Germany: LK Schwandorf (Bayern)¶

  • 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 11:28:43 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Schwandorf", weeks=5);
2023-03-07T11:28:57.144295 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 120 120 140 140 160 160 180 180 7-day incidence rate (per 100K people) 103.9 LK Schwandorf, 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 0.2 0.4 0.6 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-LK Schwandorf cases daily growth factor Germany-LK Schwandorf cases daily growth factor (rolling mean) Germany-LK Schwandorf estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 1 1 2 2 R & growth factor (based on deaths) Germany-LK Schwandorf deaths daily growth factor Germany-LK Schwandorf deaths daily growth factor (rolling mean) Germany-LK Schwandorf 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-LK Schwandorf doubling time cases (rolling mean) 0.00 14.92 29.85 44.77 59.70 daily change Germany-LK Schwandorf new cases (rolling 7d mean) Germany-LK Schwandorf new cases 0.000 0.298 0.597 0.895 daily change Germany-LK Schwandorf new deaths (rolling 7d mean) Germany-LK Schwandorf new deaths 0.000 0.264 0.528 0.792
In [4]:
overview(country="Germany", subregion="LK Schwandorf");
2023-03-07T11:29:16.546912 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) 103.9 LK Schwandorf, 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 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Schwandorf cases daily growth factor Germany-LK Schwandorf cases daily growth factor (rolling mean) Germany-LK Schwandorf 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 R & growth factor (based on deaths) Germany-LK Schwandorf deaths daily growth factor Germany-LK Schwandorf deaths daily growth factor (rolling mean) Germany-LK Schwandorf 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 cases doubling time [days] Germany-LK Schwandorf doubling time cases (rolling mean) Germany-LK Schwandorf doubling time deaths (rolling mean) 0 298 597 895 daily change Germany-LK Schwandorf new cases (rolling 7d mean) Germany-LK Schwandorf new cases 0.000 1.492 2.985 4.477 5.970 daily change Germany-LK Schwandorf new deaths (rolling 7d mean) Germany-LK Schwandorf new deaths 0.0 122.7 245.4 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Schwandorf", dates="2020-03-15:");
2023-03-07T11:31:59.174536 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 Schwandorf LK Schwandorf 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 0.01 0.01 0.1 0.1 1 1 daily new deaths (rolling 7-day mean) normalised by 100K people LK Schwandorf Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Schwandorf")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Schwandorf")
print(f'Population of country="Germany", subregion="LK Schwandorf": {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 Schwandorf": 149239 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 79090 4 328 1
2023-03-05 79086 5 327 0
2023-03-04 79081 3 327 0
2023-03-03 79078 24 327 0
2023-03-02 79054 40 327 0
2023-03-01 79014 25 327 0
2023-02-28 78989 54 327 0
2023-02-27 78935 48 327 0
2023-02-26 78887 1 327 0
2023-02-25 78886 12 327 0
2023-02-24 78874 42 327 0
2023-02-23 78832 43 327 0
2023-02-22 78789 64 327 0
2023-02-21 78725 30 327 0
2023-02-20 78695 26 327 1
2023-02-19 78669 12 326 0
2023-02-18 78657 11 326 0
2023-02-17 78646 50 326 0
2023-02-16 78596 58 326 1
