Germany: LK Havelland (Brandenburg)¶

  • Homepage of project: https://oscovida.github.io
  • Plots are explained at http://oscovida.github.io/plots.html
  • Execute this Jupyter Notebook using myBinder
In [1]:
import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")

Notebook executed on: 07/03/2023 12:14:07 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Havelland", weeks=5);
2023-03-07T12:14:19.572258 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 50 50 60 60 70 70 7-day incidence rate (per 100K people) 47.6 LK Havelland, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5 10 15 20 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-LK Havelland new deaths (rolling 7d mean) Germany-LK Havelland new deaths 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Havelland cases daily growth factor Germany-LK Havelland cases daily growth factor (rolling mean) Germany-LK Havelland estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-LK Havelland deaths daily growth factor Germany-LK Havelland deaths daily growth factor (rolling mean) Germany-LK Havelland estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 6000 cases doubling time [days] Germany-LK Havelland doubling time cases (rolling mean) 0.00 8.30 16.59 24.89 33.18 daily change Germany-LK Havelland new cases (rolling 7d mean) Germany-LK Havelland new cases 0.000 0.310 0.619 0.929
In [4]:
overview(country="Germany", subregion="LK Havelland");
2023-03-07T12:14:40.272936 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 7-day incidence rate (per 100K people) 47.6 LK Havelland, 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 2 4 6 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Havelland cases daily growth factor Germany-LK Havelland cases daily growth factor (rolling mean) Germany-LK Havelland estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-LK Havelland deaths daily growth factor Germany-LK Havelland deaths daily growth factor (rolling mean) Germany-LK Havelland estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2000 4000 6000 8000 cases doubling time [days] Germany-LK Havelland doubling time cases (rolling mean) Germany-LK Havelland doubling time deaths (rolling mean) 0.0 165.9 331.8 497.7 663.6 daily change Germany-LK Havelland new cases (rolling 7d mean) Germany-LK Havelland new cases 0.00 3.32 6.64 9.95 daily change Germany-LK Havelland new deaths (rolling 7d mean) Germany-LK Havelland new deaths 0.0 92.5 185.0 277.5 370.0 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Havelland", dates="2020-03-15:");
2023-03-07T12:16:43.930488 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 Havelland LK Havelland 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 Havelland Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Havelland")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Havelland")
print(f'Population of country="Germany", subregion="LK Havelland": {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 Havelland": 165906 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 63176 18 346 0
2023-03-03 63158 3 346 0
2023-03-02 63155 16 346 0
2023-03-01 63139 18 346 0
2023-02-28 63121 24 346 0
2023-02-27 63097 23 346 0
2023-02-24 63074 17 346 0
2023-02-23 63057 12 346 0
