Germany: LK Schwarzwald-Baar-Kreis (Baden-Württemberg)¶

  • 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 10:11:11 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Schwarzwald-Baar-Kreis", weeks=5);
2023-03-07T10:11:25.644471 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 7-day incidence rate (per 100K people) 114.8 LK Schwarzwald-Baar-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 10 20 30 40 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 0.4 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 1.75 1.75 R & growth factor (based on cases) Germany-LK Schwarzwald-Baar-Kreis cases daily growth factor Germany-LK Schwarzwald-Baar-Kreis cases daily growth factor (rolling mean) Germany-LK Schwarzwald-Baar-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 4 4 R & growth factor (based on deaths) Germany-LK Schwarzwald-Baar-Kreis deaths daily growth factor Germany-LK Schwarzwald-Baar-Kreis deaths daily growth factor (rolling mean) Germany-LK Schwarzwald-Baar-Kreis estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 1000 2000 3000 4000 cases doubling time [days] Germany-LK Schwarzwald-Baar-Kreis doubling time cases (rolling mean) 0.0 21.3 42.7 64.0 85.4 daily change Germany-LK Schwarzwald-Baar-Kreis new cases (rolling 7d mean) Germany-LK Schwarzwald-Baar-Kreis new cases 0.000 0.213 0.427 0.640 0.854 daily change Germany-LK Schwarzwald-Baar-Kreis new deaths (rolling 7d mean) Germany-LK Schwarzwald-Baar-Kreis new deaths 0.000 0.218 0.436 0.655 0.873
In [4]:
overview(country="Germany", subregion="LK Schwarzwald-Baar-Kreis");
2023-03-07T10:11:46.753702 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 1000 1000 2000 2000 3000 3000 7-day incidence rate (per 100K people) 114.8 LK Schwarzwald-Baar-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 0 200 400 600 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 1 2 3 4 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 1.75 1.75 R & growth factor (based on cases) Germany-LK Schwarzwald-Baar-Kreis cases daily growth factor Germany-LK Schwarzwald-Baar-Kreis cases daily growth factor (rolling mean) Germany-LK Schwarzwald-Baar-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 4 4 R & growth factor (based on deaths) Germany-LK Schwarzwald-Baar-Kreis deaths daily growth factor Germany-LK Schwarzwald-Baar-Kreis deaths daily growth factor (rolling mean) Germany-LK Schwarzwald-Baar-Kreis estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 25000 50000 75000 100000 cases doubling time [days] Germany-LK Schwarzwald-Baar-Kreis doubling time cases (rolling mean) Germany-LK Schwarzwald-Baar-Kreis doubling time deaths (rolling mean) 0 427 854 1280 daily change Germany-LK Schwarzwald-Baar-Kreis new cases (rolling 7d mean) Germany-LK Schwarzwald-Baar-Kreis new cases 0.00 2.13 4.27 6.40 8.54 daily change Germany-LK Schwarzwald-Baar-Kreis new deaths (rolling 7d mean) Germany-LK Schwarzwald-Baar-Kreis new deaths 0.0 111.5 223.0 334.5 446.0 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Schwarzwald-Baar-Kreis", dates="2020-03-15:");
2023-03-07T10:14:18.909698 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 Schwarzwald-Baar-Kreis LK Schwarzwald-Baar-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 Schwarzwald-Baar-Kreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Schwarzwald-Baar-Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Schwarzwald-Baar-Kreis")
