Germany: SK Dortmund (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 14:17:46 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Dortmund", weeks=5);
2023-03-07T14:17:59.351472 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 80 80 100 100 120 120 140 140 160 160 7-day incidence rate (per 100K people) 83.0 SK Dortmund, 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 0.1 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 Dortmund cases daily growth factor Germany-SK Dortmund cases daily growth factor (rolling mean) Germany-SK Dortmund estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 2 2 4 4 6 6 R & growth factor (based on deaths) Germany-SK Dortmund deaths daily growth factor Germany-SK Dortmund deaths daily growth factor (rolling mean) Germany-SK Dortmund estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 1000 2000 3000 cases doubling time [days] Germany-SK Dortmund doubling time cases (rolling mean) Germany-SK Dortmund doubling time deaths (rolling mean) 0.0 58.7 117.4 176.1 daily change Germany-SK Dortmund new cases (rolling 7d mean) Germany-SK Dortmund new cases 0.000 0.587 1.174 1.761 daily change Germany-SK Dortmund new deaths (rolling 7d mean) Germany-SK Dortmund new deaths 0.0 142.7 285.4 428.1 deaths doubling time [days]
In [4]:
overview(country="Germany", subregion="SK Dortmund");
2023-03-07T14:18:14.278689 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) 83.0 SK Dortmund, 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 0.0 0.5 1.0 1.5 2.0 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-SK Dortmund cases daily growth factor Germany-SK Dortmund cases daily growth factor (rolling mean) Germany-SK Dortmund estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 2 2 4 4 6 6 R & growth factor (based on deaths) Germany-SK Dortmund deaths daily growth factor Germany-SK Dortmund deaths daily growth factor (rolling mean) Germany-SK Dortmund 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 Dortmund doubling time cases (rolling mean) Germany-SK Dortmund doubling time deaths (rolling mean) 0 587 1174 1761 2347 daily change Germany-SK Dortmund new cases (rolling 7d mean) Germany-SK Dortmund new cases 0.00 2.93 5.87 8.80 11.74 daily change Germany-SK Dortmund new deaths (rolling 7d mean) Germany-SK Dortmund new deaths 0.0 245.4 490.8 736.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Dortmund", dates="2020-03-15:");
2023-03-07T14:20:45.031258 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 Dortmund SK Dortmund 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 Dortmund Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Dortmund")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Dortmund")
print(f'Population of country="Germany", subregion="SK Dortmund": {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 Dortmund": 586852 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-03 260099 58 701 0
2023-03-02 260041 65 701 0
2023-03-01 259976 150 701 0
2023-02-28 259826 214 701 0
2023-02-27 259612 231 701 2
2023-02-24 259381 127 699 0
2023-02-23 259254 156 699 0
2023-02-22 259098 209 699 0
2023-02-21 258889 187 699 1
2023-02-20 258702 149 698 1
2023-02-17 258553 119 697 1
2023-02-16 258434 143 696 1
2023-02-15 258291 169 695 0
2023-02-14 258122 168 695 0
2023-02-13 257954 154 695 1
2023-02-10 257800 80 694 0
2023-02-09 257720 131 694 0
2023-02-08 257589 115 694 0
2023-02-07 257474 124 694 0
2023-02-06 257350 159 694 0
2023-02-03 257191 91 694 0
2023-02-02 257100 132 694 0
2023-02-01 256968 165 694 0
2023-01-31 256803 162 694 0
2023-01-30 256641 181 694 0
