Germany: SK Mainz (Rheinland-Pfalz)¶

  • 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 15:03:53 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Mainz", weeks=5);
2023-03-07T15:04:07.059827 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 150 150 200 200 250 250 7-day incidence rate (per 100K people) 114.5 SK Mainz, 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 80 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.1 0.2 0.3 0.4 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.75 0.75 1.00 1.00 1.25 1.25 1.50 1.50 R & growth factor (based on cases) Germany-SK Mainz cases daily growth factor Germany-SK Mainz cases daily growth factor (rolling mean) Germany-SK Mainz 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-SK Mainz deaths daily growth factor Germany-SK Mainz deaths daily growth factor (rolling mean) Germany-SK Mainz 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-SK Mainz doubling time cases (rolling mean) 0.0 43.5 87.0 130.5 174.0 daily change Germany-SK Mainz new cases (rolling 7d mean) Germany-SK Mainz new cases 0.000 0.218 0.435 0.653 0.870 daily change Germany-SK Mainz new deaths (rolling 7d mean) Germany-SK Mainz new deaths 0.000 0.294 0.589 0.883
In [4]:
overview(country="Germany", subregion="SK Mainz");
2023-03-07T15:04:24.655553 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) 114.5 SK Mainz, Germany, last data point from 2023-03-06 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 200 400 600 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 1 2 3 4 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.75 0.75 1.00 1.00 1.25 1.25 1.50 1.50 R & growth factor (based on cases) Germany-SK Mainz cases daily growth factor Germany-SK Mainz cases daily growth factor (rolling mean) Germany-SK Mainz 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-SK Mainz deaths daily growth factor Germany-SK Mainz deaths daily growth factor (rolling mean) Germany-SK Mainz 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 cases doubling time [days] Germany-SK Mainz doubling time cases (rolling mean) Germany-SK Mainz doubling time deaths (rolling mean) 0 435 870 1305 daily change Germany-SK Mainz new cases (rolling 7d mean) Germany-SK Mainz new cases 0.00 2.18 4.35 6.53 8.70 daily change Germany-SK Mainz new deaths (rolling 7d mean) Germany-SK Mainz new deaths 0.0 55.3 110.7 166.0 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Mainz", dates="2020-03-15:");
2023-03-07T15:06:51.216614 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: SK Mainz SK Mainz 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 SK Mainz Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Mainz")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Mainz")
print(f'Population of country="Germany", subregion="SK Mainz": {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="SK Mainz": 217556 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 101077 19 279 0
2023-03-03 101058 36 279 0
2023-03-02 101022 23 279 0
2023-03-01 100999 70 279 0
2023-02-28 100929 101 279 0
2023-02-27 100828 189 279 0
2023-02-24 100639 64 279 1
2023-02-23 100575 106 278 0
2023-02-22 100469 44 278 0
2023-02-21 100425 98 278 0
2023-02-17 100327 46 278 0
2023-02-16 100281 35 278 0
2023-02-15 100246 73 278 0
2023-02-14 100173 85 278 0
