Germany: LK Rheingau-Taunus-Kreis (Hessen)¶

  • 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 12:58:57 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Rheingau-Taunus-Kreis", weeks=5);
2023-03-07T12:59:08.150922 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 150 150 200 200 7-day incidence rate (per 100K people) 120.7 LK Rheingau-Taunus-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 20 40 60 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.00 0.25 0.50 0.75 1.00 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 Rheingau-Taunus-Kreis cases daily growth factor Germany-LK Rheingau-Taunus-Kreis cases daily growth factor (rolling mean) Germany-LK Rheingau-Taunus-Kreis estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.0 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Rheingau-Taunus-Kreis deaths daily growth factor Germany-LK Rheingau-Taunus-Kreis deaths daily growth factor (rolling mean) Germany-LK Rheingau-Taunus-Kreis 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 Rheingau-Taunus-Kreis doubling time cases (rolling mean) 0.0 37.4 74.9 112.3 daily change Germany-LK Rheingau-Taunus-Kreis new cases (rolling 7d mean) Germany-LK Rheingau-Taunus-Kreis new cases 0.000 0.468 0.936 1.404 1.872 daily change Germany-LK Rheingau-Taunus-Kreis new deaths (rolling 7d mean) Germany-LK Rheingau-Taunus-Kreis new deaths 0.000 0.322 0.643 0.965
In [4]:
overview(country="Germany", subregion="LK Rheingau-Taunus-Kreis");
2023-03-07T12:59:25.558887 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) 120.7 LK Rheingau-Taunus-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 0 100 200 300 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 8 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 Rheingau-Taunus-Kreis cases daily growth factor Germany-LK Rheingau-Taunus-Kreis cases daily growth factor (rolling mean) Germany-LK Rheingau-Taunus-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 0.0 0.5 0.5 1.0 1.0 R & growth factor (based on deaths) Germany-LK Rheingau-Taunus-Kreis deaths daily growth factor Germany-LK Rheingau-Taunus-Kreis deaths daily growth factor (rolling mean) Germany-LK Rheingau-Taunus-Kreis 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 cases doubling time [days] Germany-LK Rheingau-Taunus-Kreis doubling time cases (rolling mean) Germany-LK Rheingau-Taunus-Kreis doubling time deaths (rolling mean) 0.0 187.2 374.5 561.7 daily change Germany-LK Rheingau-Taunus-Kreis new cases (rolling 7d mean) Germany-LK Rheingau-Taunus-Kreis new cases 0.00 3.74 7.49 11.23 14.98 daily change Germany-LK Rheingau-Taunus-Kreis new deaths (rolling 7d mean) Germany-LK Rheingau-Taunus-Kreis new deaths 0.0 63.9 127.7 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Rheingau-Taunus-Kreis", dates="2020-03-15:");
2023-03-07T13:02:00.116383 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 Rheingau-Taunus-Kreis LK Rheingau-Taunus-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 Rheingau-Taunus-Kreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Rheingau-Taunus-Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Rheingau-Taunus-Kreis")
