Germany: LK Mansfeld-Südharz (Sachsen-Anhalt)¶

  • 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 15:36:15 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Mansfeld-Südharz", weeks=5);
2023-03-07T15:36:29.079028 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 60 60 80 80 100 100 120 120 7-day incidence rate (per 100K people) 75.6 LK Mansfeld-Südharz, 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 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.75 0.75 1.00 1.00 1.25 1.25 1.50 1.50 R & growth factor (based on cases) Germany-LK Mansfeld-Südharz cases daily growth factor Germany-LK Mansfeld-Südharz cases daily growth factor (rolling mean) Germany-LK Mansfeld-Südharz 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 Mansfeld-Südharz deaths daily growth factor Germany-LK Mansfeld-Südharz deaths daily growth factor (rolling mean) Germany-LK Mansfeld-Südharz estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 cases doubling time [days] Germany-LK Mansfeld-Südharz doubling time cases (rolling mean) 0.00 13.23 26.46 39.70 daily change Germany-LK Mansfeld-Südharz new cases (rolling 7d mean) Germany-LK Mansfeld-Südharz new cases 0.000 0.265 0.529 0.794 daily change Germany-LK Mansfeld-Südharz new deaths (rolling 7d mean) Germany-LK Mansfeld-Südharz new deaths 0.000 0.336 0.671
In [4]:
overview(country="Germany", subregion="LK Mansfeld-Südharz");
2023-03-07T15:36:49.261631 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) 75.6 LK Mansfeld-Südharz, 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 0.75 0.75 1.00 1.00 1.25 1.25 1.50 1.50 R & growth factor (based on cases) Germany-LK Mansfeld-Südharz cases daily growth factor Germany-LK Mansfeld-Südharz cases daily growth factor (rolling mean) Germany-LK Mansfeld-Südharz 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 Mansfeld-Südharz deaths daily growth factor Germany-LK Mansfeld-Südharz deaths daily growth factor (rolling mean) Germany-LK Mansfeld-Südharz 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 8000 cases doubling time [days] Germany-LK Mansfeld-Südharz doubling time cases (rolling mean) Germany-LK Mansfeld-Südharz doubling time deaths (rolling mean) 0.0 264.6 529.3 daily change Germany-LK Mansfeld-Südharz new cases (rolling 7d mean) Germany-LK Mansfeld-Südharz new cases 0.00 3.31 6.62 9.92 13.23 daily change Germany-LK Mansfeld-Südharz new deaths (rolling 7d mean) Germany-LK Mansfeld-Südharz new deaths 0.0 99.7 199.3 299.0 398.6 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Mansfeld-Südharz", dates="2020-03-15:");
2023-03-07T15:39:30.201584 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 Mansfeld-Südharz LK Mansfeld-Südharz 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 Mansfeld-Südharz Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Mansfeld-Südharz")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Mansfeld-Südharz")