2023-02-13 100088 72 278 0
2023-02-10 100016 55 278 0
2023-02-09 99961 33 278 0
2023-02-08 99928 58 278 0
2023-02-07 99870 65 278 0
2023-02-06 99805 69 278 0
2023-02-03 99736 46 278 0
2023-02-02 99690 48 278 0
2023-02-01 99642 60 278 0
2023-01-31 99582 45 278 0
2023-01-30 99537 62 278 0
2023-01-27 99475 34 278 1
2023-01-26 99441 29 277 0
2023-01-25 99412 39 277 0
2023-01-24 99373 58 277 0
2023-01-23 99315 39 277 0
2023-01-20 99276 28 277 0
2023-01-19 99248 14 277 0
2023-01-18 99234 50 277 0
2023-01-17 99184 24 277 0
2023-01-16 99160 45 277 1
2023-01-13 99115 40 276 0
2023-01-12 99075 32 276 0
2023-01-11 99043 79 276 0
2023-01-10 98964 89 276 0
2023-01-09 98875 78 276 0
2023-01-06 98797 45 276 0
2023-01-05 98752 135 276 0
2023-01-04 98617 280 276 0
2023-01-03 98337 260 276 1
2023-01-02 98077 255 275 0
2022-12-27 97822 1 275 0
2022-12-23 97821 116 275 0
2022-12-22 97705 106 275 1
2022-12-21 97599 93 274 0
2022-12-20 97506 117 274 0
2022-12-19 97389 150 274 0
2022-12-16 97239 77 274 0
2022-12-15 97162 77 274 0
2022-12-14 97085 88 274 0
2022-12-13 96997 75 274 0
2022-12-12 96922 117 274 0
2022-12-09 96805 36 274 0
2022-12-08 96769 86 274 0
2022-12-07 96683 74 274 0
2022-12-06 96609 70 274 0
2022-12-05 96539 116 274 0
2022-12-02 96423 57 274 0
2022-12-01 96366 67 274 0
2022-11-30 96299 60 274 0
2022-11-29 96239 82 274 0
2022-11-28 96157 111 274 0
2022-11-25 96046 82 274 0
2022-11-24 95964 65 274 0
2022-11-23 95899 113 274 0
2022-11-22 95786 56 274 0
2022-11-21 95730 144 274 0
2022-11-18 95586 64 274 0
2022-11-17 95522 82 274 0
2022-11-16 95440 125 274 0
2022-11-15 95315 113 274 0
2022-11-14 95202 115 274 1
2022-11-11 95087 17 273 0
2022-11-10 95070 130 273 1
2022-11-09 94940 91 272 0
2022-11-08 94849 122 272 0
2022-11-07 94727 256 272 0
2022-11-04 94471 72 272 0
2022-11-03 94399 149 272 2
2022-11-02 94250 260 270 0
2022-10-31 93990 188 270 0
2022-10-28 93802 162 270 0
2022-10-27 93640 123 270 0
2022-10-26 93517 252 270 0
2022-10-25 93265 323 270 0
2022-10-24 92942 259 270 0
2022-10-21 92683 122 270 0
2022-10-20 92561 295 270 1
2022-10-19 92266 208 269 0
2022-10-18 92058 364 269 0
2022-10-17 91694 486 269 1
2022-10-14 91208 245 268 0
2022-10-13 90963 301 268 0
2022-10-12 90662 541 268 0
2022-10-11 90121 609 268 0
2022-10-10 89512 565 268 0
2022-10-07 88947 459 268 0
2022-10-06 88488 427 268 0
2022-10-05 88061 345 268 0
2022-10-04 87716 206 268 0
2022-09-30 87510 194 268 0
2022-09-29 87316 274 268 0
2022-09-28 87042 360 268 0
2022-09-27 86682 265 268 0
2022-09-26 86417 189 268 0
2022-09-23 86228 122 268 0
2022-09-22 86106 153 268 0
2022-09-21 85953 219 268 0
2022-09-20 85734 244 268 0
2022-09-19 85490 215 268 2
2022-09-16 85275 61 266 2
2022-09-15 85214 94 264 0
2022-09-14 85120 100 264 0
2022-09-13 85020 122 264 0
2022-09-12 84898 186 264 0
2022-09-09 84712 101 264 0
2022-09-08 84611 96 264 1
2022-09-07 84515 135 263 0
2022-09-06 84380 123 263 0
2022-09-05 84257 230 263 0
2022-09-02 84027 63 263 0
2022-09-01 83964 76 263 0
2022-08-31 83888 81 263 0
2022-08-30 83807 135 263 0
2022-08-29 83672 163 263 0
2022-08-26 83509 53 263 0
2022-08-25 83456 81 263 0
2022-08-24 83375 122 263 0
2022-08-23 83253 92 263 0
2022-08-22 83161 157 263 0
2022-08-19 83004 72 263 0
2022-08-18 82932 169 263 0
2022-08-17 82763 168 263 0
2022-08-16 82595 148 263 0
