Germany: LK Oberbergischer Kreis (Nordrhein-Westfalen)¶

  • 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 14:02:02 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Oberbergischer Kreis", weeks=5);
2023-03-07T14:02:22.170087 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 150 150 200 200 250 250 7-day incidence rate (per 100K people) 76.6 LK Oberbergischer 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 60 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 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on cases) Germany-LK Oberbergischer Kreis cases daily growth factor Germany-LK Oberbergischer Kreis cases daily growth factor (rolling mean) Germany-LK Oberbergischer 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 R & growth factor (based on deaths) Germany-LK Oberbergischer Kreis deaths daily growth factor Germany-LK Oberbergischer Kreis deaths daily growth factor (rolling mean) Germany-LK Oberbergischer Kreis 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 Oberbergischer Kreis doubling time cases (rolling mean) Germany-LK Oberbergischer Kreis doubling time deaths (rolling mean) 0.0 54.3 108.6 163.0 daily change Germany-LK Oberbergischer Kreis new cases (rolling 7d mean) Germany-LK Oberbergischer Kreis new cases 0.000 0.272 0.543 0.815 daily change Germany-LK Oberbergischer Kreis new deaths (rolling 7d mean) Germany-LK Oberbergischer Kreis new deaths 0.0 157.5 314.9 deaths doubling time [days]
In [4]:
overview(country="Germany", subregion="LK Oberbergischer Kreis");
2023-03-07T14:02:44.176317 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) 76.6 LK Oberbergischer 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 1 2 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on cases) Germany-LK Oberbergischer Kreis cases daily growth factor Germany-LK Oberbergischer Kreis cases daily growth factor (rolling mean) Germany-LK Oberbergischer 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 R & growth factor (based on deaths) Germany-LK Oberbergischer Kreis deaths daily growth factor Germany-LK Oberbergischer Kreis deaths daily growth factor (rolling mean) Germany-LK Oberbergischer Kreis 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 Oberbergischer Kreis doubling time cases (rolling mean) Germany-LK Oberbergischer Kreis doubling time deaths (rolling mean) 0 272 543 815 1086 daily change Germany-LK Oberbergischer Kreis new cases (rolling 7d mean) Germany-LK Oberbergischer Kreis new cases 0.000 2.716 5.432 daily change Germany-LK Oberbergischer Kreis new deaths (rolling 7d mean) Germany-LK Oberbergischer Kreis new deaths 0.0 131.6 263.1 394.7 526.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Oberbergischer Kreis", dates="2020-03-15:");
2023-03-07T14:04:45.402763 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 Oberbergischer Kreis LK Oberbergischer 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 Oberbergischer Kreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Oberbergischer Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Oberbergischer Kreis")
print(f'Population of country="Germany", subregion="LK Oberbergischer 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 Oberbergischer Kreis": 271621 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-03 131689 12 554 0
2023-03-02 131677 35 554 0
2023-03-01 131642 66 554 0
2023-02-28 131576 95 554 0
2023-02-27 131481 85 554 0
2023-02-26 131396 8 554 0
2023-02-25 131388 67 554 0
2023-02-24 131321 165 554 0
2023-02-23 131156 86 554 0
2023-02-22 131070 180 554 0
2023-02-21 130890 73 554 1
2023-02-20 130817 42 553 1
2023-02-19 130775 14 552 1