print(f'Population of country="Germany", subregion="LK Rheingau-Taunus-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 Rheingau-Taunus-Kreis": 187229 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 90451 27 275 0
2023-03-03 90424 21 275 0
2023-03-02 90403 21 275 0
2023-03-01 90382 56 275 0
2023-02-28 90326 101 275 0
2023-02-27 90225 124 275 0
2023-02-24 90101 41 275 0
2023-02-23 90060 87 275 0
2023-02-22 89973 73 275 0
2023-02-21 89900 89 275 0
2023-02-20 89811 84 275 0
2023-02-17 89727 70 275 0
2023-02-16 89657 50 275 0
2023-02-15 89607 53 275 0
2023-02-14 89554 71 275 0
2023-02-13 89483 84 275 1
2023-02-10 89399 35 274 0
2023-02-09 89364 58 274 0
2023-02-08 89306 60 274 0
2023-02-07 89246 62 274 1
2023-02-06 89184 69 273 2
2023-02-03 89115 47 271 0
2023-02-02 89068 44 271 0
2023-02-01 89024 48 271 0
2023-01-31 88976 62 271 0
2023-01-30 88914 48 271 0
2023-01-27 88866 24 271 1
2023-01-26 88842 22 270 0
2023-01-25 88820 36 270 1
2023-01-24 88784 36 269 0
2023-01-23 88748 53 269 0
2023-01-20 88695 19 269 0
2023-01-19 88676 31 269 0
2023-01-18 88645 32 269 1
2023-01-17 88613 38 268 1
2023-01-16 88575 74 267 1
2023-01-13 88501 29 266 0
2023-01-12 88472 32 266 0
2023-01-11 88440 43 266 0
2023-01-10 88397 61 266 1
2023-01-09 88336 73 265 1
2023-01-06 88263 42 264 0
2023-01-05 88221 52 264 1
2023-01-04 88169 61 263 0
2023-01-03 88108 61 263 1
2023-01-02 88047 108 262 0
2022-12-30 87939 60 262 0
2022-12-29 87879 73 262 0
2022-12-28 87806 91 262 0
2022-12-27 87715 235 262 0
2022-12-23 87480 104 262 0
2022-12-22 87376 149 262 0
2022-12-21 87227 110 262 0
2022-12-20 87117 123 262 1
2022-12-19 86994 152 261 1
2022-12-16 86842 80 260 1
2022-12-15 86762 62 259 1
2022-12-14 86700 116 258 0
2022-12-13 86584 129 258 1
2022-12-12 86455 139 257 1
2022-12-09 86316 83 256 0
2022-12-08 86233 66 256 0
2022-12-07 86167 111 256 0
2022-12-06 86056 127 256 0
2022-12-05 85929 144 256 0
2022-12-02 85785 58 256 0
2022-12-01 85727 84 256 1
2022-11-30 85643 80 255 0
2022-11-29 85563 77 255 0
2022-11-28 85486 134 255 0
2022-11-25 85352 60 255 0
2022-11-24 85292 82 255 0
2022-11-23 85210 58 255 0
2022-11-22 85152 120 255 1
2022-11-21 85032 130 254 0
2022-11-18 84902 56 254 0
2022-11-17 84846 57 254 1
2022-11-16 84789 118 253 0
2022-11-15 84671 62 253 0
2022-11-14 84609 176 253 1
2022-11-11 84433 51 252 0
2022-11-10 84382 73 252 0
2022-11-09 84309 109 252 0
2022-11-08 84200 99 252 0
2022-11-07 84101 182 252 0
2022-11-04 83919 76 252 0
2022-11-03 83843 124 252 0
2022-11-02 83719 133 252 0
2022-11-01 83586 301 252 0
2022-10-31 83285 215 252 0
2022-10-28 83070 158 252 0
2022-10-27 82912 189 252 0
2022-10-26 82723 190 252 0
2022-10-25 82533 232 252 0
2022-10-24 82301 454 252 0
2022-10-21 81847 228 252 0
2022-10-20 81619 299 252 0
2022-10-19 81320 300 252 1
2022-10-18 81020 458 251 0
2022-10-17 80562 596 251 0
2022-10-14 79966 517 251 0
2022-10-13 79449 101 251 0
2022-10-12 79348 572 251 1
2022-10-11 78776 462 250 0
2022-10-10 78314 706 250 0
2022-10-07 77608 424 250 0
2022-10-06 77184 462 250 0
2022-10-05 76722 567 250 0
2022-10-04 76155 735 250 2
2022-09-30 75420 270 248 0
2022-09-29 75150 253 248 0
2022-09-28 74897 242 248 0
2022-09-27 74655 308 248 0
2022-09-26 74347 346 248 1
2022-09-23 74001 115 247 0
2022-09-22 73886 166 247 0
2022-09-21 73720 168 247 0