2023-02-15 78538 32 325 1
2023-02-14 78506 51 324 0
2023-02-13 78455 43 324 0
2023-02-12 78412 4 324 0
2023-02-11 78408 12 324 0
2023-02-10 78396 33 324 0
2023-02-09 78363 40 324 0
2023-02-08 78323 54 324 0
2023-02-07 78269 62 324 1
2023-02-06 78207 30 323 0
2023-02-05 78177 3 323 0
2023-02-04 78174 13 323 1
2023-02-03 78161 24 322 0
2023-02-02 78137 36 322 0
2023-02-01 78101 46 322 1
2023-01-31 78055 54 321 0
2023-01-30 78001 37 321 0
2023-01-29 77964 2 321 0
2023-01-28 77962 3 321 0
2023-01-27 77959 30 321 0
2023-01-26 77929 26 321 0
2023-01-25 77903 48 321 0
2023-01-24 77855 30 321 0
2023-01-23 77825 26 321 0
2023-01-22 77799 1 321 0
2023-01-21 77798 2 321 0
2023-01-20 77796 22 321 0
2023-01-19 77774 22 321 0
2023-01-18 77752 26 321 0
2023-01-17 77726 25 321 0
2023-01-16 77701 22 321 0
2023-01-15 77679 1 321 0
2023-01-14 77678 4 321 0
2023-01-13 77674 16 321 0
2023-01-12 77658 18 321 0
2023-01-11 77640 24 321 0
2023-01-10 77616 37 321 1
2023-01-09 77579 25 320 0
2023-01-08 77554 7 320 0
2023-01-07 77547 4 320 0
2023-01-06 77543 1 320 0
2023-01-05 77542 26 320 0
2023-01-04 77516 16 320 0
2023-01-03 77500 22 320 0
2023-01-02 77478 16 320 0
2023-01-01 77462 1 320 0
2022-12-31 77461 8 320 0
2022-12-30 77453 20 320 0
2022-12-29 77433 18 320 0
2022-12-28 77415 31 320 0
2022-12-27 77384 28 320 0
2022-12-26 77356 4 320 0
2022-12-25 77352 6 320 2
2022-12-24 77346 3 318 0
2022-12-23 77343 20 318 2
2022-12-22 77323 26 316 1
2022-12-21 77297 30 315 1
2022-12-20 77267 45 314 0
2022-12-19 77222 20 314 1
2022-12-18 77202 8 313 0
2022-12-17 77194 9 313 1
2022-12-16 77185 19 312 0
2022-12-15 77166 32 312 0
2022-12-14 77134 35 312 0
2022-12-13 77099 38 312 0
2022-12-12 77061 32 312 0
2022-12-10 77029 17 312 0
2022-12-09 77012 34 312 1
2022-12-08 76978 29 311 0
2022-12-07 76949 31 311 0
2022-12-06 76918 74 311 1
2022-12-05 76844 38 310 0
2022-12-04 76806 1 310 0
2022-12-03 76805 15 310 0
2022-12-02 76790 27 310 0
2022-12-01 76763 33 310 0
2022-11-30 76730 55 310 0
2022-11-29 76675 39 310 0
2022-11-28 76636 34 310 1
2022-11-27 76602 1 309 0
2022-11-26 76601 5 309 0
2022-11-25 76596 40 309 0
2022-11-24 76556 38 309 0
2022-11-23 76518 40 309 0
2022-11-22 76478 29 309 0
2022-11-21 76449 31 309 0
2022-11-20 76418 4 309 0
2022-11-19 76414 18 309 1
2022-11-18 76396 35 308 0
2022-11-17 76361 46 308 0
2022-11-16 76315 69 308 1
2022-11-15 76246 49 307 0
2022-11-14 76197 63 307 1
2022-11-13 76134 5 306 0
2022-11-12 76129 25 306 0
2022-11-11 76104 47 306 0
2022-11-10 76057 42 306 0
2022-11-09 76015 65 306 0
2022-11-08 75950 78 306 0
2022-11-07 75872 63 306 0
2022-11-06 75809 4 306 0
2022-11-05 75805 25 306 0
2022-11-04 75780 63 306 0
2022-11-03 75717 89 306 1
2022-11-02 75628 83 305 0
2022-11-01 75545 51 305 0
2022-10-31 75494 86 305 0
2022-10-30 75408 5 305 0
2022-10-29 75403 50 305 0
2022-10-28 75353 77 305 1
2022-10-27 75276 103 304 0
2022-10-26 75173 135 304 0
2022-10-25 75038 171 304 1
2022-10-24 74867 189 303 1
2022-10-23 74678 8 302 0
2022-10-22 74670 72 302 0
2022-10-21 74598 60 302 1
2022-10-20 74538 161 301 0
2022-10-19 74377 209 301 0
2022-10-18 74168 307 301 0
2022-10-17 73861 206 301 0
2022-10-16 73655 18 301 1
2022-10-15 73637 88 300 1
2022-10-14 73549 248 299 1
2022-10-13 73301 187 298 0
2022-10-12 73114 238 298 0
2022-10-11 72876 344 298 1
2022-10-10 72532 292 297 0
2022-10-09 72240 46 297 0
2022-10-08 72194 185 297 0
2022-10-07 72009 258 297 1
2022-10-06 71751 260 296 0
2022-10-05 71491 398 296 0