print(f'Population of country="Germany", subregion="LK Mansfeld-Südharz": {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 Mansfeld-Südharz": 132317 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 62667 17 390 0
2023-03-03 62650 20 390 0
2023-03-02 62630 6 390 0
2023-03-01 62624 15 390 0
2023-02-28 62609 42 390 0
2023-02-27 62567 12 390 0
2023-02-25 62555 10 390 0
2023-02-24 62545 32 390 0
2023-02-23 62513 33 390 0
2023-02-22 62480 19 390 0
2023-02-21 62461 47 390 0
2023-02-20 62414 24 390 1
2023-02-18 62390 6 389 0
2023-02-17 62384 26 389 0
2023-02-16 62358 26 389 0
2023-02-15 62332 16 389 0
2023-02-14 62316 50 389 0
2023-02-13 62266 19 389 0
2023-02-10 62247 13 389 0
2023-02-09 62234 8 389 0
2023-02-08 62226 8 389 0
2023-02-07 62218 33 389 0
2023-02-06 62185 12 389 0
2023-02-03 62173 21 389 0
2023-02-02 62152 20 389 0
2023-02-01 62132 24 389 0
2023-01-31 62108 38 389 0
2023-01-30 62070 17 389 0
2023-01-27 62053 12 389 0
2023-01-26 62041 13 389 0
2023-01-25 62028 13 389 0
2023-01-24 62015 33 389 0
2023-01-23 61982 22 389 0
2023-01-20 61960 10 389 0
2023-01-19 61950 17 389 0
2023-01-18 61933 11 389 0
2023-01-17 61922 24 389 0
2023-01-16 61898 17 389 0
2023-01-13 61881 13 389 0
2023-01-12 61868 9 389 0
2023-01-11 61859 44 389 0
2023-01-10 61815 213 389 0
2023-01-09 61602 16 389 0
2023-01-08 61586 11 389 0
2023-01-05 61575 20 389 0
2023-01-04 61555 22 389 0
2023-01-03 61533 34 389 0
2023-01-02 61499 17 389 0
2022-12-31 61482 12 389 0
2022-12-30 61470 23 389 0
2022-12-29 61447 16 389 0
2022-12-28 61431 40 389 1
2022-12-27 61391 114 388 0
2022-12-23 61277 40 388 0
2022-12-22 61237 74 388 0
2022-12-21 61163 90 388 0
2022-12-20 61073 78 388 0
2022-12-19 60995 92 388 0
2022-12-16 60903 63 388 0
2022-12-15 60840 54 388 0
2022-12-14 60786 57 388 0
2022-12-13 60729 97 388 0
2022-12-12 60632 100 388 0
2022-12-10 60532 5 388 0
2022-12-09 60527 51 388 0
2022-12-08 60476 28 388 0
2022-12-07 60448 88 388 0
2022-12-06 60360 63 388 0
2022-12-05 60297 74 388 0
2022-12-02 60223 54 388 0
2022-12-01 60169 55 388 0
2022-11-30 60114 76 388 0
2022-11-29 60038 110 388 0
2022-11-28 59928 70 388 0
2022-11-25 59858 44 388 0
2022-11-24 59814 61 388 0
2022-11-23 59753 42 388 0
2022-11-22 59711 68 388 0
2022-11-21 59643 44 388 0
2022-11-18 59599 40 388 0
2022-11-17 59559 45 388 0
2022-11-16 59514 58 388 0
2022-11-15 59456 62 388 1
2022-11-14 59394 68 387 0
2022-11-11 59326 27 387 0
2022-11-10 59299 35 387 0
2022-11-09 59264 56 387 0
2022-11-08 59208 86 387 1
2022-11-07 59122 81 386 0
2022-11-04 59041 57 386 1
2022-11-03 58984 61 385 0
2022-11-02 58923 135 385 1
2022-11-01 58788 108 384 0
2022-10-28 58680 69 384 0