2022-09-20 73552 172 247 0
2022-09-19 73380 269 247 2
2022-09-16 73111 84 245 0
2022-09-15 73027 127 245 0
2022-09-14 72900 160 245 0
2022-09-13 72740 133 245 1
2022-09-12 72607 180 244 0
2022-09-09 72427 67 244 0
2022-09-08 72360 108 244 0
2022-09-07 72252 107 244 0
2022-09-06 72145 139 244 0
2022-09-05 72006 184 244 1
2022-09-02 71822 71 243 0
2022-09-01 71751 93 243 0
2022-08-31 71658 124 243 0
2022-08-30 71534 106 243 0
2022-08-29 71428 237 243 1
2022-08-26 71191 82 242 0
2022-08-25 71109 115 242 0
2022-08-24 70994 121 242 0
2022-08-23 70873 130 242 0
2022-08-22 70743 183 242 0
2022-08-19 70560 81 242 0
2022-08-18 70479 137 242 1
2022-08-17 70342 117 241 0
2022-08-16 70225 122 241 0
2022-08-15 70103 216 241 0
2022-08-12 69887 110 241 0
2022-08-11 69777 110 241 0
2022-08-10 69667 134 241 0
2022-08-09 69533 184 241 0
2022-08-08 69349 287 241 0
2022-08-05 69062 139 241 1
2022-08-04 68923 142 240 0
2022-08-03 68781 192 240 0
2022-08-02 68589 240 240 0
2022-08-01 68349 369 240 0
2022-07-29 67980 201 240 0
2022-07-28 67779 238 240 0
2022-07-27 67541 301 240 0
2022-07-26 67240 384 240 0
2022-07-25 66856 630 240 0
2022-07-22 66226 284 240 2
2022-07-21 65942 256 238 1
2022-07-20 65686 422 237 0
2022-07-19 65264 408 237 0
2022-07-18 64856 619 237 0
2022-07-15 64237 333 237 0
2022-07-14 63904 403 237 0
2022-07-13 63501 499 237 0
2022-07-12 63002 601 237 0
2022-07-11 62401 526 237 0
2022-07-08 61875 242 237 0
2022-07-07 61633 381 237 0
2022-07-06 61252 366 237 0
2022-07-05 60886 344 237 0
2022-07-04 60542 566 237 0
2022-07-01 59976 293 237 0
2022-06-30 59683 342 237 0
2022-06-29 59341 339 237 0
2022-06-28 59002 411 237 0
2022-06-27 58591 582 237 0
2022-06-24 58009 282 237 0
2022-06-23 57727 321 237 0
2022-06-22 57406 411 237 0
2022-06-21 56995 379 237 0
2022-06-20 56616 530 237 0
2022-06-17 56086 377 237 0
2022-06-15 55709 234 237 0
2022-06-14 55475 272 237 1
2022-06-13 55203 446 236 0
2022-06-10 54757 238 236 0
2022-06-09 54519 211 236 0
2022-06-08 54308 240 236 1
2022-06-07 54068 452 235 1
2022-06-03 53616 127 234 0
2022-06-02 53489 136 234 0
2022-06-01 53353 89 234 0
2022-05-31 53264 191 234 0
2022-05-30 53073 225 234 0
2022-05-27 52848 243 234 0
2022-05-25 52605 88 234 0
2022-05-24 52517 105 234 0
2022-05-23 52412 225 234 0
2022-05-20 52187 137 234 0
2022-05-19 52050 116 234 0
2022-05-18 51934 162 234 0
2022-05-17 51772 180 234 0
2022-05-16 51592 334 234 0
2022-05-13 51258 188 234 0
2022-05-12 51070 191 234 0
2022-05-11 50879 342 234 0
2022-05-10 50537 145 234 0
2022-05-09 50392 433 234 0
2022-05-06 49959 202 234 0
2022-05-05 49757 238 234 0
2022-05-04 49519 294 234 0
2022-05-03 49225 246 234 0
2022-05-02 48979 214 234 0
2022-04-30 48765 159 234 0
2022-04-29 48606 168 234 0
2022-04-28 48438 267 234 0
2022-04-27 48171 268 234 0
2022-04-26 47903 255 234 0
2022-04-25 47648 315 234 0
2022-04-23 47333 216 234 0
2022-04-22 47117 232 234 0
2022-04-21 46885 255 234 0
2022-04-20 46630 313 234 0
2022-04-19 46317 258 234 0
2022-04-18 46059 310 234 0
2022-04-16 45749 495 234 0
2022-04-14 45254 318 234 1
2022-04-13 44936 329 233 0
2022-04-12 44607 324 233 0
2022-04-11 44283 360 233 0
2022-04-09 43923 281 233 0
2022-04-08 43642 281 233 0
2022-04-07 43361 340 233 0
2022-04-06 43021 401 233 0