2023-02-22 63045 23 346 0
2023-02-21 63022 20 346 0
2023-02-20 63002 18 346 0
2023-02-17 62984 3 346 0
2023-02-16 62981 23 346 0
2023-02-15 62958 29 346 0
2023-02-14 62929 26 346 0
2023-02-13 62903 25 346 0
2023-02-10 62878 11 346 0
2023-02-09 62867 15 346 0
2023-02-08 62852 28 346 0
2023-02-07 62824 28 346 0
2023-02-06 62796 29 346 0
2023-02-03 62767 12 346 0
2023-02-02 62755 15 346 0
2023-02-01 62740 35 346 0
2023-01-31 62705 32 346 0
2023-01-30 62673 22 346 0
2023-01-27 62651 21 346 0
2023-01-26 62630 12 346 0
2023-01-25 62618 23 346 0
2023-01-24 62595 41 346 0
2023-01-23 62554 20 346 0
2023-01-20 62534 7 346 0
2023-01-19 62527 22 346 0
2023-01-18 62505 16 346 0
2023-01-17 62489 26 346 0
2023-01-16 62463 19 346 0
2023-01-13 62444 20 346 0
2023-01-12 62424 15 346 0
2023-01-11 62409 24 346 0
2023-01-10 62385 35 346 0
2023-01-09 62350 55 346 1
2023-01-06 62295 34 345 0
2023-01-05 62261 43 345 0
2023-01-04 62218 85 345 2
2023-01-03 62133 111 343 2
2023-01-02 62022 25 341 1
2023-01-01 61997 1 340 0
2022-12-30 61996 15 340 0
2022-12-29 61981 82 340 0
2022-12-28 61899 79 340 0
2022-12-27 61820 90 340 1
2022-12-26 61730 6 339 0
2022-12-25 61724 10 339 0
2022-12-24 61714 19 339 0
2022-12-23 61695 66 339 0
2022-12-22 61629 101 339 1
2022-12-21 61528 107 338 0
2022-12-20 61421 152 338 0
2022-12-19 61269 42 338 0
2022-12-18 61227 22 338 0
2022-12-17 61205 66 338 1
2022-12-16 61139 85 337 1
2022-12-15 61054 77 336 0
2022-12-14 60977 150 336 2
2022-12-13 60827 199 334 0
2022-12-12 60628 76 334 0
2022-12-11 60552 17 334 0
2022-12-10 60535 60 334 0
2022-12-09 60475 110 334 0
2022-12-08 60365 80 334 1
2022-12-07 60285 154 333 0
2022-12-06 60131 147 333 0
2022-12-05 59984 173 333 0
2022-12-04 59811 7 333 0
2022-12-03 59804 26 333 2
2022-12-02 59778 63 331 1
2022-12-01 59715 88 330 0
2022-11-30 59627 112 330 1
2022-11-29 59515 176 329 1
2022-11-28 59339 85 328 1
2022-11-27 59254 11 327 0
2022-11-26 59243 41 327 0
2022-11-25 59202 77 327 2
2022-11-24 59125 93 325 0
2022-11-23 59032 89 325 2
2022-11-22 58943 67 323 0
2022-11-21 58876 69 323 0
2022-11-20 58807 2 323 0
2022-11-19 58805 16 323 0
2022-11-18 58789 64 323 0
2022-11-17 58725 56 323 0
2022-11-16 58669 80 323 1
2022-11-15 58589 57 322 0
2022-11-14 58532 110 322 0
2022-11-13 58422 5 322 0
2022-11-12 58417 25 322 0
2022-11-11 58392 75 322 1
2022-11-10 58317 42 321 0
2022-11-09 58275 69 321 1
2022-11-08 58206 85 320 1
2022-11-07 58121 72 319 0
2022-11-06 58049 10 319 1
2022-11-05 58039 17 318 0
2022-11-04 58022 56 318 0
2022-11-03 57966 107 318 0
2022-11-02 57859 108 318 0
2022-11-01 57751 138 318 0
2022-10-31 57613 21 318 0
2022-10-30 57592 6 318 0
2022-10-29 57586 55 318 0
2022-10-28 57531 127 318 0
2022-10-27 57404 74 318 0
2022-10-26 57330 156 318 1
2022-10-25 57174 224 317 0
2022-10-24 56950 93 317 0
2022-10-23 56857 15 317 0
2022-10-22 56842 63 317 0
2022-10-21 56779 196 317 1
2022-10-20 56583 118 316 1
2022-10-19 56465 171 315 1
2022-10-18 56294 326 314 2
2022-10-17 55968 114 312 1
2022-10-16 55854 15 311 0
2022-10-15 55839 96 311 1
2022-10-14 55743 109 310 0
2022-10-13 55634 162 310 0
2022-10-12 55472 181 310 1
2022-10-11 55291 179 309 0
2022-10-10 55112 276 309 1
2022-10-09 54836 26 308 0
2022-10-08 54810 32 308 0
2022-10-07 54778 149 308 0
2022-10-06 54629 226 308 0