print(f'Population of country="Germany", subregion="LK Schwarzwald-Baar-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 Schwarzwald-Baar-Kreis": 213385 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 96835 32 442 0
2023-03-03 96803 28 442 0
2023-03-02 96775 26 442 0
2023-03-01 96749 88 442 0
2023-02-28 96661 71 442 0
2023-02-27 96590 92 442 0
2023-02-24 96498 43 442 0
2023-02-23 96455 31 442 1
2023-02-22 96424 73 441 0
2023-02-17 96351 97 441 0
2023-02-16 96254 6 441 0
2023-02-15 96248 52 441 0
2023-02-14 96196 32 441 0
2023-02-13 96164 22 441 0
2023-02-10 96142 34 441 1
2023-02-09 96108 38 440 0
2023-02-08 96070 42 440 0
2023-02-07 96028 61 440 0
2023-02-06 95967 40 440 0
2023-02-03 95927 24 440 0
2023-02-02 95903 28 440 0
2023-02-01 95875 42 440 0
2023-01-31 95833 68 440 0
2023-01-30 95765 11 440 0
2023-01-27 95754 45 440 1
2023-01-26 95709 122 439 6
2023-01-25 95587 36 433 0
2023-01-24 95551 27 433 0
2023-01-23 95524 15 433 0
2023-01-20 95509 15 433 0
2023-01-19 95494 12 433 0
2023-01-18 95482 13 433 0
2023-01-17 95469 26 433 0
2023-01-16 95443 33 433 0
2023-01-13 95410 1 433 0
2023-01-12 95409 26 433 0
2023-01-11 95383 24 433 0
2023-01-10 95359 25 433 0
2023-01-09 95334 104 433 1
2023-01-08 95230 1 432 0
2023-01-05 95229 1 432 0
2023-01-04 95228 2 432 0
2023-01-02 95226 1 432 0
2022-12-30 95225 17 432 0
2022-12-29 95208 25 432 0
2022-12-28 95183 55 432 0
2022-12-27 95128 41 432 0
2022-12-25 95087 1 432 0
2022-12-23 95086 22 432 0
2022-12-22 95064 38 432 0
2022-12-21 95026 52 432 0
2022-12-20 94974 81 432 0
2022-12-19 94893 50 432 0
2022-12-16 94843 27 432 0
2022-12-15 94816 33 432 0
2022-12-14 94783 49 432 0
2022-12-13 94734 46 432 0
2022-12-12 94688 43 432 1
2022-12-09 94645 26 431 1
2022-12-08 94619 51 430 0
2022-12-07 94568 65 430 3
2022-12-06 94503 57 427 0
2022-12-05 94446 57 427 2
2022-12-02 94389 36 425 0
2022-12-01 94353 38 425 0
2022-11-30 94315 52 425 1
2022-11-29 94263 53 424 0
2022-11-28 94210 46 424 0
2022-11-25 94164 34 424 0
2022-11-24 94130 31 424 1
2022-11-23 94099 42 423 1
2022-11-22 94057 60 422 0
2022-11-21 93997 80 422 1
2022-11-18 93917 30 421 2
2022-11-17 93887 47 419 0
2022-11-16 93840 32 419 0
2022-11-15 93808 60 419 2
2022-11-14 93748 67 417 1
2022-11-11 93681 45 416 0
2022-11-10 93636 43 416 0
2022-11-09 93593 69 416 1
2022-11-08 93524 73 415 1
2022-11-07 93451 107 414 1
2022-11-04 93344 67 413 0
2022-11-03 93277 61 413 0
2022-11-02 93216 199 413 0
2022-10-28 93017 64 413 0
2022-10-27 92953 73 413 0
2022-10-26 92880 194 413 0
2022-10-25 92686 139 413 0
2022-10-24 92547 203 413 2
2022-10-21 92344 141 411 0
2022-10-20 92203 147 411 2
2022-10-19 92056 319 409 0
2022-10-18 91737 235 409 2
2022-10-17 91502 311 407 0
2022-10-14 91191 141 407 1
2022-10-13 91050 319 406 2
2022-10-12 90731 357 404 0
2022-10-11 90374 431 404 1
2022-10-10 89943 346 403 2
2022-10-07 89597 209 401 0
2022-10-06 89388 403 401 0
2022-10-05 88985 229 401 1
2022-10-04 88756 229 400 4
2022-09-30 88527 167 396 1
2022-09-29 88360 145 395 0
2022-09-28 88215 212 395 0
2022-09-27 88003 315 395 1
2022-09-26 87688 122 394 0
2022-09-23 87566 74 394 0
2022-09-22 87492 81 394 0
2022-09-21 87411 91 394 1