2023-01-27 256460 102 694 1
2023-01-26 256358 134 693 0
2023-01-25 256224 114 693 1
2023-01-24 256110 121 692 0
2023-01-23 255989 138 692 0
2023-01-20 255851 56 692 0
2023-01-19 255795 74 692 0
2023-01-18 255721 79 692 1
2023-01-17 255642 87 691 1
2023-01-16 255555 146 690 0
2023-01-13 255409 73 690 0
2023-01-12 255336 98 690 1
2023-01-11 255238 100 689 1
2023-01-10 255138 205 688 0
2023-01-09 254933 229 688 1
2023-01-07 254704 1 687 0
2023-01-06 254703 150 687 1
2023-01-05 254553 219 686 0
2023-01-04 254334 227 686 0
2023-01-03 254107 327 686 1
2023-01-02 253780 304 685 2
2022-12-30 253476 322 683 1
2022-12-29 253154 717 682 3
2022-12-28 252437 271 679 0
2022-12-27 252166 279 679 1
2022-12-23 251887 295 678 2
2022-12-22 251592 549 676 3
2022-12-21 251043 693 673 5
2022-12-20 250350 359 668 0
2022-12-19 249991 337 668 2
2022-12-16 249654 301 666 1
2022-12-15 249353 525 665 3
2022-12-14 248828 437 662 1
2022-12-13 248391 489 661 4
2022-12-12 247902 339 657 3
2022-12-09 247563 240 654 3
2022-12-08 247323 215 651 0
2022-12-07 247108 288 651 3
2022-12-06 246820 413 648 1
2022-12-05 246407 426 647 4
2022-12-02 245981 191 643 0
2022-12-01 245790 139 643 1
2022-11-30 245651 296 642 1
2022-11-29 245355 320 641 1
2022-11-28 245035 346 640 1
2022-11-25 244689 163 639 0
2022-11-24 244526 234 639 0
2022-11-23 244292 265 639 1
2022-11-22 244027 337 638 2
2022-11-21 243690 378 636 1
2022-11-18 243312 159 635 0
2022-11-17 243153 255 635 0
2022-11-16 242898 212 635 3
2022-11-15 242686 226 632 1
2022-11-14 242460 579 631 2
2022-11-11 241881 384 629 1
2022-11-10 241497 263 628 1
2022-11-09 241234 55 627 0
2022-11-08 241179 340 627 0
2022-11-07 240839 583 627 3
2022-11-04 240256 308 624 0
2022-11-03 239948 465 624 2
2022-11-02 239483 738 622 0
2022-10-31 238745 569 622 0
2022-10-28 238176 415 622 0
2022-10-27 237761 671 622 1
2022-10-26 237090 791 621 0
2022-10-25 236299 604 621 1
2022-10-24 235695 737 620 1
2022-10-21 234958 520 619 1
2022-10-20 234438 865 618 1
2022-10-19 233573 1557 617 1
2022-10-18 232016 776 616 3
2022-10-17 231240 994 613 1
2022-10-14 230246 953 612 1
2022-10-13 229293 792 611 1
2022-10-12 228501 834 610 2
2022-10-11 227667 760 608 0
2022-10-10 226907 865 608 0
2022-10-07 226042 463 608 1
2022-10-06 225579 615 607 0
2022-10-05 224964 700 607 3
2022-10-04 224264 626 604 1
2022-09-30 223638 398 603 0
2022-09-29 223240 564 603 1
2022-09-28 222676 636 602 0
2022-09-27 222040 486 602 0
2022-09-26 221554 372 602 1
2022-09-23 221182 251 601 0
2022-09-22 220931 353 601 0
2022-09-21 220578 406 601 2
2022-09-20 220172 311 599 0
2022-09-19 219861 413 599 0
2022-09-16 219448 301 599 3
2022-09-15 219147 475 596 2
2022-09-14 218672 421 594 0
2022-09-13 218251 281 594 0
2022-09-12 217970 337 594 0
2022-09-09 217633 208 594 0
2022-09-08 217425 237 594 0
2022-09-07 217188 360 594 2
2022-09-06 216828 324 592 0
2022-09-05 216504 382 592 0
2022-09-02 216122 253 592 0
2022-09-01 215869 317 592 0
2022-08-31 215552 313 592 0
2022-08-30 215239 566 592 2
2022-08-29 214673 563 590 0
2022-08-26 214110 293 590 0
2022-08-25 213817 365 590 0
2022-08-24 213452 486 590 1
2022-08-23 212966 600 589 0
2022-08-22 212366 553 589 1
2022-08-19 211813 338 588 0
2022-08-18 211475 480 588 2
2022-08-17 210995 542 586 1
2022-08-16 210453 612 585 0
2022-08-15 209841 772 585 1
2022-08-12 209069 647 584 4
2022-08-11 208422 537 580 0
2022-08-10 207885 347 580 2
2022-08-09 207538 581 578 0
2022-08-08 206957 697 578 1
2022-08-05 206260 351 577 0
2022-08-04 205909 493 577 1
2022-08-03 205416 513 576 1
2022-08-02 204903 561 575 0
2022-08-01 204342 925 575 2