2022-10-04 71093 211 296 2
2022-10-03 70882 18 294 0
2022-10-02 70864 21 294 0
2022-10-01 70843 74 294 0
2022-09-30 70769 210 294 0
2022-09-29 70559 158 294 0
2022-09-28 70401 168 294 0
2022-09-27 70233 149 294 0
2022-09-26 70084 168 294 0
2022-09-25 69916 16 294 0
2022-09-24 69900 64 294 0
2022-09-23 69836 134 294 0
2022-09-22 69702 52 294 0
2022-09-21 69650 135 294 0
2022-09-20 69515 116 294 0
2022-09-19 69399 101 294 0
2022-09-18 69298 11 294 0
2022-09-17 69287 47 294 0
2022-09-16 69240 101 294 0
2022-09-15 69139 47 294 0
2022-09-14 69092 82 294 0
2022-09-13 69010 106 294 0
2022-09-12 68904 33 294 0
2022-09-11 68871 9 294 0
2022-09-10 68862 31 294 0
2022-09-09 68831 48 294 0
2022-09-08 68783 68 294 0
2022-09-07 68715 78 294 0
2022-09-06 68637 60 294 0
2022-09-05 68577 61 294 0
2022-09-04 68516 4 294 0
2022-09-03 68512 36 294 0
2022-09-02 68476 44 294 0
2022-09-01 68432 58 294 0
2022-08-31 68374 58 294 0
2022-08-30 68316 82 294 0
2022-08-29 68234 67 294 0
2022-08-28 68167 6 294 0
2022-08-27 68161 67 294 0
2022-08-26 68094 35 294 0
2022-08-25 68059 67 294 0
2022-08-24 67992 70 294 0
2022-08-23 67922 84 294 0
2022-08-22 67838 82 294 0
2022-08-21 67756 5 294 0
2022-08-20 67751 54 294 0
2022-08-19 67697 59 294 0
2022-08-18 67638 101 294 0
2022-08-17 67537 83 294 0
2022-08-16 67454 101 294 0
2022-08-15 67353 9 294 0
2022-08-14 67344 23 294 0
2022-08-13 67321 40 294 0
2022-08-12 67281 86 294 1
2022-08-11 67195 59 293 0
2022-08-10 67136 70 293 0
2022-08-09 67066 119 293 0
2022-08-08 66947 136 293 0
2022-08-07 66811 10 293 0
2022-08-06 66801 70 293 0
2022-08-05 66731 122 293 0
2022-08-04 66609 135 293 0
2022-08-03 66474 161 293 0
2022-08-02 66313 164 293 0
2022-08-01 66149 181 293 0
2022-07-31 65968 14 293 1
2022-07-30 65954 113 292 0
2022-07-29 65841 140 292 0
2022-07-28 65701 134 292 0
2022-07-27 65567 212 292 0
2022-07-26 65355 301 292 1
2022-07-25 65054 167 291 0
2022-07-24 64887 24 291 0
2022-07-23 64863 137 291 1
2022-07-22 64726 229 290 0
2022-07-21 64497 262 290 0
2022-07-20 64235 241 290 0
2022-07-19 63994 430 290 0
2022-07-18 63564 239 290 0
2022-07-17 63325 48 290 0
2022-07-16 63277 154 290 1
2022-07-15 63123 292 289 0
2022-07-14 62831 239 289 0
2022-07-13 62592 250 289 0
2022-07-12 62342 339 289 0
2022-07-11 62003 199 289 1
2022-07-10 61804 21 288 0
2022-07-09 61783 100 288 0
2022-07-08 61683 179 288 0
2022-07-07 61504 184 288 0
2022-07-06 61320 227 288 0
2022-07-05 61093 196 288 0
2022-07-04 60897 141 288 0
2022-07-03 60756 18 288 0
2022-07-02 60738 80 288 0
2022-07-01 60658 161 288 0
2022-06-30 60497 152 288 0
2022-06-29 60345 205 288 0
2022-06-28 60140 223 288 0
2022-06-27 59917 205 288 0
2022-06-26 59712 34 288 0
2022-06-25 59678 83 288 0
2022-06-24 59595 155 288 0
2022-06-23 59440 135 288 0
2022-06-22 59305 148 288 0
2022-06-21 59157 220 288 1
2022-06-20 58937 136 287 0
2022-06-19 58801 24 287 0
2022-06-18 58777 60 287 0
2022-06-17 58717 133 287 0
2022-06-16 58584 25 287 0
2022-06-15 58559 134 287 1
2022-06-14 58425 135 286 0
2022-06-13 58290 126 286 0
2022-06-12 58164 10 286 0
2022-06-11 58154 33 286 0
2022-06-10 58121 106 286 0
2022-06-09 58015 94 286 0
2022-06-08 57921 119 286 1
2022-06-07 57802 128 285 0
2022-06-06 57674 19 285 0
2022-06-05 57655 11 285 0
2022-06-04 57644 33 285 0
2022-06-03 57611 75 285 0
2022-06-02 57536 106 285 0
2022-06-01 57430 59 285 0
2022-05-31 57371 111 285 0
2022-05-30 57260 80 285 0
2022-05-29 57180 27 285 0