2022-10-05 54403 366 308 2
2022-10-04 54037 135 306 0
2022-10-03 53902 8 306 0
2022-10-02 53894 7 306 0
2022-10-01 53887 47 306 0
2022-09-30 53840 115 306 0
2022-09-29 53725 142 306 0
2022-09-28 53583 184 306 0
2022-09-27 53399 214 306 1
2022-09-26 53185 118 305 1
2022-09-25 53067 15 304 0
2022-09-24 53052 52 304 0
2022-09-23 53000 111 304 0
2022-09-22 52889 54 304 0
2022-09-21 52835 85 304 0
2022-09-20 52750 112 304 0
2022-09-19 52638 63 304 0
2022-09-18 52575 7 304 0
2022-09-17 52568 32 304 0
2022-09-16 52536 66 304 0
2022-09-15 52470 90 304 0
2022-09-14 52380 80 304 0
2022-09-13 52300 111 304 1
2022-09-12 52189 104 303 1
2022-09-11 52085 5 302 0
2022-09-10 52080 19 302 0
2022-09-09 52061 59 302 0
2022-09-08 52002 50 302 0
2022-09-07 51952 98 302 0
2022-09-06 51854 81 302 0
2022-09-05 51773 66 302 0
2022-09-04 51707 7 302 1
2022-09-03 51700 32 301 0
2022-09-02 51668 66 301 0
2022-09-01 51602 74 301 0
2022-08-31 51528 83 301 0
2022-08-30 51445 72 301 1
2022-08-29 51373 57 300 1
2022-08-28 51316 6 299 0
2022-08-27 51310 33 299 1
2022-08-26 51277 73 298 0
2022-08-25 51204 67 298 0
2022-08-24 51137 73 298 0
2022-08-23 51064 85 298 0
2022-08-22 50979 91 298 0
2022-08-21 50888 4 298 0
2022-08-20 50884 52 298 0
2022-08-19 50832 64 298 0
2022-08-18 50768 83 298 2
2022-08-17 50685 116 296 1
2022-08-16 50569 130 295 0
2022-08-15 50439 72 295 2
2022-08-14 50367 12 293 0
2022-08-13 50355 56 293 0
2022-08-12 50299 67 293 0
2022-08-11 50232 87 293 3
2022-08-10 50145 114 290 0
2022-08-09 50031 115 290 0
2022-08-08 49916 54 290 0
2022-08-07 49862 8 290 0
2022-08-06 49854 49 290 0
2022-08-05 49805 88 290 0
2022-08-04 49717 88 290 0
2022-08-03 49629 130 290 0
2022-08-02 49499 171 290 1
2022-08-01 49328 51 289 0
2022-07-31 49277 7 289 0
2022-07-30 49270 81 289 0
2022-07-29 49189 79 289 1
2022-07-28 49110 128 288 0
2022-07-27 48982 130 288 1
2022-07-26 48852 203 287 0
2022-07-25 48649 70 287 0
2022-07-24 48579 8 287 0
2022-07-23 48571 70 287 0
2022-07-22 48501 141 287 0
2022-07-21 48360 92 287 0
2022-07-20 48268 193 287 0
2022-07-19 48075 231 287 0
2022-07-18 47844 82 287 1
2022-07-17 47762 15 286 0
2022-07-16 47747 51 286 0
2022-07-15 47696 127 286 0
2022-07-14 47569 103 286 1
2022-07-13 47466 134 285 0
2022-07-12 47332 202 285 1
2022-07-11 47130 92 284 0
2022-07-10 47038 14 284 0
2022-07-09 47024 77 284 1
2022-07-08 46947 115 283 0
2022-07-07 46832 107 283 1
2022-07-06 46725 141 282 0
2022-07-05 46584 182 282 0
2022-07-04 46402 100 282 0
2022-07-03 46302 9 282 0
2022-07-02 46293 39 282 0
2022-07-01 46254 124 282 1
2022-06-30 46130 94 281 0
2022-06-29 46036 174 281 0
2022-06-28 45862 132 281 0
2022-06-27 45730 150 281 0
2022-06-26 45580 32 281 0
2022-06-25 45548 43 281 0
2022-06-24 45505 100 281 1
2022-06-23 45405 101 280 0
2022-06-22 45304 140 280 0
2022-06-21 45164 114 280 0
2022-06-20 45050 76 280 0
2022-06-19 44974 45 280 0
2022-06-18 44929 56 280 0
2022-06-17 44873 74 280 0
2022-06-16 44799 63 280 0
2022-06-15 44736 87 280 0
2022-06-14 44649 63 280 0
2022-06-13 44586 69 280 1
2022-06-12 44517 11 279 0
2022-06-11 44506 51 279 1
2022-06-10 44455 95 278 0
2022-06-09 44360 56 278 0
2022-06-08 44304 67 278 0
2022-06-07 44237 72 278 0
2022-06-06 44165 10 278 0
2022-06-05 44155 17 278 0
2022-06-04 44138 11 278 0