2022-10-27 58611 115 384 0
2022-10-26 58496 76 384 0
2022-10-25 58420 197 384 1
2022-10-24 58223 159 383 1
2022-10-21 58064 140 382 0
2022-10-20 57924 182 382 2
2022-10-19 57742 237 380 1
2022-10-18 57505 253 379 0
2022-10-17 57252 376 379 0
2022-10-14 56876 178 379 0
2022-10-13 56698 203 379 0
2022-10-12 56495 205 379 0
2022-10-11 56290 249 379 1
2022-10-10 56041 309 378 2
2022-10-07 55732 331 376 0
2022-10-06 55401 343 376 0
2022-10-05 55058 228 376 0
2022-10-04 54830 230 376 0
2022-10-01 54600 4 376 0
2022-09-30 54596 154 376 0
2022-09-29 54442 121 376 1
2022-09-28 54321 290 375 2
2022-09-27 54031 206 373 0
2022-09-26 53825 230 373 1
2022-09-24 53595 1 372 0
2022-09-23 53594 66 372 0
2022-09-22 53528 116 372 0
2022-09-21 53412 97 372 0
2022-09-20 53315 102 372 0
2022-09-19 53213 98 372 0
2022-09-16 53115 48 372 0
2022-09-15 53067 27 372 0
2022-09-14 53040 77 372 0
2022-09-13 52963 122 372 0
2022-09-12 52841 98 372 1
2022-09-09 52743 89 371 0
2022-09-08 52654 118 371 0
2022-09-06 52536 81 371 0
2022-09-05 52455 66 371 0
2022-09-02 52389 40 371 1
2022-09-01 52349 68 370 0
2022-08-31 52281 41 370 0
2022-08-30 52240 81 370 0
2022-08-29 52159 69 370 0
2022-08-26 52090 45 370 0
2022-08-25 52045 49 370 0
2022-08-24 51996 56 370 1
2022-08-23 51940 75 369 0
2022-08-22 51865 90 369 1
2022-08-19 51775 47 368 1
2022-08-18 51728 85 367 0
2022-08-17 51643 91 367 1
2022-08-16 51552 139 366 1
2022-08-15 51413 89 365 0
2022-08-12 51324 56 365 0
2022-08-11 51268 82 365 0
2022-08-10 51186 75 365 0
2022-08-09 51111 139 365 1
2022-08-08 50972 119 364 0
2022-08-05 50853 63 364 1
2022-08-04 50790 59 363 0
2022-08-03 50731 69 363 0
2022-08-02 50662 161 363 1
2022-08-01 50501 120 362 3
2022-07-29 50381 70 359 0
2022-07-28 50311 83 359 0
2022-07-27 50228 141 359 1
2022-07-26 50087 137 358 0
2022-07-25 49950 250 358 1
2022-07-22 49700 182 357 0
2022-07-21 49518 147 357 0
2022-07-20 49371 117 357 0
2022-07-19 49254 154 357 1
2022-07-18 49100 130 356 0
2022-07-15 48970 141 356 1
2022-07-14 48829 150 355 0
2022-07-13 48679 166 355 1
2022-07-12 48513 154 354 1
2022-07-11 48359 168 353 0
2022-07-08 48191 106 353 0
2022-07-07 48085 80 353 0
2022-07-06 48005 124 353 0
2022-07-05 47881 130 353 0
2022-07-04 47751 167 353 0
2022-07-01 47584 94 353 0
2022-06-30 47490 71 353 0
2022-06-29 47419 129 353 0
2022-06-28 47290 139 353 0
2022-06-27 47151 116 353 0
2022-06-24 47035 63 353 2
2022-06-23 46972 90 351 0
2022-06-22 46882 53 351 0
2022-06-21 46829 104 351 0
2022-06-20 46725 81 351 0
2022-06-17 46644 44 351 0
2022-06-16 46600 33 351 0
2022-06-15 46567 64 351 0
2022-06-14 46503 59 351 0
2022-06-13 46444 72 351 0
2022-06-10 46372 59 351 0
2022-06-09 46313 66 351 0
2022-06-08 46247 80 351 0
2022-06-07 46167 49 351 1
2022-06-03 46118 25 350 0
2022-06-02 46093 22 350 0