2022-04-05 42620 414 233 0
2022-04-04 42206 352 233 0
2022-04-02 41854 315 233 0
2022-04-01 41539 410 233 0
2022-03-31 41129 537 233 0
2022-03-30 40592 573 233 0
2022-03-29 40019 538 233 1
2022-03-28 39481 557 232 0
2022-03-26 38924 536 232 0
2022-03-25 38388 515 232 0
2022-03-24 37873 575 232 1
2022-03-23 37298 551 231 0
2022-03-22 36747 494 231 0
2022-03-21 36253 574 231 0
2022-03-19 35679 433 231 0
2022-03-18 35246 566 231 0
2022-03-17 34680 431 231 1
2022-03-16 34249 729 230 0
2022-03-15 33520 378 230 0
2022-03-14 33142 387 230 0
2022-03-12 32755 380 230 0
2022-03-11 32375 503 230 0
2022-03-10 31872 386 230 0
2022-03-09 31486 415 230 0
2022-03-08 31071 407 230 0
2022-03-07 30664 411 230 2
2022-03-05 30253 318 228 0
2022-03-04 29935 327 228 0
2022-03-03 29608 366 228 0
2022-03-02 29242 294 228 1
2022-03-01 28948 259 227 1
2022-02-28 28689 151 226 0
2022-02-27 28538 104 226 0
2022-02-26 28434 254 226 0
2022-02-25 28180 247 226 0
2022-02-24 27933 358 226 0
2022-02-23 27575 282 226 1
2022-02-22 27293 374 225 1
2022-02-21 26919 149 224 0
2022-02-20 26770 152 224 0
2022-02-19 26618 305 224 0
2022-02-18 26313 311 224 0
2022-02-17 26002 363 224 0
2022-02-16 25639 456 224 0
2022-02-15 25183 416 224 0
2022-02-14 24767 202 224 0
2022-02-13 24565 210 224 1
2022-02-12 24355 391 223 1
2022-02-11 23964 403 222 1
2022-02-10 23561 505 221 0
2022-02-09 23056 518 221 0
2022-02-08 22538 529 221 0
2022-02-07 22009 233 221 0
2022-02-06 21776 334 221 1
2022-02-05 21442 412 220 0
2022-02-04 21030 605 220 1
2022-02-03 20425 505 219 0
2022-02-02 19920 552 219 0
2022-02-01 19368 508 219 2
2022-01-31 18860 419 217 0
2022-01-30 18441 299 217 0
2022-01-29 18142 440 217 0
2022-01-28 17702 340 217 0
2022-01-27 17362 513 217 0
2022-01-26 16849 496 217 0
2022-01-25 16353 398 217 1
2022-01-24 15955 247 216 0
2022-01-23 15708 204 216 0
2022-01-22 15504 307 216 1
2022-01-21 15197 216 215 0
2022-01-20 14981 392 215 0
2022-01-19 14589 364 215 1
2022-01-18 14225 242 214 0
2022-01-17 13983 136 214 0
2022-01-16 13847 99 214 0
2022-01-15 13748 194 214 0
2022-01-14 13554 178 214 0
2022-01-13 13376 234 214 0
2022-01-12 13142 200 214 0
2022-01-11 12942 183 214 0
2022-01-10 12759 71 214 0
2022-01-09 12688 62 214 0
2022-01-08 12626 96 214 2
2022-01-07 12530 87 212 0
2022-01-06 12443 94 212 0
2022-01-05 12349 113 212 1
2022-01-04 12236 129 211 1
2022-01-03 12107 43 210 0
2022-01-02 12064 36 210 0
2022-01-01 12028 52 210 0
2021-12-31 11976 78 210 2
2021-12-30 11898 106 208 0
2021-12-29 11792 83 208 0
2021-12-28 11709 80 208 1
2021-12-27 11629 37 207 0
2021-12-26 11592 24 207 0
2021-12-25 11568 28 207 0
2021-12-24 11540 54 207 0
2021-12-23 11486 104 207 0
2021-12-22 11382 92 207 0
2021-12-21 11290 92 207 0
2021-12-20 11198 33 207 1
2021-12-19 11165 45 206 1
2021-12-18 11120 86 205 0
2021-12-17 11034 79 205 0
2021-12-16 10955 66 205 0
2021-12-15 10889 78 205 0
2021-12-14 10811 105 205 0
2021-12-13 10706 20 205 0
2021-12-12 10686 25 205 0
2021-12-11 10661 102 205 0
2021-12-10 10559 69 205 0
2021-12-09 10490 76 205 0
2021-12-08 10414 64 205 0
2021-12-07 10350 83 205 0
2021-12-06 10267 20 205 0
2021-12-05 10247 10 205 0
2021-12-04 10237 57 205 1
2021-12-03 10180 66 204 3
2021-12-02 10114 61 201 0
2021-12-01 10053 74 201 0
