 56202 16 354 0
2023-01-18 56186 16 354 0
2023-01-17 56170 24 354 0
2023-01-16 56146 11 354 0
2023-01-13 56135 14 354 0
2023-01-12 56121 15 354 0
2023-01-11 56106 13 354 0
2023-01-10 56093 38 354 0
2023-01-09 56055 30 354 0
2023-01-06 56025 22 354 0
2023-01-05 56003 19 354 0
2023-01-04 55984 32 354 0
2023-01-03 55952 73 354 0
2023-01-02 55879 46 354 0
2022-12-30 55833 23 354 0
2022-12-29 55810 34 354 0
2022-12-28 55776 72 354 0
2022-12-27 55704 102 354 1
2022-12-23 55602 1 353 0
2022-12-22 55601 49 353 0
2022-12-21 55552 67 353 0
2022-12-20 55485 109 353 0
2022-12-19 55376 72 353 0
2022-12-16 55304 63 353 0
2022-12-15 55241 67 353 0
2022-12-14 55174 75 353 0
2022-12-13 55099 180 353 0
2022-12-12 54919 85 353 1
2022-12-10 54834 1 352 0
2022-12-09 54833 69 352 0
2022-12-08 54764 14 352 0
2022-12-07 54750 46 352 0
2022-12-06 54704 162 352 0
2022-12-05 54542 52 352 0
2022-12-04 54490 55 352 0
2022-12-02 54435 31 352 0
2022-12-01 54404 62 352 0
2022-11-30 54342 94 352 2
2022-11-29 54248 90 350 0
2022-11-28 54158 56 350 0
2022-11-27 54102 14 350 0
2022-11-25 54088 58 350 0
2022-11-24 54030 45 350 0
2022-11-23 53985 52 350 0
2022-11-22 53933 70 350 0
2022-11-21 53863 64 350 0
2022-11-20 53799 2 350 0
2022-11-19 53797 22 350 0
2022-11-18 53775 26 350 0
2022-11-17 53749 49 350 0
2022-11-16 53700 48 350 0
2022-11-15 53652 74 350 0
2022-11-14 53578 36 350 0
2022-11-13 53542 19 350 0
2022-11-11 53523 33 350 0
2022-11-10 53490 36 350 0
2022-11-09 53454 31 350 0
2022-11-08 53423 59 350 0
2022-11-07 53364 77 350 0
2022-11-06 53287 1 350 0
2022-11-05 53286 13 350 0
2022-11-04 53273 34 350 0
2022-11-03 53239 55 350 1
2022-11-02 53184 89 349 0
2022-11-01 53095 117 349 0
2022-10-31 52978 18 349 1
2022-10-30 52960 43 348 0
2022-10-29 52917 31 348 0
2022-10-28 52886 31 348 0
2022-10-27 52855 61 348 0
2022-10-26 52794 110 348 2
2022-10-25 52684 183 346 1
2022-10-24 52501 118 345 0
2022-10-23 52383 46 345 0
2022-10-22 52337 16 345 0
2022-10-21 52321 168 345 0
2022-10-20 52153 96 345 0
2022-10-19 52057 180 345 0
2022-10-18 51877 264 345 0
2022-10-17 51613 246 345 0
2022-10-16 51367 12 345 0
2022-10-15 51355 83 345 0
2022-10-14 51272 100 345 0
2022-10-13 51172 172 345 0
2022-10-12 51000 128 345 0
2022-10-11 50872 342 345 0
2022-10-10 50530 206 345 0
2022-10-09 50324 2 345 0
2022-10-08 50322 25 345 0
2022-10-07 50297 248 345 0
2022-10-06 50049 251 345 0
2022-10-05 49798 214 345 0
2022-10-04 49584 132 345 1
2022-10-03 49452 6 344 1
2022-10-02 49446 2 343 0
2022-10-01 49444 8 343 1
2022-09-30 49436 99 342 1
2022-09-29 49337 103 341 0