2022-06-01 46071 17 350 0
2022-05-31 46054 49 350 0
2022-05-30 46005 62 350 0
2022-05-27 45943 17 350 0
2022-05-25 45926 20 350 0
2022-05-24 45906 50 350 0
2022-05-23 45856 35 350 0
2022-05-20 45821 27 350 0
2022-05-19 45794 38 350 0
2022-05-18 45756 55 350 0
2022-05-17 45701 38 350 0
2022-05-16 45663 87 350 0
2022-05-13 45576 47 350 0
2022-05-12 45529 57 350 0
2022-05-11 45472 48 350 0
2022-05-10 45424 92 350 0
2022-05-09 45332 138 350 0
2022-05-06 45194 113 350 0
2022-05-05 45081 118 350 0
2022-05-04 44963 77 350 0
2022-05-03 44886 53 350 1
2022-05-02 44833 160 349 0
2022-04-29 44673 132 349 0
2022-04-28 44541 71 349 0
2022-04-27 44470 116 349 0
2022-04-26 44354 102 349 0
2022-04-25 44252 231 349 1
2022-04-22 44021 154 348 0
2022-04-21 43867 285 348 0
2022-04-20 43582 166 348 0
2022-04-19 43416 390 348 0
2022-04-14 43026 228 348 1
2022-04-13 42798 170 347 0
2022-04-12 42628 219 347 1
2022-04-11 42409 229 346 0
2022-04-08 42180 246 346 0
2022-04-07 41934 316 346 0
2022-04-06 41618 270 346 0
2022-04-05 41348 189 346 2
2022-04-04 41159 59 344 0
2022-04-03 41100 114 344 0
2022-04-02 40986 341 344 0
2022-04-01 40645 341 344 0
2022-03-31 40304 594 344 0
2022-03-30 39710 589 344 1
2022-03-29 39121 696 343 1
2022-03-28 38425 592 342 0
2022-03-27 37833 377 342 0
2022-03-26 37456 462 342 0
2022-03-25 36994 330 342 0
2022-03-24 36664 599 342 2
2022-03-23 36065 480 340 0
2022-03-22 35585 472 340 0
2022-03-21 35113 313 340 0
2022-03-20 34800 303 340 0
2022-03-19 34497 394 340 0
2022-03-18 34103 343 340 1
2022-03-17 33760 447 339 1
2022-03-16 33313 533 338 1
2022-03-15 32780 541 337 2
2022-03-14 32239 490 335 0
2022-03-13 31749 393 335 1
2022-03-12 31356 312 334 1
2022-03-11 31044 374 333 1
2022-03-10 30670 390 332 1
2022-03-09 30280 381 331 1
2022-03-08 29899 271 330 1
2022-03-07 29628 313 329 1
2022-03-06 29315 420 328 0
2022-03-05 28895 326 328 0
2022-03-04 28569 384 328 2
2022-03-03 28185 550 326 1
2022-03-02 27635 391 325 1
2022-03-01 27244 287 324 1
2022-02-28 26957 191 323 1
2022-02-27 26766 413 322 0
2022-02-26 26353 461 322 0
2022-02-25 25892 401 322 0
2022-02-24 25491 581 322 0
2022-02-23 24910 402 322 3
2022-02-22 24508 554 319 1
2022-02-21 23954 486 318 1
2022-02-20 23468 172 317 0
2022-02-19 23296 286 317 0
2022-02-18 23010 307 317 0
2022-02-17 22703 305 317 0
2022-02-16 22398 342 317 2
2022-02-15 22056 468 315 2
2022-02-14 21588 311 313 0
2022-02-13 21277 245 313 0
2022-02-12 21032 301 313 1
2022-02-11 20731 362 312 0
2022-02-10 20369 457 312 0
2022-02-09 19912 411 312 0
2022-02-08 19501 339 312 1
2022-02-07 19162 311 311 0
2022-02-06 18851 277 311 0
2022-02-05 18574 107 311 0
2022-02-04 18467 126 311 1
2022-02-03 18341 132 310 0
2022-02-02 18209 127 310 0
2022-02-01 18082 101 310 0
2022-01-31 17981 70 310 0
