Germany: LK Stendal (Sachsen-Anhalt)¶

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

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

Notebook executed on: 07/03/2023 15:45:54 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Stendal", weeks=5);
2023-03-07T15:46:08.582918 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 20 20 40 40 60 60 80 80 7-day incidence rate (per 100K people) 41.0 LK Stendal, 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 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.2 0.4 0.6 0.8 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 Stendal cases daily growth factor Germany-LK Stendal cases daily growth factor (rolling mean) Germany-LK Stendal 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 Stendal deaths daily growth factor Germany-LK Stendal deaths daily growth factor (rolling mean) Germany-LK Stendal estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5000 10000 15000 cases doubling time [days] Germany-LK Stendal doubling time cases (rolling mean) 0.00 10.97 21.95 daily change Germany-LK Stendal new cases (rolling 7d mean) Germany-LK Stendal new cases 0.000 0.219 0.439 0.658 0.878 daily change Germany-LK Stendal new deaths (rolling 7d mean) Germany-LK Stendal new deaths 0.000 0.317 0.635 0.952
In [4]:
overview(country="Germany", subregion="LK Stendal");
2023-03-07T15:46:23.512166 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) 41.0 LK Stendal, 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 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 0.75 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 Stendal cases daily growth factor Germany-LK Stendal cases daily growth factor (rolling mean) Germany-LK Stendal 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 Stendal deaths daily growth factor Germany-LK Stendal deaths daily growth factor (rolling mean) Germany-LK Stendal estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5000 10000 15000 cases doubling time [days] Germany-LK Stendal doubling time cases (rolling mean) Germany-LK Stendal doubling time deaths (rolling mean) 0.0 219.5 439.0 658.5 daily change Germany-LK Stendal new cases (rolling 7d mean) Germany-LK Stendal new cases 0.000 2.195 4.390 6.585 daily change Germany-LK Stendal new deaths (rolling 7d mean) Germany-LK Stendal new deaths 0.0 86.4 172.8 259.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Stendal", dates="2020-03-15:");
2023-03-07T15:49:04.130862 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 Stendal LK Stendal 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 Stendal Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Stendal")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Stendal")