2023-02-18 130761 16 551 0
2023-02-17 130745 57 551 0
2023-02-16 130688 47 551 0
2023-02-15 130641 75 551 0
2023-02-14 130566 74 551 1
2023-02-13 130492 70 550 1
2023-02-12 130422 10 549 1
2023-02-11 130412 33 548 0
2023-02-10 130379 56 548 0
2023-02-09 130323 63 548 0
2023-02-08 130260 67 548 1
2023-02-07 130193 104 547 0
2023-02-06 130089 33 547 0
2023-02-05 130056 21 547 0
2023-02-04 130035 14 547 0
2023-02-03 130021 53 547 0
2023-02-02 129968 60 547 0
2023-02-01 129908 78 547 1
2023-01-31 129830 79 546 0
2023-01-30 129751 57 546 0
2023-01-29 129694 19 546 0
2023-01-28 129675 17 546 0
2023-01-27 129658 72 546 0
2023-01-26 129586 41 546 0
2023-01-25 129545 91 546 0
2023-01-24 129454 64 546 0
2023-01-23 129390 71 546 0
2023-01-22 129319 11 546 0
2023-01-21 129308 33 546 0
2023-01-20 129275 32 546 0
2023-01-19 129243 32 546 0
2023-01-18 129211 48 546 0
2023-01-17 129163 69 546 0
2023-01-16 129094 40 546 1
2023-01-15 129054 9 545 0
2023-01-14 129045 21 545 0
2023-01-13 129024 56 545 0
2023-01-12 128968 42 545 0
2023-01-11 128926 60 545 0
2023-01-10 128866 77 545 1
2023-01-09 128789 70 544 0
2023-01-08 128719 29 544 0
2023-01-07 128690 17 544 0
2023-01-06 128673 63 544 1
2023-01-05 128610 105 543 1
2023-01-04 128505 89 542 0
2023-01-03 128416 129 542 0
2023-01-02 128287 103 542 0
2023-01-01 128184 18 542 2
2022-12-31 128166 52 540 0
2022-12-30 128114 143 540 0
2022-12-29 127971 117 540 0
2022-12-28 127854 210 540 0
2022-12-27 127644 93 540 0
2022-12-26 127551 66 540 0
2022-12-25 127485 32 540 0
2022-12-24 127453 94 540 2
2022-12-23 127359 198 538 2
2022-12-22 127161 171 536 1
2022-12-21 126990 248 535 0
2022-12-20 126742 233 535 0
2022-12-19 126509 168 535 4
2022-12-18 126341 55 531 2
2022-12-17 126286 81 529 0
2022-12-16 126205 203 529 0
2022-12-15 126002 188 529 0
2022-12-14 125814 210 529 0
2022-12-13 125604 280 529 2
2022-12-12 125324 161 527 1
2022-12-11 125163 37 526 1
2022-12-10 125126 129 525 0
2022-12-09 124997 137 525 1
2022-12-08 124860 178 524 2
2022-12-07 124682 163 522 1
2022-12-06 124519 210 521 1
2022-12-05 124309 135 520 1
2022-12-04 124174 24 519 0
2022-12-03 124150 48 519 0
2022-12-02 124102 162 519 2
2022-12-01 123940 90 517 1
2022-11-30 123850 161 516 0
2022-11-29 123689 162 516 1
2022-11-28 123527 125 515 0
2022-11-27 123402 39 515 0
2022-11-26 123363 41 515 0
2022-11-25 123322 142 515 0
2022-11-24 123180 115 515 0
2022-11-23 123065 137 515 2
2022-11-22 122928 143 513 0
2022-11-21 122785 94 513 1
2022-11-20 122691 39 512 0
2022-11-19 122652 47 512 0
2022-11-18 122605 146 512 1
2022-11-17 122459 109 511 1
2022-11-16 122350 116 510 1
2022-11-15 122234 146 509 0
2022-11-14 122088 98 509 0
2022-11-13 121990 28 509 0
2022-11-12 121962 60 509 2
2022-11-11 121902 144 507 1
2022-11-10 121758 123 506 1
2022-11-09 121635 143 505 1
2022-11-08 121492 162 504 0
2022-11-07 121330 171 504 1
2022-11-06 121159 29 503 0
2022-11-05 121130 60 503 1
2022-11-04 121070 221 502 0
2022-11-03 120849 162 502 2
2022-11-02 120687 206 500 0
2022-11-01 120481 100 500 0
2022-10-31 120381 235 500 0
2022-10-30 120146 74 500 0
2022-10-29 120072 103 500 0
2022-10-28 119969 272 500 0
2022-10-27 119697 214 500 0
2022-10-26 119483 279 500 1
2022-10-25 119204 411 499 2
2022-10-24 118793 213 497 0
2022-10-23 118580 104 497 1
2022-10-22 118476 201 496 1
2022-10-21 118275 288 495 0
2022-10-20 117987 339 495 1
2022-10-19 117648 393 494 0
2022-10-18 117255 514 494 1
2022-10-17 116741 330 493 5
2022-10-16 116411 163 488 0
2022-10-15 116248 126 488 0
2022-10-14 116122 457 488 0
2022-10-13 115665 239 488 1
2022-10-12 115426 410 487 2
2022-10-11 115016 460 485 1
2022-10-10 114556 336 484 1