2022-05-28 57153 31 285 0
2022-05-27 57122 62 285 0
2022-05-26 57060 18 285 0
2022-05-25 57042 78 285 0
2022-05-24 56964 71 285 0
2022-05-23 56893 85 285 0
2022-05-22 56808 14 285 0
2022-05-21 56794 39 285 0
2022-05-20 56755 63 285 0
2022-05-19 56692 81 285 0
2022-05-18 56611 106 285 0
2022-05-17 56505 134 285 0
2022-05-16 56371 101 285 0
2022-05-15 56270 15 285 0
2022-05-14 56255 47 285 0
2022-05-13 56208 117 285 0
2022-05-12 56091 125 285 0
2022-05-11 55966 158 285 0
2022-05-10 55808 157 285 0
2022-05-09 55651 160 285 0
2022-05-08 55491 27 285 0
2022-05-07 55464 92 285 1
2022-05-06 55372 84 284 0
2022-05-05 55288 141 284 0
2022-05-04 55147 163 284 0
2022-05-03 54984 254 284 0
2022-05-02 54730 114 284 1
2022-05-01 54616 17 283 0
2022-04-30 54599 91 283 0
2022-04-29 54508 161 283 0
2022-04-28 54347 129 283 0
2022-04-27 54218 200 283 0
2022-04-26 54018 340 283 0
2022-04-25 53678 131 283 1
2022-04-24 53547 25 282 0
2022-04-23 53522 112 282 0
2022-04-22 53410 175 282 0
2022-04-21 53235 221 282 0
2022-04-20 53014 392 282 0
2022-04-19 52622 150 282 0
2022-04-18 52472 37 282 0
2022-04-17 52435 50 282 0
2022-04-16 52385 70 282 0
2022-04-15 52315 124 282 0
2022-04-14 52191 283 282 1
2022-04-13 51908 233 281 0
2022-04-12 51675 363 281 1
2022-04-11 51312 186 280 0
2022-04-10 51126 33 280 0
2022-04-09 51093 139 280 0
2022-04-08 50954 289 280 1
2022-04-07 50665 221 279 0
2022-04-06 50444 337 279 0
2022-04-05 50107 344 279 0
2022-04-04 49763 271 279 1
2022-04-03 49492 59 278 0
2022-04-02 49433 192 278 0
2022-04-01 49241 333 278 0
2022-03-31 48908 366 278 0
2022-03-30 48542 535 278 2
2022-03-29 48007 623 276 0
2022-03-28 47384 209 276 1
2022-03-27 47175 128 275 0
2022-03-26 47047 354 275 1
2022-03-25 46693 442 274 0
2022-03-24 46251 537 274 0
2022-03-23 45714 642 274 1
2022-03-22 45072 794 273 1
2022-03-21 44278 310 272 1
2022-03-20 43968 195 271 0
2022-03-19 43773 491 271 1
2022-03-18 43282 663 270 0
2022-03-17 42619 700 270 1
2022-03-16 41919 872 269 1
2022-03-15 41047 1002 268 1
2022-03-14 40045 435 267 1
2022-03-13 39610 171 266 0
2022-03-12 39439 603 266 0
2022-03-11 38836 639 266 2
2022-03-10 38197 700 264 1
2022-03-09 37497 886 263 0
2022-03-08 36611 893 263 0
2022-03-07 35718 302 263 0
2022-03-06 35416 101 263 0
2022-03-05 35315 416 263 0
2022-03-04 34899 574 263 0
2022-03-03 34325 584 263 0
2022-03-02 33741 674 263 2
2022-03-01 33067 646 261 1
2022-02-28 32421 262 260 2
2022-02-27 32159 80 258 0
2022-02-26 32079 415 258 0
2022-02-25 31664 574 258 0
2022-02-24 31090 654 258 2
2022-02-23 30436 595 256 0
2022-02-22 29841 920 256 2
2022-02-21 28921 354 254 1
2022-02-20 28567 127 253 0
2022-02-19 28440 422 253 0
2022-02-18 28018 439 253 0
2022-02-17 27579 557 253 0
2022-02-16 27022 731 253 1
2022-02-15 26291 785 252 1
2022-02-14 25506 303 251 1
2022-02-13 25203 187 250 0
2022-02-12 25016 386 250 0
2022-02-11 24630 574 250 0
2022-02-10 24056 501 250 0
2022-02-09 23555 572 250 2
2022-02-08 22983 670 248 1
2022-02-07 22313 174 247 1
2022-02-06 22139 182 246 0
2022-02-05 21957 385 246 2
2022-02-04 21572 543 244 2
2022-02-03 21029 528 242 1
2022-02-02 20501 537 241 0
2022-02-01 19964 427 241 0
2022-01-31 19537 119 241 0
2022-01-30 19418 91 241 0
2022-01-29 19327 263 241 0
2022-01-28 19064 348 241 0
2022-01-27 18716 336 241 0
2022-01-26 18380 262 241 0
2022-01-25 18118 332 241 3
2022-01-24 17786 123 238 0
2022-01-23 17663 76 238 0
2022-01-22 17587 212 238 0
2022-01-21 17375 129 238 0