2022-01-30 17911 91 310 0
2022-01-29 17820 100 310 0
2022-01-28 17720 79 310 0
2022-01-27 17641 95 310 0
2022-01-26 17546 78 310 0
2022-01-25 17468 91 310 0
2022-01-24 17377 51 310 1
2022-01-23 17326 44 309 0
2022-01-22 17282 64 309 0
2022-01-21 17218 65 309 0
2022-01-20 17153 96 309 0
2022-01-19 17057 97 309 0
2022-01-18 16960 106 309 2
2022-01-17 16854 12 307 1
2022-01-16 16842 25 306 0
2022-01-15 16817 47 306 0
2022-01-14 16770 32 306 0
2022-01-13 16738 47 306 0
2022-01-12 16691 60 306 0
2022-01-11 16631 41 306 0
2022-01-10 16590 4 306 0
2022-01-09 16586 12 306 0
2022-01-08 16574 49 306 0
2022-01-07 16525 35 306 0
2022-01-06 16490 30 306 0
2022-01-05 16460 68 306 0
2022-01-04 16392 148 306 5
2022-01-03 16244 21 301 1
2022-01-02 16223 19 300 0
2022-01-01 16204 37 300 0
2021-12-31 16167 56 300 0
2021-12-30 16111 62 300 0
2021-12-29 16049 76 300 1
2021-12-28 15973 94 299 4
2021-12-27 15879 21 295 1
2021-12-26 15858 35 294 0
2021-12-25 15823 1 294 0
2021-12-24 15822 116 294 3
2021-12-23 15706 107 291 1
2021-12-22 15599 125 290 2
2021-12-21 15474 198 288 1
2021-12-20 15276 26 287 1
2021-12-19 15250 9 286 0
2021-12-18 15241 193 286 0
2021-12-17 15048 148 286 1
2021-12-16 14900 157 285 2
2021-12-15 14743 243 283 3
2021-12-14 14500 305 280 0
2021-12-13 14195 56 280 0
2021-12-12 14139 85 280 1
2021-12-11 14054 170 279 0
2021-12-10 13884 257 279 2
2021-12-09 13627 332 277 2
2021-12-08 13295 262 275 2
2021-12-07 13033 252 273 0
2021-12-06 12781 67 273 0
2021-12-05 12714 236 273 1
2021-12-04 12478 360 272 3
2021-12-03 12118 331 269 0
2021-12-02 11787 443 269 1
2021-12-01 11344 237 268 0
2021-11-30 11107 330 268 1
2021-11-29 10777 86 267 1
2021-11-28 10691 82 266 0
2021-11-27 10609 257 266 4
2021-11-26 10352 332 262 1
2021-11-25 10020 240 261 3
2021-11-24 9780 207 258 1
2021-11-23 9573 141 257 4
2021-11-22 9432 42 253 0
2021-11-21 9390 203 253 1
2021-11-20 9187 407 252 1
2021-11-19 8780 290 251 7
2021-11-18 8490 155 244 0
2021-11-17 8335 121 244 0
2021-11-16 8214 147 244 1
2021-11-15 8067 124 243 1
2021-11-14 7943 48 242 0
2021-11-13 7895 77 242 0
2021-11-12 7818 109 242 0
2021-11-11 7709 54 242 0
2021-11-10 7655 64 242 0
2021-11-09 7591 63 242 2
2021-11-08 7528 63 240 0
2021-11-07 7465 31 240 0
2021-11-06 7434 32 240 0
2021-11-05 7402 53 240 1
2021-11-04 7349 60 239 0
2021-11-03 7289 48 239 1
2021-11-02 7241 39 238 4
2021-11-01 7202 22 234 1
2021-10-31 7180 31 233 0
2021-10-30 7149 43 233 0
2021-10-29 7106 43 233 1
2021-10-28 7063 28 232 0
2021-10-27 7035 26 232 0
2021-10-26 7009 41 232 0
2021-10-25 6968 13 232 0
2021-10-24 6955 16 232 0
2021-10-23 6939 31 232 0
2021-10-22 6908 23 232 0
2021-10-21 6885 39 232 2
2021-10-20 6846 22 230 0
2021-10-19 6824 26 230 0
2021-10-18 6798 9 230 0
2021-10-16 6789 19 230 0
2021-10-15 6770 15 230 1