2022-07-29 203417 358 573 1
2022-07-28 203059 478 572 1
2022-07-27 202581 554 571 1
2022-07-26 202027 934 570 1
2022-07-25 201093 901 569 3
2022-07-22 200192 397 566 0
2022-07-21 199795 614 566 1
2022-07-20 199181 918 565 1
2022-07-19 198263 832 564 1
2022-07-18 197431 1091 563 0
2022-07-15 196340 529 563 1
2022-07-14 195811 878 562 1
2022-07-13 194933 878 561 2
2022-07-12 194055 1168 559 0
2022-07-11 192887 819 559 0
2022-07-08 192068 516 559 0
2022-07-07 191552 851 559 0
2022-07-06 190701 998 559 0
2022-07-05 189703 1043 559 0
2022-07-04 188660 826 559 2
2022-07-01 187834 557 557 0
2022-06-30 187277 1055 557 1
2022-06-29 186222 1413 556 0
2022-06-28 184809 965 556 3
2022-06-27 183844 981 553 1
2022-06-24 182863 562 552 3
2022-06-23 182301 1216 549 0
2022-06-22 181085 1125 549 0
2022-06-21 179960 1067 549 1
2022-06-20 178893 971 548 1
2022-06-17 177922 431 547 1
2022-06-15 177491 601 546 0
2022-06-14 176890 728 546 0
2022-06-13 176162 877 546 0
2022-06-10 175285 378 546 1
2022-06-09 174907 680 545 1
2022-06-08 174227 645 544 0
2022-06-07 173582 647 544 1
2022-06-03 172935 259 543 0
2022-06-02 172676 304 543 0
2022-06-01 172372 291 543 0
2022-05-31 172081 417 543 0
2022-05-30 171664 252 543 0
2022-05-28 171412 174 543 0
2022-05-27 171238 130 543 0
2022-05-26 171108 173 543 0
2022-05-25 170935 306 543 0
2022-05-24 170629 319 543 0
2022-05-23 170310 327 543 0
2022-05-21 169983 259 543 0
2022-05-20 169724 233 543 0
2022-05-19 169491 386 543 0
2022-05-18 169105 445 543 0
2022-05-17 168660 489 543 0
2022-05-16 168171 474 543 1
2022-05-14 167697 170 542 1
2022-05-13 167527 368 541 0
2022-05-12 167159 514 541 0
2022-05-11 166645 620 541 1
2022-05-10 166025 631 540 0
2022-05-09 165394 652 540 0
2022-05-07 164742 415 540 0
2022-05-06 164327 374 540 0
2022-05-05 163953 661 540 0
2022-05-04 163292 680 540 1
2022-05-03 162612 527 539 0
2022-05-02 162085 425 539 0
2022-05-01 161660 242 539 0
2022-04-30 161418 368 539 0
2022-04-29 161050 351 539 0
2022-04-28 160699 717 539 0
2022-04-27 159982 783 539 0
2022-04-26 159199 865 539 1
2022-04-25 158334 806 538 0
2022-04-24 157528 253 538 0
2022-04-23 157275 527 538 1
2022-04-22 156748 717 537 1
2022-04-21 156031 1308 536 2
2022-04-20 154723 956 534 1
2022-04-19 153767 390 533 1
2022-04-18 153377 328 532 0
2022-04-17 153049 326 532 0
2022-04-16 152723 561 532 1
2022-04-15 152162 487 531 0
2022-04-14 151675 1119 531 0
2022-04-13 150556 1190 531 0
2022-04-12 149366 819 531 0
2022-04-11 148547 582 531 1
2022-04-10 147965 686 530 0
2022-04-09 147279 745 530 0
2022-04-08 146534 928 530 0
2022-04-07 145606 968 530 0
2022-04-06 144638 1290 530 2
2022-04-05 143348 892 528 0
2022-04-04 142456 852 528 0
2022-04-03 141604 585 528 1
2022-04-02 141019 660 527 0
2022-04-01 140359 638 527 0
2022-03-31 139721 1740 527 2
2022-03-30 137981 1163 525 0
2022-03-29 136818 1620 525 0
2022-03-28 135198 787 525 0
2022-03-27 134411 965 525 1
2022-03-26 133446 664 524 1
2022-03-25 132782 1261 523 0
2022-03-24 131521 1514 523 1
2022-03-23 130007 1662 522 0
2022-03-22 128345 1300 522 0
2022-03-21 127045 1024 522 2
2022-03-20 126021 528 520 0
2022-03-19 125493 728 520 0
2022-03-18 124765 1544 520 2
2022-03-17 123221 1905 518 0
2022-03-16 121316 1826 518 0
2022-03-15 119490 1245 518 0
2022-03-14 118245 882 518 2
2022-03-13 117363 1046 516 1
2022-03-12 116317 896 515 1
2022-03-11 115421 700 514 2
2022-03-10 114721 1198 512 0
2022-03-09 113523 1238 512 1
2022-03-08 112285 1137 511 0
2022-03-07 111148 612 511 0
2022-03-06 110536 853 511 0
2022-03-05 109683 425 511 0
2022-03-04 109258 702 511 0
2022-03-03 108556 1032 511 3