2022-09-20 87320 114 393 0
2022-09-19 87206 79 393 0
2022-09-16 87127 61 393 0
2022-09-15 87066 58 393 0
2022-09-14 87008 126 393 0
2022-09-13 86882 111 393 0
2022-09-12 86771 90 393 0
2022-09-09 86681 50 393 0
2022-09-08 86631 70 393 0
2022-09-07 86561 55 393 0
2022-09-06 86506 67 393 1
2022-09-05 86439 65 392 0
2022-09-02 86374 41 392 0
2022-09-01 86333 36 392 0
2022-08-31 86297 82 392 0
2022-08-30 86215 61 392 0
2022-08-29 86154 56 392 0
2022-08-26 86098 40 392 0
2022-08-25 86058 43 392 1
2022-08-24 86015 67 391 0
2022-08-23 85948 68 391 0
2022-08-22 85880 85 391 2
2022-08-19 85795 40 389 0
2022-08-18 85755 54 389 0
2022-08-17 85701 72 389 0
2022-08-16 85629 86 389 0
2022-08-15 85543 90 389 2
2022-08-12 85453 63 387 0
2022-08-11 85390 83 387 0
2022-08-10 85307 90 387 0
2022-08-09 85217 101 387 0
2022-08-08 85116 110 387 4
2022-08-05 85006 135 383 0
2022-08-04 84871 60 383 0
2022-08-03 84811 119 383 0
2022-08-02 84692 140 383 1
2022-08-01 84552 193 382 1
2022-07-29 84359 146 381 1
2022-07-28 84213 197 380 0
2022-07-27 84016 214 380 1
2022-07-26 83802 298 379 1
2022-07-25 83504 316 378 3
2022-07-22 83188 262 375 0
2022-07-21 82926 170 375 0
2022-07-20 82756 383 375 0
2022-07-19 82373 341 375 0
2022-07-18 82032 364 375 1
2022-07-15 81668 228 374 1
2022-07-14 81440 314 373 2
2022-07-13 81126 455 371 0
2022-07-12 80671 482 371 1
2022-07-11 80189 282 370 0
2022-07-08 79907 201 370 0
2022-07-07 79706 312 370 0
2022-07-06 79394 320 370 0
2022-07-05 79074 200 370 0
2022-07-04 78874 271 370 0
2022-07-01 78603 242 370 1
2022-06-30 78361 176 369 0
2022-06-29 78185 282 369 0
2022-06-28 77903 223 369 1
2022-06-27 77680 197 368 0
2022-06-24 77483 116 368 1
2022-06-23 77367 120 367 0
2022-06-22 77247 197 367 0
2022-06-21 77050 185 367 0
2022-06-20 76865 148 367 1
2022-06-17 76717 108 366 0
2022-06-15 76609 109 366 0
2022-06-14 76500 91 366 0
2022-06-13 76409 132 366 1
2022-06-10 76277 70 365 0
2022-06-09 76207 100 365 0
2022-06-08 76107 74 365 1
2022-06-07 76033 85 364 0
2022-06-03 75948 49 364 0
2022-06-02 75899 51 364 0
2022-06-01 75848 71 364 0
2022-05-31 75777 87 364 0
2022-05-30 75690 57 364 0
2022-05-27 75633 64 364 0
2022-05-25 75569 74 364 0
2022-05-24 75495 85 364 1
2022-05-23 75410 109 363 0
2022-05-20 75301 59 363 0
2022-05-19 75242 42 363 0
2022-05-18 75200 100 363 0
2022-05-17 75100 155 363 0
2022-05-16 74945 190 363 1
2022-05-13 74755 121 362 0
2022-05-12 74634 140 362 0
2022-05-11 74494 156 362 0
2022-05-10 74338 115 362 0
2022-05-09 74223 180 362 0
2022-05-06 74043 103 362 0
2022-05-05 73940 159 362 0
2022-05-04 73781 181 362 0
2022-05-03 73600 201 362 0
2022-05-02 73399 182 362 0
2022-04-29 73217 148 362 0
2022-04-28 73069 135 362 0
2022-04-27 72934 152 362 0
2022-04-26 72782 231 362 1
2022-04-25 72551 196 361 0
2022-04-22 72355 117 361 1
2022-04-21 72238 253 360 0
2022-04-20 71985 201 360 0
2022-04-19 71784 352 360 3
2022-04-14 71432 197 357 0
2022-04-13 71235 269 357 0
2022-04-12 70966 213 357 0
2022-04-11 70753 315 357 2
2022-04-08 70438 211 355 1
2022-04-07 70227 153 354 1
2022-04-06 70074 381 353 0
2022-04-05 69693 262 353 1
2022-04-04 69431 450 352 1
2022-04-01 68981 285 351 0
2022-03-31 68696 331 351 0
2022-03-30 68365 671 351 2
2022-03-29 67694 342 349 1
2022-03-28 67352 292 348 1
2022-03-27 67060 217 347 1
2022-03-26 66843 434 346 0