2022-09-28 49234 170 341 1
2022-09-27 49064 170 340 0
2022-09-26 48894 117 340 0
2022-09-25 48777 7 340 0
2022-09-24 48770 11 340 0
2022-09-23 48759 112 340 0
2022-09-22 48647 63 340 0
2022-09-21 48584 91 340 0
2022-09-20 48493 163 340 0
2022-09-19 48330 62 340 0
2022-09-18 48268 3 340 0
2022-09-17 48265 27 340 0
2022-09-16 48238 46 340 0
2022-09-15 48192 68 340 0
2022-09-14 48124 67 340 0
2022-09-13 48057 109 340 0
2022-09-12 47948 46 340 0
2022-09-11 47902 4 340 0
2022-09-10 47898 7 340 0
2022-09-09 47891 61 340 0
2022-09-08 47830 44 340 0
2022-09-07 47786 69 340 0
2022-09-06 47717 119 340 0
2022-09-05 47598 66 340 0
2022-09-04 47532 7 340 0
2022-09-03 47525 1 340 0
2022-09-02 47524 36 340 0
2022-09-01 47488 43 340 0
2022-08-31 47445 40 340 0
2022-08-30 47405 102 340 0
2022-08-29 47303 69 340 0
2022-08-28 47234 10 340 0
2022-08-27 47224 6 340 0
2022-08-26 47218 63 340 0
2022-08-25 47155 69 340 0
2022-08-24 47086 71 340 0
2022-08-23 47015 108 340 0
2022-08-22 46907 83 340 0
2022-08-21 46824 5 340 0
2022-08-20 46819 2 340 0
2022-08-19 46817 61 340 0
2022-08-18 46756 67 340 0
2022-08-17 46689 97 340 0
2022-08-16 46592 119 340 1
2022-08-15 46473 156 339 0
2022-08-14 46317 2 339 0
2022-08-13 46315 5 339 0
2022-08-12 46310 17 339 1
2022-08-11 46293 49 338 0
2022-08-10 46244 118 338 1
2022-08-09 46126 169 337 0
2022-08-08 45957 84 337 1
2022-08-07 45873 3 336 0
2022-08-06 45870 15 336 0
2022-08-05 45855 60 336 0
2022-08-04 45795 74 336 0
2022-08-03 45721 67 336 0
2022-08-02 45654 106 336 1
2022-08-01 45548 121 335 1
2022-07-31 45427 16 334 0
2022-07-30 45411 17 334 0
2022-07-29 45394 60 334 0
2022-07-28 45334 59 334 0
2022-07-27 45275 103 334 1
2022-07-26 45172 155 333 0
2022-07-25 45017 99 333 0
2022-07-24 44918 37 333 0
2022-07-23 44881 45 333 0
2022-07-22 44836 55 333 0
2022-07-21 44781 203 333 0
2022-07-20 44578 17 333 0
2022-07-19 44561 92 333 0
2022-07-18 44469 94 333 0
2022-07-17 44375 20 333 0
2022-07-16 44355 14 333 0
2022-07-15 44341 79 333 0
2022-07-14 44262 117 333 0
2022-07-13 44145 39 333 0
2022-07-12 44106 89 333 0
2022-07-11 44017 94 333 0
2022-07-10 43923 3 333 0
2022-07-09 43920 16 333 0
2022-07-08 43904 75 333 0
2022-07-07 43829 66 333 0
2022-07-06 43763 61 333 0
2022-07-05 43702 114 333 1
2022-07-04 43588 91 332 0
2022-07-03 43497 7 332 0
2022-07-02 43490 6 332 0
2022-07-01 43484 71 332 0
2022-06-30 43413 61 332 0
2022-06-29 43352 79 332 0
2022-06-28 43273 112 332 0
2022-06-27 43161 64 332 0
2022-06-26 43097 5 332 0
2022-06-25 43092 10 332 0
2022-06-24 43082 74 332 0
2022-06-23 43008 41 332 0
2022-06-22 42967 63 332 0