2021-11-30 9979 79 201 0
2021-11-29 9900 26 201 0
2021-11-28 9874 29 201 0
2021-11-27 9845 69 201 0
2021-11-26 9776 64 201 0
2021-11-25 9712 70 201 0
2021-11-24 9642 65 201 0
2021-11-23 9577 74 201 0
2021-11-22 9503 37 201 0
2021-11-21 9466 33 201 0
2021-11-20 9433 75 201 0
2021-11-19 9358 51 201 0
2021-11-18 9307 69 201 0
2021-11-17 9238 46 201 1
2021-11-16 9192 55 200 0
2021-11-15 9137 20 200 0
2021-11-14 9117 21 200 0
2021-11-13 9096 56 200 0
2021-11-12 9040 48 200 1
2021-11-11 8992 32 199 1
2021-11-10 8960 45 198 0
2021-11-09 8915 61 198 0
2021-11-08 8854 15 198 0
2021-11-07 8839 15 198 1
2021-11-06 8824 21 197 1
2021-11-05 8803 44 196 0
2021-11-04 8759 38 196 0
2021-11-03 8721 23 196 0
2021-11-02 8698 27 196 0
2021-11-01 8671 4 196 0
2021-10-31 8667 4 196 0
2021-10-30 8663 23 196 0
2021-10-29 8640 21 196 1
2021-10-28 8619 25 195 1
2021-10-27 8594 28 194 0
2021-10-26 8566 20 194 0
2021-10-25 8546 17 194 0
2021-10-24 8529 8 194 0
2021-10-23 8521 19 194 0
2021-10-22 8502 16 194 0
2021-10-21 8486 8 194 0
2021-10-20 8478 17 194 0
2021-10-19 8461 20 194 0
2021-10-18 8441 5 194 0
2021-10-17 8436 7 194 0
2021-10-16 8429 11 194 0
2021-10-15 8418 9 194 0
2021-10-14 8409 6 194 0
2021-10-13 8403 13 194 0
2021-10-12 8390 16 194 0
2021-10-11 8374 8 194 0
2021-10-10 8366 6 194 0
2021-10-09 8360 15 194 0
2021-10-08 8345 5 194 0
2021-10-07 8340 18 194 0
2021-10-06 8322 16 194 0
2021-10-05 8306 27 194 0
2021-10-04 8279 9 194 0
2021-10-03 8270 7 194 0
2021-10-02 8263 12 194 0
2021-10-01 8251 9 194 0
2021-09-30 8242 10 194 0
2021-09-29 8232 10 194 0
2021-09-28 8222 19 194 0
2021-09-27 8203 4 194 0
2021-09-26 8199 8 194 0
2021-09-25 8191 14 194 0
2021-09-24 8177 20 194 0
2021-09-23 8157 10 194 0
2021-09-22 8147 7 194 0
2021-09-21 8140 15 194 1
2021-09-20 8125 1 193 0
2021-09-19 8124 4 193 1
2021-09-18 8120 23 192 0
2021-09-17 8097 17 192 0
2021-09-16 8080 11 192 0
2021-09-15 8069 21 192 0
2021-09-14 8048 14 192 0
2021-09-13 8034 11 192 0
2021-09-12 8023 2 192 0
2021-09-11 8021 21 192 0
2021-09-10 8000 15 192 0
2021-09-09 7985 31 192 1
2021-09-08 7954 41 191 0
2021-09-07 7913 46 191 0
2021-09-06 7867 9 191 0
2021-09-05 7858 11 191 0
2021-09-04 7847 29 191 0
2021-09-03 7818 35 191 0
2021-09-02 7783 43 191 0
2021-09-01 7740 61 191 0
2021-08-31 7679 41 191 1
2021-08-30 7638 7 190 0
2021-08-29 7631 9 190 0
2021-08-28 7622 24 190 0
2021-08-27 7598 12 190 0
2021-08-26 7586 27 190 0
2021-08-25 7559 25 190 0
2021-08-24 7534 20 190 0
2021-08-23 7514 1 190 0
2021-08-22 7513 4 190 0
2021-08-21 7509 9 190 0
2021-08-20 7500 9 190 0
2021-08-19 7491 9 190 0
2021-08-18 7482 15 190 0
2021-08-17 7467 11 190 0
2021-08-16 7456 5 190 0
2021-08-15 7451 2 190 0
2021-08-14 7449 10 190 0
2021-08-13 7439 8 190 0
2021-08-12 7431 7 190 0
2021-08-11 7424 7 190 0
2021-08-10 7417 15 190 0
2021-08-09 7402 2 190 0
2021-08-08 7400 4 190 0
2021-08-07 7396 8 190 0
2021-08-06 7388 5 190 0
2021-08-05 7383 3 190 0
2021-08-04 7380 4 190 0
2021-08-03 7376 4 190 0
2021-08-02 7372 1 190 0
2021-08-01 7371 1 190 0
2021-07-31 7370 7 190 0
2021-07-30 7363 7 190 0
2021-07-29 7356 1 190 0
2021-07-28 7355 3 190 0
2021-07-27 7352 7 190 0
2021-07-24 7345 7 190 0
2021-07-23 7338 7 190 0
2021-07-22 7331 2 190 0
2021-07-21 7329 7 190 0