2022-03-25 66409 860 346 1
2022-03-24 65549 806 345 1
2022-03-23 64743 902 344 2
2022-03-22 63841 774 342 0
2022-03-21 63067 837 342 2
2022-03-20 62230 355 340 0
2022-03-19 61875 309 340 0
2022-03-18 61566 800 340 1
2022-03-17 60766 564 339 2
2022-03-16 60202 479 337 1
2022-03-15 59723 616 336 1
2022-03-14 59107 1395 335 3
2022-03-13 57712 422 332 0
2022-03-12 57290 387 332 0
2022-03-11 56903 1149 332 0
2022-03-10 55754 1149 332 1
2022-03-09 54605 1258 331 1
2022-03-08 53347 1268 330 0
2022-03-07 52079 1416 330 0
2022-03-06 50663 480 330 0
2022-03-05 50183 335 330 0
2022-03-04 49848 827 330 1
2022-03-03 49021 890 329 0
2022-03-02 48131 602 329 0
2022-03-01 47529 518 329 1
2022-02-28 47011 580 328 2
2022-02-27 46431 375 326 0
2022-02-26 46056 335 326 0
2022-02-25 45721 772 326 0
2022-02-24 44949 774 326 1
2022-02-23 44175 549 325 2
2022-02-22 43626 549 323 1
2022-02-21 43077 840 322 0
2022-02-20 42237 201 322 1
2022-02-19 42036 234 321 0
2022-02-18 41802 695 321 0
2022-02-17 41107 640 321 0
2022-02-16 40467 770 321 0
2022-02-15 39697 725 321 1
2022-02-14 38972 595 320 2
2022-02-13 38377 216 318 0
2022-02-12 38161 213 318 0
2022-02-11 37948 590 318 0
2022-02-10 37358 630 318 0
2022-02-09 36728 855 318 0
2022-02-08 35873 806 318 0
2022-02-07 35067 569 318 1
2022-02-06 34498 142 317 0
2022-02-05 34356 128 317 0
2022-02-04 34228 956 317 1
2022-02-03 33272 1241 316 1
2022-02-02 32031 827 315 1
2022-02-01 31204 673 314 1
2022-01-31 30531 792 313 0
2022-01-30 29739 16 313 0
2022-01-29 29723 104 313 0
2022-01-28 29619 406 313 1
2022-01-27 29213 403 312 0
2022-01-26 28810 426 312 1
2022-01-25 28384 413 311 1
2022-01-24 27971 343 310 1
2022-01-23 27628 66 309 0
2022-01-22 27562 51 309 0
2022-01-21 27511 193 309 0
2022-01-20 27318 388 309 0
2022-01-19 26930 288 309 0
2022-01-18 26642 228 309 0
2022-01-17 26414 178 309 1
2022-01-16 26236 77 308 0
2022-01-15 26159 59 308 0
2022-01-14 26100 215 308 0
2022-01-13 25885 184 308 0
2022-01-12 25701 293 308 0
2022-01-11 25408 256 308 0
2022-01-10 25152 162 308 0
2022-01-09 24990 97 308 1
2022-01-08 24893 113 307 0
2022-01-07 24780 39 307 0
2022-01-06 24741 6 307 0
2022-01-05 24735 135 307 1
2022-01-04 24600 226 306 0
2022-01-03 24374 82 306 0
2022-01-02 24292 8 306 0
2022-01-01 24284 66 306 0
2021-12-31 24218 55 306 0
2021-12-30 24163 143 306 1
2021-12-29 24020 124 305 1
2021-12-28 23896 157 304 1
2021-12-27 23739 43 303 0
2021-12-26 23696 62 303 0
2021-12-25 23634 38 303 0
2021-12-24 23596 44 303 1
2021-12-23 23552 135 302 0
2021-12-22 23417 204 302 2
2021-12-21 23213 132 300 1
2021-12-20 23081 5 299 0
2021-12-19 23076 63 299 0
2021-12-18 23013 75 299 1
2021-12-17 22938 210 298 4
2021-12-16 22728 207 294 0
2021-12-15 22521 293 294 2
2021-12-14 22228 184 292 1
2021-12-13 22044 93 291 3
2021-12-12 21951 100 288 0
2021-12-11 21851 86 288 3
2021-12-10 21765 243 285 2
2021-12-09 21522 240 283 0
2021-12-08 21282 409 283 2
2021-12-07 20873 279 281 2
2021-12-06 20594 181 279 3
2021-12-05 20413 100 276 1
2021-12-04 20313 74 275 0
2021-12-03 20239 474 275 4
2021-12-02 19765 453 271 1
2021-12-01 19312 446 270 3
2021-11-30 18866 280 267 3
2021-11-29 18586 376 264 0
2021-11-28 18210 46 264 0
2021-11-27 18164 61 264 2
2021-11-26 18103 381 262 4
2021-11-25 17722 354 258 2
2021-11-24 17368 395 256 0