print(f'Population of country="Germany", subregion="LK Stendal": {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 Stendal": 109746 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 45616 12 317 0
2023-03-03 45604 2 317 0
2023-03-02 45602 14 317 0
2023-03-01 45588 2 317 0
2023-02-28 45586 15 317 0
2023-02-27 45571 12 317 0
2023-02-24 45559 3 317 0
2023-02-23 45556 12 317 0
2023-02-22 45544 11 317 1
2023-02-21 45533 14 316 0
2023-02-20 45519 17 316 0
2023-02-17 45502 11 316 0
2023-02-16 45491 10 316 0
2023-02-15 45481 14 316 0
2023-02-14 45467 7 316 0
2023-02-13 45460 2 316 0
2023-02-10 45458 5 316 0
2023-02-09 45453 4 316 0
2023-02-08 45449 2 316 0
2023-02-07 45447 9 316 0
2023-02-06 45438 13 316 0
2023-02-02 45425 20 316 0
2023-02-01 45405 16 316 0
2023-01-31 45389 28 316 0
2023-01-30 45361 25 316 0
2023-01-27 45336 5 316 0
2023-01-26 45331 14 316 0
2023-01-25 45317 5 316 2
2023-01-24 45312 26 314 0
2023-01-23 45286 15 314 0
2023-01-20 45271 9 314 0
2023-01-19 45262 6 314 1
2023-01-18 45256 9 313 0
2023-01-17 45247 7 313 0
2023-01-16 45240 11 313 0
2023-01-13 45229 6 313 0
2023-01-12 45223 18 313 0
2023-01-11 45205 13 313 0
2023-01-10 45192 15 313 0
2023-01-09 45177 22 313 0
2023-01-05 45155 18 313 0
2023-01-04 45137 18 313 0
2023-01-03 45119 49 313 0
2023-01-02 45070 34 313 0
2022-12-30 45036 26 313 0
2022-12-29 45010 33 313 0
2022-12-28 44977 37 313 0
2022-12-27 44940 56 313 1
2022-12-23 44884 22 312 0
2022-12-22 44862 38 312 0
2022-12-21 44824 31 312 0
2022-12-20 44793 58 312 0
2022-12-19 44735 59 312 0
2022-12-16 44676 32 312 0
2022-12-15 44644 39 312 0
2022-12-14 44605 51 312 0
2022-12-13 44554 90 312 0
2022-12-12 44464 53 312 0
2022-12-09 44411 46 312 1
2022-12-08 44365 40 311 0
2022-12-07 44325 53 311 0
2022-12-06 44272 93 311 0
2022-12-05 44179 73 311 1
2022-12-02 44106 63 310 0
2022-12-01 44043 27 310 0
2022-11-30 44016 70 310 0
2022-11-29 43946 102 310 0
2022-11-28 43844 57 310 0
2022-11-25 43787 22 310 0
2022-11-24 43765 67 310 0
2022-11-23 43698 53 310 0
2022-11-22 43645 59 310 0
2022-11-21 43586 53 310 0
2022-11-18 43533 28 310 0
2022-11-17 43505 33 310 0
2022-11-16 43472 21 310 0
2022-11-15 43451 62 310 0
2022-11-14 43389 50 310 0
2022-11-11 43339 21 310 0
2022-11-10 43318 54 310 0
2022-11-09 43264 47 310 0
2022-11-08 43217 86 310 0
2022-11-07 43131 55 310 0
2022-11-05 43076 1 310 0
2022-11-04 43075 50 310 0
2022-11-03 43025 59 310 0
2022-11-02 42966 115 310 0
2022-11-01 42851 101 310 0
2022-10-28 42750 59 310 1
2022-10-27 42691 75 309 1
2022-10-26 42616 80 308 0
2022-10-25 42536 167 308 0
2022-10-24 42369 115 308 0
2022-10-21 42254 78 308 0
2022-10-20 42176 96 308 0
2022-10-19 42080 138 308 0
2022-10-18 41942 274 308 0
2022-10-17 41668 135 308 0
2022-10-14 41533 106 308 0
2022-10-13 41427 125 308 1