2022-10-09 114220 143 483 1
2022-10-08 114077 310 482 0
2022-10-07 113767 391 482 0
2022-10-06 113376 409 482 0
2022-10-05 112967 446 482 2
2022-10-04 112521 291 480 0
2022-10-03 112230 66 480 2
2022-10-02 112164 169 478 0
2022-10-01 111995 108 478 0
2022-09-30 111887 299 478 0
2022-09-29 111588 236 478 1
2022-09-28 111352 300 477 0
2022-09-27 111052 293 477 3
2022-09-26 110759 157 474 0
2022-09-25 110602 70 474 0
2022-09-24 110532 78 474 0
2022-09-23 110454 174 474 0
2022-09-22 110280 162 474 0
2022-09-21 110118 226 474 0
2022-09-20 109892 151 474 1
2022-09-19 109741 124 473 0
2022-09-18 109617 29 473 0
2022-09-17 109588 55 473 0
2022-09-16 109533 147 473 0
2022-09-15 109386 108 473 0
2022-09-14 109278 143 473 1
2022-09-13 109135 179 472 0
2022-09-12 108956 114 472 0
2022-09-11 108842 24 472 0
2022-09-10 108818 100 472 1
2022-09-09 108718 135 471 0
2022-09-08 108583 112 471 1
2022-09-07 108471 165 470 0
2022-09-06 108306 189 470 0
2022-09-05 108117 156 470 0
2022-09-04 107961 20 470 0
2022-09-03 107941 64 470 0
2022-09-02 107877 198 470 0
2022-09-01 107679 105 470 0
2022-08-31 107574 181 470 0
2022-08-30 107393 179 470 0
2022-08-29 107214 176 470 0
2022-08-28 107038 40 470 0
2022-08-27 106998 51 470 0
2022-08-26 106947 205 470 0
2022-08-25 106742 137 470 0
2022-08-24 106605 210 470 0
2022-08-23 106395 210 470 0
2022-08-22 106185 202 470 0
2022-08-21 105983 20 470 0
2022-08-20 105963 103 470 0
2022-08-19 105860 157 470 0
2022-08-18 105703 141 470 1
2022-08-17 105562 194 469 0
2022-08-16 105368 234 469 0
2022-08-15 105134 127 469 0
2022-08-14 105007 45 469 0
2022-08-13 104962 61 469 0
2022-08-12 104901 178 469 1
2022-08-11 104723 166 468 0
2022-08-10 104557 191 468 0
2022-08-09 104366 189 468 0
2022-08-08 104177 148 468 0
2022-08-07 104029 64 468 0
2022-08-06 103965 66 468 1
2022-08-05 103899 142 467 0
2022-08-04 103757 139 467 3
2022-08-03 103618 199 464 0
2022-08-02 103419 249 464 0
2022-08-01 103170 162 464 0
2022-07-31 103008 82 464 0
2022-07-30 102926 55 464 0
2022-07-29 102871 224 464 0
2022-07-28 102647 165 464 0
2022-07-27 102482 224 464 2
2022-07-26 102258 260 462 1
2022-07-25 101998 184 461 0
2022-07-24 101814 77 461 1
2022-07-23 101737 86 460 0
2022-07-22 101651 285 460 0
2022-07-21 101366 182 460 0
2022-07-20 101184 276 460 0
2022-07-19 100908 322 460 1
2022-07-18 100586 191 459 0
2022-07-17 100395 72 459 1
2022-07-16 100323 74 458 0
2022-07-15 100249 320 458 0
2022-07-14 99929 280 458 0
2022-07-13 99649 359 458 1
2022-07-12 99290 448 457 1
2022-07-11 98842 332 456 1
2022-07-10 98510 63 455 0
2022-07-09 98447 138 455 0
2022-07-08 98309 309 455 0
2022-07-07 98000 266 455 0
2022-07-06 97734 309 455 0
2022-07-05 97425 411 455 0
2022-07-04 97014 364 455 0
2022-07-03 96650 56 455 1
2022-07-02 96594 107 454 0
2022-07-01 96487 376 454 0
2022-06-30 96111 318 454 0
2022-06-29 95793 356 454 0
2022-06-28 95437 448 454 2
2022-06-27 94989 448 452 1
2022-06-26 94541 78 451 0
2022-06-25 94463 97 451 0
2022-06-24 94366 440 451 0
2022-06-23 93926 310 451 1
2022-06-22 93616 628 450 1
2022-06-21 92988 601 449 0
2022-06-20 92387 351 449 0
2022-06-19 92036 98 449 0
2022-06-18 91938 165 449 2
2022-06-17 91773 379 447 1
2022-06-16 91394 304 446 0
2022-06-15 91090 364 446 0
2022-06-14 90726 475 446 0
2022-06-13 90251 337 446 0
2022-06-12 89914 59 446 0
2022-06-11 89855 71 446 0
2022-06-10 89784 345 446 2
2022-06-09 89439 265 444 1
2022-06-08 89174 332 443 0
2022-06-07 88842 260 443 0
2022-06-06 88582 34 443 0
2022-06-05 88548 46 443 0
2022-06-04 88502 85 443 0
2022-06-03 88417 183 443 0
2022-06-02 88234 152 443 0
2022-06-01 88082 213 443 0
2022-05-31 87869 167 443 0