2022-06-03 44127 35 278 0
2022-06-02 44092 36 278 0
2022-06-01 44056 51 278 0
2022-05-31 44005 42 278 0
2022-05-30 43963 39 278 0
2022-05-29 43924 18 278 0
2022-05-28 43906 13 278 0
2022-05-27 43893 21 278 0
2022-05-26 43872 11 278 0
2022-05-25 43861 36 278 0
2022-05-24 43825 32 278 0
2022-05-23 43793 21 278 0
2022-05-22 43772 13 278 0
2022-05-21 43759 12 278 0
2022-05-20 43747 30 278 0
2022-05-19 43717 33 278 0
2022-05-18 43684 47 278 0
2022-05-17 43637 41 278 1
2022-05-16 43596 46 277 0
2022-05-15 43550 14 277 0
2022-05-14 43536 28 277 0
2022-05-13 43508 61 277 0
2022-05-12 43447 29 277 0
2022-05-11 43418 63 277 1
2022-05-10 43355 87 276 0
2022-05-09 43268 83 276 1
2022-05-08 43185 11 275 0
2022-05-07 43174 30 275 0
2022-05-06 43144 61 275 0
2022-05-05 43083 75 275 1
2022-05-04 43008 124 274 0
2022-05-03 42884 54 274 0
2022-05-02 42830 124 274 0
2022-05-01 42706 7 274 0
2022-04-30 42699 36 274 0
2022-04-29 42663 49 274 0
2022-04-28 42614 66 274 0
2022-04-27 42548 136 274 0
2022-04-26 42412 133 274 1
2022-04-25 42279 121 273 0
2022-04-24 42158 34 273 0
2022-04-23 42124 47 273 0
2022-04-22 42077 93 273 1
2022-04-21 41984 190 272 2
2022-04-20 41794 171 270 0
2022-04-19 41623 163 270 0
2022-04-18 41460 9 270 0
2022-04-17 41451 44 270 0
2022-04-16 41407 23 270 0
2022-04-15 41384 61 270 1
2022-04-14 41323 131 269 0
2022-04-13 41192 231 269 1
2022-04-12 40961 137 268 1
2022-04-11 40824 102 267 0
2022-04-10 40722 44 267 0
2022-04-09 40678 45 267 0
2022-04-08 40633 165 267 1
2022-04-07 40468 106 266 0
2022-04-06 40362 186 266 0
2022-04-05 40176 177 266 0
2022-04-04 39999 156 266 0
2022-04-03 39843 39 266 0
2022-04-02 39804 55 266 0
2022-04-01 39749 171 266 0
2022-03-31 39578 210 266 0
2022-03-30 39368 354 266 0
2022-03-29 39014 355 266 0
2022-03-28 38659 159 266 0
2022-03-27 38500 52 266 0
2022-03-26 38448 151 266 0
2022-03-25 38297 292 266 0
2022-03-24 38005 213 266 0
2022-03-23 37792 347 266 2
2022-03-22 37445 529 264 1
2022-03-21 36916 344 263 0
2022-03-20 36572 28 263 2
2022-03-19 36544 140 261 0
2022-03-18 36404 331 261 0
2022-03-17 36073 481 261 1
2022-03-16 35592 699 260 1
2022-03-15 34893 518 259 0
2022-03-14 34375 277 259 0
2022-03-13 34098 56 259 0
2022-03-12 34042 152 259 0
2022-03-11 33890 520 259 0
2022-03-10 33370 451 259 1
2022-03-09 32919 465 258 0
2022-03-08 32454 340 258 1
2022-03-07 32114 222 257 0
2022-03-06 31892 64 257 0
2022-03-05 31828 158 257 0
2022-03-04 31670 362 257 0
2022-03-03 31308 255 257 1
2022-03-02 31053 305 256 0
2022-03-01 30748 557 256 1
2022-02-28 30191 198 255 0
2022-02-27 29993 51 255 0
2022-02-26 29942 159 255 0
2022-02-25 29783 248 255 0
2022-02-24 29535 342 255 2
2022-02-23 29193 358 253 0
2022-02-22 28835 364 253 2
2022-02-21 28471 384 251 0
2022-02-20 28087 22 251 0
2022-02-19 28065 124 251 0
2022-02-18 27941 355 251 0
2022-02-17 27586 498 251 0
2022-02-16 27088 491 251 1
2022-02-15 26597 456 250 0
2022-02-14 26141 358 250 1
2022-02-13 25783 46 249 0
2022-02-12 25737 251 249 2
2022-02-11 25486 439 247 0
2022-02-10 25047 449 247 0
2022-02-09 24598 503 247 0
2022-02-08 24095 645 247 1
2022-02-07 23450 308 246 1
2022-02-06 23142 61 245 0
2022-02-05 23081 236 245 0
2022-02-04 22845 438 245 1
2022-02-03 22407 425 244 0
2022-02-02 21982 547 244 0
2022-02-01 21435 651 244 6