2022-10-12 41302 139 307 0
2022-10-11 41163 263 307 0
2022-10-10 40900 150 307 0
2022-10-07 40750 117 307 0
2022-10-06 40633 282 307 1
2022-10-05 40351 145 306 0
2022-10-04 40206 127 306 0
2022-09-30 40079 97 306 0
2022-09-29 39982 81 306 0
2022-09-28 39901 132 306 0
2022-09-27 39769 125 306 0
2022-09-26 39644 76 306 0
2022-09-23 39568 44 306 0
2022-09-22 39524 71 306 0
2022-09-21 39453 77 306 0
2022-09-20 39376 113 306 0
2022-09-19 39263 43 306 0
2022-09-16 39220 52 306 0
2022-09-15 39168 52 306 0
2022-09-14 39116 60 306 0
2022-09-13 39056 80 306 0
2022-09-12 38976 50 306 0
2022-09-09 38926 37 306 0
2022-09-08 38889 19 306 0
2022-09-07 38870 31 306 0
2022-09-06 38839 64 306 0
2022-09-05 38775 37 306 0
2022-09-02 38738 18 306 0
2022-09-01 38720 29 306 0
2022-08-31 38691 27 306 0
2022-08-30 38664 60 306 0
2022-08-29 38604 45 306 1
2022-08-26 38559 20 305 0
2022-08-25 38539 20 305 0
2022-08-24 38519 41 305 0
2022-08-23 38478 49 305 0
2022-08-22 38429 43 305 0
2022-08-19 38386 33 305 0
2022-08-18 38353 41 305 1
2022-08-17 38312 47 304 0
2022-08-16 38265 66 304 0
2022-08-15 38199 48 304 0
2022-08-12 38151 48 304 0
2022-08-11 38103 49 304 0
2022-08-10 38054 55 304 0
2022-08-09 37999 90 304 1
2022-08-08 37909 74 303 0
2022-08-05 37835 44 303 0
2022-08-04 37791 34 303 0
2022-08-03 37757 59 303 0
2022-08-02 37698 86 303 0
2022-08-01 37612 78 303 1
2022-07-30 37534 1 302 0
2022-07-29 37533 55 302 1
2022-07-28 37478 80 301 0
2022-07-27 37398 102 301 1
2022-07-26 37296 185 300 0
2022-07-25 37111 96 300 1
2022-07-22 37015 92 299 0
2022-07-21 36923 65 299 0
2022-07-20 36858 94 299 1
2022-07-19 36764 158 298 0
2022-07-18 36606 98 298 0
2022-07-15 36508 68 298 0
2022-07-14 36440 66 298 0
2022-07-13 36374 78 298 0
2022-07-12 36296 115 298 1
2022-07-11 36181 81 297 0
2022-07-09 36100 1 297 0
2022-07-08 36099 52 297 0
2022-07-07 36047 68 297 0
2022-07-06 35979 65 297 0
2022-07-05 35914 115 297 0
2022-07-04 35799 62 297 0
2022-07-01 35737 49 297 0
2022-06-30 35688 62 297 0
2022-06-29 35626 50 297 0
2022-06-28 35576 106 297 0
2022-06-27 35470 73 297 0
2022-06-24 35397 50 297 0
2022-06-23 35347 33 297 0
2022-06-22 35314 69 297 0
2022-06-21 35245 84 297 0
2022-06-20 35161 59 297 0
2022-06-17 35102 28 297 0
2022-06-16 35074 43 297 0
2022-06-15 35031 28 297 0
2022-06-14 35003 59 297 0
2022-06-13 34944 33 297 0
2022-06-10 34911 26 297 0
2022-06-09 34885 22 297 0
2022-06-08 34863 75 297 0
2022-06-07 34788 30 297 0
2022-06-03 34758 20 297 0
2022-06-02 34738 19 297 0
2022-06-01 34719 28 297 0
2022-05-31 34691 59 297 0
2022-05-30 34632 26 297 1
2022-05-27 34606 15 296 0
2022-05-25 34591 19 296 0
2022-05-24 34572 48 296 0
2022-05-23 34524 32 296 0
2022-05-20 34492 17 296 0
2022-05-19 34475 36 296 0
2022-05-18 34439 46 296 0