2022-05-30 87702 104 443 0
2022-05-29 87598 27 443 0
2022-05-28 87571 36 443 1
2022-05-27 87535 140 442 1
2022-05-26 87395 39 441 0
2022-05-25 87356 109 441 0
2022-05-24 87247 195 441 0
2022-05-23 87052 132 441 0
2022-05-22 86920 25 441 0
2022-05-21 86895 65 441 0
2022-05-20 86830 149 441 0
2022-05-19 86681 150 441 0
2022-05-18 86531 555 441 0
2022-05-17 85976 187 441 0
2022-05-16 85789 153 441 0
2022-05-15 85636 18 441 0
2022-05-14 85618 54 441 1
2022-05-13 85564 152 440 2
2022-05-12 85412 214 438 0
2022-05-11 85198 188 438 0
2022-05-10 85010 237 438 0
2022-05-09 84773 179 438 0
2022-05-08 84594 53 438 0
2022-05-07 84541 109 438 0
2022-05-06 84432 191 438 1
2022-05-05 84241 204 437 0
2022-05-04 84037 216 437 0
2022-05-03 83821 324 437 0
2022-05-02 83497 152 437 0
2022-05-01 83345 72 437 0
2022-04-30 83273 66 437 0
2022-04-29 83207 240 437 0
2022-04-28 82967 241 437 1
2022-04-27 82726 245 436 0
2022-04-26 82481 452 436 1
2022-04-25 82029 276 435 1
2022-04-24 81753 72 434 0
2022-04-23 81681 162 434 0
2022-04-22 81519 356 434 1
2022-04-21 81163 434 433 0
2022-04-20 80729 584 433 0
2022-04-19 80145 259 433 0
2022-04-18 79886 111 433 0
2022-04-17 79775 118 433 0
2022-04-16 79657 139 433 0
2022-04-15 79518 224 433 0
2022-04-14 79294 439 433 0
2022-04-13 78855 582 433 0
2022-04-12 78273 508 433 0
2022-04-11 77765 304 433 0
2022-04-10 77461 200 433 0
2022-04-09 77261 223 433 0
2022-04-08 77038 429 433 0
2022-04-07 76609 386 433 0
2022-04-06 76223 548 433 1
2022-04-05 75675 657 432 3
2022-04-04 75018 287 429 1
2022-04-03 74731 102 428 0
2022-04-02 74629 263 428 2
2022-04-01 74366 490 426 0
2022-03-31 73876 592 426 0
2022-03-30 73284 803 426 0
2022-03-29 72481 819 426 7
2022-03-28 71662 456 419 0
2022-03-27 71206 222 419 0
2022-03-26 70984 513 419 0
2022-03-25 70471 691 419 4
2022-03-24 69780 796 415 0
2022-03-23 68984 1129 415 0
2022-03-22 67855 841 415 0
2022-03-21 67014 509 415 0
2022-03-20 66505 424 415 1
2022-03-19 66081 416 414 0
2022-03-18 65665 666 414 0
2022-03-17 64999 819 414 1
2022-03-16 64180 1090 413 2
2022-03-15 63090 1008 411 1
2022-03-14 62082 603 410 2
2022-03-13 61479 270 408 0
2022-03-12 61209 523 408 0
2022-03-11 60686 713 408 2
2022-03-10 59973 736 406 1
2022-03-09 59237 891 405 1
2022-03-08 58346 872 404 5
2022-03-07 57474 478 399 0
2022-03-06 56996 455 399 0
2022-03-05 56541 416 399 0
2022-03-04 56125 735 399 1
2022-03-03 55390 820 398 4
2022-03-02 54570 898 394 0
2022-03-01 53672 433 394 1
2022-02-28 53239 392 393 0
2022-02-27 52847 160 393 1
2022-02-26 52687 270 392 1
2022-02-25 52417 649 391 1
2022-02-24 51768 555 390 1
2022-02-23 51213 721 389 2
2022-02-22 50492 646 387 0
2022-02-21 49846 454 387 1
2022-02-20 49392 136 386 1
2022-02-19 49256 408 385 3
2022-02-18 48848 587 382 0
2022-02-17 48261 692 382 2
2022-02-16 47569 918 380 0
2022-02-15 46651 905 380 3
2022-02-14 45746 465 377 0
2022-02-13 45281 187 377 2
2022-02-12 45094 687 375 2
2022-02-11 44407 855 373 1
2022-02-10 43552 790 372 2
2022-02-09 42762 927 370 2
2022-02-08 41835 993 368 0
2022-02-07 40842 530 368 1
2022-02-06 40312 284 367 0
2022-02-05 40028 625 367 0
2022-02-04 39403 992 367 4
2022-02-03 38411 945 363 2
2022-02-02 37466 887 361 3
2022-02-01 36579 994 358 1
2022-01-31 35585 354 357 0
2022-01-30 35231 270 357 0
2022-01-29 34961 762 357 1
2022-01-28 34199 645 356 0
2022-01-27 33554 667 356 1
2022-01-26 32887 737 355 1
2022-01-25 32150 725 354 1
2022-01-24 31425 256 353 2
2022-01-23 31169 271 351 0
2022-01-22 30898 389 351 0
2022-01-21 30509 491 351 1
2022-01-20 30018 373 350 0
2022-01-19 29645 371 350 1
2022-01-18 29274 397 349 2
2022-01-17 28877 177 347 0