2022-03-02 107524 947 508 2
2022-03-01 106577 777 506 1
2022-02-28 105800 489 505 3
2022-02-27 105311 225 502 0
2022-02-26 105086 770 502 0
2022-02-25 104316 644 502 0
2022-02-24 103672 954 502 1
2022-02-23 102718 1010 501 2
2022-02-22 101708 888 499 2
2022-02-21 100820 473 497 1
2022-02-20 100347 526 496 0
2022-02-19 99821 622 496 1
2022-02-18 99199 694 495 3
2022-02-17 98505 1155 492 0
2022-02-16 97350 1167 492 1
2022-02-15 96183 1213 491 1
2022-02-14 94970 818 490 0
2022-02-13 94152 1019 490 1
2022-02-12 93133 561 489 1
2022-02-11 92572 928 488 1
2022-02-10 91644 1518 487 0
2022-02-09 90126 2018 487 0
2022-02-08 88108 1903 487 2
2022-02-07 86205 2014 485 0
2022-02-06 84191 790 485 2
2022-02-05 83401 918 483 1
2022-02-04 82483 1403 482 0
2022-02-03 81080 2230 482 2
2022-02-02 78850 2464 480 5
2022-02-01 76386 2270 475 1
2022-01-31 74116 1861 474 1
2022-01-30 72255 1700 473 1
2022-01-29 70555 1156 472 1
2022-01-28 69399 1764 471 0
2022-01-27 67635 1957 471 1
2022-01-26 65678 1521 470 0
2022-01-25 64157 1524 470 2
2022-01-24 62633 1262 468 0
2022-01-23 61371 1083 468 0
2022-01-22 60288 865 468 1
2022-01-21 59423 684 467 0
2022-01-20 58739 868 467 0
2022-01-19 57871 1077 467 4
2022-01-18 56794 1215 463 0
2022-01-17 55579 656 463 3
2022-01-16 54923 677 460 0
2022-01-15 54246 562 460 0
2022-01-14 53684 492 460 0
2022-01-13 53192 935 460 0
2022-01-12 52257 727 460 0
2022-01-11 51530 643 460 1
2022-01-10 50887 539 459 1
2022-01-09 50348 319 458 0
2022-01-08 50029 214 458 0
2022-01-07 49815 482 458 0
2022-01-06 49333 523 458 0
2022-01-05 48810 623 458 0
2022-01-04 48187 457 458 0
2022-01-03 47730 183 458 2
2022-01-02 47547 95 456 1
2022-01-01 47452 117 455 0
2021-12-31 47335 262 455 0
2021-12-30 47073 253 455 0
2021-12-29 46820 217 455 0
2021-12-28 46603 214 455 0
2021-12-27 46389 89 455 1
2021-12-26 46300 66 454 0
2021-12-25 46234 79 454 1
2021-12-24 46155 203 453 3
2021-12-23 45952 232 450 0
2021-12-22 45720 247 450 0
2021-12-21 45473 271 450 2
2021-12-20 45202 85 448 1
2021-12-19 45117 62 447 1
2021-12-18 45055 263 446 0
2021-12-17 44792 185 446 0
2021-12-16 44607 257 446 0
2021-12-15 44350 266 446 0
2021-12-14 44084 309 446 0
2021-12-13 43775 103 446 0
2021-12-12 43672 127 446 0
2021-12-11 43545 232 446 0
2021-12-10 43313 231 446 1
2021-12-09 43082 298 445 1
2021-12-08 42784 349 444 2
2021-12-07 42435 296 442 1
2021-12-06 42139 161 441 1
2021-12-05 41978 163 440 0
2021-12-04 41815 240 440 0
2021-12-03 41575 162 440 0
2021-12-02 41413 325 440 1
2021-12-01 41088 353 439 1
2021-11-30 40735 299 438 0
2021-11-29 40436 126 438 0
2021-11-28 40310 131 438 0
2021-11-27 40179 242 438 0
2021-11-26 39937 220 438 0
2021-11-25 39717 306 438 0
2021-11-24 39411 273 438 0
2021-11-23 39138 270 438 0
2021-11-22 38868 101 438 0
2021-11-21 38767 98 438 0
2021-11-20 38669 262 438 1
2021-11-19 38407 262 437 0
2021-11-18 38145 265 437 1
2021-11-17 37880 286 436 0
2021-11-16 37594 248 436 0
2021-11-15 37346 96 436 1
2021-11-14 37250 85 435 1
2021-11-13 37165 181 434 1
2021-11-12 36984 160 433 0
2021-11-11 36824 187 433 1
2021-11-10 36637 220 432 0
2021-11-09 36417 190 432 2
2021-11-08 36227 36 430 0
2021-11-07 36191 39 430 2
2021-11-06 36152 159 428 1
2021-11-05 35993 102 427 0
2021-11-04 35891 198 427 0
2021-11-03 35693 158 427 1
2021-11-02 35535 65 426 1
2021-11-01 35470 38 425 1
2021-10-31 35432 56 424 1
2021-10-30 35376 109 423 0
2021-10-29 35267 85 423 0
2021-10-28 35182 129 423 0
2021-10-27 35053 134 423 0
2021-10-26 34919 165 423 0
2021-10-25 34754 41 423 0
2021-10-24 34713 17 423 0
2021-10-23 34696 87 423 1
2021-10-22 34609 69 422 0