2022-05-17 34393 60 296 0
2022-05-16 34333 36 296 1
2022-05-13 34297 48 295 0
2022-05-12 34249 24 295 0
2022-05-11 34225 45 295 0
2022-05-10 34180 75 295 0
2022-05-09 34105 91 295 0
2022-05-06 34014 40 295 0
2022-05-05 33974 77 295 0
2022-05-04 33897 99 295 0
2022-05-03 33798 127 295 0
2022-05-02 33671 93 295 0
2022-05-01 33578 1 295 0
2022-04-29 33577 91 295 0
2022-04-28 33486 98 295 0
2022-04-27 33388 135 295 0
2022-04-26 33253 197 295 0
2022-04-25 33056 178 295 0
2022-04-24 32878 1 295 0
2022-04-23 32877 2 295 0
2022-04-22 32875 104 295 0
2022-04-21 32771 180 295 1
2022-04-20 32591 360 294 0
2022-04-19 32231 319 294 2
2022-04-18 31912 1 292 0
2022-04-17 31911 1 292 0
2022-04-16 31910 2 292 0
2022-04-15 31908 1 292 0
2022-04-14 31907 132 292 0
2022-04-13 31775 161 292 0
2022-04-12 31614 325 292 0
2022-04-11 31289 238 292 1
2022-04-10 31051 1 291 0
2022-04-09 31050 1 291 0
2022-04-08 31049 187 291 0
2022-04-07 30862 190 291 0
2022-04-06 30672 227 291 0
2022-04-05 30445 440 291 0
2022-04-04 30005 383 291 3
2022-04-03 29622 1 288 0
2022-04-02 29621 3 288 0
2022-04-01 29618 166 288 0
2022-03-31 29452 251 288 0
2022-03-30 29201 505 288 0
2022-03-29 28696 684 288 1
2022-03-28 28012 580 287 2
2022-03-27 27432 7 285 0
2022-03-26 27425 3 285 0
2022-03-25 27422 326 285 0
2022-03-24 27096 484 285 1
2022-03-23 26612 549 284 0
2022-03-22 26063 386 284 2
2022-03-21 25677 397 282 0
2022-03-20 25280 1 282 0
2022-03-19 25279 148 282 0
2022-03-18 25131 408 282 1
2022-03-17 24723 605 281 0
2022-03-16 24118 584 281 0
2022-03-15 23534 548 281 3
2022-03-14 22986 217 278 0
2022-03-13 22769 146 278 0
2022-03-12 22623 203 278 0
2022-03-11 22420 423 278 1
2022-03-10 21997 409 277 1
2022-03-09 21588 517 276 1
2022-03-08 21071 562 275 0
2022-03-07 20509 34 275 0
2022-03-06 20475 228 275 2
2022-03-05 20247 192 273 0
2022-03-04 20055 223 273 0
2022-03-03 19832 295 273 0
2022-03-02 19537 447 273 0
2022-03-01 19090 320 273 0
2022-02-28 18770 52 273 0
2022-02-27 18718 104 273 0
2022-02-26 18614 152 273 0
2022-02-25 18462 292 273 0
2022-02-24 18170 445 273 0
2022-02-23 17725 447 273 0
2022-02-22 17278 371 273 1
2022-02-21 16907 264 272 0
2022-02-20 16643 126 272 0
2022-02-19 16517 330 272 0
2022-02-18 16187 395 272 0
2022-02-17 15792 446 272 0
2022-02-16 15346 421 272 0
2022-02-15 14925 406 272 0
2022-02-14 14519 140 272 0
2022-02-13 14379 8 272 0
2022-02-12 14371 39 272 0
2022-02-11 14332 130 272 0
2022-02-10 14202 277 272 0
2022-02-09 13925 293 272 0
2022-02-08 13632 251 272 0
2022-02-07 13381 238 272 2
2022-02-06 13143 111 270 0
2022-02-05 13032 212 270 0
2022-02-04 12820 246 270 0
2022-02-03 12574 313 270 0
2022-02-02 12261 202 270 0
2022-02-01 12059 226 270 0
2022-01-31 11833 24 270 0
2022-01-30 11809 12 270 0