2022-01-16 28700 87 347 0
2022-01-15 28613 196 347 2
2022-01-14 28417 260 345 1
2022-01-13 28157 227 344 0
2022-01-12 27930 232 344 1
2022-01-11 27698 218 343 0
2022-01-10 27480 193 343 0
2022-01-09 27287 51 343 0
2022-01-08 27236 65 343 2
2022-01-07 27171 190 341 1
2022-01-06 26981 171 340 0
2022-01-05 26810 231 340 0
2022-01-04 26579 176 340 0
2022-01-03 26403 181 340 0
2022-01-02 26222 49 340 0
2022-01-01 26173 51 340 0
2021-12-31 26122 141 340 1
2021-12-30 25981 178 339 2
2021-12-29 25803 208 337 0
2021-12-28 25595 103 337 3
2021-12-27 25492 98 334 0
2021-12-26 25394 38 334 0
2021-12-25 25356 8 334 2
2021-12-24 25348 97 332 0
2021-12-23 25251 143 332 0
2021-12-22 25108 235 332 1
2021-12-21 24873 152 331 2
2021-12-20 24721 64 329 0
2021-12-19 24657 47 329 0
2021-12-18 24610 153 329 1
2021-12-17 24457 145 328 2
2021-12-16 24312 134 326 3
2021-12-15 24178 157 323 1
2021-12-14 24021 238 322 0
2021-12-13 23783 114 322 1
2021-12-12 23669 33 321 1
2021-12-11 23636 100 320 0
2021-12-10 23536 166 320 1
2021-12-09 23370 199 319 1
2021-12-08 23171 262 318 0
2021-12-07 22909 212 318 3
2021-12-06 22697 180 315 1
2021-12-05 22517 18 314 0
2021-12-04 22499 166 314 1
2021-12-03 22333 259 313 1
2021-12-02 22074 200 312 1
2021-12-01 21874 255 311 0
2021-11-30 21619 220 311 2
2021-11-29 21399 71 309 1
2021-11-28 21328 45 308 2
2021-11-27 21283 170 306 0
2021-11-26 21113 280 306 1
2021-11-25 20833 211 305 1
2021-11-24 20622 317 304 3
2021-11-23 20305 151 301 1
2021-11-22 20154 86 300 0
2021-11-21 20068 20 300 0
2021-11-20 20048 200 300 1
2021-11-19 19848 198 299 2
2021-11-18 19650 172 297 0
2021-11-17 19478 162 297 4
2021-11-16 19316 199 293 1
2021-11-15 19117 84 292 1
2021-11-14 19033 66 291 0
2021-11-13 18967 118 291 2
2021-11-12 18849 118 289 2
2021-11-11 18731 103 287 2
2021-11-10 18628 140 285 3
2021-11-09 18488 136 282 1
2021-11-08 18352 45 281 0
2021-11-07 18307 10 281 0
2021-11-06 18297 90 281 0
2021-11-05 18207 72 281 0
2021-11-04 18135 123 281 1
2021-11-03 18012 117 280 1
2021-11-02 17895 37 279 3
2021-11-01 17858 17 276 0
2021-10-31 17841 4 276 0
2021-10-30 17837 37 276 1
2021-10-29 17800 80 275 0
2021-10-28 17720 75 275 0
2021-10-27 17645 68 275 0
2021-10-26 17577 98 275 0
2021-10-25 17479 48 275 0
2021-10-24 17431 2 275 0
2021-10-23 17429 26 275 0
2021-10-22 17403 58 275 0
2021-10-21 17345 47 275 1
2021-10-20 17298 39 274 1
2021-10-19 17259 37 273 1
2021-10-18 17222 29 272 0
2021-10-17 17193 8 272 0
2021-10-16 17185 17 272 0
2021-10-15 17168 25 272 0
2021-10-14 17143 52 272 0
2021-10-13 17091 29 272 2
2021-10-12 17062 41 270 0
2021-10-11 17021 23 270 0
2021-10-10 16998 2 270 1
2021-10-09 16996 12 269 0
2021-10-08 16984 25 269 1
2021-10-07 16959 17 268 0
2021-10-06 16942 24 268 0
2021-10-05 16918 23 268 0
2021-10-04 16895 6 268 0
2021-10-03 16889 6 268 0
2021-10-02 16883 6 268 1
2021-10-01 16877 9 267 0
2021-09-30 16868 24 267 0
2021-09-29 16844 19 267 0
2021-09-28 16825 30 267 0
2021-09-27 16795 9 267 0
2021-09-26 16786 14 267 1
2021-09-25 16772 6 266 0
2021-09-24 16766 34 266 0
2021-09-23 16732 19 266 0
2021-09-22 16713 34 266 0
2021-09-21 16679 37 266 1
2021-09-20 16642 22 265 0
2021-09-19 16620 1 265 1
2021-09-18 16619 19 264 0
2021-09-17 16600 40 264 0
2021-09-16 16560 22 264 0
2021-09-15 16538 54 264 0
2021-09-14 16484 48 264 0
2021-09-13 16436 42 264 0
2021-09-12 16394 3 264 0
2021-09-11 16391 42 264 0
2021-09-10 16349 59 264 3
2021-09-09 16290 62 261 1
2021-09-08 16228 70 260 0
2021-09-07 16158 102 260 0
2021-09-06 16056 25 260 0
2021-09-05 16031 8 260 0
2021-09-04 16023 74 260 0
2021-09-03 15949 53 260 1
2021-09-02 15896 85 259 0
2021-09-01 15811 109 259 0