2021-10-21 34540 62 422 0
2021-10-20 34478 90 422 0
2021-10-19 34388 67 422 0
2021-10-18 34321 19 422 2
2021-10-17 34302 12 420 0
2021-10-16 34290 97 420 0
2021-10-15 34193 36 420 0
2021-10-14 34157 48 420 0
2021-10-13 34109 56 420 0
2021-10-12 34053 54 420 0
2021-10-11 33999 23 420 0
2021-10-10 33976 29 420 0
2021-10-09 33947 53 420 1
2021-10-08 33894 54 419 0
2021-10-07 33840 61 419 0
2021-10-06 33779 85 419 1
2021-10-05 33694 88 418 1
2021-10-04 33606 21 417 1
2021-10-03 33585 13 416 0
2021-10-02 33572 36 416 0
2021-10-01 33536 38 416 0
2021-09-30 33498 68 416 0
2021-09-29 33430 94 416 1
2021-09-28 33336 68 415 0
2021-09-27 33268 26 415 0
2021-09-26 33242 42 415 0
2021-09-25 33200 73 415 0
2021-09-24 33127 62 415 0
2021-09-23 33065 48 415 0
2021-09-22 33017 69 415 0
2021-09-21 32948 68 415 0
2021-09-20 32880 17 415 0
2021-09-19 32863 40 415 0
2021-09-18 32823 68 415 0
2021-09-17 32755 55 415 0
2021-09-16 32700 77 415 1
2021-09-15 32623 96 414 0
2021-09-14 32527 124 414 0
2021-09-13 32403 22 414 0
2021-09-12 32381 28 414 0
2021-09-11 32353 103 414 1
2021-09-10 32250 76 413 0
2021-09-09 32174 109 413 1
2021-09-08 32065 147 412 0
2021-09-07 31918 115 412 0
2021-09-06 31803 53 412 3
2021-09-05 31750 25 409 0
2021-09-04 31725 96 409 0
2021-09-03 31629 126 409 0
2021-09-02 31503 146 409 1
2021-09-01 31357 161 408 1
2021-08-31 31196 196 407 0
2021-08-30 31000 40 407 2
2021-08-29 30960 43 405 2
2021-08-28 30917 163 403 0
2021-08-27 30754 117 403 1
2021-08-26 30637 171 402 2
2021-08-25 30466 198 400 1
2021-08-24 30268 191 399 0
2021-08-23 30077 41 399 0
2021-08-22 30036 64 399 0
2021-08-21 29972 157 399 0
2021-08-20 29815 116 399 1
2021-08-19 29699 212 398 0
2021-08-18 29487 128 398 0
2021-08-17 29359 122 398 2
2021-08-16 29237 37 396 0
2021-08-15 29200 21 396 0
2021-08-14 29179 84 396 0
2021-08-13 29095 52 396 0
2021-08-12 29043 79 396 0
2021-08-11 28964 70 396 0
2021-08-10 28894 79 396 1
2021-08-09 28815 19 395 0
2021-08-08 28796 9 395 0
2021-08-07 28787 31 395 0
2021-08-06 28756 26 395 0
2021-08-05 28730 31 395 1
2021-08-04 28699 41 394 0
2021-08-03 28658 42 394 0
2021-08-02 28616 14 394 0
2021-08-01 28602 9 394 0
2021-07-31 28593 24 394 0
2021-07-30 28569 34 394 0
2021-07-29 28535 21 394 0
2021-07-28 28514 26 394 0
2021-07-27 28488 30 394 0
2021-07-26 28458 11 394 0
2021-07-25 28447 6 394 0
2021-07-24 28441 22 394 0
2021-07-23 28419 12 394 0
2021-07-22 28407 16 394 0
2021-07-21 28391 9 394 0
2021-07-20 28382 21 394 0
2021-07-19 28361 3 394 0
2021-07-18 28358 6 394 0
2021-07-17 28352 7 394 0
2021-07-16 28345 3 394 0
2021-07-15 28342 5 394 0
2021-07-14 28337 14 394 0
2021-07-13 28323 7 394 0
2021-07-12 28316 4 394 0
2021-07-11 28312 1 394 0
2021-07-10 28311 5 394 0
2021-07-09 28306 3 394 0
2021-07-08 28303 9 394 1
2021-07-07 28294 9 393 0
2021-07-06 28285 5 393 0
2021-07-05 28280 1 393 0
2021-07-04 28279 4 393 0
2021-07-03 28275 8 393 0
2021-07-02 28267 6 393 0
2021-07-01 28261 5 393 0
2021-06-30 28256 6 393 0
2021-06-29 28250 6 393 0
2021-06-28 28244 1 393 0
2021-06-27 28243 2 393 0
2021-06-26 28241 6 393 0
2021-06-25 28235 12 393 0
2021-06-24 28223 6 393 0
2021-06-23 28217 16 393 0
2021-06-22 28201 6 393 0
2021-06-21 28195 2 393 0
2021-06-20 28193 4 393 0
2021-06-19 28189 18 393 0
2021-06-18 28171 11 393 0
2021-06-17 28160 14 393 0
2021-06-16 28146 23 393 0
2021-06-15 28123 22 393 0
2021-06-14 28101 6 393 0
2021-06-13 28095 7 393 1
2021-06-12 28088 11 392 0
2021-06-11 28077 17 392 0
2021-06-10 28060 14 392 0
2021-06-09 28046 21 392 0
2021-06-08 28025 30 392 0
2021-06-07 27995 6 392 0
2021-06-06 27989 5 392 0