2022-01-31 20784 208 238 0
2022-01-30 20576 57 238 1
2022-01-29 20519 292 237 0
2022-01-28 20227 480 237 0
2022-01-27 19747 496 237 0
2022-01-26 19251 666 237 3
2022-01-25 18585 639 234 5
2022-01-24 17946 254 229 0
2022-01-23 17692 143 229 1
2022-01-22 17549 211 228 0
2022-01-21 17338 329 228 0
2022-01-20 17009 543 228 0
2022-01-19 16466 554 228 0
2022-01-18 15912 449 228 1
2022-01-17 15463 347 227 0
2022-01-16 15116 44 227 0
2022-01-15 15072 293 227 0
2022-01-14 14779 249 227 0
2022-01-13 14530 281 227 1
2022-01-12 14249 255 226 0
2022-01-11 13994 279 226 0
2022-01-10 13715 99 226 1
2022-01-09 13616 35 225 0
2022-01-08 13581 75 225 0
2022-01-07 13506 113 225 0
2022-01-06 13393 118 225 0
2022-01-05 13275 133 225 1
2022-01-04 13142 199 224 0
2022-01-03 12943 115 224 1
2022-01-02 12828 8 223 0
2022-01-01 12820 13 223 1
2021-12-31 12807 75 222 0
2021-12-30 12732 104 222 0
2021-12-29 12628 116 222 0
2021-12-28 12512 119 222 1
2021-12-27 12393 103 221 0
2021-12-26 12290 8 221 0
2021-12-25 12282 9 221 0
2021-12-24 12273 58 221 0
2021-12-23 12215 81 221 1
2021-12-22 12134 100 220 1
2021-12-21 12034 153 219 0
2021-12-20 11881 58 219 0
2021-12-19 11823 3 219 0
2021-12-18 11820 64 219 0
2021-12-17 11756 92 219 1
2021-12-16 11664 113 218 0
2021-12-15 11551 125 218 0
2021-12-14 11426 179 218 0
2021-12-13 11247 112 218 0
2021-12-12 11135 10 218 0
2021-12-11 11125 41 218 0
2021-12-10 11084 118 218 1
2021-12-09 10966 95 217 1
2021-12-08 10871 137 216 0
2021-12-07 10734 219 216 1
2021-12-06 10515 68 215 1
2021-12-05 10447 7 214 0
2021-12-04 10440 50 214 0
2021-12-03 10390 123 214 0
2021-12-02 10267 173 214 1
2021-12-01 10094 181 213 1
2021-11-30 9913 118 212 0
2021-11-29 9795 64 212 0
2021-11-28 9731 16 212 2
2021-11-27 9715 76 210 1
2021-11-26 9639 110 209 0
2021-11-25 9529 150 209 0
2021-11-24 9379 164 209 0
2021-11-23 9215 159 209 0
2021-11-22 9056 66 209 0
2021-11-21 8990 30 209 1
2021-11-20 8960 66 208 0
2021-11-19 8894 135 208 1
2021-11-18 8759 173 207 1
2021-11-17 8586 135 206 2
2021-11-16 8451 164 204 3
2021-11-15 8287 87 201 1
2021-11-14 8200 12 200 0
2021-11-13 8188 35 200 1
2021-11-12 8153 62 199 1
2021-11-11 8091 96 198 1
2021-11-10 7995 134 197 0
2021-11-09 7861 75 197 0
2021-11-08 7786 59 197 1
2021-11-07 7727 11 196 1
2021-11-06 7716 19 195 2
2021-11-05 7697 64 193 0
2021-11-04 7633 41 193 0
2021-11-03 7592 46 193 0
2021-11-02 7546 94 193 0
2021-11-01 7452 33 193 0
2021-10-30 7419 14 193 1
2021-10-29 7405 34 192 1
2021-10-28 7371 32 191 0
2021-10-27 7339 30 191 1
2021-10-26 7309 62 190 1
2021-10-25 7247 33 189 0
2021-10-24 7214 3 189 0
2021-10-23 7211 8 189 0
2021-10-22 7203 29 189 0
2021-10-21 7174 23 189 4
2021-10-20 7151 31 185 0
2021-10-19 7120 44 185 1
2021-10-18 7076 19 184 1
2021-10-17 7057 4 183 0
2021-10-16 7053 14 183 0
2021-10-15 7039 11 183 0
2021-10-14 7028 22 183 0
2021-10-13 7006 7 183 0
2021-10-12 6999 17 183 0
2021-10-11 6982 10 183 0
2021-10-10 6972 2 183 0
2021-10-09 6970 4 183 0
2021-10-08 6966 12 183 0
2021-10-07 6954 10 183 0
2021-10-06 6944 8 183 0
2021-10-05 6936 8 183 0
2021-10-04 6928 5 183 0
2021-10-03 6923 1 183 0
2021-10-02 6922 12 183 0
2021-10-01 6910 9 183 0
2021-09-30 6901 9 183 1
2021-09-29 6892 6 182 0
2021-09-28 6886 26 182 0
2021-09-27 6860 6 182 0
2021-09-25 6854 2 182 0