2022-08-15 82447 132 263 1
2022-08-12 82315 111 262 0
2022-08-11 82204 103 262 0
2022-08-10 82101 172 262 0
2022-08-09 81929 183 262 0
2022-08-08 81746 238 262 0
2022-08-05 81508 102 262 0
2022-08-04 81406 192 262 0
2022-08-03 81214 263 262 0
2022-08-02 80951 247 262 0
2022-08-01 80704 230 262 0
2022-07-29 80474 211 262 0
2022-07-28 80263 219 262 0
2022-07-27 80044 252 262 1
2022-07-26 79792 290 261 0
2022-07-25 79502 527 261 3
2022-07-22 78975 244 258 0
2022-07-21 78731 258 258 0
2022-07-20 78473 375 258 0
2022-07-19 78098 473 258 0
2022-07-18 77625 504 258 0
2022-07-15 77121 286 258 0
2022-07-14 76835 544 258 0
2022-07-13 76291 569 258 0
2022-07-12 75722 427 258 0
2022-07-11 75295 355 258 0
2022-07-08 74940 301 258 0
2022-07-07 74639 610 258 0
2022-07-06 74029 487 258 0
2022-07-05 73542 426 258 0
2022-07-04 73116 313 258 0
2022-07-01 72803 215 258 0
2022-06-30 72588 355 258 0
2022-06-29 72233 387 258 0
2022-06-28 71846 497 258 0
2022-06-27 71349 346 258 0
2022-06-24 71003 200 258 0
2022-06-23 70803 361 258 0
2022-06-22 70442 488 258 0
2022-06-21 69954 431 258 0
2022-06-20 69523 389 258 0
2022-06-18 69134 5 258 0
2022-06-17 69129 201 258 0
2022-06-15 68928 359 258 0
2022-06-14 68569 413 258 0
2022-06-13 68156 327 258 0
2022-06-10 67829 236 258 0
2022-06-09 67593 259 258 0
2022-06-08 67334 252 258 0
2022-06-07 67082 320 258 0
2022-06-03 66762 126 258 0
2022-06-02 66636 190 258 0
2022-06-01 66446 75 258 0
2022-05-31 66371 211 258 0
2022-05-30 66160 280 258 0
2022-05-29 65880 1 258 0
2022-05-27 65879 141 258 0
2022-05-25 65738 85 258 0
2022-05-24 65653 126 258 0
2022-05-23 65527 271 258 0
2022-05-20 65256 196 258 1
2022-05-19 65060 141 257 0
2022-05-18 64919 182 257 0
2022-05-17 64737 110 257 0
2022-05-16 64627 184 257 0
2022-05-13 64443 136 257 0
2022-05-12 64307 122 257 0
2022-05-11 64185 235 257 0
2022-05-10 63950 214 257 0
2022-05-09 63736 172 257 0
2022-05-06 63564 122 257 0
2022-05-05 63442 157 257 0
2022-05-04 63285 248 257 0
2022-05-03 63037 275 257 0
2022-05-02 62762 209 257 0
2022-04-29 62553 168 257 0
2022-04-28 62385 197 257 0
2022-04-27 62188 338 257 0
2022-04-26 61850 384 257 0
2022-04-25 61466 520 257 1
2022-04-22 60946 275 256 0
2022-04-21 60671 701 256 0
2022-04-20 59970 590 256 0
2022-04-19 59380 306 256 0
2022-04-14 59074 600 256 0
2022-04-13 58474 390 256 0
2022-04-12 58084 416 256 0
2022-04-11 57668 478 256 0
2022-04-08 57190 309 256 1
2022-04-07 56881 373 255 0
2022-04-06 56508 662 255 1
2022-04-05 55846 736 254 0
2022-04-04 55110 611 254 0
2022-04-01 54499 495 254 0
2022-03-31 54004 831 254 0
2022-03-30 53173 665 254 0
2022-03-29 52508 849 254 0
2022-03-28 51659 1555 254 0
2022-03-25 50104 897 254 1
2022-03-24 49207 994 253 0
2022-03-23 48213 981 253 0
2022-03-22 47232 1072 253 0
2022-03-21 46160 922 253 0
2022-03-19 45238 2 253 0
2022-03-18 45236 458 253 1
2022-03-17 44778 581 252 0
2022-03-16 44197 826 252 1
2022-03-15 43371 817 251 1
2022-03-14 42554 1384 250 1
2022-03-13 41170 2 249 0
2022-03-12 41168 7 249 0
2022-03-11 41161 546 249 0
2022-03-10 40615 700 249 0
2022-03-09 39915 599 249 0
2022-03-08 39316 960 249 0
2022-03-07 38356 825 249 0
2022-03-06 37531 12 249 0
2022-03-05 37519 79 249 0
2022-03-04 37440 625 249 0
2022-03-03 36815 527 249 0
2022-03-02 36288 501 249 0
2022-03-01 35787 418 249 0