2021-06-05 27984 34 392 0
2021-06-04 27950 12 392 0
2021-06-03 27938 32 392 1
2021-06-02 27906 32 391 0
2021-06-01 27874 44 391 0
2021-05-31 27830 29 391 0
2021-05-30 27801 14 391 1
2021-05-29 27787 62 390 1
2021-05-28 27725 39 389 0
2021-05-27 27686 72 389 0
2021-05-26 27614 70 389 0
2021-05-25 27544 20 389 1
2021-05-24 27524 28 388 0
2021-05-23 27496 23 388 0
2021-05-22 27473 60 388 1
2021-05-21 27413 49 387 0
2021-05-20 27364 64 387 0
2021-05-19 27300 77 387 0
2021-05-18 27223 112 387 2
2021-05-17 27111 27 385 0
2021-05-16 27084 50 385 0
2021-05-15 27034 81 385 0
2021-05-14 26953 52 385 2
2021-05-13 26901 98 383 0
2021-05-12 26803 156 383 1
2021-05-11 26647 122 382 2
2021-05-10 26525 63 380 0
2021-05-09 26462 37 380 0
2021-05-08 26425 125 380 0
2021-05-07 26300 149 380 2
2021-05-06 26151 143 378 0
2021-05-05 26008 185 378 2
2021-05-04 25823 193 376 1
2021-05-03 25630 67 375 1
2021-05-02 25563 79 374 0
2021-05-01 25484 185 374 1
2021-04-30 25299 166 373 1
2021-04-29 25133 215 372 1
2021-04-28 24918 191 371 2
2021-04-27 24727 254 369 0
2021-04-26 24473 114 369 1
2021-04-25 24359 41 368 0
2021-04-24 24318 204 368 0
2021-04-23 24114 148 368 0
2021-04-22 23966 198 368 3
2021-04-21 23768 237 365 6
2021-04-20 23531 277 359 5
2021-04-19 23254 91 354 1
2021-04-18 23163 66 353 0
2021-04-17 23097 225 353 1
2021-04-16 22872 177 352 1
2021-04-15 22695 199 351 2
2021-04-14 22496 228 349 2
2021-04-13 22268 211 347 2
2021-04-12 22057 62 345 1
2021-04-11 21995 62 344 1
2021-04-10 21933 167 343 2
2021-04-09 21766 111 341 2
2021-04-08 21655 152 339 3
2021-04-07 21503 173 336 1
2021-04-06 21330 34 335 0
2021-04-05 21296 25 335 1
2021-04-04 21271 65 334 2
2021-04-03 21206 50 332 1
2021-04-02 21156 109 331 0
2021-04-01 21047 151 331 1
2021-03-31 20896 141 330 3
2021-03-30 20755 153 327 0
2021-03-29 20602 62 327 0
2021-03-28 20540 34 327 0
2021-03-27 20506 152 327 0
2021-03-26 20354 86 327 1
2021-03-25 20268 201 326 2
2021-03-24 20067 130 324 0
2021-03-23 19937 104 324 2
2021-03-22 19833 47 322 0
2021-03-21 19786 48 322 0
2021-03-20 19738 124 322 0
2021-03-19 19614 75 322 0
2021-03-18 19539 120 322 0
2021-03-17 19419 146 322 2
2021-03-16 19273 97 320 1
2021-03-15 19176 35 319 0
2021-03-14 19141 31 319 0
2021-03-13 19110 84 319 1
2021-03-12 19026 63 318 0
2021-03-11 18963 91 318 0
2021-03-10 18872 72 318 0
2021-03-09 18800 55 318 0
2021-03-08 18745 24 318 0
2021-03-07 18721 12 318 0
2021-03-06 18709 78 318 0
2021-03-05 18631 49 318 0
2021-03-04 18582 72 318 0
2021-03-03 18510 78 318 0
2021-03-02 18432 56 318 0
2021-03-01 18376 19 318 0
2021-02-28 18357 36 318 1
2021-02-27 18321 69 317 0
2021-02-26 18252 49 317 1
2021-02-25 18203 85 316 1
2021-02-24 18118 58 315 1
2021-02-23 18060 56 314 1
2021-02-22 18004 24 313 3
2021-02-21 17980 27 310 2
2021-02-20 17953 73 308 1
2021-02-19 17880 41 307 1
2021-02-18 17839 66 306 0
2021-02-17 17773 70 306 1
2021-02-16 17703 79 305 4
2021-02-15 17624 17 301 1
2021-02-14 17607 24 300 1
2021-02-13 17583 44 299 0
2021-02-12 17539 54 299 1
2021-02-11 17485 48 298 1
2021-02-10 17437 35 297 2
2021-02-09 17402 43 295 1
2021-02-08 17359 18 294 2
2021-02-07 17341 11 292 0
2021-02-06 17330 78 292 1
2021-02-05 17252 40 291 3
2021-02-04 17212 100 288 2
2021-02-03 17112 92 286 1
2021-02-02 17020 52 285 3
2021-02-01 16968 43 282 2
2021-01-31 16925 22 280 0
2021-01-30 16903 60 280 0
2021-01-29 16843 83 280 0
2021-01-28 16760 94 280 5
2021-01-27 16666 76 275 2
2021-01-26 16590 79 273 4
2021-01-25 16511 45 269 2
2021-01-24 16466 17 267 0
2021-01-23 16449 90 267 1
2021-01-22 16359 101 266 6
2021-01-21 16258 141 260 6