2022-06-21 42904 98 332 0
2022-06-20 42806 55 332 0
2022-06-19 42751 1 332 0
2022-06-18 42750 5 332 0
2022-06-17 42745 56 332 0
2022-06-16 42689 42 332 0
2022-06-15 42647 62 332 0
2022-06-14 42585 77 332 0
2022-06-13 42508 37 332 0
2022-06-12 42471 2 332 0
2022-06-11 42469 7 332 0
2022-06-10 42462 31 332 0
2022-06-09 42431 33 332 0
2022-06-08 42398 67 332 0
2022-06-07 42331 41 332 0
2022-06-06 42290 3 332 0
2022-06-05 42287 4 332 0
2022-06-04 42283 5 332 0
2022-06-03 42278 22 332 0
2022-06-02 42256 19 332 0
2022-06-01 42237 28 332 0
2022-05-31 42209 48 332 0
2022-05-30 42161 49 332 0
2022-05-29 42112 2 332 0
2022-05-28 42110 1 332 0
2022-05-27 42109 5 332 0
2022-05-26 42104 1 332 0
2022-05-25 42103 15 332 0
2022-05-24 42088 48 332 0
2022-05-23 42040 19 332 0
2022-05-22 42021 3 332 0
2022-05-21 42018 3 332 0
2022-05-20 42015 38 332 1
2022-05-19 41977 31 331 0
2022-05-18 41946 49 331 0
2022-05-17 41897 80 331 0
2022-05-16 41817 59 331 0
2022-05-15 41758 11 331 0
2022-05-14 41747 2 331 0
2022-05-13 41745 56 331 0
2022-05-12 41689 61 331 0
2022-05-11 41628 37 331 0
2022-05-10 41591 122 331 0
2022-05-09 41469 52 331 0
2022-05-08 41417 7 331 0
2022-05-07 41410 21 331 0
2022-05-06 41389 62 331 0
2022-05-05 41327 91 331 0
2022-05-04 41236 84 331 1
2022-05-03 41152 81 330 0
2022-05-02 41071 63 330 0
2022-05-01 41008 52 330 0
2022-04-30 40956 22 330 0
2022-04-29 40934 70 330 0
2022-04-28 40864 83 330 0
2022-04-27 40781 70 330 0
2022-04-26 40711 191 330 0
2022-04-25 40520 192 330 0
2022-04-24 40328 95 330 0
2022-04-23 40233 39 330 0
2022-04-22 40194 64 330 0
2022-04-21 40130 178 330 0
2022-04-20 39952 303 330 0
2022-04-19 39649 225 330 1
2022-04-18 39424 81 329 0
2022-04-17 39343 5 329 0
2022-04-16 39338 58 329 0
2022-04-15 39280 90 329 0
2022-04-14 39190 110 329 0
2022-04-13 39080 108 329 0
2022-04-12 38972 311 329 0
2022-04-11 38661 196 329 0
2022-04-10 38465 41 329 0
2022-04-09 38424 50 329 0
2022-04-08 38374 125 329 0
2022-04-07 38249 141 329 1
2022-04-06 38108 173 328 0
2022-04-05 37935 244 328 0
2022-04-04 37691 215 328 0
2022-04-03 37476 74 328 0
2022-04-02 37402 115 328 0
2022-04-01 37287 85 328 0
2022-03-31 37202 279 328 0
2022-03-30 36923 246 328 0
2022-03-29 36677 519 328 0
2022-03-28 36158 228 328 0
2022-03-27 35930 65 328 0
2022-03-26 35865 141 328 0
2022-03-25 35724 170 328 0
2022-03-24 35554 354 328 0
2022-03-23 35200 396 328 0
2022-03-22 34804 557 328 0
2022-03-21 34247 205 328 1
2022-03-20 34042 244 327 0
2022-03-19 33798 222 327 1
2022-03-18 33576 467 326 1
2022-03-17 33109 470 325 0