2021-10-14 6755 25 229 0
2021-10-13 6730 19 229 0
2021-10-12 6711 17 229 0
2021-10-11 6694 2 229 0
2021-10-09 6692 15 229 1
2021-10-08 6677 14 228 0
2021-10-07 6663 16 228 0
2021-10-06 6647 9 228 0
2021-10-05 6638 12 228 0
2021-10-02 6626 8 228 0
2021-10-01 6618 3 228 1
2021-09-30 6615 9 227 0
2021-09-29 6606 4 227 0
2021-09-28 6602 24 227 0
2021-09-27 6578 5 227 0
2021-09-26 6573 5 227 0
2021-09-25 6568 8 227 0
2021-09-24 6560 5 227 0
2021-09-23 6555 11 227 0
2021-09-22 6544 9 227 0
2021-09-21 6535 11 227 0
2021-09-20 6524 3 227 0
2021-09-19 6521 1 227 0
2021-09-18 6520 11 227 0
2021-09-17 6509 4 227 0
2021-09-16 6505 14 227 0
2021-09-15 6491 5 227 0
2021-09-14 6486 16 227 0
2021-09-11 6470 4 227 0
2021-09-10 6466 1 227 0
2021-09-09 6465 1 227 0
2021-09-08 6464 7 227 0
2021-09-07 6457 1 227 0
2021-09-04 6456 1 227 0
2021-09-03 6455 1 227 0
2021-09-02 6454 5 227 0
2021-09-01 6449 4 227 0
2021-08-31 6445 3 227 0
2021-08-28 6442 3 227 0
2021-08-27 6439 2 227 0
2021-08-26 6437 2 227 0
2021-08-25 6435 1 227 0
2021-08-24 6434 3 227 0
2021-08-21 6431 1 227 0
2021-08-20 6430 1 227 0
2021-08-19 6429 1 227 1
2021-08-18 6428 6 226 0
2021-08-17 6422 1 226 0
2021-08-16 6421 1 226 0
2021-08-14 6420 7 226 0
2021-08-13 6413 3 226 0
2021-08-11 6410 1 226 0
2021-08-10 6409 3 226 0
2021-08-09 6406 1 226 0
2021-08-06 6405 1 226 0
2021-08-05 6404 1 226 0
2021-08-03 6403 3 226 0
2021-07-31 6400 1 226 0
2021-07-30 6399 1 226 0
2021-07-25 6398 1 226 0
2021-07-20 6397 1 226 0
2021-07-18 6396 1 226 0
2021-07-17 6395 1 226 0
2021-07-15 6394 1 226 0
2021-07-14 6393 1 226 0
2021-07-13 6392 1 226 0
2021-06-16 6391 1 226 0
2021-06-14 6390 1 226 0
2021-06-12 6389 2 226 0
2021-06-10 6387 2 226 0
2021-06-09 6385 2 226 0
2021-06-08 6383 2 226 0
2021-06-05 6381 3 226 0
2021-06-04 6378 3 226 0
2021-06-03 6375 4 226 1
2021-06-02 6371 4 225 0
2021-06-01 6367 11 225 0
2021-05-31 6356 7 225 0
2021-05-30 6349 1 225 0
2021-05-29 6348 15 225 0
2021-05-28 6333 3 225 0
2021-05-27 6330 12 225 0
2021-05-26 6318 9 225 0
2021-05-25 6309 3 225 0
2021-05-22 6306 10 225 0
2021-05-21 6296 6 225 1
2021-05-20 6290 12 224 1
2021-05-19 6278 21 223 0
2021-05-18 6257 22 223 0
2021-05-17 6235 12 223 0
2021-05-16 6223 1 223 0
2021-05-15 6222 18 223 0
2021-05-14 6204 21 223 1
2021-05-13 6183 16 222 1
2021-05-12 6167 35 221 0
2021-05-11 6132 24 221 0
2021-05-10 6108 7 221 0
2021-05-09 6101 25 221 1
2021-05-08 6076 29 220 0
2021-05-07 6047 34 220 0
2021-05-06 6013 55 220 1
2021-05-05 5958 39 219 0
2021-05-04 5919 21 219 0
2021-05-03 5898 18 219 0
2021-05-02 5880 25 219 0
2021-05-01 5855 15 219 2
2021-04-30 5840 44 217 1
2021-04-29 5796 48 216 0
2021-04-28 5748 53 216 0
2021-04-27 5695 51 216 1
2021-04-26 5644 57 215 1
2021-04-25 5587 21 214 1
2021-04-24 5566 25 213 0
2021-04-23 5541 43 213 0