2021-11-23 16973 353 256 5
2021-11-22 16620 203 251 0
2021-11-21 16417 135 251 1
2021-11-20 16282 117 250 0
2021-11-19 16165 194 250 3
2021-11-18 15971 227 247 2
2021-11-17 15744 245 245 2
2021-11-16 15499 193 243 0
2021-11-15 15306 214 243 0
2021-11-14 15092 99 243 1
2021-11-13 14993 125 242 2
2021-11-12 14868 342 240 1
2021-11-11 14526 225 239 1
2021-11-10 14301 197 238 1
2021-11-09 14104 61 237 0
2021-11-08 14043 67 237 0
2021-11-07 13976 47 237 0
2021-11-06 13929 64 237 0
2021-11-05 13865 185 237 1
2021-11-04 13680 157 236 1
2021-11-03 13523 108 235 2
2021-11-02 13415 37 233 1
2021-11-01 13378 11 232 0
2021-10-31 13367 51 232 0
2021-10-30 13316 18 232 0
2021-10-29 13298 121 232 1
2021-10-28 13177 119 231 1
2021-10-27 13058 121 230 1
2021-10-26 12937 96 229 1
2021-10-25 12841 11 228 2
2021-10-24 12830 19 226 0
2021-10-23 12811 70 226 0
2021-10-22 12741 43 226 0
2021-10-21 12698 66 226 1
2021-10-20 12632 89 225 0
2021-10-19 12543 90 225 1
2021-10-18 12453 4 224 0
2021-10-17 12449 12 224 0
2021-10-16 12437 45 224 0
2021-10-15 12392 57 224 1
2021-10-14 12335 40 223 0
2021-10-13 12295 54 223 0
2021-10-12 12241 77 223 0
2021-10-11 12164 1 223 0
2021-10-10 12163 7 223 1
2021-10-09 12156 46 222 1
2021-10-08 12110 33 221 0
2021-10-07 12077 54 221 0
2021-10-06 12023 81 221 0
2021-10-05 11942 104 221 0
2021-10-04 11838 13 221 0
2021-10-03 11825 39 221 0
2021-10-02 11786 20 221 0
2021-10-01 11766 53 221 0
2021-09-30 11713 64 221 0
2021-09-29 11649 93 221 0
2021-09-28 11556 91 221 0
2021-09-27 11465 8 221 0
2021-09-26 11457 17 221 0
2021-09-25 11440 27 221 0
2021-09-24 11413 45 221 0
2021-09-23 11368 42 221 0
2021-09-22 11326 41 221 1
2021-09-21 11285 71 220 0
2021-09-20 11214 8 220 1
2021-09-19 11206 23 219 0
2021-09-18 11183 21 219 0
2021-09-17 11162 50 219 0
2021-09-16 11112 38 219 1
2021-09-15 11074 72 218 0
2021-09-14 11002 70 218 0
2021-09-13 10932 8 218 0
2021-09-12 10924 10 218 0
2021-09-11 10914 46 218 0
2021-09-10 10868 56 218 0
2021-09-09 10812 42 218 0
2021-09-08 10770 59 218 0
2021-09-07 10711 75 218 1
2021-09-06 10636 4 217 0
2021-09-05 10632 16 217 0
2021-09-04 10616 23 217 0
2021-09-03 10593 40 217 0
2021-09-02 10553 23 217 0
2021-09-01 10530 36 217 0
2021-08-31 10494 54 217 1
2021-08-30 10440 5 216 0
2021-08-29 10435 7 216 0
2021-08-28 10428 12 216 0
2021-08-27 10416 29 216 0
2021-08-26 10387 25 216 0
2021-08-25 10362 42 216 0
2021-08-24 10320 34 216 0
2021-08-23 10286 7 216 1
2021-08-22 10279 2 215 0
2021-08-21 10277 17 215 0
2021-08-20 10260 19 215 0
2021-08-19 10241 18 215 0
2021-08-18 10223 23 215 1
2021-08-17 10200 20 214 0
2021-08-16 10180 3 214 0
2021-08-14 10177 17 214 0
2021-08-13 10160 8 214 0
2021-08-12 10152 16 214 0
2021-08-11 10136 10 214 0
2021-08-10 10126 16 214 0
2021-08-09 10110 11 214 0
2021-08-07 10099 8 214 0
2021-08-06 10091 3 214 0
2021-08-05 10088 5 214 1
2021-08-04 10083 10 213 0
2021-08-03 10073 4 213 0
2021-08-02 10069 3 213 0
2021-08-01 10066 2 213 0
2021-07-31 10064 1 213 0
2021-07-30 10063 4 213 0
2021-07-29 10059 3 213 0
2021-07-28 10056 3 213 0
2021-07-27 10053 7 213 0
2021-07-25 10046 1 213 0
2021-07-24 10045 1 213 0
2021-07-23 10044 4 213 0
2021-07-22 10040 3 213 0
2021-07-21 10037 7 213 0
2021-07-20 10030 6 213 1
2021-07-19 10024 1 212 0
2021-07-17 10023 1 212 0
2021-07-16 10022 3 212 0
2021-07-15 10019 4 212 0