2021-07-20 7322 7 190 0
2021-07-18 7315 2 190 0
2021-07-17 7313 4 190 0
2021-07-16 7309 3 190 0
2021-07-15 7306 6 190 0
2021-07-13 7300 1 190 0
2021-07-12 7299 1 190 0
2021-07-10 7298 3 190 0
2021-07-09 7295 4 190 0
2021-07-07 7291 5 190 0
2021-07-06 7286 2 190 0
2021-07-03 7284 2 190 0
2021-06-30 7282 1 190 0
2021-06-26 7281 2 190 0
2021-06-25 7279 1 190 0
2021-06-24 7278 2 190 0
2021-06-23 7276 3 190 0
2021-06-22 7273 1 190 0
2021-06-20 7272 1 190 0
2021-06-19 7271 1 190 0
2021-06-18 7270 1 190 0
2021-06-17 7269 1 190 0
2021-06-16 7268 4 190 0
2021-06-15 7264 4 190 0
2021-06-14 7260 1 190 0
2021-06-12 7259 4 190 0
2021-06-11 7255 13 190 0
2021-06-10 7242 5 190 0
2021-06-09 7237 10 190 0
2021-06-08 7227 16 190 0
2021-06-06 7211 6 190 0
2021-06-05 7205 4 190 1
2021-06-04 7201 7 189 0
2021-06-03 7194 11 189 0
2021-06-02 7183 12 189 0
2021-06-01 7171 23 189 0
2021-05-31 7148 3 189 0
2021-05-30 7145 2 189 0
2021-05-29 7143 19 189 0
2021-05-28 7124 26 189 0
2021-05-27 7098 33 189 0
2021-05-26 7065 27 189 0
2021-05-25 7038 3 189 0
2021-05-24 7035 3 189 0
2021-05-23 7032 5 189 0
2021-05-22 7027 20 189 0
2021-05-21 7007 10 189 0
2021-05-20 6997 27 189 0
2021-05-19 6970 25 189 0
2021-05-18 6945 40 189 0
2021-05-17 6905 8 189 0
2021-05-16 6897 1 189 0
2021-05-15 6896 27 189 1
2021-05-14 6869 8 188 0
2021-05-13 6861 25 188 0
2021-05-12 6836 33 188 0
2021-05-11 6803 40 188 0
2021-05-10 6763 7 188 0
2021-05-09 6756 2 188 0
2021-05-08 6754 27 188 0
2021-05-07 6727 31 188 1
2021-05-06 6696 34 187 0
2021-05-05 6662 35 187 0
2021-05-04 6627 40 187 0
2021-05-03 6587 3 187 0
2021-05-02 6584 9 187 0
2021-05-01 6575 39 187 0
2021-04-30 6536 34 187 4
2021-04-29 6502 48 183 0
2021-04-28 6454 54 183 0
2021-04-27 6400 44 183 0
2021-04-26 6356 24 183 0
2021-04-25 6332 1 183 0
2021-04-24 6331 47 183 0
2021-04-23 6284 44 183 1
2021-04-22 6240 46 182 0
2021-04-21 6194 59 182 2
2021-04-20 6135 50 180 0
2021-04-19 6085 13 180 0
2021-04-18 6072 5 180 1
2021-04-17 6067 52 179 0
2021-04-16 6015 37 179 0
2021-04-15 5978 36 179 1
2021-04-14 5942 54 178 0
2021-04-13 5888 56 178 1
2021-04-12 5832 12 177 1
2021-04-11 5820 2 176 0
2021-04-10 5818 34 176 0
2021-04-09 5784 34 176 0
2021-04-08 5750 40 176 0
2021-04-07 5710 38 176 0
2021-04-06 5672 3 176 0
2021-04-05 5669 6 176 0
2021-04-04 5663 11 176 0
2021-04-03 5652 7 176 0
2021-04-02 5645 35 176 0
2021-04-01 5610 32 176 0
2021-03-31 5578 38 176 0
2021-03-30 5540 34 176 0
2021-03-29 5506 9 176 0
2021-03-28 5497 5 176 0
2021-03-27 5492 20 176 0
2021-03-26 5472 32 176 1
2021-03-25 5440 23 175 0
2021-03-24 5417 29 175 0
2021-03-23 5388 20 175 0
2021-03-22 5368 15 175 0
2021-03-21 5353 5 175 1
2021-03-20 5348 18 174 0
2021-03-19 5330 34 174 0
2021-03-18 5296 16 174 0
2021-03-17 5280 26 174 1
2021-03-16 5254 36 173 1
2021-03-15 5218 5 172 0
2021-03-14 5213 11 172 0
2021-03-13 5202 27 172 0
2021-03-12 5175 25 172 0
2021-03-11 5150 31 172 0
2021-03-10 5119 27 172 0
2021-03-09 5092 23 172 0
2021-03-08 5069 3 172 0
2021-03-07 5066 4 172 0
2021-03-06 5062 23 172 0
2021-03-05 5039 16 172 0
2021-03-04 5023 23 172 0
2021-03-03 5000 15 172 0
2021-03-02 4985 14 172 0
2021-03-01 4971 4 172 0
2021-02-28 4967 4 172 0
2021-02-27 4963 6 172 1
2021-02-26 4957 12 171 0