2022-01-20 17246 166 238 0
2022-01-19 17080 179 238 0
2022-01-18 16901 173 238 0
2022-01-17 16728 68 238 0
2022-01-16 16660 27 238 0
2022-01-15 16633 88 238 0
2022-01-14 16545 88 238 1
2022-01-13 16457 110 237 0
2022-01-12 16347 90 237 1
2022-01-11 16257 98 236 0
2022-01-10 16159 48 236 0
2022-01-09 16111 14 236 1
2022-01-08 16097 53 235 0
2022-01-07 16044 28 235 1
2022-01-06 16016 35 234 0
2022-01-05 15981 56 234 0
2022-01-04 15925 57 234 0
2022-01-03 15868 54 234 0
2022-01-02 15814 24 234 1
2022-01-01 15790 15 233 0
2021-12-31 15775 59 233 0
2021-12-30 15716 41 233 0
2021-12-29 15675 69 233 1
2021-12-28 15606 71 232 0
2021-12-27 15535 19 232 2
2021-12-26 15516 10 230 1
2021-12-25 15506 16 229 0
2021-12-24 15490 36 229 0
2021-12-23 15454 64 229 0
2021-12-22 15390 59 229 1
2021-12-21 15331 88 228 1
2021-12-20 15243 24 227 0
2021-12-19 15219 4 227 0
2021-12-18 15215 62 227 2
2021-12-17 15153 69 225 0
2021-12-16 15084 74 225 0
2021-12-15 15010 102 225 2
2021-12-14 14908 138 223 1
2021-12-13 14770 29 222 1
2021-12-12 14741 14 221 0
2021-12-11 14727 72 221 0
2021-12-10 14655 123 221 0
2021-12-09 14532 123 221 0
2021-12-08 14409 125 221 0
2021-12-07 14284 125 221 2
2021-12-06 14159 55 219 0
2021-12-05 14104 32 219 0
2021-12-04 14072 85 219 0
2021-12-03 13987 107 219 0
2021-12-02 13880 140 219 0
2021-12-01 13740 134 219 3
2021-11-30 13606 176 216 1
2021-11-29 13430 35 215 0
2021-11-28 13395 19 215 0
2021-11-27 13376 122 215 1
2021-11-26 13254 169 214 3
2021-11-25 13085 171 211 1
2021-11-24 12914 188 210 1
2021-11-23 12726 206 209 6
2021-11-22 12520 97 203 2
2021-11-21 12423 65 201 1
2021-11-20 12358 211 200 0
2021-11-19 12147 61 200 0
2021-11-18 12086 181 200 3
2021-11-17 11905 243 197 1
2021-11-16 11662 181 196 1
2021-11-15 11481 84 195 0
2021-11-14 11397 52 195 0
2021-11-13 11345 133 195 0
2021-11-12 11212 138 195 2
2021-11-11 11074 178 193 2
2021-11-10 10896 141 191 3
2021-11-09 10755 149 188 0
2021-11-08 10606 49 188 2
2021-11-07 10557 74 186 1
2021-11-06 10483 69 185 1
2021-11-05 10414 129 184 1
2021-11-04 10285 127 183 1
2021-11-03 10158 125 182 1
2021-11-02 10033 29 181 1
2021-11-01 10004 27 180 0
2021-10-31 9977 20 180 0
2021-10-30 9957 52 180 0
2021-10-29 9905 61 180 0
2021-10-28 9844 67 180 1
2021-10-27 9777 91 179 1
2021-10-26 9686 71 178 1
2021-10-25 9615 17 177 0
2021-10-24 9598 18 177 0
2021-10-23 9580 39 177 0
2021-10-22 9541 51 177 2
2021-10-21 9490 37 175 1
2021-10-20 9453 38 174 0
2021-10-19 9415 57 174 1
2021-10-18 9358 20 173 1
2021-10-17 9338 5 172 1
2021-10-16 9333 28 171 1
2021-10-15 9305 33 170 1
2021-10-14 9272 27 169 1
2021-10-13 9245 27 168 0
2021-10-12 9218 21 168 0
2021-10-11 9197 6 168 1
2021-10-10 9191 2 167 0
2021-10-09 9189 20 167 1
2021-10-08 9169 19 166 0
2021-10-07 9150 10 166 0
2021-10-06 9140 9 166 0
2021-10-05 9131 27 166 0
2021-10-04 9104 10 166 1
2021-10-02 9094 10 165 0
2021-10-01 9084 15 165 0
2021-09-30 9069 8 165 0
2021-09-29 9061 19 165 0
2021-09-28 9042 22 165 0
2021-09-27 9020 13 165 1
2021-09-26 9007 10 164 0
2021-09-25 8997 12 164 0
2021-09-24 8985 5 164 0
2021-09-23 8980 12 164 0
2021-09-22 8968 23 164 1
2021-09-21 8945 17 163 0
2021-09-20 8928 5 163 1
2021-09-19 8923 3 162 1
2021-09-18 8920 9 161 0
2021-09-17 8911 12 161 0
2021-09-16 8899 23 161 0
2021-09-15 8876 15 161 1
2021-09-14 8861 22 160 0
2021-09-13 8839 7 160 1
2021-09-12 8832 2 159 0
2021-09-11 8830 16 159 2
2021-09-10 8814 17 157 0
2021-09-09 8797 19 157 0
2021-09-08 8778 11 157 0