2022-01-29 11797 117 270 0
2022-01-28 11680 248 270 0
2022-01-27 11432 160 270 0
2022-01-26 11272 233 270 0
2022-01-25 11039 168 270 1
2022-01-24 10871 19 269 0
2022-01-23 10852 45 269 0
2022-01-22 10807 64 269 0
2022-01-21 10743 60 269 0
2022-01-20 10683 109 269 0
2022-01-19 10574 63 269 0
2022-01-18 10511 136 269 0
2022-01-17 10375 24 269 0
2022-01-16 10351 4 269 0
2022-01-15 10347 52 269 0
2022-01-14 10295 35 269 0
2022-01-13 10260 49 269 0
2022-01-12 10211 69 269 0
2022-01-11 10142 100 269 1
2022-01-10 10042 12 268 0
2022-01-09 10030 36 268 0
2022-01-08 9994 51 268 0
2022-01-07 9943 18 268 0
2022-01-06 9925 76 268 1
2022-01-05 9849 72 267 2
2022-01-04 9777 120 265 1
2022-01-03 9657 21 264 0
2022-01-02 9636 2 264 0
2022-01-01 9634 33 264 1
2021-12-31 9601 19 263 0
2021-12-30 9582 78 263 0
2021-12-29 9504 118 263 0
2021-12-28 9386 110 263 0
2021-12-27 9276 9 263 1
2021-12-26 9267 20 262 0
2021-12-25 9247 10 262 0
2021-12-24 9237 48 262 0
2021-12-23 9189 85 262 3
2021-12-22 9104 92 259 0
2021-12-21 9012 136 259 2
2021-12-20 8876 6 257 0
2021-12-19 8870 19 257 0
2021-12-18 8851 68 257 1
2021-12-17 8783 88 256 2
2021-12-16 8695 111 254 1
2021-12-15 8584 156 253 0
2021-12-14 8428 157 253 1
2021-12-13 8271 58 252 1
2021-12-12 8213 17 251 0
2021-12-11 8196 83 251 0
2021-12-10 8113 108 251 1
2021-12-09 8005 149 250 0
2021-12-08 7856 191 250 1
2021-12-07 7665 158 249 1
2021-12-06 7507 11 248 0
2021-12-05 7496 27 248 1
2021-12-04 7469 106 247 1
2021-12-03 7363 99 246 3
2021-12-02 7264 103 243 0
2021-12-01 7161 168 243 3
2021-11-30 6993 81 240 0
2021-11-29 6912 48 240 0
2021-11-28 6864 35 240 0
2021-11-27 6829 85 240 0
2021-11-26 6744 30 240 1
2021-11-25 6714 85 239 2
2021-11-24 6629 85 237 0
2021-11-23 6544 130 237 3
2021-11-22 6414 48 234 0
2021-11-21 6366 36 234 2
2021-11-20 6330 61 232 1
2021-11-19 6269 50 231 1
2021-11-18 6219 87 230 0
2021-11-17 6132 93 230 1
2021-11-16 6039 141 229 1
2021-11-15 5898 9 228 0
2021-11-14 5889 4 228 1
2021-11-13 5885 59 227 0
2021-11-12 5826 71 227 2
2021-11-11 5755 69 225 2
2021-11-10 5686 75 223 0
2021-11-09 5611 98 223 1
2021-11-08 5513 7 222 0
2021-11-07 5506 1 222 0
2021-11-06 5505 47 222 0
2021-11-05 5458 24 222 0
2021-11-04 5434 29 222 0
2021-11-03 5405 26 222 0
2021-11-02 5379 37 222 0
2021-11-01 5342 6 222 0
2021-10-31 5336 3 222 0
2021-10-30 5333 13 222 0
2021-10-29 5320 19 222 0
2021-10-28 5301 16 222 0
2021-10-27 5285 27 222 0
2021-10-26 5258 24 222 0
2021-10-25 5234 4 222 0
2021-10-23 5230 13 222 0
2021-10-22 5217 22 222 0
2021-10-21 5195 11 222 0
2021-10-20 5184 11 222 0
2021-10-19 5173 13 222 1
2021-10-18 5160 2 221 0
2021-10-16 5158 12 221 0
2021-10-15 5146 11 221 0
2021-10-14 5135 14 221 0
2021-10-13 5121 6 221 1
2021-10-12 5115 18 220 0
2021-10-11 5097 1 220 0