2021-02-25 4945 21 171 0
2021-02-24 4924 23 171 2
2021-02-23 4901 11 169 0
2021-02-22 4890 15 169 1
2021-02-21 4875 3 168 0
2021-02-20 4872 13 168 0
2021-02-19 4859 19 168 0
2021-02-18 4840 10 168 0
2021-02-17 4830 12 168 0
2021-02-16 4818 8 168 1
2021-02-15 4810 2 167 0
2021-02-14 4808 5 167 1
2021-02-13 4803 12 166 0
2021-02-12 4791 4 166 0
2021-02-11 4787 28 166 0
2021-02-10 4759 13 166 0
2021-02-09 4746 13 166 0
2021-02-08 4733 6 166 0
2021-02-07 4727 8 166 0
2021-02-06 4719 20 166 2
2021-02-05 4699 11 164 0
2021-02-04 4688 12 164 0
2021-02-03 4676 27 164 0
2021-02-02 4649 20 164 1
2021-02-01 4629 4 163 0
2021-01-31 4625 6 163 1
2021-01-30 4619 24 162 0
2021-01-29 4595 12 162 0
2021-01-28 4583 20 162 0
2021-01-27 4563 22 162 0
2021-01-26 4541 17 162 1
2021-01-25 4524 12 161 1
2021-01-24 4512 2 160 1
2021-01-23 4510 14 159 0
2021-01-22 4496 25 159 2
2021-01-21 4471 30 157 0
2021-01-20 4441 29 157 1
2021-01-19 4412 15 156 0
2021-01-18 4397 2 156 0
2021-01-17 4395 1 156 0
2021-01-16 4394 30 156 0
2021-01-15 4364 26 156 1
2021-01-14 4338 31 155 1
2021-01-13 4307 47 154 0
2021-01-12 4260 28 154 1
2021-01-11 4232 4 153 0
2021-01-10 4228 3 153 0
2021-01-09 4225 25 153 0
2021-01-08 4200 50 153 2
2021-01-07 4150 38 151 0
2021-01-06 4112 39 151 0
2021-01-05 4073 56 151 2
2021-01-04 4017 12 149 0
2021-01-03 4005 4 149 0
2021-01-02 4001 9 149 2
2021-01-01 3992 12 147 0
2020-12-31 3980 88 147 8
2020-12-30 3892 52 139 3
2020-12-29 3840 69 136 1
2020-12-28 3771 9 135 2
2020-12-27 3762 4 133 0
2020-12-26 3758 12 133 1
2020-12-25 3746 19 132 1
2020-12-24 3727 74 131 4
2020-12-23 3653 93 127 11
2020-12-22 3560 57 116 2
2020-12-21 3503 20 114 1
2020-12-20 3483 30 113 1
2020-12-19 3453 49 112 2
2020-12-18 3404 50 110 4
2020-12-17 3354 64 106 1
2020-12-16 3290 69 105 4
2020-12-15 3221 43 101 1
2020-12-14 3178 17 100 1
2020-12-13 3161 29 99 1
2020-12-12 3132 70 98 10
2020-12-11 3062 57 88 3
2020-12-10 3005 65 85 3
2020-12-09 2940 111 82 4
2020-12-08 2829 38 78 0
2020-12-07 2791 16 78 4
2020-12-06 2775 74 74 17
2020-12-05 2701 45 57 2
2020-12-04 2656 37 55 1
2020-12-03 2619 56 54 2
2020-12-02 2563 46 52 8
2020-12-01 2517 21 44 0
2020-11-30 2496 17 44 0
2020-11-29 2479 25 44 0
2020-11-28 2454 63 44 3
2020-11-27 2391 48 41 2
2020-11-26 2343 43 39 2
2020-11-25 2300 65 37 1
2020-11-24 2235 44 36 1
2020-11-23 2191 19 35 1
2020-11-22 2172 19 34 0
2020-11-21 2153 59 34 1
2020-11-20 2094 89 33 3
2020-11-19 2005 76 30 4
2020-11-18 1929 103 26 3
2020-11-17 1826 51 23 0
2020-11-16 1775 20 23 0
2020-11-15 1755 22 23 1
2020-11-14 1733 50 22 1
2020-11-13 1683 90 21 1
2020-11-12 1593 50 20 1
2020-11-11 1543 62 19 0
2020-11-10 1481 31 19 0
2020-11-09 1450 26 19 0
2020-11-08 1424 20 19 0
2020-11-07 1404 50 19 0
2020-11-06 1354 60 19 0
2020-11-05 1294 38 19 1
2020-11-04 1256 43 18 1
2020-11-03 1213 43 17 0
2020-11-02 1170 13 17 1
2020-11-01 1157 25 16 0
2020-10-31 1132 33 16 1
2020-10-30 1099 32 15 0
2020-10-29 1067 50 15 0
2020-10-28 1017 38 15 0
2020-10-27 979 43 15 0
2020-10-26 936 12 15 0
2020-10-25 924 23 15 0
2020-10-24 901 38 15 0
2020-10-23 863 27 15 0
2020-10-22 836 51 15 1
2020-10-21 785 16 14 0
2020-10-20 769 41 14 0
2020-10-19 728 6 14 0
2020-10-18 722 11 14 0
2020-10-17 711 7 14 0