2021-07-14 10015 3 212 0
2021-07-13 10012 2 212 0
2021-07-12 10010 1 212 0
2021-07-11 10009 2 212 0
2021-07-09 10007 2 212 0
2021-07-08 10005 2 212 0
2021-07-06 10003 2 212 0
2021-07-05 10001 1 212 0
2021-07-02 10000 2 212 0
2021-07-01 9998 4 212 0
2021-06-30 9994 5 212 0
2021-06-29 9989 3 212 0
2021-06-28 9986 2 212 0
2021-06-27 9984 3 212 0
2021-06-25 9981 4 212 0
2021-06-23 9977 4 212 0
2021-06-22 9973 2 212 0
2021-06-21 9971 1 212 0
2021-06-19 9970 2 212 0
2021-06-18 9968 3 212 0
2021-06-17 9965 4 212 0
2021-06-16 9961 8 212 0
2021-06-15 9953 12 212 0
2021-06-14 9941 2 212 0
2021-06-13 9939 8 212 0
2021-06-12 9931 4 212 0
2021-06-11 9927 19 212 0
2021-06-10 9908 10 212 0
2021-06-09 9898 19 212 0
2021-06-08 9879 16 212 0
2021-06-07 9863 22 212 0
2021-06-06 9841 3 212 0
2021-06-05 9838 5 212 0
2021-06-04 9833 5 212 1
2021-06-03 9828 25 211 1
2021-06-02 9803 29 210 0
2021-06-01 9774 26 210 1
2021-05-31 9748 3 209 0
2021-05-30 9745 13 209 0
2021-05-29 9732 14 209 0
2021-05-28 9718 36 209 0
2021-05-27 9682 43 209 0
2021-05-26 9639 35 209 0
2021-05-25 9604 4 209 0
2021-05-24 9600 1 209 0
2021-05-23 9599 2 209 0
2021-05-22 9597 25 209 0
2021-05-21 9572 30 209 0
2021-05-20 9542 33 209 0
2021-05-19 9509 51 209 0
2021-05-18 9458 66 209 0
2021-05-17 9392 11 209 1
2021-05-16 9381 5 208 0
2021-05-15 9376 40 208 0
2021-05-14 9336 43 208 1
2021-05-13 9293 38 207 0
2021-05-12 9255 56 207 0
2021-05-11 9199 87 207 0
2021-05-10 9112 21 207 1
2021-05-09 9091 31 206 0
2021-05-08 9060 47 206 0
2021-05-07 9013 70 206 0
2021-05-06 8943 92 206 1
2021-05-05 8851 156 205 0
2021-05-04 8695 118 205 0
2021-05-03 8577 22 205 0
2021-05-02 8555 30 205 0
2021-05-01 8525 83 205 0
2021-04-30 8442 70 205 0
2021-04-29 8372 107 205 1
2021-04-28 8265 162 204 0
2021-04-27 8103 115 204 0
2021-04-26 7988 25 204 3
2021-04-25 7963 30 201 0
2021-04-24 7933 86 201 2
2021-04-23 7847 83 199 0
2021-04-22 7764 53 199 0
2021-04-21 7711 100 199 1
2021-04-20 7611 122 198 2
2021-04-19 7489 13 196 0
2021-04-18 7476 30 196 0
2021-04-17 7446 34 196 0
2021-04-16 7412 63 196 0
2021-04-15 7349 62 196 0
2021-04-14 7287 71 196 1
2021-04-13 7216 97 195 0
2021-04-12 7119 15 195 0
2021-04-11 7104 5 195 0
2021-04-10 7099 48 195 2
2021-04-09 7051 58 193 0
2021-04-08 6993 51 193 0
2021-04-07 6942 37 193 0
2021-04-06 6905 22 193 1
2021-04-05 6883 10 192 0
2021-04-04 6873 8 192 0
2021-04-03 6865 11 192 0
2021-04-02 6854 14 192 0
2021-04-01 6840 68 192 0
2021-03-31 6772 38 192 2
2021-03-30 6734 37 190 1
2021-03-29 6697 12 189 0
2021-03-28 6685 14 189 0
2021-03-27 6671 27 189 0
2021-03-26 6644 32 189 1
2021-03-25 6612 39 188 0
2021-03-24 6573 45 188 0
2021-03-23 6528 33 188 0
2021-03-22 6495 4 188 0
2021-03-21 6491 15 188 0
2021-03-20 6476 17 188 0
2021-03-19 6459 19 188 1
2021-03-18 6440 23 187 0
2021-03-17 6417 36 187 0
2021-03-16 6381 27 187 0
2021-03-15 6354 4 187 0
2021-03-14 6350 15 187 0
2021-03-13 6335 23 187 0
2021-03-12 6312 14 187 0
2021-03-11 6298 17 187 2
2021-03-10 6281 21 185 0
2021-03-09 6260 22 185 0
2021-03-08 6238 3 185 0
2021-03-07 6235 4 185 0
2021-03-06 6231 9 185 0
2021-03-05 6222 11 185 0
2021-03-04 6211 16 185 0
2021-03-03 6195 13 185 0
2021-03-02 6182 10 185 0
2021-03-01 6172 3 185 0
2021-02-28 6169 6 185 0
2021-02-27 6163 15 185 0
2021-02-26 6148 8 185 0