2022-02-28 35369 618 249 0
2022-02-25 34751 387 249 1
2022-02-24 34364 492 248 0
2022-02-23 33872 333 248 0
2022-02-22 33539 423 248 1
2022-02-21 33116 553 247 2
2022-02-20 32563 4 245 0
2022-02-19 32559 4 245 0
2022-02-18 32555 413 245 0
2022-02-17 32142 415 245 2
2022-02-16 31727 481 243 0
2022-02-15 31246 522 243 0
2022-02-14 30724 657 243 1
2022-02-13 30067 3 242 0
2022-02-12 30064 2 242 0
2022-02-11 30062 446 242 0
2022-02-10 29616 563 242 0
2022-02-09 29053 572 242 0
2022-02-08 28481 650 242 0
2022-02-07 27831 907 242 0
2022-02-06 26924 4 242 0
2022-02-05 26920 3 242 0
2022-02-04 26917 493 242 0
2022-02-03 26424 564 242 0
2022-02-02 25860 540 242 0
2022-02-01 25320 476 242 0
2022-01-31 24844 959 242 2
2022-01-30 23885 4 240 0
2022-01-29 23881 33 240 0
2022-01-28 23848 475 240 0
2022-01-27 23373 537 240 0
2022-01-26 22836 667 240 0
2022-01-25 22169 481 240 1
2022-01-24 21688 463 239 0
2022-01-23 21225 47 239 0
2022-01-22 21178 435 239 0
2022-01-21 20743 395 239 0
2022-01-20 20348 471 239 1
2022-01-19 19877 514 238 0
2022-01-18 19363 353 238 1
2022-01-17 19010 337 237 0
2022-01-16 18673 21 237 0
2022-01-15 18652 227 237 0
2022-01-14 18425 232 237 0
2022-01-13 18193 274 237 0
2022-01-12 17919 241 237 0
2022-01-11 17678 194 237 0
2022-01-10 17484 58 237 0
2022-01-09 17426 100 237 0
2022-01-08 17326 168 237 0
2022-01-07 17158 207 237 0
2022-01-06 16951 233 237 1
2022-01-05 16718 219 236 0
2022-01-04 16499 165 236 1
2022-01-03 16334 70 235 0
2022-01-02 16264 108 235 0
2022-01-01 16156 95 235 0
2021-12-31 16061 98 235 0
2021-12-30 15963 110 235 0
2021-12-29 15853 68 235 0
2021-12-28 15785 75 235 0
2021-12-27 15710 55 235 0
2021-12-26 15655 18 235 0
2021-12-25 15637 12 235 0
2021-12-24 15625 66 235 0
2021-12-23 15559 61 235 0
2021-12-22 15498 53 235 0
2021-12-21 15445 60 235 0
2021-12-20 15385 6 235 0
2021-12-19 15379 43 235 0
2021-12-18 15336 53 235 0
2021-12-17 15283 58 235 1
2021-12-16 15225 50 234 0
2021-12-15 15175 47 234 0
2021-12-14 15128 83 234 1
2021-12-13 15045 6 233 0
2021-12-12 15039 45 233 0
2021-12-11 14994 58 233 0
2021-12-10 14936 55 233 0
2021-12-09 14881 75 233 0
2021-12-08 14806 90 233 1
2021-12-07 14716 127 232 0
2021-12-06 14589 26 232 0
2021-12-05 14563 46 232 1
2021-12-04 14517 66 231 0
2021-12-03 14451 84 231 0
2021-12-02 14367 85 231 0
2021-12-01 14282 90 231 0
2021-11-30 14192 88 231 0
2021-11-29 14104 24 231 0
2021-11-28 14080 38 231 1
2021-11-27 14042 70 230 1
2021-11-26 13972 137 229 0
2021-11-25 13835 84 229 1
2021-11-24 13751 112 228 0
2021-11-23 13639 80 228 0
2021-11-22 13559 46 228 0
2021-11-21 13513 66 228 1
2021-11-20 13447 67 227 0
2021-11-19 13380 47 227 0
2021-11-18 13333 62 227 0
2021-11-17 13271 56 227 1
2021-11-16 13215 111 226 0
2021-11-15 13104 41 226 1
2021-11-14 13063 44 225 0
2021-11-13 13019 61 225 0
2021-11-12 12958 46 225 1
2021-11-11 12912 50 224 0
2021-11-10 12862 56 224 0
2021-11-09 12806 62 224 0
2021-11-08 12744 18 224 0
2021-11-07 12726 34 224 0
2021-11-06 12692 23 224 0
2021-11-05 12669 61 224 0
2021-11-04 12608 63 224 0
2021-11-03 12545 58 224 0
2021-11-02 12487 28 224 0
2021-11-01 12459 32 224 0
2021-10-31 12427 10 224 0
2021-10-30 12417 14 224 0
2021-10-29 12403 34 224 0
2021-10-28 12369 42 224 2
2021-10-27 12327 26 222 0
2021-10-26 12301 51 222 0
2021-10-25 12250 19 222 0