2021-10-10 5096 1 220 0
2021-10-09 5095 3 220 0
2021-10-08 5092 8 220 0
2021-10-07 5084 13 220 0
2021-10-06 5071 11 220 0
2021-10-05 5060 14 220 0
2021-10-04 5046 1 220 0
2021-10-03 5045 5 220 0
2021-10-02 5040 8 220 0
2021-10-01 5032 15 220 0
2021-09-30 5017 5 220 0
2021-09-29 5012 7 220 0
2021-09-28 5005 13 220 0
2021-09-27 4992 6 220 0
2021-09-25 4986 3 220 0
2021-09-24 4983 7 220 0
2021-09-23 4976 5 220 0
2021-09-22 4971 4 220 1
2021-09-21 4967 9 219 0
2021-09-20 4958 2 219 0
2021-09-19 4956 4 219 0
2021-09-18 4952 1 219 0
2021-09-17 4951 1 219 0
2021-09-16 4950 3 219 0
2021-09-15 4947 5 219 0
2021-09-14 4942 9 219 0
2021-09-12 4933 1 219 0
2021-09-11 4932 7 219 0
2021-09-10 4925 4 219 0
2021-09-09 4921 5 219 0
2021-09-08 4916 4 219 0
2021-09-07 4912 10 219 0
2021-09-06 4902 3 219 0
2021-09-04 4899 3 219 0
2021-09-03 4896 4 219 0
2021-09-02 4892 9 219 0
2021-09-01 4883 5 219 0
2021-08-31 4878 15 219 0
2021-08-30 4863 3 219 0
2021-08-28 4860 3 219 0
2021-08-27 4857 3 219 0
2021-08-26 4854 2 219 0
2021-08-25 4852 8 219 0
2021-08-24 4844 2 219 0
2021-08-21 4842 2 219 0
2021-08-20 4840 2 219 0
2021-08-19 4838 4 219 0
2021-08-18 4834 4 219 0
2021-08-17 4830 5 219 0
2021-08-16 4825 2 219 0
2021-08-14 4823 4 219 0
2021-08-13 4819 6 219 0
2021-08-12 4813 1 219 0
2021-08-11 4812 2 219 0
2021-08-10 4810 9 219 0
2021-08-07 4801 5 219 0
2021-08-06 4796 16 219 0
2021-08-05 4780 9 219 0
2021-08-04 4771 7 219 0
2021-08-03 4764 3 219 0
2021-08-02 4761 2 219 0
2021-07-30 4759 2 219 0
2021-07-29 4757 4 219 0
2021-07-27 4753 2 219 0
2021-07-23 4751 2 219 0
2021-07-13 4749 1 219 0
2021-07-09 4748 1 219 0
2021-06-22 4747 1 219 0
2021-06-16 4746 1 219 0
2021-06-15 4745 3 219 0
2021-06-11 4742 1 219 0
2021-06-10 4741 1 219 0
2021-06-08 4740 2 219 0
2021-06-05 4738 3 219 0
2021-06-04 4735 3 219 0
2021-06-02 4732 5 219 0
2021-06-01 4727 7 219 0
2021-05-30 4720 1 219 0
2021-05-29 4719 5 219 0
2021-05-28 4714 1 219 0
2021-05-27 4713 10 219 0
2021-05-26 4703 12 219 0
2021-05-24 4691 1 219 0
2021-05-23 4690 2 219 0
2021-05-22 4688 5 219 0
2021-05-21 4683 8 219 0
2021-05-20 4675 8 219 0
2021-05-19 4667 12 219 0
2021-05-18 4655 25 219 0
2021-05-17 4630 2 219 0
2021-05-15 4628 21 219 2
2021-05-14 4607 10 217 0
2021-05-13 4597 16 217 0
2021-05-12 4581 32 217 1
2021-05-11 4549 39 216 1
2021-05-10 4510 12 215 1
2021-05-09 4498 4 214 0
2021-05-08 4494 19 214 0
2021-05-07 4475 34 214 2
2021-05-06 4441 38 212 2
2021-05-05 4403 37 210 1
2021-05-04 4366 52 209 2
2021-05-03 4314 3 207 0
2021-05-02 4311 12 207 1
2021-05-01 4299 8 206 0
2021-04-30 4291 30 206 0
2021-04-29 4261 28 206 0
2021-04-28 4233 47 206 1
2021-04-27 4186 72 205 1
2021-04-26 4114 12 204 0
2021-04-25 4102 13 204 1
2021-04-24 4089 11 203 1
2021-04-23 4078 50 202 2