2022-03-16 32639 387 325 0
2022-03-15 32252 429 325 0
2022-03-14 31823 89 325 0
2022-03-13 31734 59 325 0
2022-03-12 31675 790 325 1
2022-03-11 30885 318 324 0
2022-03-10 30567 445 324 0
2022-03-09 30122 295 324 0
2022-03-08 29827 358 324 2
2022-03-07 29469 204 322 0
2022-03-06 29265 246 322 0
2022-03-05 29019 385 322 0
2022-03-04 28634 193 322 0
2022-03-03 28441 301 322 0
2022-03-02 28140 462 322 1
2022-03-01 27678 520 321 1
2022-02-28 27158 267 320 0
2022-02-27 26891 200 320 0
2022-02-26 26691 149 320 0
2022-02-25 26542 275 320 0
2022-02-24 26267 499 320 1
2022-02-23 25768 289 319 0
2022-02-22 25479 318 319 0
2022-02-21 25161 161 319 1
2022-02-20 25000 122 318 0
2022-02-19 24878 163 318 0
2022-02-18 24715 236 318 1
2022-02-17 24479 298 317 2
2022-02-16 24181 262 315 0
2022-02-15 23919 559 315 0
2022-02-14 23360 162 315 0
2022-02-13 23198 125 315 0
2022-02-12 23073 109 315 0
2022-02-11 22964 201 315 0
2022-02-10 22763 285 315 0
2022-02-09 22478 356 315 0
2022-02-08 22122 353 315 0
2022-02-07 21769 224 315 0
2022-02-06 21545 41 315 0
2022-02-05 21504 19 315 0
2022-02-04 21485 219 315 0
2022-02-03 21266 179 315 2
2022-02-02 21087 219 313 0
2022-02-01 20868 285 313 0
2022-01-31 20583 119 313 0
2022-01-30 20464 91 313 1
2022-01-29 20373 75 312 0
2022-01-28 20298 73 312 0
2022-01-27 20225 152 312 0
2022-01-26 20073 188 312 0
2022-01-25 19885 209 312 0
2022-01-24 19676 94 312 0
2022-01-23 19582 10 312 1
2022-01-22 19572 100 311 2
2022-01-21 19472 110 309 0
2022-01-20 19362 118 309 1
2022-01-19 19244 123 308 0
2022-01-18 19121 187 308 0
2022-01-17 18934 52 308 1
2022-01-16 18882 1 307 0
2022-01-15 18881 48 307 1
2022-01-14 18833 67 306 0
2022-01-13 18766 59 306 0
2022-01-12 18707 87 306 0
2022-01-11 18620 97 306 0
2022-01-10 18523 44 306 0
2022-01-09 18479 4 306 0
2022-01-08 18475 44 306 0
2022-01-07 18431 85 306 0
2022-01-06 18346 54 306 0
2022-01-05 18292 103 306 0
2022-01-04 18189 192 306 1
2022-01-03 17997 130 305 1
2022-01-02 17867 11 304 3
2022-01-01 17856 50 301 0
2021-12-31 17806 81 301 0
2021-12-30 17725 94 301 0
2021-12-29 17631 131 301 1
2021-12-28 17500 211 300 2
2021-12-27 17289 75 298 1
2021-12-26 17214 18 297 1
2021-12-25 17196 38 296 1
2021-12-24 17158 75 295 0
2021-12-23 17083 262 295 2
2021-12-22 16821 224 293 2
2021-12-21 16597 136 291 0
2021-12-20 16461 137 291 0
2021-12-19 16324 64 291 2
2021-12-18 16260 171 289 3
2021-12-17 16089 226 286 1
2021-12-16 15863 202 285 2
2021-12-15 15661 138 283 1
2021-12-14 15523 260 282 1
2021-12-13 15263 85 281 1
2021-12-12 15178 14 280 1
2021-12-11 15164 134 279 1
2021-12-10 15030 201 278 2