2021-04-22 5498 63 213 2
2021-04-21 5435 64 211 2
2021-04-20 5371 34 209 2
2021-04-19 5337 20 207 1
2021-04-18 5317 34 206 4
2021-04-17 5283 27 202 0
2021-04-16 5256 43 202 1
2021-04-15 5213 57 201 3
2021-04-14 5156 52 198 2
2021-04-13 5104 53 196 3
2021-04-12 5051 30 193 3
2021-04-11 5021 23 190 0
2021-04-10 4998 32 190 0
2021-04-09 4966 61 190 3
2021-04-08 4905 63 187 1
2021-04-07 4842 44 186 1
2021-04-06 4798 13 185 1
2021-04-05 4785 25 184 1
2021-04-04 4760 16 183 1
2021-04-03 4744 39 182 1
2021-04-02 4705 47 181 8
2021-04-01 4658 30 173 0
2021-03-31 4628 50 173 0
2021-03-30 4578 31 173 0
2021-03-29 4547 19 173 0
2021-03-28 4528 30 173 0
2021-03-27 4498 27 173 0
2021-03-26 4471 33 173 1
2021-03-25 4438 40 172 1
2021-03-24 4398 40 171 1
2021-03-23 4358 26 170 1
2021-03-22 4332 19 169 0
2021-03-21 4313 18 169 0
2021-03-20 4295 22 169 0
2021-03-19 4273 22 169 0
2021-03-18 4251 22 169 0
2021-03-17 4229 26 169 0
2021-03-16 4203 13 169 0
2021-03-15 4190 3 169 0
2021-03-14 4187 10 169 0
2021-03-13 4177 13 169 0
2021-03-12 4164 12 169 0
2021-03-11 4152 17 169 0
2021-03-10 4135 10 169 0
2021-03-09 4125 7 169 0
2021-03-08 4118 4 169 0
2021-03-06 4114 7 169 0
2021-03-05 4107 6 169 0
2021-03-04 4101 15 169 0
2021-03-03 4086 10 169 0
2021-03-02 4076 18 169 0
2021-02-27 4058 10 169 1
2021-02-26 4048 6 168 0
2021-02-25 4042 19 168 0
2021-02-24 4023 6 168 0
2021-02-23 4017 18 168 0
2021-02-22 3999 2 168 0
2021-02-21 3997 1 168 0
2021-02-20 3996 7 168 0
2021-02-19 3989 12 168 1
2021-02-18 3977 13 167 0
2021-02-17 3964 9 167 0
2021-02-16 3955 18 167 0
2021-02-15 3937 19 167 1
2021-02-14 3918 5 166 0
2021-02-13 3913 6 166 0
2021-02-12 3907 27 166 1
2021-02-11 3880 20 165 1
2021-02-10 3860 12 164 2
2021-02-09 3848 8 162 0
2021-02-08 3840 25 162 2
2021-02-07 3815 13 160 1
2021-02-06 3802 20 159 2
2021-02-05 3782 22 157 1
2021-02-04 3760 29 156 3
2021-02-03 3731 30 153 1
2021-02-02 3701 37 152 0
2021-02-01 3664 22 152 2
2021-01-31 3642 11 150 0
2021-01-30 3631 16 150 0
2021-01-29 3615 29 150 5
2021-01-28 3586 55 145 2
2021-01-27 3531 68 143 4
2021-01-26 3463 71 139 5
2021-01-25 3392 88 134 9
2021-01-24 3304 18 125 0
2021-01-23 3286 5 125 0
2021-01-22 3281 51 125 2
2021-01-21 3230 74 123 2
2021-01-20 3156 35 121 1
2021-01-19 3121 10 120 0
2021-01-18 3111 25 120 3
2021-01-17 3086 6 117 0
2021-01-16 3080 45 117 3
2021-01-15 3035 101 114 4
2021-01-14 2934 92 110 4
2021-01-13 2842 112 106 6
2021-01-12 2730 148 100 14
2021-01-11 2582 95 86 6
2021-01-10 2487 38 80 0
2021-01-09 2449 77 80 5
2021-01-08 2372 78 75 3
2021-01-07 2294 49 72 1
2021-01-06 2245 30 71 1
2021-01-04 2215 19 70 3
2021-01-03 2196 75 67 2
2021-01-02 2121 61 65 4
2021-01-01 2060 129 61 0
2020-12-31 1931 28 61 4
2020-12-30 1903 85 57 5
2020-12-29 1818 74 52 3
2020-12-28 1744 46 49 1