2021-09-24 6852 13 182 0
2021-09-23 6839 8 182 0
2021-09-22 6831 11 182 0
2021-09-21 6820 13 182 0
2021-09-20 6807 7 182 0
2021-09-18 6800 3 182 0
2021-09-17 6797 8 182 0
2021-09-16 6789 8 182 0
2021-09-15 6781 12 182 0
2021-09-14 6769 23 182 0
2021-09-13 6746 9 182 0
2021-09-12 6737 4 182 0
2021-09-11 6733 2 182 0
2021-09-10 6731 13 182 0
2021-09-09 6718 8 182 0
2021-09-08 6710 15 182 0
2021-09-07 6695 25 182 0
2021-09-06 6670 21 182 0
2021-09-05 6649 6 182 0
2021-09-04 6643 3 182 0
2021-09-03 6640 17 182 0
2021-09-02 6623 19 182 0
2021-09-01 6604 26 182 0
2021-08-31 6578 17 182 0
2021-08-30 6561 8 182 0
2021-08-29 6553 1 182 0
2021-08-27 6552 13 182 0
2021-08-26 6539 10 182 0
2021-08-25 6529 18 182 0
2021-08-24 6511 21 182 0
2021-08-23 6490 8 182 0
2021-08-22 6482 2 182 0
2021-08-21 6480 15 182 0
2021-08-20 6465 26 182 0
2021-08-19 6439 7 182 0
2021-08-18 6432 17 182 0
2021-08-17 6415 18 182 0
2021-08-16 6397 11 182 0
2021-08-15 6386 1 182 0
2021-08-14 6385 10 182 0
2021-08-13 6375 16 182 0
2021-08-12 6359 8 182 0
2021-08-11 6351 13 182 0
2021-08-10 6338 3 182 0
2021-08-09 6335 1 182 0
2021-08-08 6334 2 182 0
2021-08-06 6332 1 182 0
2021-08-05 6331 2 182 0
2021-08-04 6329 6 182 0
2021-08-03 6323 3 182 0
2021-07-31 6320 1 182 0
2021-07-30 6319 3 182 0
2021-07-29 6316 5 182 0
2021-07-28 6311 3 182 0
2021-07-27 6308 1 182 0
2021-07-26 6307 1 182 0
2021-07-25 6306 1 182 0
2021-07-24 6305 1 182 0
2021-07-23 6304 2 182 0
2021-07-22 6302 1 182 0
2021-07-21 6301 3 182 0
2021-07-19 6298 2 182 0
2021-07-18 6296 4 182 0
2021-07-17 6292 1 182 0
2021-07-16 6291 7 182 0
2021-07-15 6284 7 182 0
2021-07-14 6277 3 182 0
2021-07-13 6274 5 182 0
2021-07-12 6269 1 182 0
2021-07-11 6268 1 182 0
2021-07-09 6267 1 182 0
2021-07-07 6266 1 182 0
2021-07-02 6265 1 182 0
2021-06-29 6264 2 182 0
2021-06-24 6262 1 182 0
2021-06-19 6261 1 182 0
2021-06-18 6260 1 182 0
2021-06-17 6259 2 182 0
2021-06-15 6257 1 182 0
2021-06-13 6256 1 182 0
2021-06-11 6255 4 182 0
2021-06-10 6251 1 182 0
2021-06-09 6250 2 182 0
2021-06-08 6248 2 182 0
2021-06-06 6246 2 182 0
2021-06-04 6244 2 182 0
2021-06-03 6242 5 182 0
2021-06-02 6237 7 182 0
2021-06-01 6230 9 182 0
2021-05-30 6221 10 182 0
2021-05-29 6211 5 182 0
2021-05-27 6206 11 182 0
2021-05-26 6195 11 182 0
2021-05-25 6184 2 182 0
2021-05-23 6182 9 182 0
2021-05-22 6173 6 182 0
2021-05-21 6167 12 182 0
2021-05-20 6155 2 182 0
2021-05-19 6153 11 182 0
2021-05-18 6142 31 182 0
2021-05-17 6111 13 182 1
2021-05-16 6098 1 181 0
2021-05-15 6097 21 181 0
2021-05-14 6076 11 181 0
2021-05-13 6065 15 181 0
2021-05-12 6050 21 181 0
2021-05-11 6029 16 181 0
2021-05-10 6013 1 181 0
2021-05-09 6012 9 181 0
2021-05-08 6003 41 181 0
2021-05-07 5962 20 181 0
2021-05-06 5942 5 181 0
2021-05-05 5937 28 181 0
2021-05-04 5909 34 181 0
2021-05-03 5875 8 181 0
2021-05-02 5867 3 181 0
2021-05-01 5864 50 181 3
2021-04-30 5814 16 178 0
2021-04-29 5798 43 178 1
2021-04-28 5755 42 177 0
2021-04-27 5713 7 177 0
2021-04-26 5706 2 177 0
2021-04-25 5704 16 177 0
2021-04-24 5688 11 177 0
2021-04-23 5677 49 177 0
2021-04-22 5628 25 177 0
2021-04-21 5603 50 177 0
2021-04-20 5553 42 177 0
2021-04-19 5511 11 177 0
2021-04-18 5500 4 177 1
2021-04-17 5496 29 176 0
2021-04-16 5467 53 176 2
2021-04-15 5414 23 174 0