2021-01-20 16117 92 254 0
2021-01-19 16025 97 254 3
2021-01-18 15928 48 251 6
2021-01-17 15880 28 245 0
2021-01-16 15852 159 245 2
2021-01-15 15693 130 243 13
2021-01-14 15563 107 230 6
2021-01-13 15456 161 224 3
2021-01-12 15295 164 221 5
2021-01-11 15131 35 216 1
2021-01-10 15096 42 215 0
2021-01-09 15054 121 215 3
2021-01-08 14933 120 212 0
2021-01-07 14813 153 212 3
2021-01-06 14660 181 209 5
2021-01-05 14479 215 204 7
2021-01-04 14264 78 197 2
2021-01-03 14186 57 195 0
2021-01-02 14129 42 195 2
2021-01-01 14087 40 193 0
2020-12-31 14047 166 193 2
2020-12-30 13881 230 191 4
2020-12-29 13651 195 187 3
2020-12-28 13456 78 184 2
2020-12-27 13378 41 182 0
2020-12-26 13337 52 182 4
2020-12-25 13285 126 178 1
2020-12-24 13159 227 177 1
2020-12-23 12932 257 176 5
2020-12-21 12675 98 171 2
2020-12-20 12577 111 169 0
2020-12-19 12466 157 169 0
2020-12-18 12309 218 169 7
2020-12-17 12091 257 162 3
2020-12-16 11834 251 159 3
2020-12-15 11583 185 156 6
2020-12-14 11398 129 150 5
2020-12-13 11269 86 145 4
2020-12-12 11183 136 141 2
2020-12-11 11047 237 139 4
2020-12-10 10810 269 135 8
2020-12-09 10541 214 127 1
2020-12-08 10327 173 126 2
2020-12-07 10154 57 124 2
2020-12-06 10097 46 122 0
2020-12-05 10051 161 122 1
2020-12-04 9890 150 121 2
2020-12-03 9740 151 119 3
2020-12-02 9589 162 116 4
2020-12-01 9427 151 112 1
2020-11-30 9276 86 111 0
2020-11-29 9190 93 111 1
2020-11-28 9097 109 110 2
2020-11-27 8988 134 108 1
2020-11-26 8854 196 107 0
2020-11-25 8658 205 107 5
2020-11-24 8453 192 102 9
2020-11-23 8261 57 93 1
2020-11-22 8204 73 92 1
2020-11-21 8131 101 91 2
2020-11-20 8030 216 89 3
2020-11-19 7814 261 86 7
2020-11-18 7553 245 79 10
2020-11-17 7308 240 69 5
2020-11-16 7068 75 64 2
2020-11-15 6993 95 62 0
2020-11-14 6898 217 62 1
2020-11-13 6681 155 61 1
2020-11-12 6526 194 60 3
2020-11-11 6332 160 57 2
2020-11-10 6172 197 55 1
2020-11-09 5975 39 54 0
2020-11-08 5936 102 54 1
2020-11-07 5834 252 53 3
2020-11-06 5582 168 50 0
2020-11-05 5414 265 50 1
2020-11-04 5149 245 49 2
2020-11-03 4904 151 47 2
2020-11-02 4753 100 45 0
2020-11-01 4653 170 45 0
2020-10-31 4483 135 45 4
2020-10-30 4348 133 41 1
2020-10-29 4215 204 40 4
2020-10-28 4011 203 36 3
2020-10-27 3808 177 33 4
2020-10-26 3631 53 29 3
2020-10-25 3578 76 26 0
2020-10-24 3502 218 26 1
2020-10-23 3284 97 25 0
2020-10-22 3187 184 25 0
2020-10-21 3003 116 25 0
2020-10-20 2887 68 25 1
2020-10-19 2819 36 24 0
2020-10-18 2783 29 24 1
2020-10-17 2754 61 23 0
2020-10-16 2693 69 23 0
2020-10-15 2624 89 23 0
2020-10-14 2535 81 23 0
2020-10-13 2454 52 23 1
2020-10-12 2402 21 22 0
2020-10-11 2381 18 22 0
2020-10-10 2363 43 22 0
2020-10-09 2320 50 22 0
2020-10-08 2270 35 22 0
2020-10-07 2235 31 22 0
2020-10-06 2204 31 22 0
2020-10-05 2173 18 22 0
2020-10-04 2155 6 22 0
2020-10-03 2149 17 22 0
2020-10-02 2132 25 22 0
2020-10-01 2107 31 22 0
2020-09-30 2076 35 22 0
2020-09-29 2041 29 22 0
2020-09-28 2012 13 22 0
2020-09-27 1999 11 22 0
2020-09-26 1988 13 22 0
2020-09-25 1975 27 22 0
2020-09-24 1948 15 22 0
2020-09-23 1933 18 22 0
2020-09-22 1915 21 22 1
2020-09-21 1894 9 21 0
2020-09-20 1885 11 21 0
2020-09-19 1874 30 21 0
2020-09-18 1844 24 21 0
2020-09-17 1820 15 21 0
2020-09-16 1805 9 21 0
2020-09-15 1796 6 21 0
2020-09-14 1790 3 21 0
2020-09-13 1787 1 21 0
2020-09-12 1786 13 21 0
2020-09-11 1773 6 21 1
2020-09-10 1767 4 20 0
2020-09-09 1763 10 20 0
2020-09-08 1753 10 20 0
2020-09-07 1743 15 20 0
2020-09-06 1728 6 20 0
2020-09-05 1722 19 20 0
2020-09-04 1703 24 20 0
2020-09-03 1679 18 20 0
2020-09-02 1661 13 20 0
2020-09-01 1648 8 20 0
2020-08-31 1640 3 20 0
2020-08-30 1637 1 20 0