2021-04-22 4028 36 200 1
2021-04-21 3992 59 199 0
2021-04-20 3933 54 199 4
2021-04-19 3879 2 195 0
2021-04-18 3877 3 195 0
2021-04-17 3874 28 195 1
2021-04-16 3846 71 194 1
2021-04-15 3775 45 193 1
2021-04-14 3730 46 192 2
2021-04-13 3684 62 190 0
2021-04-12 3622 30 190 2
2021-04-11 3592 33 188 2
2021-04-10 3559 33 186 0
2021-04-09 3526 82 186 1
2021-04-08 3444 70 185 0
2021-04-07 3374 54 185 1
2021-04-06 3320 15 184 1
2021-04-05 3305 2 183 0
2021-04-04 3303 5 183 0
2021-04-03 3298 28 183 0
2021-04-02 3270 70 183 2
2021-04-01 3200 50 181 0
2021-03-31 3150 60 181 0
2021-03-30 3090 21 181 0
2021-03-29 3069 13 181 0
2021-03-28 3056 27 181 0
2021-03-27 3029 14 181 0
2021-03-26 3015 42 181 1
2021-03-25 2973 53 180 0
2021-03-24 2920 32 180 1
2021-03-23 2888 35 179 0
2021-03-22 2853 11 179 0
2021-03-21 2842 23 179 0
2021-03-20 2819 16 179 0
2021-03-19 2803 31 179 0
2021-03-18 2772 35 179 2
2021-03-17 2737 21 177 0
2021-03-16 2716 19 177 0
2021-03-15 2697 25 177 0
2021-03-13 2672 7 177 0
2021-03-12 2665 19 177 1
2021-03-11 2646 27 176 0
2021-03-10 2619 21 176 3
2021-03-09 2598 8 173 1
2021-03-08 2590 8 172 0
2021-03-06 2582 14 172 0
2021-03-05 2568 12 172 0
2021-03-04 2556 28 172 0
2021-03-03 2528 28 172 2
2021-03-02 2500 8 170 0
2021-03-01 2492 3 170 1
2021-02-28 2489 6 169 0
2021-02-27 2483 10 169 0
2021-02-26 2473 23 169 0
2021-02-25 2450 10 169 0
2021-02-24 2440 24 169 0
2021-02-23 2416 8 169 0
2021-02-21 2408 5 169 0
2021-02-20 2403 10 169 1
2021-02-19 2393 8 168 0
2021-02-18 2385 9 168 0
2021-02-17 2376 6 168 0
2021-02-16 2370 4 168 0
2021-02-14 2366 6 168 1
2021-02-13 2360 10 167 0
2021-02-12 2350 1 167 0
2021-02-11 2349 7 167 0
2021-02-10 2342 12 167 1
2021-02-09 2330 4 166 1
2021-02-08 2326 3 165 0
2021-02-07 2323 2 165 0
2021-02-06 2321 6 165 0
2021-02-05 2315 10 165 1
2021-02-04 2305 11 164 1
2021-02-03 2294 11 163 0
2021-02-02 2283 7 163 0
2021-02-01 2276 2 163 0
2021-01-31 2274 10 163 1
2021-01-30 2264 9 162 0
2021-01-29 2255 12 162 0
2021-01-28 2243 17 162 0
2021-01-27 2226 16 162 0
2021-01-26 2210 7 162 0
2021-01-25 2203 2 162 0
2021-01-24 2201 15 162 0
2021-01-23 2186 16 162 0
2021-01-22 2170 28 162 2
2021-01-21 2142 24 160 2
2021-01-20 2118 15 158 0
2021-01-19 2103 25 158 0
2021-01-18 2078 8 158 0
2021-01-17 2070 8 158 0
2021-01-16 2062 16 158 1
2021-01-15 2046 21 157 5
2021-01-14 2025 32 152 2
2021-01-13 1993 12 150 1
2021-01-12 1981 52 149 4
2021-01-11 1929 9 145 2
2021-01-10 1920 60 143 7
2021-01-09 1860 4 136 1
2021-01-08 1856 42 135 4
2021-01-07 1814 51 131 1
2021-01-06 1763 35 130 4
2021-01-05 1728 21 126 4
2021-01-04 1707 17 122 3
2021-01-03 1690 47 119 6
2021-01-02 1643 28 113 0
2021-01-01 1615 51 113 0
2020-12-31 1564 35 113 1
2020-12-30 1529 66 112 3
2020-12-29 1463 32 109 2