2021-08-31 15702 68 259 1
2021-08-30 15634 27 258 0
2021-08-29 15607 32 258 0
2021-08-28 15575 68 258 1
2021-08-27 15507 56 257 0
2021-08-26 15451 64 257 0
2021-08-25 15387 77 257 2
2021-08-24 15310 58 255 0
2021-08-23 15252 19 255 0
2021-08-22 15233 26 255 0
2021-08-21 15207 57 255 0
2021-08-20 15150 54 255 0
2021-08-19 15096 53 255 0
2021-08-18 15043 64 255 0
2021-08-17 14979 32 255 0
2021-08-16 14947 44 255 0
2021-08-15 14903 5 255 0
2021-08-14 14898 24 255 0
2021-08-13 14874 51 255 1
2021-08-12 14823 29 254 0
2021-08-11 14794 31 254 0
2021-08-10 14763 27 254 0
2021-08-09 14736 35 254 0
2021-08-08 14701 1 254 0
2021-08-07 14700 25 254 0
2021-08-06 14675 24 254 0
2021-08-05 14651 19 254 0
2021-08-04 14632 36 254 0
2021-08-03 14596 21 254 0
2021-08-02 14575 21 254 0
2021-08-01 14554 4 254 0
2021-07-31 14550 22 254 0
2021-07-30 14528 14 254 0
2021-07-29 14514 10 254 0
2021-07-28 14504 23 254 1
2021-07-27 14481 15 253 0
2021-07-26 14466 6 253 0
2021-07-25 14460 3 253 0
2021-07-24 14457 5 253 0
2021-07-23 14452 5 253 0
2021-07-22 14447 7 253 0
2021-07-21 14440 9 253 0
2021-07-20 14431 2 253 0
2021-07-19 14429 8 253 1
2021-07-18 14421 1 252 0
2021-07-17 14420 3 252 0
2021-07-16 14417 7 252 0
2021-07-15 14410 12 252 0
2021-07-14 14398 19 252 0
2021-07-13 14379 4 252 0
2021-07-12 14375 6 252 0
2021-07-11 14369 4 252 0
2021-07-10 14365 1 252 0
2021-07-09 14364 1 252 0
2021-07-08 14363 3 252 0
2021-07-07 14360 1 252 0
2021-07-06 14359 1 252 0
2021-07-05 14358 1 252 0
2021-07-03 14357 2 252 0
2021-07-01 14355 2 252 0
2021-06-30 14353 1 252 0
2021-06-29 14352 2 252 0
2021-06-27 14350 1 252 0
2021-06-26 14349 3 252 0
2021-06-25 14346 13 252 0
2021-06-24 14333 3 252 0
2021-06-23 14330 5 252 0
2021-06-22 14325 2 252 0
2021-06-21 14323 10 252 0
2021-06-18 14313 7 252 0
2021-06-17 14306 8 252 0
2021-06-16 14298 5 252 0
2021-06-15 14293 6 252 0
2021-06-14 14287 6 252 0
2021-06-12 14281 5 252 0
2021-06-11 14276 4 252 0
2021-06-10 14272 18 252 0
2021-06-09 14254 13 252 0
2021-06-08 14241 9 252 0
2021-06-07 14232 8 252 0
2021-06-06 14224 1 252 0
2021-06-05 14223 3 252 0
2021-06-04 14220 4 252 0
2021-06-03 14216 17 252 0
2021-06-02 14199 30 252 0
2021-06-01 14169 24 252 0
2021-05-31 14145 7 252 0
2021-05-30 14138 13 252 0
2021-05-29 14125 13 252 0
2021-05-28 14112 27 252 1
2021-05-27 14085 30 251 0
2021-05-26 14055 21 251 0
2021-05-25 14034 33 251 0
2021-05-24 14001 5 251 1
2021-05-23 13996 1 250 0
2021-05-22 13995 28 250 1
2021-05-21 13967 23 249 0
2021-05-20 13944 32 249 0
2021-05-19 13912 54 249 0
2021-05-18 13858 41 249 0
2021-05-17 13817 37 249 0
2021-05-16 13780 1 249 0
2021-05-15 13779 50 249 0
2021-05-14 13729 23 249 0
2021-05-13 13706 59 249 0
2021-05-12 13647 78 249 1
2021-05-11 13569 63 248 0
2021-05-10 13506 43 248 0
2021-05-09 13463 12 248 0
2021-05-08 13451 33 248 1
2021-05-07 13418 124 247 0
2021-05-06 13294 105 247 0
2021-05-05 13189 95 247 0
2021-05-04 13094 113 247 2
2021-05-03 12981 71 245 1
2021-05-02 12910 4 244 0
2021-05-01 12906 77 244 0
2021-04-30 12829 86 244 1
2021-04-29 12743 113 243 1
2021-04-28 12630 128 242 0
2021-04-27 12502 142 242 3
2021-04-26 12360 55 239 2
2021-04-25 12305 20 237 1
2021-04-24 12285 105 236 0
2021-04-23 12180 104 236 2
2021-04-22 12076 147 234 3
2021-04-21 11929 157 231 2
2021-04-20 11772 131 229 5
2021-04-19 11641 74 224 2
2021-04-18 11567 20 222 2
2021-04-17 11547 114 220 1
2021-04-16 11433 95 219 0
2021-04-15 11338 136 219 2
2021-04-14 11202 135 217 4
2021-04-13 11067 143 213 2
2021-04-12 10924 29 211 1
2021-04-11 10895 30 210 1
2021-04-10 10865 98 209 1
2021-04-09 10767 115 208 4
2021-04-08 10652 85 204 0
2021-04-07 10567 118 204 2