2021-04-14 5391 54 174 0
2021-04-13 5337 48 174 0
2021-04-12 5289 6 174 0
2021-04-11 5283 9 174 0
2021-04-10 5274 34 174 2
2021-04-09 5240 47 172 1
2021-04-08 5193 81 171 1
2021-04-07 5112 50 170 0
2021-04-06 5062 5 170 0
2021-04-05 5057 4 170 1
2021-04-04 5053 3 169 1
2021-04-03 5050 12 168 0
2021-04-02 5038 42 168 0
2021-04-01 4996 56 168 1
2021-03-31 4940 91 167 1
2021-03-30 4849 21 166 0
2021-03-29 4828 14 166 0
2021-03-28 4814 2 166 2
2021-03-27 4812 49 164 0
2021-03-26 4763 80 164 1
2021-03-25 4683 26 163 0
2021-03-24 4657 71 163 0
2021-03-23 4586 59 163 0
2021-03-22 4527 5 163 0
2021-03-21 4522 8 163 0
2021-03-20 4514 35 163 0
2021-03-19 4479 22 163 0
2021-03-18 4457 38 163 0
2021-03-17 4419 32 163 0
2021-03-16 4387 18 163 0
2021-03-15 4369 14 163 1
2021-03-14 4355 2 162 0
2021-03-13 4353 17 162 0
2021-03-12 4336 15 162 0
2021-03-11 4321 16 162 0
2021-03-10 4305 13 162 0
2021-03-09 4292 15 162 0
2021-03-08 4277 10 162 0
2021-03-06 4267 16 162 0
2021-03-05 4251 15 162 0
2021-03-04 4236 21 162 0
2021-03-03 4215 25 162 1
2021-03-02 4190 14 161 0
2021-03-01 4176 63 161 2
2021-02-28 4113 6 159 0
2021-02-26 4107 4 159 0
2021-02-25 4103 20 159 1
2021-02-24 4083 27 158 0
2021-02-23 4056 11 158 0
2021-02-22 4045 11 158 1
2021-02-21 4034 3 157 1
2021-02-20 4031 29 156 4
2021-02-19 4002 26 152 3
2021-02-18 3976 24 149 1
2021-02-17 3952 31 148 2
2021-02-16 3921 16 146 0
2021-02-15 3905 6 146 2
2021-02-14 3899 2 144 0
2021-02-13 3897 38 144 3
2021-02-12 3859 19 141 0
2021-02-11 3840 36 141 2
2021-02-10 3804 25 139 0
2021-02-09 3779 20 139 0
2021-02-08 3759 5 139 1
2021-02-07 3754 13 138 0
2021-02-06 3741 21 138 0
2021-02-05 3720 23 138 0
2021-02-04 3697 16 138 3
2021-02-03 3681 31 135 0
2021-02-02 3650 8 135 1
2021-02-01 3642 25 134 0
2021-01-31 3617 28 134 2
2021-01-29 3589 26 132 1
2021-01-28 3563 34 131 0
2021-01-27 3529 52 131 1
2021-01-26 3477 20 130 0
2021-01-25 3457 23 130 3
2021-01-24 3434 10 127 0
2021-01-23 3424 45 127 5
2021-01-22 3379 41 122 4
2021-01-21 3338 37 118 3
2021-01-20 3301 49 115 3
2021-01-19 3252 33 112 3
2021-01-18 3219 32 109 3
2021-01-17 3187 31 106 4
2021-01-16 3156 22 102 3
2021-01-15 3134 18 99 1
2021-01-14 3116 24 98 4
2021-01-13 3092 69 94 0
2021-01-12 3023 56 94 2
2021-01-11 2967 30 92 1
2021-01-10 2937 27 91 0
2021-01-09 2910 63 91 5
2021-01-08 2847 72 86 8
2021-01-07 2775 85 78 4
2021-01-06 2690 84 74 0
2021-01-05 2606 75 74 2
2021-01-04 2531 64 72 3
2021-01-03 2467 4 69 0
2021-01-02 2463 2 69 0
2021-01-01 2461 70 69 10
2020-12-31 2391 11 59 0
2020-12-30 2380 82 59 2
2020-12-29 2298 52 57 0
2020-12-28 2246 5 57 0
2020-12-27 2241 17 57 2
2020-12-26 2224 18 55 1
2020-12-25 2206 30 54 0
2020-12-24 2176 30 54 1
2020-12-23 2146 73 53 1
2020-12-22 2073 74 52 4
2020-12-21 1999 77 48 4
2020-12-20 1922 10 44 0
2020-12-19 1912 42 44 0
2020-12-18 1870 66 44 3
2020-12-17 1804 46 41 3
2020-12-16 1758 59 38 2
2020-12-15 1699 33 36 4
2020-12-14 1666 23 32 1
2020-12-13 1643 12 31 0
2020-12-12 1631 28 31 0
2020-12-11 1603 28 31 0
2020-12-10 1575 45 31 1
2020-12-09 1530 60 30 3
2020-12-08 1470 33 27 1
2020-12-07 1437 26 26 0
2020-12-06 1411 10 26 1
2020-12-05 1401 33 25 0
2020-12-04 1368 45 25 1
2020-12-03 1323 31 24 0
2020-12-02 1292 43 24 2
2020-12-01 1249 24 22 0
2020-11-30 1225 30 22 1