2021-10-24 12231 20 222 0
2021-10-23 12211 22 222 1
2021-10-22 12189 80 221 2
2021-10-21 12109 18 219 0
2021-10-20 12091 30 219 0
2021-10-19 12061 19 219 0
2021-10-18 12042 8 219 0
2021-10-17 12034 4 219 0
2021-10-16 12030 10 219 0
2021-10-15 12020 27 219 0
2021-10-14 11993 29 219 1
2021-10-13 11964 15 218 0
2021-10-12 11949 36 218 0
2021-10-11 11913 7 218 0
2021-10-10 11906 19 218 0
2021-10-09 11887 22 218 0
2021-10-08 11865 22 218 1
2021-10-07 11843 15 217 0
2021-10-06 11828 25 217 0
2021-10-05 11803 35 217 0
2021-10-04 11768 8 217 0
2021-10-03 11760 6 217 0
2021-10-02 11754 11 217 0
2021-10-01 11743 13 217 0
2021-09-30 11730 32 217 0
2021-09-29 11698 30 217 0
2021-09-28 11668 54 217 0
2021-09-27 11614 12 217 1
2021-09-26 11602 8 216 0
2021-09-25 11594 31 216 0
2021-09-24 11563 29 216 0
2021-09-23 11534 16 216 0
2021-09-22 11518 36 216 0
2021-09-21 11482 26 216 0
2021-09-20 11456 5 216 0
2021-09-19 11451 16 216 0
2021-09-18 11435 17 216 0
2021-09-17 11418 21 216 0
2021-09-16 11397 23 216 0
2021-09-15 11374 23 216 0
2021-09-14 11351 38 216 0
2021-09-13 11313 16 216 0
2021-09-12 11297 9 216 0
2021-09-11 11288 27 216 0
2021-09-10 11261 37 216 2
2021-09-09 11224 50 214 0
2021-09-08 11174 67 214 0
2021-09-07 11107 68 214 0
2021-09-06 11039 10 214 1
2021-09-05 11029 22 213 0
2021-09-04 11007 39 213 0
2021-09-03 10968 47 213 0
2021-09-02 10921 36 213 0
2021-09-01 10885 66 213 0
2021-08-31 10819 60 213 2
2021-08-30 10759 17 211 0
2021-08-29 10742 29 211 0
2021-08-28 10713 5 211 0
2021-08-27 10708 28 211 0
2021-08-26 10680 37 211 0
2021-08-25 10643 21 211 0
2021-08-24 10622 41 211 0
2021-08-23 10581 10 211 0
2021-08-22 10571 14 211 0
2021-08-21 10557 9 211 0
2021-08-20 10548 25 211 0
2021-08-19 10523 17 211 0
2021-08-18 10506 24 211 0
2021-08-17 10482 25 211 0
2021-08-16 10457 12 211 0
2021-08-15 10445 16 211 1
2021-08-14 10429 10 210 0
2021-08-13 10419 19 210 0
2021-08-12 10400 9 210 0
2021-08-11 10391 13 210 0
2021-08-10 10378 20 210 0
2021-08-09 10358 10 210 0
2021-08-08 10348 5 210 0
2021-08-07 10343 12 210 0
2021-08-06 10331 9 210 0
2021-08-05 10322 3 210 0
2021-08-04 10319 14 210 0
2021-08-03 10305 12 210 0
2021-08-02 10293 5 210 0
2021-08-01 10288 8 210 0
2021-07-31 10280 1 210 0
2021-07-30 10279 7 210 0
2021-07-29 10272 10 210 0
2021-07-28 10262 6 210 0
2021-07-27 10256 7 210 0
2021-07-26 10249 2 210 0
2021-07-25 10247 1 210 0
2021-07-24 10246 10 210 0
2021-07-23 10236 5 210 0
2021-07-22 10231 12 210 0
2021-07-21 10219 8 210 0
2021-07-20 10211 11 210 0
2021-07-19 10200 8 210 0
2021-07-18 10192 3 210 0
2021-07-17 10189 8 210 0
2021-07-16 10181 8 210 0
2021-07-15 10173 5 210 0
2021-07-14 10168 7 210 0
2021-07-13 10161 9 210 0
2021-07-12 10152 3 210 0
2021-07-11 10149 1 210 0
2021-07-10 10148 4 210 0
2021-07-09 10144 2 210 0
2021-07-08 10142 3 210 0
2021-07-07 10139 4 210 0
2021-07-06 10135 4 210 0
2021-07-05 10131 2 210 0
2021-07-04 10129 2 210 0
2021-07-03 10127 2 210 0
2021-07-02 10125 1 210 0
2021-07-01 10124 3 210 0
2021-06-30 10121 4 210 0
2021-06-29 10117 2 210 0
2021-06-28 10115 2 210 0
2021-06-25 10113 2 210 0
2021-06-24 10111 2 210 0
2021-06-23 10109 2 210 0
2021-06-22 10107 7 210 0
2021-06-21 10100 1 210 0
2021-06-20 10099 3 210 0
2021-06-18 10096 4 210 0
2021-06-17 10092 6 210 0
2021-06-16 10086 7 210 0
2021-06-15 10079 18 210 0