2021-04-06 10449 62 202 0
2021-04-05 10387 27 202 2
2021-04-04 10360 4 200 0
2021-04-03 10356 47 200 2
2021-04-02 10309 42 198 1
2021-04-01 10267 138 197 1
2021-03-31 10129 122 196 0
2021-03-30 10007 55 196 0
2021-03-29 9952 42 196 1
2021-03-28 9910 31 195 1
2021-03-27 9879 59 194 0
2021-03-26 9820 67 194 1
2021-03-25 9753 73 193 0
2021-03-24 9680 111 193 2
2021-03-23 9569 74 191 0
2021-03-22 9495 37 191 0
2021-03-21 9458 12 191 1
2021-03-20 9446 50 190 2
2021-03-19 9396 81 188 0
2021-03-18 9315 83 188 0
2021-03-17 9232 89 188 1
2021-03-16 9143 61 187 5
2021-03-15 9082 23 182 0
2021-03-14 9059 35 182 0
2021-03-13 9024 22 182 0
2021-03-12 9002 49 182 2
2021-03-11 8953 80 180 3
2021-03-10 8873 59 177 1
2021-03-09 8814 40 176 0
2021-03-08 8774 9 176 3
2021-03-07 8765 32 173 1
2021-03-06 8733 35 172 0
2021-03-05 8698 50 172 1
2021-03-04 8648 49 171 0
2021-03-03 8599 54 171 1
2021-03-02 8545 86 170 1
2021-03-01 8459 35 169 0
2021-02-28 8424 1 169 0
2021-02-27 8423 18 169 0
2021-02-26 8405 41 169 0
2021-02-25 8364 46 169 1
2021-02-24 8318 66 168 1
2021-02-23 8252 24 167 1
2021-02-22 8228 18 166 0
2021-02-21 8210 15 166 0
2021-02-20 8195 18 166 1
2021-02-19 8177 30 165 0
2021-02-18 8147 35 165 1
2021-02-17 8112 37 164 0
2021-02-16 8075 24 164 1
2021-02-15 8051 20 163 0
2021-02-14 8031 7 163 0
2021-02-13 8024 45 163 0
2021-02-12 7979 32 163 1
2021-02-11 7947 33 162 1
2021-02-10 7914 39 161 2
2021-02-09 7875 51 159 0
2021-02-08 7824 6 159 1
2021-02-07 7818 5 158 0
2021-02-06 7813 40 158 0
2021-02-05 7773 43 158 1
2021-02-04 7730 20 157 0
2021-02-03 7710 64 157 0
2021-02-02 7646 48 157 2
2021-02-01 7598 25 155 0
2021-01-31 7573 6 155 0
2021-01-30 7567 45 155 0
2021-01-29 7522 53 155 0
2021-01-28 7469 47 155 0
2021-01-27 7422 49 155 2
2021-01-26 7373 46 153 0
2021-01-25 7327 20 153 1
2021-01-24 7307 17 152 2
2021-01-23 7290 77 150 6
2021-01-22 7213 44 144 1
2021-01-21 7169 59 143 0
2021-01-20 7110 77 143 4
2021-01-19 7033 49 139 0
2021-01-18 6984 30 139 1
2021-01-17 6954 40 138 0
2021-01-16 6914 82 138 0
2021-01-15 6832 47 138 0
2021-01-14 6785 113 138 0
2021-01-13 6672 70 138 1
2021-01-12 6602 68 137 1
2021-01-11 6534 39 136 1
2021-01-10 6495 32 135 0
2021-01-09 6463 121 135 0
2021-01-08 6342 119 135 0
2021-01-07 6223 124 135 4
2021-01-06 6099 124 131 1
2021-01-05 5975 126 130 1
2021-01-04 5849 48 129 3
2021-01-03 5801 133 126 3
2021-01-02 5668 1 123 0
2021-01-01 5667 3 123 0
2020-12-30 5664 117 123 3
2020-12-29 5547 94 120 8
2020-12-28 5453 30 112 1
2020-12-27 5423 168 111 1
2020-12-24 5255 4 110 0
2020-12-23 5251 99 110 2
2020-12-22 5152 77 108 2
2020-12-21 5075 149 106 2
2020-12-19 4926 34 104 3
2020-12-18 4892 90 101 1
2020-12-17 4802 123 100 2
2020-12-16 4679 88 98 1
2020-12-15 4591 116 97 2
2020-12-14 4475 112 95 1
2020-12-13 4363 5 94 1
2020-12-12 4358 71 93 1
2020-12-11 4287 94 92 3
2020-12-10 4193 98 89 1
2020-12-09 4095 96 88 6
2020-12-08 3999 71 82 1
2020-12-07 3928 91 81 6
2020-12-06 3837 7 75 0
2020-12-05 3830 79 75 2
2020-12-04 3751 64 73 3
2020-12-03 3687 76 70 0
2020-12-02 3611 111 70 5
2020-12-01 3500 96 65 0
2020-11-30 3404 48 65 1
2020-11-28 3356 49 64 0
2020-11-27 3307 73 64 1
2020-11-26 3234 78 63 4
2020-11-25 3156 72 59 2
2020-11-24 3084 84 57 1
2020-11-23 3000 48 56 0
2020-11-21 2952 45 56 1
2020-11-20 2907 72 55 1
2020-11-19 2835 76 54 4
2020-11-18 2759 102 50 0
2020-11-17 2657 61 50 1
2020-11-16 2596 82 49 3
2020-11-15 2514 14 46 0
2020-11-14 2500 41 46 0
2020-11-13 2459 82 46 0
2020-11-12 2377 90 46 5
2020-11-11 2287 65 41 0
2020-11-10 2222 74 41 1
2020-11-09 2148 71 40 1
2020-11-07 2077 49 39 1
2020-11-06 2028 51 38 0
2020-11-05 1977 107 38 4