2021-12-09 14829 250 276 0
2021-12-08 14579 274 276 2
2021-12-07 14305 296 274 0
2021-12-06 14009 96 274 1
2021-12-05 13913 77 273 2
2021-12-04 13836 172 271 1
2021-12-03 13664 291 270 3
2021-12-02 13373 212 267 2
2021-12-01 13161 330 265 2
2021-11-30 12831 234 263 1
2021-11-29 12597 80 262 0
2021-11-28 12517 80 262 1
2021-11-27 12437 157 261 1
2021-11-26 12280 342 260 1
2021-11-25 11938 343 259 2
2021-11-24 11595 267 257 0
2021-11-23 11328 259 257 4
2021-11-22 11069 145 253 2
2021-11-21 10924 153 251 0
2021-11-20 10771 96 251 2
2021-11-19 10675 151 249 0
2021-11-18 10524 392 249 1
2021-11-17 10132 159 248 0
2021-11-16 9973 158 248 0
2021-11-15 9815 68 248 2
2021-11-14 9747 71 246 2
2021-11-13 9676 141 244 0
2021-11-12 9535 26 244 0
2021-11-11 9509 181 244 2
2021-11-10 9328 120 242 2
2021-11-09 9208 108 240 1
2021-11-08 9100 44 239 0
2021-11-07 9056 16 239 0
2021-11-06 9040 60 239 0
2021-11-05 8980 88 239 2
2021-11-04 8892 78 237 2
2021-11-03 8814 62 235 0
2021-11-02 8752 112 235 3
2021-11-01 8640 34 232 0
2021-10-31 8606 1 232 0
2021-10-30 8605 29 232 0
2021-10-29 8576 33 232 1
2021-10-28 8543 43 231 0
2021-10-27 8500 63 231 2
2021-10-26 8437 53 229 0
2021-10-25 8384 22 229 0
2021-10-24 8362 3 229 0
2021-10-23 8359 17 229 0
2021-10-22 8342 30 229 3
2021-10-21 8312 39 226 0
2021-10-20 8273 44 226 1
2021-10-19 8229 29 225 1
2021-10-18 8200 7 224 1
2021-10-17 8193 2 223 0
2021-10-16 8191 8 223 0
2021-10-15 8183 15 223 1
2021-10-14 8168 11 222 0
2021-10-13 8157 23 222 0
2021-10-12 8134 25 222 1
2021-10-11 8109 2 221 0
2021-10-10 8107 2 221 0
2021-10-09 8105 15 221 1
2021-10-08 8090 10 220 0
2021-10-07 8080 18 220 0
2021-10-06 8062 20 220 0
2021-10-05 8042 9 220 0
2021-10-04 8033 6 220 0
2021-10-03 8027 1 220 0
2021-10-02 8026 7 220 0
2021-10-01 8019 7 220 0
2021-09-30 8012 8 220 0
2021-09-29 8004 7 220 0
2021-09-28 7997 15 220 0
2021-09-27 7982 9 220 0
2021-09-26 7973 1 220 0
2021-09-25 7972 10 220 0
2021-09-24 7962 6 220 0
2021-09-23 7956 5 220 0
2021-09-22 7951 11 220 0
2021-09-21 7940 17 220 0
2021-09-20 7923 13 220 0
2021-09-19 7910 1 220 0
2021-09-18 7909 8 220 0
2021-09-17 7901 15 220 0
2021-09-16 7886 12 220 0
2021-09-15 7874 22 220 1
2021-09-14 7852 12 219 0
2021-09-13 7840 7 219 0
2021-09-11 7833 11 219 0
2021-09-10 7822 22 219 0
2021-09-09 7800 15 219 0
2021-09-08 7785 12 219 0
2021-09-07 7773 10 219 0
2021-09-06 7763 4 219 0
2021-09-04 7759 4 219 0
2021-09-03 7755 2 219 0
2021-09-02 7753 5 219 0
2021-09-01 7748 11 219 0
2021-08-31 7737 9 219 0
2021-08-30 7728 3 219 0
2021-08-28 7725 8 219 1