2021-09-07 8767 9 157 0
2021-09-06 8758 5 157 0
2021-09-05 8753 4 157 0
2021-09-04 8749 8 157 0
2021-09-03 8741 3 157 0
2021-09-02 8738 15 157 0
2021-09-01 8723 22 157 0
2021-08-31 8701 26 157 0
2021-08-30 8675 13 157 0
2021-08-29 8662 2 157 0
2021-08-28 8660 10 157 0
2021-08-27 8650 9 157 0
2021-08-26 8641 9 157 0
2021-08-25 8632 17 157 0
2021-08-24 8615 16 157 0
2021-08-23 8599 8 157 0
2021-08-22 8591 3 157 0
2021-08-21 8588 9 157 0
2021-08-20 8579 2 157 0
2021-08-19 8577 2 157 0
2021-08-18 8575 5 157 0
2021-08-17 8570 13 157 0
2021-08-16 8557 2 157 0
2021-08-15 8555 2 157 0
2021-08-14 8553 2 157 0
2021-08-13 8551 1 157 0
2021-08-12 8550 6 157 0
2021-08-11 8544 1 157 0
2021-08-10 8543 9 157 0
2021-08-07 8534 4 157 0
2021-08-06 8530 4 157 0
2021-08-05 8526 2 157 0
2021-08-04 8524 9 157 0
2021-08-03 8515 6 157 0
2021-08-01 8509 1 157 0
2021-07-31 8508 2 157 0
2021-07-30 8506 5 157 0
2021-07-29 8501 2 157 0
2021-07-28 8499 5 157 0
2021-07-27 8494 11 157 0
2021-07-26 8483 2 157 0
2021-07-25 8481 2 157 0
2021-07-24 8479 10 157 0
2021-07-23 8469 8 157 0
2021-07-22 8461 10 157 0
2021-07-21 8451 5 157 0
2021-07-20 8446 4 157 0
2021-07-19 8442 4 157 0
2021-07-17 8438 3 157 0
2021-07-16 8435 1 157 0
2021-07-15 8434 2 157 0
2021-07-14 8432 1 157 0
2021-07-13 8431 1 157 0
2021-07-10 8430 3 157 0
2021-07-08 8427 2 157 0
2021-07-07 8425 1 157 0
2021-07-06 8424 5 157 0
2021-07-03 8419 3 157 0
2021-07-01 8416 3 157 0
2021-06-30 8413 1 157 0
2021-06-29 8412 2 157 0
2021-06-28 8410 1 157 0
2021-06-27 8409 2 157 0
2021-06-23 8407 2 157 0
2021-06-22 8405 1 157 0
2021-06-21 8404 1 157 0
2021-06-17 8403 4 157 0
2021-06-15 8399 2 157 0
2021-06-14 8397 1 157 0
2021-06-12 8396 2 157 0
2021-06-11 8394 3 157 0
2021-06-10 8391 1 157 0
2021-06-09 8390 1 157 0
2021-06-08 8389 6 157 0
2021-06-07 8383 3 157 0
2021-06-06 8380 1 157 0
2021-06-05 8379 3 157 0
2021-06-04 8376 2 157 0
2021-06-03 8374 5 157 0
2021-06-02 8369 7 157 0
2021-06-01 8362 6 157 0
2021-05-31 8356 2 157 0
2021-05-29 8354 1 157 0
2021-05-28 8353 4 157 0
2021-05-27 8349 12 157 0
2021-05-26 8337 16 157 0
2021-05-25 8321 3 157 0
2021-05-24 8318 1 157 0
2021-05-23 8317 2 157 0
2021-05-22 8315 12 157 0
2021-05-21 8303 12 157 0
2021-05-20 8291 21 157 1
2021-05-19 8270 17 156 0
2021-05-18 8253 23 156 0
2021-05-17 8230 14 156 0
2021-05-16 8216 4 156 0
2021-05-15 8212 27 156 0
2021-05-14 8185 8 156 0
2021-05-13 8177 31 156 0
2021-05-12 8146 36 156 0
2021-05-11 8110 41 156 0
2021-05-10 8069 18 156 0
2021-05-09 8051 2 156 0
2021-05-08 8049 22 156 0
2021-05-07 8027 33 156 1
2021-05-06 7994 23 155 0
2021-05-05 7971 30 155 0
2021-05-04 7941 42 155 0
2021-05-03 7899 5 155 0
2021-05-02 7894 5 155 0
2021-05-01 7889 28 155 0
2021-04-30 7861 36 155 1
2021-04-29 7825 29 154 0
2021-04-28 7796 39 154 0
2021-04-27 7757 40 154 0
2021-04-26 7717 13 154 0
2021-04-25 7704 4 154 0
2021-04-24 7700 14 154 0
2021-04-23 7686 37 154 0
2021-04-22 7649 34 154 1
2021-04-21 7615 26 153 0
2021-04-20 7589 48 153 1
2021-04-19 7541 26 152 0
2021-04-18 7515 7 152 0
2021-04-17 7508 24 152 1
2021-04-16 7484 47 151 0
2021-04-15 7437 32 151 0
2021-04-14 7405 38 151 0
2021-04-13 7367 62 151 0
2021-04-12 7305 9 151 1
2021-04-11 7296 26 150 0
2021-04-10 7270 46 150 1
2021-04-09 7224 55 149 1
2021-04-08 7169 34 148 1
2021-04-07 7135 99 147 0
2021-04-06 7036 29 147 0
2021-04-05 7007 13 147 0
2021-04-04 6994 31 147 0
2021-04-03 6963 37 147 2
2021-04-02 6926 39 145 0