2020-11-29 1195 9 21 0
2020-11-28 1186 28 21 0
2020-11-27 1158 44 21 2
2020-11-26 1114 31 19 0
2020-11-25 1083 35 19 0
2020-11-24 1048 45 19 1
2020-11-23 1003 52 18 0
2020-11-22 951 27 18 1
2020-11-21 924 25 17 0
2020-11-20 899 52 17 0
2020-11-19 847 23 17 0
2020-11-18 824 24 17 0
2020-11-17 800 30 17 0
2020-11-16 770 34 17 2
2020-11-15 736 1 15 0
2020-11-13 735 16 15 2
2020-11-12 719 22 13 0
2020-11-11 697 20 13 1
2020-11-10 677 12 12 0
2020-11-09 665 16 12 0
2020-11-08 649 9 12 1
2020-11-07 640 4 11 0
2020-11-06 636 3 11 0
2020-11-05 633 12 11 0
2020-11-04 621 28 11 1
2020-11-03 593 17 10 0
2020-11-02 576 16 10 0
2020-11-01 560 1 10 0
2020-10-31 559 7 10 0
2020-10-30 552 28 10 0
2020-10-29 524 23 10 0
2020-10-28 501 36 10 2
2020-10-27 465 18 8 0
2020-10-26 447 17 8 0
2020-10-25 430 4 8 0
2020-10-24 426 11 8 0
2020-10-23 415 16 8 0
2020-10-22 399 20 8 0
2020-10-21 379 12 8 0
2020-10-20 367 16 8 0
2020-10-19 351 8 8 1
2020-10-17 343 5 7 0
2020-10-16 338 11 7 0
2020-10-15 327 4 7 0
2020-10-14 323 9 7 0
2020-10-13 314 6 7 0
2020-10-12 308 6 7 0
2020-10-11 302 2 7 0
2020-10-10 300 8 7 0
2020-10-09 292 3 7 0
2020-10-08 289 4 7 0
2020-10-07 285 7 7 0
2020-10-06 278 2 7 0
2020-10-03 276 2 7 0
2020-10-02 274 7 7 0
2020-10-01 267 5 7 0
2020-09-30 262 2 7 0
2020-09-29 260 7 7 0
2020-09-28 253 2 7 0
2020-09-24 251 4 7 0
2020-09-23 247 1 7 0
2020-09-22 246 2 7 0
2020-09-20 244 1 7 0
2020-09-19 243 1 7 0
2020-09-17 242 2 7 0
2020-09-16 240 1 7 0
2020-09-15 239 6 7 0
2020-09-14 233 2 7 0
2020-09-12 231 1 7 0
2020-09-11 230 2 7 0
2020-09-10 228 2 7 0
2020-09-09 226 3 7 0
2020-09-08 223 4 7 1
2020-09-07 219 1 6 0
2020-09-04 218 3 6 0
2020-09-03 215 2 6 0
2020-08-31 213 1 6 0
2020-08-27 212 1 6 0
2020-08-25 211 3 6 0
2020-08-24 208 2 6 0
2020-08-23 206 1 6 0
2020-08-21 205 2 6 0
2020-08-20 203 2 6 0
2020-08-15 201 1 6 0
2020-08-13 200 1 6 0
2020-08-12 199 2 6 0
2020-07-21 197 1 6 0
2020-07-16 196 1 6 0
2020-07-15 195 1 6 0
2020-07-02 194 2 6 0
2020-07-01 192 1 6 0
2020-06-30 191 1 6 0
2020-06-27 190 1 6 0
2020-06-26 189 2 6 0
2020-06-23 187 2 6 0
2020-06-20 185 2 6 0
2020-06-19 183 1 6 0
2020-06-18 182 4 6 0
2020-06-17 178 2 6 0
2020-06-16 176 3 6 0
2020-06-15 173 1 6 0
2020-05-25 172 1 6 0
2020-05-19 171 1 6 0
2020-05-16 170 1 6 0
2020-05-15 169 2 6 0
2020-05-07 167 1 6 0
2020-05-06 166 2 6 0
2020-05-04 164 1 6 0
2020-05-02 163 3 6 0
2020-05-01 160 2 6 0
2020-04-29 158 2 6 0
2020-04-27 156 4 6 0
2020-04-25 152 1 6 0
2020-04-23 151 1 6 0
2020-04-22 150 2 6 0
2020-04-21 148 3 6 0
2020-04-20 145 2 6 0
2020-04-17 143 4 6 0
2020-04-16 139 2 6 0
2020-04-15 137 1 6 0
2020-04-14 136 3 6 0
2020-04-12 133 3 6 1
2020-04-11 130 1 5 0
2020-04-10 129 3 5 0
2020-04-09 126 2 5 0
2020-04-08 124 8 5 0
2020-04-07 116 9 5 1
2020-04-06 107 1 4 0
2020-04-05 106 2 4 0
2020-04-04 104 8 4 0
2020-04-03 96 6 4 0
2020-04-02 90 12 4 0
2020-04-01 78 6 4 1
2020-03-31 72 15 3 0
2020-03-30 57 3 3 2
2020-03-29 54 2 1 0
2020-03-28 52 5 1 0
2020-03-27 47 6 1 0
2020-03-26 41 6 1 0
2020-03-25 35 8 1 1
2020-03-24 27 4 0 0
2020-03-23 23 2 0 0
2020-03-21 21 4 0 0
2020-03-20 17 7 0 0
2020-03-17 10 1 0 0
2020-03-16 9 1 0 0
2020-03-13 8 2 0 0
2020-03-12 6 1 0 0
2020-03-09 5 1 0 0
2020-03-08 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: 0:02:51.681528