2020-10-16 704 26 14 1
2020-10-15 678 11 13 0
2020-10-14 667 50 13 0
2020-10-13 617 17 13 0
2020-10-12 600 2 13 0
2020-10-11 598 7 13 0
2020-10-10 591 15 13 1
2020-10-09 576 17 12 0
2020-10-08 559 9 12 0
2020-10-07 550 9 12 0
2020-10-06 541 6 12 0
2020-10-05 535 4 12 0
2020-10-04 531 1 12 0
2020-10-03 530 3 12 0
2020-10-02 527 7 12 0
2020-10-01 520 16 12 0
2020-09-30 504 5 12 0
2020-09-29 499 4 12 0
2020-09-28 495 2 12 0
2020-09-26 493 3 12 1
2020-09-25 490 7 11 0
2020-09-24 483 5 11 0
2020-09-23 478 2 11 0
2020-09-22 476 4 11 0
2020-09-21 472 1 11 0
2020-09-19 471 2 11 0
2020-09-18 469 2 11 0
2020-09-17 467 8 11 0
2020-09-16 459 1 11 0
2020-09-15 458 4 11 0
2020-09-14 454 1 11 0
2020-09-12 453 2 11 0
2020-09-11 451 2 11 0
2020-09-09 449 3 11 0
2020-09-08 446 3 11 0
2020-09-07 443 1 11 0
2020-09-06 442 1 11 0
2020-09-05 441 2 11 0
2020-09-04 439 1 11 0
2020-09-03 438 2 11 0
2020-09-02 436 2 11 0
2020-09-01 434 2 11 0
2020-08-29 432 2 11 0
2020-08-28 430 2 11 0
2020-08-27 428 4 11 0
2020-08-26 424 2 11 0
2020-08-25 422 4 11 0
2020-08-24 418 4 11 0
2020-08-22 414 2 11 0
2020-08-21 412 3 11 0
2020-08-20 409 2 11 0
2020-08-18 407 1 11 0
2020-08-16 406 1 11 0
2020-08-15 405 3 11 0
2020-08-14 402 4 11 0
2020-08-13 398 7 11 0
2020-08-12 391 7 11 0
2020-08-11 384 2 11 0
2020-08-08 382 3 11 0
2020-08-07 379 5 11 0
2020-08-06 374 7 11 0
2020-08-05 367 11 11 0
2020-08-04 356 10 11 0
2020-08-03 346 2 11 0
2020-08-02 344 1 11 0
2020-08-01 343 3 11 0
2020-07-31 340 22 11 5
2020-07-30 318 7 6 0
2020-07-29 311 8 6 0
2020-07-28 303 1 6 1
2020-07-27 302 1 5 0
2020-07-25 301 3 5 0
2020-07-24 298 14 5 0
2020-07-23 284 2 5 0
2020-07-22 282 2 5 0
2020-07-18 280 5 5 0
2020-07-16 275 1 5 0
2020-07-15 274 1 5 0
2020-07-13 273 2 5 0
2020-07-11 271 1 5 0
2020-07-09 270 3 5 0
2020-07-07 267 1 5 0
2020-07-03 266 3 5 0
2020-07-02 263 1 5 0
2020-07-01 262 6 5 0
2020-06-30 256 3 5 0
2020-06-27 253 1 5 0
2020-06-26 252 3 5 0
2020-06-24 249 1 5 0
2020-06-18 248 1 5 0
2020-06-12 247 2 5 0
2020-06-10 245 1 5 0
2020-06-04 244 1 5 0
2020-05-30 243 3 5 0
2020-05-29 240 1 5 0
2020-05-27 239 1 5 0
2020-05-26 238 2 5 0
2020-05-22 236 1 5 0
2020-05-21 235 1 5 0
2020-05-20 234 2 5 0
2020-05-19 232 2 5 0
2020-05-17 230 1 5 0
2020-05-13 229 5 5 0
2020-05-12 224 1 5 0
2020-05-08 223 8 5 0
2020-05-07 215 2 5 0
2020-05-06 213 10 5 0
2020-05-05 203 2 5 0
2020-05-04 201 2 5 1
2020-05-02 199 1 4 0
2020-04-29 198 4 4 0
2020-04-28 194 3 4 0
2020-04-21 191 1 4 0
2020-04-17 190 5 4 0
2020-04-16 185 3 4 0
2020-04-15 182 2 4 0
2020-04-12 180 1 4 0
2020-04-11 179 1 4 0
2020-04-09 178 2 4 0
2020-04-08 176 6 4 0
2020-04-07 170 7 4 0
2020-04-06 163 8 4 0
2020-04-05 155 1 4 0
2020-04-04 154 6 4 0
2020-04-03 148 7 4 0
2020-04-02 141 2 4 0
2020-04-01 139 22 4 1
2020-03-31 117 3 3 0
2020-03-30 114 2 3 1
2020-03-29 112 3 2 0
2020-03-28 109 9 2 0
2020-03-27 100 5 2 0
2020-03-26 95 19 2 1
2020-03-25 76 5 1 1
2020-03-24 71 4 0 0
2020-03-23 67 4 0 0
2020-03-22 63 4 0 0
2020-03-21 59 7 0 0
2020-03-20 52 10 0 0
2020-03-19 42 10 0 0
2020-03-18 32 7 0 0
2020-03-16 25 4 0 0
2020-03-14 21 1 0 0
2020-03-13 20 6 0 0
2020-03-11 14 6 0 0
2020-03-10 8 3 0 0
2020-03-09 5 3 0 0
2020-03-07 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: 0:03:56.167954