2021-02-25 6140 8 185 0
2021-02-24 6132 24 185 0
2021-02-23 6108 9 185 0
2021-02-21 6099 6 185 0
2021-02-20 6093 12 185 0
2021-02-19 6081 21 185 0
2021-02-18 6060 12 185 0
2021-02-17 6048 17 185 0
2021-02-16 6031 6 185 0
2021-02-15 6025 2 185 0
2021-02-14 6023 6 185 0
2021-02-13 6017 19 185 0
2021-02-12 5998 16 185 0
2021-02-11 5982 17 185 1
2021-02-10 5965 21 184 0
2021-02-09 5944 25 184 1
2021-02-08 5919 9 183 1
2021-02-07 5910 13 182 1
2021-02-06 5897 31 181 2
2021-02-05 5866 20 179 1
2021-02-04 5846 42 178 0
2021-02-03 5804 29 178 1
2021-02-02 5775 24 177 0
2021-02-01 5751 5 177 0
2021-01-31 5746 37 177 3
2021-01-30 5709 41 174 1
2021-01-29 5668 26 173 1
2021-01-28 5642 29 172 0
2021-01-27 5613 35 172 2
2021-01-26 5578 24 170 1
2021-01-25 5554 2 169 0
2021-01-24 5552 12 169 0
2021-01-23 5540 27 169 2
2021-01-22 5513 17 167 0
2021-01-21 5496 38 167 0
2021-01-20 5458 35 167 0
2021-01-19 5423 20 167 2
2021-01-18 5403 6 165 0
2021-01-17 5397 8 165 0
2021-01-16 5389 31 165 1
2021-01-15 5358 40 164 2
2021-01-14 5318 53 162 2
2021-01-13 5265 52 160 0
2021-01-12 5213 44 160 1
2021-01-11 5169 21 159 1
2021-01-10 5148 30 158 0
2021-01-09 5118 34 158 0
2021-01-08 5084 58 158 2
2021-01-07 5026 58 156 1
2021-01-06 4968 71 155 2
2021-01-05 4897 56 153 5
2021-01-04 4841 17 148 0
2021-01-03 4824 39 148 0
2021-01-02 4785 29 148 2
2021-01-01 4756 24 146 3
2020-12-31 4732 93 143 7
2020-12-30 4639 72 136 0
2020-12-29 4567 52 136 5
2020-12-28 4515 20 131 0
2020-12-27 4495 8 131 2
2020-12-26 4487 28 129 3
2020-12-25 4459 55 126 3
2020-12-24 4404 52 123 0
2020-12-23 4352 90 123 1
2020-12-22 4262 100 122 4
2020-12-21 4162 39 118 3
2020-12-20 4123 61 115 1
2020-12-19 4062 80 114 2
2020-12-18 3982 103 112 2
2020-12-17 3879 104 110 1
2020-12-16 3775 76 109 1
2020-12-15 3699 76 108 1
2020-12-14 3623 28 107 1
2020-12-13 3595 71 106 2
2020-12-12 3524 65 104 2
2020-12-11 3459 85 102 3
2020-12-10 3374 90 99 2
2020-12-09 3284 99 97 1
2020-12-08 3185 85 96 2
2020-12-07 3100 27 94 2
2020-12-06 3073 36 92 3
2020-12-05 3037 63 89 2
2020-12-04 2974 77 87 2
2020-12-03 2897 71 85 1
2020-12-02 2826 84 84 0
2020-12-01 2742 59 84 0
2020-11-30 2683 32 84 4
2020-11-29 2651 49 80 2
2020-11-28 2602 73 78 2
2020-11-27 2529 75 76 1
2020-11-26 2454 105 75 9
2020-11-25 2349 73 66 1
2020-11-24 2276 77 65 5
2020-11-23 2199 19 60 1
2020-11-22 2180 45 59 3
2020-11-21 2135 54 56 2
2020-11-20 2081 52 54 3
2020-11-19 2029 64 51 2
2020-11-18 1965 73 49 1
2020-11-17 1892 61 48 1
2020-11-16 1831 13 47 0
2020-11-15 1818 30 47 0
2020-11-14 1788 53 47 2
2020-11-13 1735 38 45 0
2020-11-12 1697 90 45 1
2020-11-11 1607 40 44 2
2020-11-10 1567 33 42 0
2020-11-09 1534 19 42 0
2020-11-08 1515 38 42 0
2020-11-07 1477 33 42 1
2020-11-06 1444 34 41 0
2020-11-05 1410 49 41 1
2020-11-04 1361 58 40 0
2020-11-03 1303 35 40 0
2020-11-02 1268 54 40 1
2020-11-01 1214 39 39 1
2020-10-31 1175 23 38 0
2020-10-30 1152 19 38 0
2020-10-29 1133 23 38 0
2020-10-28 1110 34 38 0
2020-10-27 1076 18 38 0
2020-10-26 1058 37 38 2
2020-10-25 1021 13 36 0
2020-10-24 1008 22 36 0
2020-10-23 986 30 36 0
2020-10-22 956 23 36 0
2020-10-21 933 21 36 0
2020-10-20 912 16 36 0
2020-10-19 896 5 36 0
2020-10-18 891 13 36 0
2020-10-17 878 10 36 0
2020-10-16 868 20 36 0
2020-10-15 848 26 36 1
2020-10-14 822 28 35 0
2020-10-13 794 26 35 0
