Germany: SK Offenbach (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 12:51:53 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="SK Offenbach", weeks=5);
2023-03-07T12:52:09.058976 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 75 75 100 100 125 125 150 150 7-day incidence rate (per 100K people) 57.9 SK Offenbach, 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 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 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-SK Offenbach cases daily growth factor Germany-SK Offenbach cases daily growth factor (rolling mean) Germany-SK Offenbach estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 1 1 2 2 3 3 4 4 5 5 R & growth factor (based on deaths) Germany-SK Offenbach deaths daily growth factor Germany-SK Offenbach deaths daily growth factor (rolling mean) Germany-SK Offenbach estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 6000 cases doubling time [days] Germany-SK Offenbach doubling time cases (rolling mean) 0.00 26.26 52.52 daily change Germany-SK Offenbach new cases (rolling 7d mean) Germany-SK Offenbach new cases 0.000 0.263 0.525 0.788 daily change Germany-SK Offenbach new deaths (rolling 7d mean) Germany-SK Offenbach new deaths 0.000 0.305 0.611 0.916
In [4]:
overview(country="Germany", subregion="SK Offenbach");
2023-03-07T12:52:27.417519 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) 57.9 SK Offenbach, 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 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 0.6 0.6 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-SK Offenbach cases daily growth factor Germany-SK Offenbach cases daily growth factor (rolling mean) Germany-SK Offenbach estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 1 1 2 2 3 3 4 4 5 5 R & growth factor (based on deaths) Germany-SK Offenbach deaths daily growth factor Germany-SK Offenbach deaths daily growth factor (rolling mean) Germany-SK Offenbach 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 Offenbach doubling time cases (rolling mean) Germany-SK Offenbach doubling time deaths (rolling mean) 0.0 262.6 525.2 daily change Germany-SK Offenbach new cases (rolling 7d mean) Germany-SK Offenbach new cases 0.000 1.313 2.626 3.939 5.252 daily change Germany-SK Offenbach new deaths (rolling 7d mean) Germany-SK Offenbach new deaths 0.0 62.4 124.8 187.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="SK Offenbach", dates="2020-03-15:");
2023-03-07T12:54:56.477840 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 Offenbach SK Offenbach 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 Offenbach Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="SK Offenbach")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Offenbach")
print(f'Population of country="Germany", subregion="SK Offenbach": {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 Offenbach": 131295 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 60479 10 338 0
2023-03-03 60469 6 338 0
2023-03-02 60463 6 338 0
2023-03-01 60457 22 338 0
2023-02-28 60435 32 338 1
2023-02-27 60403 52 337 0
2023-02-24 60351 29 337 1
2023-02-23 60322 27 336 0
2023-02-22 60295 26 336 1
2023-02-21 60269 75 335 0
2023-02-20 60194 43 335 0
2023-02-17 60151 20 335 1
2023-02-16 60131 27 334 0
2023-02-15 60104 29 334 0
2023-02-14 60075 29 334 0
2023-02-13 60046 46 334 1
2023-02-10 60000 16 333 0
2023-02-09 59984 27 333 0
2023-02-08 59957 27 333 0
2023-02-07 59930 29 333 0
2023-02-06 59901 54 333 0
2023-02-03 59847 29 333 0
2023-02-02 59818 28 333 0
2023-02-01 59790 19 333 0
2023-01-31 59771 22 333 0
2023-01-30 59749 40 333 0
2023-01-27 59709 16 333 0
2023-01-26 59693 13 333 0
2023-01-25 59680 27 333 0
2023-01-24 59653 28 333 0
2023-01-23 59625 24 333 0
2023-01-20 59601 19 333 0
2023-01-19 59582 11 333 0
2023-01-18 59571 22 333 0
2023-01-17 59549 21 333 0
2023-01-16 59528 26 333 0
2023-01-13 59502 16 333 1
2023-01-12 59486 11 332 0
2023-01-11 59475 19 332 0
2023-01-10 59456 34 332 0
2023-01-09 59422 39 332 1
2023-01-06 59383 32 331 0
2023-01-05 59351 14 331 0
2023-01-04 59337 18 331 2
2023-01-03 59319 43 329 0
2023-01-02 59276 79 329 0
2022-12-30 59197 12 329 0
2022-12-29 59185 37 329 0
2022-12-28 59148 18 329 0
2022-12-27 59130 73 329 0
2022-12-23 59057 59 329 0
2022-12-22 58998 28 329 0
2022-12-21 58970 51 329 0
2022-12-20 58919 34 329 0
2022-12-19 58885 62 329 0
2022-12-16 58823 47 329 1
2022-12-15 58776 20 328 0