2021-04-01 6887 66 145 0
2021-03-31 6821 73 145 0
2021-03-30 6748 102 145 1
2021-03-29 6646 36 144 2
2021-03-28 6610 44 142 0
2021-03-27 6566 44 142 1
2021-03-26 6522 89 141 2
2021-03-25 6433 83 139 1
2021-03-24 6350 68 138 1
2021-03-23 6282 106 137 1
2021-03-22 6176 38 136 3
2021-03-21 6138 15 133 0
2021-03-20 6123 55 133 1
2021-03-19 6068 65 132 0
2021-03-18 6003 106 132 2
2021-03-17 5897 101 130 0
2021-03-16 5796 88 130 1
2021-03-15 5708 27 129 0
2021-03-14 5681 16 129 2
2021-03-13 5665 65 127 1
2021-03-12 5600 35 126 0
2021-03-11 5565 67 126 1
2021-03-10 5498 65 125 1
2021-03-09 5433 68 124 0
2021-03-08 5365 26 124 0
2021-03-07 5339 13 124 0
2021-03-06 5326 45 124 1
2021-03-05 5281 52 123 0
2021-03-04 5229 58 123 0
2021-03-03 5171 63 123 1
2021-03-02 5108 61 122 0
2021-03-01 5047 15 122 1
2021-02-28 5032 6 121 0
2021-02-27 5026 42 121 0
2021-02-26 4984 59 121 3
2021-02-25 4925 57 118 0
2021-02-24 4868 32 118 1
2021-02-23 4836 59 117 0
2021-02-22 4777 9 117 0
2021-02-21 4768 22 117 0
2021-02-20 4746 17 117 1
2021-02-19 4729 34 116 1
2021-02-18 4695 34 115 1
2021-02-17 4661 41 114 0
2021-02-16 4620 27 114 0
2021-02-15 4593 9 114 1
2021-02-14 4584 6 113 0
2021-02-13 4578 13 113 0
2021-02-12 4565 39 113 0
2021-02-11 4526 18 113 0
2021-02-10 4508 26 113 0
2021-02-09 4482 47 113 0
2021-02-08 4435 2 113 0
2021-02-07 4433 8 113 0
2021-02-06 4425 25 113 0
2021-02-05 4400 26 113 0
2021-02-04 4374 50 113 0
2021-02-03 4324 32 113 0
2021-02-02 4292 55 113 0
2021-02-01 4237 10 113 0
2021-01-31 4227 1 113 0
2021-01-30 4226 28 113 0
2021-01-29 4198 29 113 1
2021-01-28 4169 26 112 0
2021-01-27 4143 21 112 1
2021-01-26 4122 20 111 0
2021-01-25 4102 11 111 0
2021-01-24 4091 7 111 0
2021-01-23 4084 20 111 2
2021-01-22 4064 13 109 0
2021-01-21 4051 17 109 0
2021-01-20 4034 41 109 2
2021-01-19 3993 45 107 1
2021-01-18 3948 13 106 0
2021-01-17 3935 4 106 2
2021-01-16 3931 21 104 3
2021-01-15 3910 13 101 0
2021-01-14 3897 38 101 1
2021-01-13 3859 32 100 0
2021-01-12 3827 46 100 0
2021-01-11 3781 17 100 0
2021-01-10 3764 6 100 0
2021-01-09 3758 37 100 2
2021-01-08 3721 40 98 2
2021-01-07 3681 42 96 3
2021-01-06 3639 21 93 0
2021-01-05 3618 44 93 2
2021-01-04 3574 12 91 0
2021-01-03 3562 8 91 1
2021-01-02 3554 8 90 1
2021-01-01 3546 17 89 2
2020-12-31 3529 31 87 0
2020-12-30 3498 44 87 3
2020-12-29 3454 46 84 1
2020-12-28 3408 14 83 0
2020-12-27 3394 18 83 0
2020-12-26 3376 15 83 0
2020-12-25 3361 13 83 0
2020-12-24 3348 43 83 1
2020-12-23 3305 57 82 1
2020-12-22 3248 58 81 2
2020-12-21 3190 18 79 0
2020-12-20 3172 13 79 1
2020-12-19 3159 39 78 3
2020-12-18 3120 33 75 1
2020-12-17 3087 53 74 1
2020-12-16 3034 47 73 6
2020-12-15 2987 49 67 0
2020-12-14 2938 27 67 1
2020-12-13 2911 20 66 2
2020-12-12 2891 56 64 5
2020-12-11 2835 46 59 1
2020-12-10 2789 48 58 3
2020-12-09 2741 78 55 4
2020-12-08 2663 46 51 0
2020-12-07 2617 31 51 2
2020-12-06 2586 20 49 0
2020-12-05 2566 25 49 1
2020-12-04 2541 42 48 0
2020-12-03 2499 53 48 0
2020-12-02 2446 36 48 0
2020-12-01 2410 46 48 1
2020-11-30 2364 33 47 2
2020-11-29 2331 20 45 0
2020-11-28 2311 51 45 3
2020-11-27 2260 60 42 1
2020-11-26 2200 65 41 1
2020-11-25 2135 49 40 0
2020-11-24 2086 60 40 0
2020-11-23 2026 35 40 1
2020-11-22 1991 36 39 0
2020-11-21 1955 28 39 0
2020-11-20 1927 55 39 1
2020-11-19 1872 73 38 0
2020-11-18 1799 72 38 0
2020-11-17 1727 87 38 1
2020-11-16 1640 29 37 0
2020-11-15 1611 11 37 1
2020-11-14 1600 40 36 2
2020-11-13 1560 67 34 0