2020-12-27 1698 21 48 2
2020-12-26 1677 24 46 1
2020-12-25 1653 42 45 0
2020-12-24 1611 39 45 1
2020-12-23 1572 88 44 5
2020-12-22 1484 88 39 3
2020-12-21 1396 30 36 2
2020-12-20 1366 78 34 7
2020-12-19 1288 16 27 0
2020-12-18 1272 52 27 0
2020-12-17 1220 35 27 4
2020-12-16 1185 65 23 1
2020-12-15 1120 51 22 2
2020-12-14 1069 6 20 0
2020-12-13 1063 34 20 0
2020-12-12 1029 75 20 2
2020-12-11 954 39 18 1
2020-12-10 915 25 17 0
2020-12-09 890 16 17 0
2020-12-08 874 32 17 2
2020-12-07 842 28 15 1
2020-12-06 814 19 14 0
2020-12-05 795 30 14 0
2020-12-04 765 18 14 0
2020-12-03 747 19 14 2
2020-12-02 728 51 12 5
2020-12-01 677 25 7 0
2020-11-30 652 9 7 0
2020-11-29 643 1 7 0
2020-11-28 642 36 7 0
2020-11-27 606 14 7 0
2020-11-26 592 71 7 4
2020-11-25 521 31 3 0
2020-11-24 490 10 3 0
2020-11-23 480 1 3 0
2020-11-22 479 6 3 0
2020-11-21 473 23 3 0
2020-11-20 450 32 3 0
2020-11-19 418 41 3 0
2020-11-18 377 10 3 0
2020-11-17 367 8 3 0
2020-11-16 359 3 3 0
2020-11-15 356 4 3 0
2020-11-14 352 2 3 0
2020-11-13 350 21 3 1
2020-11-12 329 15 2 0
2020-11-11 314 11 2 0
2020-11-10 303 16 2 0
2020-11-09 287 6 2 0
2020-11-08 281 18 2 0
2020-11-07 263 6 2 0
2020-11-06 257 20 2 0
2020-11-05 237 14 2 0
2020-11-04 223 11 2 0
2020-11-03 212 13 2 0
2020-11-02 199 3 2 0
2020-11-01 196 3 2 0
2020-10-31 193 2 2 0
2020-10-30 191 15 2 0
2020-10-28 176 14 2 0
2020-10-27 162 7 2 0
2020-10-26 155 1 2 0
2020-10-25 154 11 2 0
2020-10-23 143 19 2 0
2020-10-21 124 11 2 0
2020-10-20 113 8 2 0
2020-10-19 105 1 2 0
2020-10-17 104 2 2 0
2020-10-16 102 6 2 0
2020-10-15 96 5 2 0
2020-10-14 91 1 2 0
2020-10-13 90 1 2 0
2020-10-12 89 1 2 0
2020-10-11 88 1 2 0
2020-10-07 87 1 2 0
2020-09-29 86 1 2 0
2020-09-26 85 1 2 0
2020-09-25 84 1 2 0
2020-09-24 83 1 2 0
2020-09-21 82 1 2 0
2020-09-18 81 1 2 0
2020-09-17 80 1 2 0
2020-09-11 79 3 2 0
2020-09-08 76 1 2 0
2020-09-01 75 1 2 0
2020-08-30 74 1 2 0
2020-08-26 73 1 2 0
2020-08-21 72 1 2 0
2020-08-11 71 1 2 0
2020-08-08 70 1 2 0
2020-07-26 69 1 2 0
2020-07-24 68 1 2 0
2020-07-18 67 2 2 0
2020-07-15 65 2 2 0
2020-07-14 63 3 2 0
2020-07-10 60 5 2 0
2020-07-09 55 1 2 0
2020-06-30 54 1 2 0
2020-06-13 53 1 2 0
2020-06-05 52 1 2 0
2020-06-02 51 1 2 0
2020-05-25 50 1 2 0
2020-05-21 49 2 2 0
2020-05-19 47 1 2 0
2020-05-13 46 1 2 0
2020-05-12 45 2 2 0
2020-05-10 43 1 2 0
2020-05-06 42 4 2 0
2020-05-02 38 1 2 0
2020-04-30 37 1 2 0
2020-04-26 36 1 2 0
2020-04-20 35 1 2 1
2020-04-11 34 1 1 0
2020-04-10 33 1 1 0
2020-04-09 32 1 1 0
2020-04-08 31 2 1 0
2020-04-04 29 1 1 0
2020-04-03 28 2 1 0
2020-04-02 26 3 1 0
2020-03-31 23 4 1 0
2020-03-30 19 4 1 0
2020-03-27 15 1 1 0
2020-03-26 14 2 1 0
2020-03-24 12 1 1 0
2020-03-21 11 5 1 1
2020-03-19 6 3 0 0
2020-03-17 3 2 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: 0:03:47.771964