2020-12-28 1431 9 107 4
2020-12-27 1422 22 103 6
2020-12-26 1400 38 97 2
2020-12-25 1362 28 95 6
2020-12-24 1334 34 89 1
2020-12-23 1300 76 88 5
2020-12-22 1224 71 83 2
2020-12-21 1153 22 81 6
2020-12-20 1131 53 75 5
2020-12-19 1078 18 70 2
2020-12-18 1060 63 68 7
2020-12-17 997 52 61 6
2020-12-16 945 65 55 5
2020-12-15 880 37 50 0
2020-12-14 843 28 50 3
2020-12-13 815 22 47 2
2020-12-12 793 30 45 3
2020-12-11 763 33 42 4
2020-12-10 730 26 38 0
2020-12-09 704 59 38 3
2020-12-08 645 39 35 1
2020-12-07 606 14 34 6
2020-12-06 592 26 28 5
2020-12-05 566 12 23 1
2020-12-04 554 36 22 4
2020-12-03 518 25 18 3
2020-12-02 493 24 15 0
2020-12-01 469 15 15 0
2020-11-30 454 6 15 0
2020-11-29 448 14 15 1
2020-11-28 434 19 14 3
2020-11-27 415 4 11 0
2020-11-26 411 12 11 0
2020-11-25 399 18 11 0
2020-11-24 381 16 11 1
2020-11-23 365 1 10 0
2020-11-22 364 3 10 0
2020-11-21 361 16 10 1
2020-11-20 345 9 9 0
2020-11-19 336 5 9 0
2020-11-18 331 16 9 0
2020-11-17 315 6 9 0
2020-11-15 309 4 9 0
2020-11-14 305 2 9 0
2020-11-13 303 5 9 0
2020-11-12 298 9 9 0
2020-11-11 289 5 9 0
2020-11-10 284 5 9 0
2020-11-08 279 5 9 0
2020-11-07 274 7 9 0
2020-11-06 267 9 9 0
2020-11-05 258 18 9 0
2020-11-04 240 1 9 0
2020-11-03 239 2 9 0
2020-11-02 237 11 9 0
2020-11-01 226 19 9 0
2020-10-31 207 7 9 0
2020-10-30 200 2 9 0
2020-10-29 198 12 9 1
2020-10-28 186 20 8 0
2020-10-27 166 4 8 0
2020-10-26 162 2 8 0
2020-10-24 160 3 8 0
2020-10-23 157 9 8 0
2020-10-21 148 3 8 2
2020-10-18 145 1 6 0
2020-10-17 144 1 6 0
2020-10-16 143 1 6 0
2020-10-15 142 2 6 0
2020-10-14 140 8 6 0
2020-10-13 132 2 6 0
2020-10-09 130 1 6 0
2020-10-07 129 1 6 0
2020-10-04 128 3 6 0
2020-10-01 125 1 6 0
2020-09-30 124 2 6 0
2020-09-22 122 2 6 0
2020-09-15 120 1 6 0
2020-09-10 119 1 6 0
2020-09-09 118 3 6 0
2020-09-06 115 1 6 0
2020-09-05 114 1 6 0
2020-08-18 113 1 6 0
2020-08-15 112 2 6 0
2020-08-08 110 1 6 0
2020-07-16 109 1 6 0
2020-07-12 108 1 6 0
2020-05-20 107 1 6 0
2020-05-06 106 1 6 0
2020-05-03 105 1 6 0
2020-05-01 104 1 6 0
2020-04-30 103 2 6 0
2020-04-29 101 2 6 0
2020-04-28 99 2 6 0
2020-04-25 97 3 6 0
2020-04-24 94 2 6 0
2020-04-23 92 2 6 0
2020-04-22 90 2 6 0
2020-04-21 88 3 6 0
2020-04-18 85 3 6 1
2020-04-17 82 2 5 0
2020-04-16 80 1 5 0
2020-04-15 79 4 5 0
2020-04-12 75 1 5 0
2020-04-11 74 3 5 0
2020-04-10 71 1 5 0
2020-04-09 70 3 5 2
2020-04-08 67 1 3 0
2020-04-06 66 1 3 0
2020-04-05 65 1 3 0
2020-04-04 64 1 3 0
2020-04-03 63 1 3 0
2020-04-02 62 3 3 0
2020-04-01 59 4 3 0
2020-03-31 55 3 3 0
2020-03-29 52 1 3 0
2020-03-28 51 11 3 0
2020-03-27 40 15 3 1
2020-03-26 25 3 2 1
2020-03-25 22 4 1 1
2020-03-24 18 6 0 0
2020-03-23 12 2 0 0
2020-03-20 10 3 0 0
2020-03-19 7 2 0 0
2020-03-17 5 4 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: 0:03:21.236368