2021-06-14 10061 7 210 0
2021-06-13 10054 5 210 0
2021-06-12 10049 4 210 0
2021-06-11 10045 9 210 0
2021-06-10 10036 17 210 1
2021-06-09 10019 23 209 0
2021-06-08 9996 11 209 0
2021-06-07 9985 7 209 0
2021-06-06 9978 5 209 0
2021-06-05 9973 18 209 0
2021-06-04 9955 14 209 0
2021-06-03 9941 16 209 0
2021-06-02 9925 18 209 0
2021-06-01 9907 31 209 0
2021-05-31 9876 5 209 0
2021-05-30 9871 2 209 0
2021-05-29 9869 17 209 0
2021-05-28 9852 14 209 0
2021-05-27 9838 23 209 0
2021-05-26 9815 41 209 0
2021-05-25 9774 10 209 0
2021-05-24 9764 6 209 0
2021-05-23 9758 7 209 0
2021-05-22 9751 17 209 0
2021-05-21 9734 21 209 1
2021-05-20 9713 37 208 0
2021-05-19 9676 26 208 0
2021-05-18 9650 28 208 1
2021-05-17 9622 7 207 1
2021-05-16 9615 11 206 0
2021-05-15 9604 29 206 0
2021-05-14 9575 18 206 0
2021-05-13 9557 40 206 1
2021-05-12 9517 44 205 0
2021-05-11 9473 79 205 0
2021-05-10 9394 15 205 1
2021-05-09 9379 15 204 0
2021-05-08 9364 33 204 0
2021-05-07 9331 40 204 2
2021-05-06 9291 63 202 0
2021-05-05 9228 40 202 0
2021-05-04 9188 101 202 1
2021-05-03 9087 27 201 0
2021-05-02 9060 11 201 1
2021-05-01 9049 30 200 1
2021-04-30 9019 51 199 0
2021-04-29 8968 51 199 0
2021-04-28 8917 103 199 0
2021-04-27 8814 57 199 2
2021-04-26 8757 30 197 0
2021-04-25 8727 8 197 0
2021-04-24 8719 46 197 0
2021-04-23 8673 74 197 0
2021-04-22 8599 70 197 0
2021-04-21 8529 88 197 1
2021-04-20 8441 102 196 2
2021-04-19 8339 34 194 0
2021-04-18 8305 17 194 0
2021-04-17 8288 45 194 0
2021-04-16 8243 95 194 1
2021-04-15 8148 59 193 1
2021-04-14 8089 98 192 0
2021-04-13 7991 102 192 1
2021-04-12 7889 25 191 0
2021-04-11 7864 31 191 0
2021-04-10 7833 38 191 1
2021-04-09 7795 66 190 2
2021-04-08 7729 106 188 1
2021-04-07 7623 62 187 0
2021-04-06 7561 16 187 1
2021-04-05 7545 14 186 0
2021-04-04 7531 16 186 1
2021-04-03 7515 26 185 0
2021-04-02 7489 30 185 0
2021-04-01 7459 59 185 1
2021-03-31 7400 57 184 1
2021-03-30 7343 35 183 1
2021-03-29 7308 27 182 0
2021-03-28 7281 14 182 0
2021-03-27 7267 38 182 0
2021-03-26 7229 48 182 2
2021-03-25 7181 52 180 0
2021-03-24 7129 41 180 1
2021-03-23 7088 31 179 1
2021-03-22 7057 13 178 1
2021-03-21 7044 6 177 0
2021-03-20 7038 2 177 0
2021-03-19 7036 38 177 0
2021-03-18 6998 22 177 1
2021-03-17 6976 26 176 1
2021-03-16 6950 25 175 0
2021-03-15 6925 15 175 2
2021-03-14 6910 13 173 0
2021-03-13 6897 14 173 0
2021-03-12 6883 17 173 1
2021-03-11 6866 19 172 1
2021-03-10 6847 22 171 0
2021-03-09 6825 28 171 1
2021-03-08 6797 7 170 0
2021-03-07 6790 3 170 0
2021-03-06 6787 15 170 0
2021-03-05 6772 15 170 0
2021-03-04 6757 15 170 0
2021-03-03 6742 11 170 0
2021-03-02 6731 17 170 0
2021-03-01 6714 5 170 0
2021-02-27 6709 6 170 0
2021-02-26 6703 21 170 0
2021-02-25 6682 10 170 1
2021-02-24 6672 15 169 0
2021-02-23 6657 8 169 0
2021-02-22 6649 1 169 0
2021-02-21 6648 1 169 0
2021-02-20 6647 5 169 0
2021-02-19 6642 12 169 0
2021-02-18 6630 18 169 0
2021-02-17 6612 10 169 0
2021-02-16 6602 9 169 0
2021-02-15 6593 5 169 0
2021-02-14 6588 5 169 0
2021-02-13 6583 8 169 0
2021-02-12 6575 11 169 0
2021-02-11 6564 16 169 0
2021-02-10 6548 8 169 0
2021-02-09 6540 16 169 1
2021-02-08 6524 10 168 1
2021-02-07 6514 10 167 1
2021-02-06 6504 9 166 0
2021-02-05 6495 26 166 0
2021-02-04 6469 14 166 0
2021-02-03 6455 19 166 0
2021-02-02 6436 15 166 1