2021-08-27 7717 5 218 0
2021-08-26 7712 2 218 0
2021-08-25 7710 2 218 0
2021-08-24 7708 3 218 0
2021-08-21 7705 6 218 1
2021-08-20 7699 1 217 0
2021-08-19 7698 7 217 0
2021-08-17 7691 5 217 0
2021-08-16 7686 1 217 0
2021-08-14 7685 2 217 0
2021-08-13 7683 2 217 0
2021-08-12 7681 1 217 0
2021-08-11 7680 1 217 0
2021-08-10 7679 4 217 0
2021-08-05 7675 1 217 0
2021-08-04 7674 2 217 0
2021-08-02 7672 1 217 0
2021-07-30 7671 3 217 0
2021-07-29 7668 2 217 0
2021-07-27 7666 1 217 0
2021-07-26 7665 2 217 0
2021-07-23 7663 1 217 0
2021-07-22 7662 1 217 0
2021-07-21 7661 1 217 1
2021-07-19 7660 2 216 0
2021-07-18 7658 2 216 0
2021-07-16 7656 2 216 0
2021-07-15 7654 2 216 0
2021-07-14 7652 1 216 0
2021-07-13 7651 1 216 0
2021-07-10 7650 3 216 0
2021-07-09 7647 1 216 0
2021-07-08 7646 3 216 0
2021-07-07 7643 1 216 0
2021-07-06 7642 3 216 0
2021-06-29 7639 3 216 0
2021-06-28 7636 1 216 0
2021-06-23 7635 1 216 0
2021-06-22 7634 1 216 0
2021-06-20 7633 1 216 0
2021-06-19 7632 2 216 0
2021-06-17 7630 2 216 0
2021-06-16 7628 2 216 0
2021-06-15 7626 1 216 0
2021-06-11 7625 3 216 0
2021-06-10 7622 2 216 0
2021-06-09 7620 3 216 0
2021-06-08 7617 7 216 0
2021-06-07 7610 1 216 0
2021-06-03 7609 1 216 0
2021-06-02 7608 5 216 0
2021-06-01 7603 5 216 0
2021-05-30 7598 1 216 0
2021-05-29 7597 5 216 0
2021-05-28 7592 9 216 1
2021-05-27 7583 11 215 0
2021-05-26 7572 6 215 0
2021-05-24 7566 1 215 0
2021-05-23 7565 7 215 0
2021-05-22 7558 10 215 0
2021-05-21 7548 8 215 0
2021-05-20 7540 26 215 0
2021-05-19 7514 36 215 0
2021-05-18 7478 17 215 0
2021-05-17 7461 3 215 0
2021-05-16 7458 6 215 0
2021-05-15 7452 17 215 1
2021-05-14 7435 11 214 1
2021-05-13 7424 19 213 0
2021-05-12 7405 17 213 1
2021-05-11 7388 27 212 0
2021-05-10 7361 9 212 1
2021-05-09 7352 2 211 0
2021-05-08 7350 26 211 0
2021-05-07 7324 11 211 0
2021-05-06 7313 38 211 0
2021-05-05 7275 37 211 0
2021-05-04 7238 31 211 0
2021-05-02 7207 2 211 0
2021-05-01 7205 25 211 0
2021-04-30 7180 39 211 0
2021-04-29 7141 33 211 0
2021-04-28 7108 38 211 0
2021-04-27 7070 42 211 1
2021-04-26 7028 6 210 0
2021-04-25 7022 4 210 2
2021-04-24 7018 14 208 1
2021-04-23 7004 48 207 0
2021-04-22 6956 41 207 1
2021-04-21 6915 53 206 0
2021-04-20 6862 40 206 1
2021-04-19 6822 59 205 1
2021-04-18 6763 1 204 0
2021-04-17 6762 33 204 0
2021-04-16 6729 23 204 0
2021-04-15 6706 19 204 1
2021-04-14 6687 74 203 2
2021-04-13 6613 45 201 1
2021-04-12 6568 8 200 0
2021-04-11 6560 72 200 0
2021-04-10 6488 12 200 0
2021-04-09 6476 46 200 3
2021-04-08 6430 65 197 1
2021-04-07 6365 14 196 0
2021-04-06 6351 35 196 0