2020-08-29 1636 4 20 0
2020-08-28 1632 10 20 0
2020-08-27 1622 5 20 0
2020-08-26 1617 13 20 0
2020-08-25 1604 16 20 0
2020-08-24 1588 13 20 0
2020-08-23 1575 5 20 0
2020-08-22 1570 15 20 0
2020-08-21 1555 15 20 0
2020-08-20 1540 13 20 0
2020-08-19 1527 15 20 0
2020-08-18 1512 25 20 1
2020-08-17 1487 5 19 0
2020-08-16 1482 16 19 0
2020-08-15 1466 16 19 0
2020-08-14 1450 11 19 0
2020-08-13 1439 26 19 0
2020-08-12 1413 12 19 0
2020-08-11 1401 23 19 0
2020-08-10 1378 9 19 0
2020-08-09 1369 7 19 0
2020-08-08 1362 10 19 0
2020-08-07 1352 15 19 0
2020-08-06 1337 39 19 1
2020-08-05 1298 13 18 1
2020-08-04 1285 11 17 0
2020-08-03 1274 7 17 0
2020-08-02 1267 8 17 0
2020-08-01 1259 16 17 1
2020-07-31 1243 7 16 0
2020-07-30 1236 18 16 0
2020-07-29 1218 16 16 0
2020-07-28 1202 22 16 0
2020-07-27 1180 4 16 0
2020-07-25 1176 9 16 0
2020-07-24 1167 10 16 0
2020-07-23 1157 8 16 0
2020-07-22 1149 6 16 0
2020-07-21 1143 10 16 0
2020-07-20 1133 1 16 0
2020-07-19 1132 1 16 0
2020-07-18 1131 16 16 0
2020-07-17 1115 4 16 0
2020-07-16 1111 16 16 0
2020-07-15 1095 10 16 0
2020-07-14 1085 8 16 0
2020-07-13 1077 3 16 0
2020-07-12 1074 3 16 0
2020-07-11 1071 14 16 0
2020-07-10 1057 5 16 0
2020-07-09 1052 4 16 0
2020-07-08 1048 13 16 1
2020-07-07 1035 9 15 0
2020-07-05 1026 15 15 0
2020-07-04 1011 16 15 0
2020-07-03 995 7 15 1
2020-07-02 988 16 14 1
2020-07-01 972 9 13 0
2020-06-30 963 5 13 0
2020-06-29 958 2 13 0
2020-06-27 956 19 13 0
2020-06-26 937 16 13 1
2020-06-25 921 17 12 0
2020-06-24 904 16 12 0
2020-06-23 888 3 12 0
2020-06-22 885 1 12 0
2020-06-21 884 4 12 0
2020-06-20 880 20 12 0
2020-06-19 860 14 12 0
2020-06-18 846 7 12 0
2020-06-17 839 7 12 0
2020-06-16 832 12 12 1
2020-06-15 820 1 11 0
2020-06-14 819 5 11 0
2020-06-13 814 8 11 1
2020-06-12 806 7 10 0
2020-06-11 799 8 10 0
2020-06-10 791 10 10 0
2020-06-09 781 5 10 0
2020-06-08 776 1 10 1
2020-06-07 775 6 9 0
2020-06-06 769 9 9 0
2020-06-05 760 12 9 2
2020-06-04 748 5 7 0
2020-06-03 743 4 7 0
2020-06-02 739 10 7 0
2020-06-01 729 4 7 1
2020-05-31 725 1 6 0
2020-05-30 724 1 6 0
2020-05-27 723 2 6 0
2020-05-25 721 1 6 0
2020-05-22 720 1 6 0
2020-05-20 719 3 6 0
2020-05-19 716 1 6 0
2020-05-16 715 2 6 0
2020-05-15 713 1 6 0
2020-05-14 712 1 6 0
2020-05-13 711 4 6 0
2020-05-12 707 5 6 0
2020-05-10 702 1 6 0
2020-05-09 701 2 6 0
2020-05-08 699 2 6 0
2020-05-07 697 3 6 0
2020-05-06 694 4 6 0
2020-05-05 690 6 6 0
2020-05-04 684 1 6 0
2020-05-03 683 1 6 0
2020-05-02 682 1 6 0
2020-05-01 681 3 6 0
2020-04-30 678 1 6 0
2020-04-29 677 9 6 0
2020-04-28 668 6 6 0
2020-04-27 662 8 6 0
2020-04-26 654 21 6 0
2020-04-25 633 4 6 0
2020-04-24 629 5 6 0
2020-04-23 624 3 6 0
2020-04-22 621 8 6 0
2020-04-21 613 5 6 0
2020-04-20 608 14 6 0
2020-04-19 594 5 6 0
2020-04-18 589 4 6 0
2020-04-17 585 5 6 0
2020-04-16 580 9 6 0
2020-04-15 571 6 6 0
2020-04-14 565 9 6 2
2020-04-13 556 13 4 1
2020-04-12 543 10 3 0
2020-04-11 533 11 3 0
2020-04-10 522 13 3 0
2020-04-09 509 20 3 0
2020-04-08 489 14 3 0
2020-04-07 475 47 3 0
2020-04-06 428 20 3 1
2020-04-05 408 19 2 0
2020-04-04 389 9 2 0
2020-04-03 380 17 2 0
2020-04-02 363 31 2 0
2020-04-01 332 34 2 1
2020-03-31 298 19 1 0
2020-03-30 279 23 1 1
2020-03-29 256 9 0 0
2020-03-28 247 16 0 0
2020-03-27 231 7 0 0
2020-03-26 224 21 0 0
2020-03-25 203 10 0 0
2020-03-24 193 19 0 0
2020-03-23 174 16 0 0
2020-03-21 158 17 0 0
2020-03-20 141 34 0 0
2020-03-19 107 28 0 0
2020-03-18 79 12 0 0
2020-03-17 67 32 0 0
2020-03-16 35 17 0 0
2020-03-13 18 2 0 0
2020-03-12 16 9 0 0
2020-03-11 7 3 0 0
2020-03-10 4 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: 0:03:20.543150