2020-11-12 1493 105 34 1
2020-11-11 1388 99 33 3
2020-11-10 1289 65 30 2
2020-11-09 1224 27 28 0
2020-11-08 1197 32 28 0
2020-11-07 1165 44 28 1
2020-11-06 1121 56 27 0
2020-11-05 1065 81 27 2
2020-11-04 984 61 25 2
2020-11-03 923 28 23 0
2020-11-02 895 15 23 1
2020-11-01 880 22 22 0
2020-10-31 858 20 22 0
2020-10-30 838 22 22 0
2020-10-29 816 15 22 0
2020-10-28 801 17 22 0
2020-10-27 784 18 22 0
2020-10-26 766 10 22 0
2020-10-25 756 12 22 0
2020-10-24 744 16 22 0
2020-10-23 728 16 22 0
2020-10-22 712 22 22 0
2020-10-21 690 22 22 1
2020-10-20 668 7 21 0
2020-10-19 661 3 21 0
2020-10-18 658 3 21 0
2020-10-17 655 5 21 0
2020-10-16 650 3 21 0
2020-10-15 647 8 21 0
2020-10-14 639 4 21 0
2020-10-13 635 5 21 0
2020-10-11 630 4 21 0
2020-10-10 626 2 21 0
2020-10-09 624 5 21 0
2020-10-08 619 4 21 0
2020-10-07 615 3 21 0
2020-10-06 612 5 21 0
2020-10-05 607 1 21 0
2020-10-04 606 2 21 0
2020-10-03 604 2 21 0
2020-10-02 602 1 21 0
2020-10-01 601 2 21 0
2020-09-29 599 3 21 0
2020-09-28 596 1 21 0
2020-09-27 595 1 21 0
2020-09-26 594 1 21 0
2020-09-25 593 1 21 0
2020-09-22 592 1 21 0
2020-09-21 591 1 21 0
2020-09-20 590 1 21 0
2020-09-19 589 3 21 1
2020-09-17 586 1 20 0
2020-09-16 585 2 20 0
2020-09-15 583 2 20 0
2020-09-14 581 1 20 0
2020-09-12 580 2 20 0
2020-09-10 578 1 20 0
2020-09-09 577 2 20 0
2020-09-08 575 3 20 0
2020-09-05 572 2 20 0
2020-09-04 570 5 20 0
2020-09-03 565 1 20 0
2020-09-01 564 4 20 0
2020-08-29 560 1 20 0
2020-08-28 559 1 20 0
2020-08-27 558 5 20 0
2020-08-26 553 2 20 0
2020-08-25 551 4 20 0
2020-08-24 547 1 20 0
2020-08-23 546 2 20 0
2020-08-22 544 7 20 0
2020-08-21 537 1 20 0
2020-08-20 536 2 20 0
2020-08-19 534 1 20 0
2020-08-18 533 5 20 0
2020-08-17 528 2 20 0
2020-08-16 526 2 20 0
2020-08-15 524 2 20 0
2020-08-14 522 1 20 0
2020-08-05 521 1 20 0
2020-08-04 520 3 20 0
2020-07-31 517 2 20 0
2020-07-30 515 2 20 0
2020-07-28 513 1 20 0
2020-07-21 512 1 20 0
2020-07-18 511 1 20 0
2020-07-10 510 1 20 0
2020-06-04 509 2 20 0
2020-05-29 507 2 20 0
2020-05-28 505 1 20 0
2020-05-26 504 3 20 0
2020-05-24 501 3 20 0
2020-05-22 498 4 20 0
2020-05-21 494 8 20 0
2020-05-20 486 1 20 0
2020-05-18 485 3 20 0
2020-05-17 482 2 20 0
2020-05-15 480 22 20 1
2020-05-13 458 2 19 0
2020-05-12 456 7 19 1
2020-05-11 449 2 18 0
2020-05-10 447 1 18 0
2020-05-09 446 2 18 0
2020-05-08 444 3 18 0
2020-05-07 441 1 18 0
2020-05-06 440 1 18 0
2020-05-05 439 1 18 0
2020-05-04 438 2 18 0
2020-04-30 436 1 18 0
2020-04-29 435 2 18 0
2020-04-24 433 3 18 0
2020-04-23 430 4 18 0
2020-04-22 426 5 18 0
2020-04-21 421 2 18 0
2020-04-20 419 4 18 1
2020-04-18 415 8 17 0
2020-04-17 407 19 17 1
2020-04-16 388 19 16 0
2020-04-15 369 10 16 1
2020-04-14 359 2 15 0
2020-04-13 357 7 15 0
2020-04-12 350 4 15 1
2020-04-11 346 1 14 0
2020-04-10 345 8 14 0
2020-04-08 337 46 14 1
2020-04-07 291 14 13 1
2020-04-06 277 20 12 0
2020-04-05 257 1 12 0
2020-04-04 256 8 12 0
2020-04-03 248 26 12 1
2020-04-02 222 27 11 0
2020-04-01 195 38 11 1
2020-03-31 157 28 10 1
2020-03-30 129 10 9 1
2020-03-29 119 4 8 0
2020-03-28 115 32 8 3
2020-03-27 83 8 5 0
2020-03-26 75 4 5 0
2020-03-25 71 1 5 0
2020-03-24 70 14 5 1
2020-03-23 56 14 4 1
2020-03-20 42 18 3 3
2020-03-19 24 2 0 0
2020-03-18 22 4 0 0
2020-03-17 18 3 0 0
2020-03-16 15 2 0 0
2020-03-15 13 3 0 0
2020-03-14 10 1 0 0
2020-03-13 9 1 0 0
2020-03-12 8 1 0 0
2020-03-11 7 2 0 0
2020-03-10 5 3 0 0
2020-03-08 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: 0:03:30.553931