2021-02-01 6421 12 165 0
2021-01-31 6409 15 165 0
2021-01-30 6394 14 165 1
2021-01-29 6380 21 164 1
2021-01-28 6359 26 163 0
2021-01-27 6333 24 163 3
2021-01-26 6309 37 160 4
2021-01-25 6272 15 156 1
2021-01-24 6257 3 155 0
2021-01-23 6254 29 155 0
2021-01-22 6225 41 155 3
2021-01-21 6184 19 152 0
2021-01-20 6165 41 152 2
2021-01-19 6124 40 150 2
2021-01-18 6084 4 148 0
2021-01-17 6080 14 148 3
2021-01-16 6066 34 145 0
2021-01-15 6032 29 145 0
2021-01-14 6003 32 145 2
2021-01-13 5971 60 143 5
2021-01-12 5911 36 138 2
2021-01-11 5875 16 136 0
2021-01-10 5859 20 136 0
2021-01-09 5839 39 136 0
2021-01-08 5800 49 136 2
2021-01-07 5751 67 134 3
2021-01-06 5684 82 131 9
2021-01-05 5602 57 122 1
2021-01-04 5545 21 121 0
2021-01-03 5524 35 121 1
2021-01-02 5489 26 120 0
2021-01-01 5463 15 120 0
2020-12-31 5448 24 120 1
2020-12-30 5424 46 119 3
2020-12-29 5378 60 116 1
2020-12-28 5318 20 115 1
2020-12-27 5298 28 114 0
2020-12-26 5270 42 114 1
2020-12-25 5228 22 113 0
2020-12-24 5206 44 113 1
2020-12-23 5162 62 112 2
2020-12-22 5100 58 110 1
2020-12-21 5042 19 109 1
2020-12-20 5023 78 108 0
2020-12-19 4945 8 108 0
2020-12-18 4937 43 108 1
2020-12-17 4894 65 107 1
2020-12-16 4829 98 106 2
2020-12-15 4731 74 104 4
2020-12-14 4657 23 100 1
2020-12-13 4634 56 99 3
2020-12-12 4578 22 96 2
2020-12-11 4556 74 94 3
2020-12-10 4482 72 91 0
2020-12-09 4410 63 91 0
2020-12-08 4347 76 91 4
2020-12-07 4271 71 87 3
2020-12-06 4200 8 84 1
2020-12-05 4192 30 83 0
2020-12-04 4162 39 83 1
2020-12-03 4123 75 82 1
2020-12-02 4048 88 81 1
2020-12-01 3960 48 80 0
2020-11-30 3912 26 80 1
2020-11-29 3886 4 79 0
2020-11-28 3882 86 79 3
2020-11-27 3796 50 76 2
2020-11-26 3746 49 74 1
2020-11-25 3697 115 73 5
2020-11-24 3582 80 68 4
2020-11-23 3502 17 64 1
2020-11-22 3485 91 63 5
2020-11-21 3394 14 58 0
2020-11-20 3380 101 58 4
2020-11-19 3279 82 54 3
2020-11-18 3197 110 51 2
2020-11-17 3087 113 49 5
2020-11-16 2974 53 44 1
2020-11-14 2921 57 43 1
2020-11-13 2864 73 42 0
2020-11-12 2791 74 42 1
2020-11-11 2717 114 41 5
2020-11-10 2603 87 36 3
2020-11-09 2516 65 33 0
2020-11-08 2451 18 33 0
2020-11-07 2433 57 33 0
2020-11-06 2376 142 33 0
2020-11-05 2234 85 33 1
2020-11-04 2149 91 32 0
2020-11-03 2058 66 32 0
2020-11-02 1992 28 32 0
2020-11-01 1964 28 32 0
2020-10-31 1936 5 32 0
2020-10-30 1931 139 32 0
2020-10-29 1792 30 32 0
2020-10-28 1762 35 32 0
2020-10-27 1727 50 32 0
2020-10-26 1677 37 32 0
2020-10-24 1640 59 32 1
2020-10-23 1581 34 31 0
2020-10-22 1547 45 31 0
2020-10-21 1502 48 31 0
2020-10-20 1454 35 31 0
2020-10-19 1419 22 31 0
2020-10-18 1397 22 31 0
2020-10-17 1375 46 31 0
2020-10-16 1329 14 31 0
2020-10-15 1315 27 31 1
2020-10-14 1288 22 30 0
2020-10-13 1266 33 30 0
2020-10-12 1233 5 30 0
2020-10-11 1228 23 30 0
2020-10-10 1205 37 30 0
2020-10-09 1168 13 30 0
2020-10-08 1155 24 30 0
2020-10-07 1131 18 30 0
2020-10-06 1113 18 30 0
2020-10-05 1095 3 30 0
2020-10-04 1092 11 30 0
2020-10-03 1081 16 30 1
2020-10-02 1065 11 29 0
2020-10-01 1054 9 29 0
2020-09-30 1045 7 29 0
2020-09-29 1038 5 29 0
2020-09-28 1033 2 29 0
2020-09-27 1031 9 29 0
2020-09-26 1022 16 29 0
2020-09-25 1006 7 29 0
2020-09-24 999 10 29 0
2020-09-23 989 9 29 0
2020-09-22 980 6 29 0
2020-09-21 974 2 29 0
2020-09-20 972 1 29 0
2020-09-19 971 9 29 0
2020-09-18 962 15 29 0
2020-09-17 947 5 29 0