2020-10-12 768 8 35 0
2020-10-11 760 10 35 0
2020-10-10 750 15 35 0
2020-10-09 735 10 35 0
2020-10-08 725 5 35 0
2020-10-07 720 8 35 0
2020-10-06 712 7 35 0
2020-10-05 705 2 35 0
2020-10-04 703 4 35 0
2020-10-03 699 4 35 0
2020-10-02 695 2 35 0
2020-09-30 693 5 35 0
2020-09-29 688 3 35 1
2020-09-27 685 2 34 0
2020-09-25 683 5 34 0
2020-09-24 678 3 34 0
2020-09-23 675 1 34 0
2020-09-22 674 1 34 0
2020-09-20 673 3 34 0
2020-09-19 670 3 34 0
2020-09-17 667 1 34 0
2020-09-16 666 4 34 1
2020-09-15 662 2 33 0
2020-09-14 660 1 33 0
2020-09-13 659 1 33 0
2020-09-12 658 2 33 0
2020-09-11 656 4 33 0
2020-09-10 652 2 33 0
2020-09-08 650 2 33 0
2020-09-07 648 2 33 0
2020-09-06 646 2 33 0
2020-09-05 644 1 33 0
2020-09-03 643 1 33 0
2020-09-01 642 6 33 0
2020-08-30 636 2 33 0
2020-08-29 634 1 33 0
2020-08-28 633 5 33 0
2020-08-26 628 2 33 0
2020-08-25 626 2 33 0
2020-08-24 624 2 33 0
2020-08-22 622 3 33 0
2020-08-21 619 6 33 0
2020-08-20 613 3 33 0
2020-08-19 610 4 33 0
2020-08-18 606 4 33 0
2020-08-16 602 1 33 0
2020-08-15 601 1 33 0
2020-08-14 600 5 33 0
2020-08-12 595 3 33 0
2020-08-11 592 1 33 0
2020-08-06 591 1 33 0
2020-08-04 590 1 33 0
2020-07-31 589 1 33 0
2020-07-24 588 1 33 0
2020-07-22 587 1 33 0
2020-07-17 586 1 33 0
2020-07-11 585 1 33 0
2020-06-26 584 1 33 1
2020-06-25 583 3 32 0
2020-06-24 580 1 32 0
2020-06-23 579 1 32 0
2020-06-22 578 2 32 0
2020-06-21 576 4 32 1
2020-06-20 572 3 31 0
2020-06-16 569 2 31 1
2020-06-13 567 1 30 0
2020-06-12 566 3 30 0
2020-06-11 563 1 30 0
2020-06-10 562 1 30 0
2020-06-07 561 1 30 0
2020-06-04 560 2 30 0
2020-06-03 558 4 30 0
2020-06-02 554 2 30 1
2020-06-01 552 1 29 0
2020-05-30 551 2 29 0
2020-05-29 549 3 29 0
2020-05-27 546 5 29 1
2020-05-26 541 1 28 0
2020-05-23 540 1 28 0
2020-05-19 539 1 28 0
2020-05-17 538 4 28 0
2020-05-16 534 1 28 0
2020-05-15 533 2 28 0
2020-05-14 531 1 28 0
2020-05-13 530 1 28 0
2020-05-12 529 4 28 1
2020-05-11 525 2 27 0
2020-05-10 523 3 27 0
2020-05-09 520 1 27 0
2020-05-08 519 2 27 0
2020-05-07 517 4 27 0
2020-05-06 513 1 27 1
2020-05-05 512 2 26 1
2020-05-04 510 4 25 0
2020-05-03 506 3 25 0
2020-05-02 503 7 25 3
2020-05-01 496 6 22 0
2020-04-30 490 6 22 1
2020-04-29 484 2 21 2
2020-04-28 482 9 19 0
2020-04-27 473 3 19 0
2020-04-26 470 3 19 0
2020-04-25 467 2 19 0
2020-04-24 465 6 19 0
2020-04-23 459 8 19 0
2020-04-22 451 14 19 0
2020-04-21 437 10 19 0
2020-04-20 427 6 19 0
2020-04-19 421 3 19 1
2020-04-18 418 10 18 1
2020-04-17 408 3 17 0
2020-04-16 405 7 17 1
2020-04-15 398 9 16 0
2020-04-14 389 16 16 0
2020-04-13 373 4 16 1
2020-04-12 369 6 15 0
2020-04-11 363 2 15 1
2020-04-10 361 6 14 0
2020-04-09 355 17 14 2
2020-04-08 338 16 12 4
2020-04-07 322 13 8 0
2020-04-06 309 9 8 1
2020-04-05 300 9 7 0
2020-04-04 291 15 7 0
2020-04-03 276 27 7 0
2020-04-02 249 20 7 1
2020-04-01 229 29 6 1
2020-03-31 200 6 5 0
2020-03-30 194 21 5 1
2020-03-29 173 4 4 0
2020-03-28 169 7 4 0
2020-03-27 162 14 4 0
2020-03-26 148 16 4 0
2020-03-25 132 27 4 2
2020-03-24 105 18 2 1
2020-03-23 87 12 1 0
2020-03-22 75 3 1 1
2020-03-21 72 18 0 0
2020-03-20 54 12 0 0
2020-03-19 42 8 0 0
2020-03-18 34 4 0 0
2020-03-17 30 11 0 0
2020-03-16 19 2 0 0
2020-03-15 17 6 0 0
2020-03-14 11 1 0 0
2020-03-13 10 7 0 0
2020-03-12 3 1 0 0
2020-03-11 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: 0:03:24.353685