2020-11-04 1870 71 34 1
2020-11-03 1799 56 33 2
2020-11-02 1743 67 31 1
2020-11-01 1676 1 30 1
2020-10-31 1675 51 29 0
2020-10-30 1624 81 29 2
2020-10-29 1543 71 27 0
2020-10-28 1472 66 27 1
2020-10-27 1406 65 26 0
2020-10-26 1341 43 26 0
2020-10-25 1298 13 26 1
2020-10-24 1285 42 25 0
2020-10-23 1243 32 25 0
2020-10-22 1211 37 25 4
2020-10-21 1174 33 21 1
2020-10-20 1141 30 20 0
2020-10-19 1111 20 20 0
2020-10-18 1091 3 20 0
2020-10-17 1088 17 20 0
2020-10-16 1071 29 20 0
2020-10-15 1042 12 20 0
2020-10-14 1030 17 20 0
2020-10-13 1013 8 20 0
2020-10-12 1005 13 20 0
2020-10-10 992 15 20 0
2020-10-09 977 16 20 0
2020-10-08 961 12 20 0
2020-10-07 949 11 20 0
2020-10-06 938 12 20 0
2020-10-05 926 24 20 0
2020-10-03 902 5 20 0
2020-10-02 897 13 20 0
2020-10-01 884 15 20 0
2020-09-30 869 11 20 0
2020-09-29 858 24 20 0
2020-09-28 834 14 20 0
2020-09-26 820 27 20 0
2020-09-25 793 10 20 0
2020-09-24 783 11 20 0
2020-09-23 772 4 20 0
2020-09-22 768 12 20 0
2020-09-21 756 11 20 0
2020-09-19 745 12 20 0
2020-09-18 733 9 20 0
2020-09-17 724 12 20 0
2020-09-16 712 25 20 0
2020-09-15 687 5 20 0
2020-09-14 682 27 20 0
2020-09-12 655 1 20 0
2020-09-11 654 8 20 0
2020-09-10 646 2 20 0
2020-09-09 644 5 20 0
2020-09-08 639 2 20 0
2020-09-07 637 3 20 0
2020-09-05 634 8 20 0
2020-09-04 626 2 20 0
2020-09-03 624 1 20 0
2020-09-02 623 1 20 1
2020-09-01 622 6 19 0
2020-08-31 616 3 19 0
2020-08-29 613 1 19 0
2020-08-28 612 5 19 0
2020-08-27 607 2 19 0
2020-08-26 605 3 19 0
2020-08-25 602 4 19 0
2020-08-24 598 1 19 0
2020-08-23 597 1 19 0
2020-08-21 596 6 19 0
2020-08-20 590 9 19 0
2020-08-19 581 7 19 0
2020-08-18 574 3 19 0
2020-08-17 571 5 19 0
2020-08-15 566 7 19 0
2020-08-14 559 4 19 0
2020-08-13 555 4 19 0
2020-08-12 551 2 19 0
2020-08-11 549 6 19 0
2020-08-10 543 5 19 0
2020-08-08 538 4 19 0
2020-08-07 534 3 19 0
2020-08-06 531 1 19 0
2020-08-05 530 2 19 0
2020-08-04 528 1 19 0
2020-08-03 527 6 19 0
2020-07-31 521 2 19 0
2020-07-30 519 5 19 0
2020-07-28 514 3 19 0
2020-07-27 511 2 19 0
2020-07-25 509 1 19 0
2020-07-23 508 4 19 0
2020-07-22 504 1 19 0
2020-07-20 503 1 19 0
2020-07-18 502 1 19 0
2020-07-16 501 2 19 0
2020-07-11 499 1 19 0
2020-07-09 498 1 19 0
2020-07-07 497 1 19 0
2020-07-02 496 4 19 0
2020-07-01 492 1 19 0
2020-06-30 491 2 19 0
2020-06-24 489 1 19 0
2020-06-23 488 2 19 0
2020-06-22 486 1 19 0
2020-06-05 485 1 19 0
2020-06-02 484 2 19 0
2020-05-28 482 1 19 0
2020-05-25 481 6 19 0
2020-05-22 475 3 19 0
2020-05-20 472 1 19 0
2020-05-19 471 1 19 0
2020-05-18 470 3 19 0
2020-05-15 467 1 19 0
2020-05-14 466 4 19 0
2020-05-13 462 2 19 0
2020-05-11 460 1 19 0
2020-05-07 459 2 19 0
2020-05-06 457 4 19 0
2020-05-05 453 2 19 0
2020-05-04 451 5 19 0
2020-04-30 446 2 19 0
2020-04-28 444 1 19 0
2020-04-27 443 3 19 1
2020-04-24 440 5 18 0
2020-04-23 435 2 18 0
2020-04-22 433 7 18 0
2020-04-21 426 7 18 0
2020-04-20 419 4 18 0
2020-04-18 415 19 18 0
2020-04-17 396 8 18 2
2020-04-16 388 9 16 0
2020-04-15 379 10 16 0
2020-04-14 369 3 16 1
2020-04-11 366 9 15 0
2020-04-09 357 14 15 1
2020-04-08 343 9 14 0
2020-04-07 334 9 14 1
2020-04-06 325 11 13 0
2020-04-04 314 17 13 2
2020-04-03 297 7 11 0
2020-04-02 290 17 11 2
2020-04-01 273 15 9 0
2020-03-31 258 29 9 3
2020-03-30 229 8 6 0
2020-03-29 221 34 6 0
2020-03-28 187 16 6 0
2020-03-27 171 19 6 2
2020-03-26 152 19 4 0
2020-03-25 133 21 4 2
2020-03-24 112 14 2 0
2020-03-23 98 2 2 0
2020-03-22 96 24 2 1
2020-03-20 72 9 1 0
2020-03-19 63 13 1 1
2020-03-18 50 17 0 0
2020-03-16 33 20 0 0
2020-03-12 13 3 0 0
2020-03-11 10 5 0 0
2020-03-10 5 1 0 0
2020-03-05 4 3 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: 0:03:00.327914