2020-09-16 942 15 29 0
2020-09-15 927 6 29 0
2020-09-14 921 2 29 0
2020-09-13 919 2 29 0
2020-09-12 917 14 29 1
2020-09-11 903 12 28 0
2020-09-10 891 8 28 0
2020-09-09 883 14 28 0
2020-09-08 869 6 28 0
2020-09-07 863 2 28 0
2020-09-06 861 1 28 0
2020-09-05 860 8 28 0
2020-09-04 852 9 28 0
2020-09-03 843 6 28 0
2020-09-02 837 5 28 0
2020-09-01 832 11 28 0
2020-08-31 821 2 28 0
2020-08-30 819 3 28 0
2020-08-29 816 5 28 0
2020-08-28 811 7 28 0
2020-08-27 804 4 28 0
2020-08-26 800 5 28 0
2020-08-25 795 1 28 0
2020-08-24 794 1 28 0
2020-08-22 793 3 28 0
2020-08-21 790 4 28 0
2020-08-20 786 2 28 0
2020-08-19 784 6 28 0
2020-08-18 778 2 28 0
2020-08-17 776 8 28 0
2020-08-16 768 2 28 0
2020-08-15 766 2 28 0
2020-08-14 764 4 28 0
2020-08-13 760 6 28 0
2020-08-12 754 6 28 0
2020-08-11 748 5 28 0
2020-08-10 743 9 28 0
2020-08-09 734 3 28 0
2020-08-08 731 8 28 0
2020-08-07 723 8 28 0
2020-08-05 715 2 28 0
2020-08-04 713 2 28 0
2020-08-03 711 1 28 0
2020-08-01 710 1 28 0
2020-07-31 709 1 28 0
2020-07-30 708 2 28 0
2020-07-29 706 1 28 0
2020-07-27 705 5 28 0
2020-07-25 700 6 28 0
2020-07-24 694 1 28 0
2020-07-23 693 1 28 0
2020-07-22 692 1 28 0
2020-07-21 691 4 28 0
2020-07-18 687 2 28 0
2020-07-17 685 1 28 0
2020-07-16 684 1 28 0
2020-07-11 683 2 28 0
2020-07-08 681 1 28 0
2020-07-06 680 1 28 0
2020-07-01 679 1 28 0
2020-06-30 678 1 28 0
2020-06-29 677 1 28 0
2020-06-26 676 1 28 0
2020-06-24 675 1 28 0
2020-06-19 674 1 28 0
2020-06-15 673 5 28 0
2020-06-12 668 1 28 0
2020-06-10 667 1 28 0
2020-06-09 666 8 28 0
2020-06-08 658 6 28 0
2020-06-06 652 1 28 0
2020-06-05 651 2 28 0
2020-06-04 649 13 28 0
2020-06-03 636 2 28 1
2020-05-30 634 5 27 0
2020-05-29 629 5 27 0
2020-05-28 624 2 27 0
2020-05-27 622 2 27 0
2020-05-26 620 36 27 0
2020-05-25 584 1 27 0
2020-05-22 583 2 27 0
2020-05-21 581 2 27 0
2020-05-20 579 5 27 0
2020-05-17 574 1 27 0
2020-05-16 573 1 27 0
2020-05-15 572 11 27 0
2020-05-14 561 1 27 0
2020-05-13 560 6 27 0
2020-05-12 554 2 27 0
2020-05-11 552 1 27 0
2020-05-09 551 6 27 0
2020-05-08 545 4 27 0
2020-05-07 541 8 27 1
2020-05-06 533 4 26 0
2020-05-05 529 11 26 0
2020-05-04 518 5 26 0
2020-05-01 513 7 26 0
2020-04-30 506 4 26 0
2020-04-29 502 6 26 0
2020-04-28 496 7 26 0
2020-04-27 489 1 26 0
2020-04-26 488 2 26 0
2020-04-25 486 3 26 0
2020-04-24 483 18 26 2
2020-04-23 465 9 24 0
2020-04-22 456 18 24 2
2020-04-21 438 8 22 0
2020-04-20 430 3 22 0
2020-04-19 427 2 22 0
2020-04-18 425 23 22 1
2020-04-17 402 17 21 3
2020-04-16 385 13 18 2
2020-04-15 372 17 16 0
2020-04-14 355 3 16 2
2020-04-13 352 1 14 0
2020-04-11 351 8 14 0
2020-04-10 343 9 14 2
2020-04-09 334 22 12 3
2020-04-08 312 18 9 0
2020-04-07 294 21 9 2
2020-04-06 273 12 7 1
2020-04-05 261 17 6 1
2020-04-04 244 3 5 0
2020-04-03 241 22 5 0
2020-04-02 219 12 5 0
2020-04-01 207 16 5 0
2020-03-31 191 8 5 0
2020-03-30 183 5 5 0
2020-03-29 178 21 5 1
2020-03-28 157 15 4 1
2020-03-27 142 19 3 1
2020-03-26 123 14 2 1
2020-03-25 109 9 1 0
2020-03-24 100 8 1 0
2020-03-23 92 7 1 0
2020-03-22 85 16 1 1
2020-03-21 69 7 0 0
2020-03-20 62 11 0 0
2020-03-19 51 6 0 0
2020-03-18 45 15 0 0
2020-03-17 30 5 0 0
2020-03-16 25 7 0 0
2020-03-15 18 1 0 0
2020-03-14 17 4 0 0
2020-03-12 13 9 0 0
2020-03-11 4 1 0 0
2020-03-10 3 1 0 0
2020-03-06 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: 0:03:12.292769