2021-04-03 6316 34 196 0
2021-04-02 6282 24 196 0
2021-04-01 6258 29 196 1
2021-03-31 6229 55 195 1
2021-03-30 6174 21 194 1
2021-03-29 6153 25 193 0
2021-03-28 6128 12 193 1
2021-03-27 6116 22 192 0
2021-03-26 6094 31 192 0
2021-03-25 6063 31 192 1
2021-03-24 6032 35 191 0
2021-03-23 5997 37 191 2
2021-03-22 5960 6 189 1
2021-03-21 5954 17 188 0
2021-03-20 5937 22 188 0
2021-03-19 5915 21 188 1
2021-03-18 5894 31 187 0
2021-03-17 5863 23 187 1
2021-03-16 5840 20 186 0
2021-03-15 5820 4 186 0
2021-03-14 5816 4 186 0
2021-03-13 5812 16 186 1
2021-03-12 5796 4 185 0
2021-03-11 5792 18 185 0
2021-03-10 5774 9 185 1
2021-03-09 5765 15 184 1
2021-03-08 5750 3 183 0
2021-03-07 5747 2 183 0
2021-03-06 5745 14 183 0
2021-03-05 5731 5 183 0
2021-03-04 5726 13 183 0
2021-03-03 5713 20 183 1
2021-03-02 5693 22 182 1
2021-03-01 5671 23 181 1
2021-02-26 5648 10 180 0
2021-02-25 5638 24 180 0
2021-02-24 5614 21 180 0
2021-02-23 5593 19 180 0
2021-02-22 5574 17 180 0
2021-02-20 5557 30 180 1
2021-02-19 5527 21 179 1
2021-02-18 5506 18 178 0
2021-02-17 5488 20 178 2
2021-02-16 5468 20 176 0
2021-02-15 5448 6 176 0
2021-02-14 5442 9 176 0
2021-02-13 5433 1 176 0
2021-02-12 5432 15 176 0
2021-02-11 5417 33 176 1
2021-02-10 5384 33 175 0
2021-02-09 5351 7 175 0
2021-02-08 5344 25 175 0
2021-02-07 5319 4 175 0
2021-02-05 5315 21 175 0
2021-02-04 5294 45 175 1
2021-02-03 5249 39 174 0
2021-02-02 5210 45 174 1
2021-02-01 5165 8 173 1
2021-01-31 5157 2 172 0
2021-01-30 5155 50 172 1
2021-01-29 5105 87 171 1
2021-01-28 5018 6 170 0
2021-01-27 5012 21 170 0
2021-01-26 4991 70 170 0
2021-01-25 4921 10 170 0
2021-01-24 4911 10 170 0
2021-01-23 4901 55 170 1
2021-01-22 4846 50 169 2
2021-01-21 4796 50 167 3
2021-01-20 4746 70 164 3
2021-01-19 4676 79 161 0
2021-01-18 4597 31 161 2
2021-01-17 4566 29 159 0
2021-01-16 4537 47 159 2
2021-01-15 4490 94 157 5
2021-01-14 4396 72 152 5
2021-01-13 4324 78 147 3
2021-01-12 4246 97 144 3
2021-01-11 4149 31 141 3
2021-01-10 4118 25 138 1
2021-01-09 4093 64 137 4
2021-01-08 4029 62 133 6
2021-01-07 3967 137 127 2
2021-01-06 3830 174 125 3
2021-01-05 3656 108 122 1
2021-01-04 3548 58 121 3
2021-01-03 3490 13 118 2
2021-01-02 3477 16 116 3
2021-01-01 3461 30 113 2
2020-12-31 3431 51 111 2
2020-12-30 3380 143 109 5
2020-12-29 3237 106 104 2
2020-12-28 3131 53 102 2
2020-12-27 3078 13 100 0
2020-12-26 3065 13 100 3
2020-12-25 3052 47 97 1
2020-12-24 3005 66 96 0
2020-12-23 2939 108 96 3
2020-12-22 2831 49 93 1
2020-12-21 2782 109 92 8
2020-12-20 2673 11 84 1
2020-12-19 2662 57 83 0
2020-12-18 2605 143 83 7
2020-12-17 2462 104 76 5
2020-12-16 2358 98 71 2
2020-12-15 2260 101 69 3
2020-12-14 2159 28 66 3
2020-12-13 2131 30 63 3
2020-12-12 2101 51 60 3
2020-12-11 2050 137 57 4
2020-12-10 1913 83 53 3
2020-12-09 1830 66 50 1
2020-12-08 1764 77 49 3
2020-12-07 1687 32 46 2
2020-12-06 1655 11 44 0
2020-12-05 1644 48 44 3
2020-12-04 1596 73 41 1
2020-12-03 1523 47 40 4
2020-12-02 1476 40 36 1
2020-12-01 1436 72 35 1
2020-11-30 1364 38 34 2
2020-11-29 1326 14 32 5
2020-11-28 1312 29 27 2
2020-11-27 1283 17 25 0
2020-11-26 1266 37 25 0
2020-11-25 1229 54 25 0
2020-11-24 1175 34 25 0
2020-11-23 1141 30 25 0
2020-11-22 1111 10 25 2
2020-11-21 1101 43 23 0
2020-11-20 1058 27 23 0
2020-11-19 1031 39 23 1
2020-11-18 992 56 22 1
2020-11-17 936 31 21 1
2020-11-16 905 33 20 2
2020-11-15 872 8 18 0
2020-11-14 864 27 18 0
2020-11-13 837 25 18 1
2020-11-12 812 35 17 3
2020-11-11 777 52 14 3
2020-11-10 725 38 11 0
2020-11-09 687 28 11 0
2020-11-08 659 5 11 0
2020-11-07 654 42 11 0
2020-11-06 612 26 11 0
2020-11-05 586 43 11 0
2020-11-04 543 59 11 0
2020-11-03 484 45 11 2
2020-11-02 439 10 9 1
2020-11-01 429 18 8 0
2020-10-31 411 17 8 1
2020-10-30 394 28 7 2
2020-10-29 366 36 5 0
2020-10-28 330 36 5 1
2020-10-27 294 26 4 0
2020-10-26 268 15 4 0
2020-10-25 253 5 4 0
2020-10-24 248 23 4 0
2020-10-23 225 20 4 1
2020-10-22 205 10 3 0
2020-10-21 195 18 3 1
2020-10-20 177 13 2 0
2020-10-19 164 5 2 0
2020-10-18 159 6 2 0
2020-10-17 153 7 2 0
2020-10-16 146 7 2 0
2020-10-15 139 13 2 1
2020-10-14 126 8 1 0
2020-10-13 118 7 1 0
2020-10-12 111 6 1 0
2020-10-09 105 7 1 0
2020-10-08 98 4 1 0
2020-10-07 94 1 1 0
2020-10-06 93 6 1 0
2020-10-05 87 3 1 0
2020-10-04 84 1 1 0
2020-10-03 83 4 1 0
2020-10-02 79 2 1 1
2020-10-01 77 2 0 0
2020-09-29 75 1 0 0
2020-09-28 74 1 0 0
2020-09-19 73 1 0 0
2020-09-17 72 1 0 0
2020-09-16 71 1 0 0
2020-09-15 70 1 0 0
2020-09-07 69 1 0 0
2020-08-04 68 1 0 0
2020-07-11 67 1 0 0
2020-06-20 66 1 0 0
2020-06-18 65 1 0 0
2020-05-30 64 1 0 0
2020-04-27 63 5 0 0
2020-04-26 58 1 0 0
2020-04-24 57 3 0 0
2020-04-20 54 1 0 0
2020-04-18 53 1 0 0
2020-04-14 52 1 0 0
2020-04-06 51 2 0 0
2020-04-03 49 1 0 0
2020-04-02 48 1 0 0
2020-04-01 47 1 0 0
2020-03-31 46 1 0 0
2020-03-30 45 2 0 0
2020-03-28 43 2 0 0
2020-03-27 41 3 0 0
2020-03-26 38 3 0 0
2020-03-25 35 6 0 0
2020-03-23 29 6 0 0
2020-03-20 23 1 0 0
2020-03-19 22 2 0 0
2020-03-18 20 1 0 0
2020-03-17 19 7 0 0
2020-03-16 12 2 0 0
2020-03-14 10 2 0 0
2020-03-13 8 3 0 0
2020-03-12 5 2 0 0
2020-03-11 3 1 0 0
2020-03-09 2 1 0 0

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: 0:03:04.787698