2022-12-14 58756 35 328 0
2022-12-13 58721 17 328 0
2022-12-12 58704 58 328 0
2022-12-09 58646 24 328 0
2022-12-08 58622 35 328 0
2022-12-07 58587 25 328 0
2022-12-06 58562 36 328 0
2022-12-05 58526 59 328 1
2022-12-02 58467 21 327 1
2022-12-01 58446 28 326 0
2022-11-30 58418 24 326 1
2022-11-29 58394 38 325 0
2022-11-28 58356 52 325 0
2022-11-25 58304 42 325 1
2022-11-24 58262 26 324 0
2022-11-23 58236 56 324 0
2022-11-22 58180 39 324 0
2022-11-21 58141 60 324 1
2022-11-18 58081 43 323 0
2022-11-17 58038 43 323 1
2022-11-16 57995 49 322 0
2022-11-15 57946 45 322 0
2022-11-14 57901 61 322 0
2022-11-11 57840 53 322 0
2022-11-10 57787 79 322 0
2022-11-09 57708 48 322 0
2022-11-08 57660 41 322 0
2022-11-07 57619 73 322 0
2022-11-04 57546 24 322 0
2022-11-03 57522 35 322 0
2022-11-02 57487 39 322 0
2022-11-01 57448 61 322 0
2022-10-31 57387 95 322 0
2022-10-28 57292 67 322 0
2022-10-27 57225 72 322 0
2022-10-26 57153 69 322 0
2022-10-25 57084 107 322 1
2022-10-24 56977 152 321 2
2022-10-21 56825 73 319 0
2022-10-20 56752 103 319 1
2022-10-19 56649 152 318 0
2022-10-18 56497 174 318 0
2022-10-17 56323 259 318 1
2022-10-14 56064 96 317 0
2022-10-13 55968 114 317 0
2022-10-12 55854 137 317 2
2022-10-11 55717 224 315 1
2022-10-10 55493 226 314 0
2022-10-07 55267 138 314 1
2022-10-06 55129 151 313 0
2022-10-05 54978 161 313 1
2022-10-04 54817 211 312 1
2022-09-30 54606 71 311 0
2022-09-29 54535 80 311 0
2022-09-28 54455 69 311 1
2022-09-27 54386 96 310 0
2022-09-26 54290 125 310 0
2022-09-23 54165 76 310 1
2022-09-22 54089 54 309 0
2022-09-21 54035 63 309 0
2022-09-20 53972 63 309 0
2022-09-19 53909 96 309 0
2022-09-16 53813 45 309 0
2022-09-15 53768 49 309 0
2022-09-14 53719 62 309 0
2022-09-13 53657 43 309 0
2022-09-12 53614 87 309 0
2022-09-09 53527 43 309 0
2022-09-08 53484 56 309 0
2022-09-07 53428 58 309 0
2022-09-06 53370 59 309 1
2022-09-05 53311 91 308 0
2022-09-02 53220 34 308 0
2022-09-01 53186 48 308 0
2022-08-31 53138 42 308 1
2022-08-30 53096 48 307 1
2022-08-29 53048 122 306 1
2022-08-26 52926 46 305 0
2022-08-25 52880 47 305 1
2022-08-24 52833 47 304 0
2022-08-23 52786 68 304 1
2022-08-22 52718 126 303 2
2022-08-19 52592 45 301 0
2022-08-18 52547 49 301 0
2022-08-17 52498 61 301 0
2022-08-16 52437 98 301 0
2022-08-15 52339 157 301 0
2022-08-12 52182 58 301 0
2022-08-11 52124 68 301 0
2022-08-10 52056 83 301 0
2022-08-09 51973 89 301 0
2022-08-08 51884 196 301 2
2022-08-05 51688 75 299 1
2022-08-04 51613 123 298 4
2022-08-03 51490 102 294 0
2022-08-02 51388 153 294 1
2022-08-01 51235 215 293 2
2022-07-29 51020 128 291 0
2022-07-28 50892 162 291 0
2022-07-27 50730 137 291 0
2022-07-26 50593 118 291 0
2022-07-25 50475 271 291 2
2022-07-22 50204 157 289 0
2022-07-21 50047 165 289 0
2022-07-20 49882 208 289 1
2022-07-19 49674 238 288 0
2022-07-18 49436 343 288 0
2022-07-15 49093 232 288 2
2022-07-14 48861 224 286 0
2022-07-13 48637 219 286 0
2022-07-12 48418 256 286 1
2022-07-11 48162 370 285 0
2022-07-08 47792 139 285 0
2022-07-07 47653 152 285 0
2022-07-06 47501 219 285 0
2022-07-05 47282 195 285 0
2022-07-04 47087 327 285 0
2022-07-01 46760 172 285 0
2022-06-30 46588 137 285 1
2022-06-29 46451 194 284 1
2022-06-28 46257 156 283 0
2022-06-27 46101 306 283 0
2022-06-24 45795 118 283 0
2022-06-23 45677 154 283 1
2022-06-22 45523 152 282 0
2022-06-21 45371 146 282 0
2022-06-20 45225 211 282 0
2022-06-17 45014 123 282 0
2022-06-15 44891 85 282 0
2022-06-14 44806 116 282 0
2022-06-13 44690 333 282 0
2022-06-12 44357 1 282 0
2022-06-10 44356 2 282 0
2022-06-09 44354 60 282 0
2022-06-08 44294 106 282 0
2022-06-07 44188 178 282 2
2022-06-03 44010 37 280 0
2022-06-02 43973 48 280 0
2022-06-01 43925 66 280 0
2022-05-31 43859 79 280 0
2022-05-30 43780 93 280 1
2022-05-28 43687 28 279 0
2022-05-27 43659 27 279 0
2022-05-26 43632 33 279 0
2022-05-25 43599 43 279 0
2022-05-24 43556 66 279 0
2022-05-23 43490 85 279 0
2022-05-21 43405 38 279 0
2022-05-20 43367 60 279 0
2022-05-19 43307 40 279 0
2022-05-18 43267 74 279 1
2022-05-17 43193 86 278 0
2022-05-16 43107 61 278 0
2022-05-14 43046 44 278 0
2022-05-13 43002 55 278 0
2022-05-12 42947 64 278 0
2022-05-11 42883 85 278 1
2022-05-10 42798 102 277 0
2022-05-09 42696 137 277 0
2022-05-07 42559 81 277 0
2022-05-06 42478 79 277 0
2022-05-05 42399 87 277 0
2022-05-04 42312 99 277 0
2022-05-03 42213 115 277 0
2022-05-02 42098 63 277 0
2022-05-01 42035 38 277 0
2022-04-30 41997 40 277 0
2022-04-29 41957 106 277 0
2022-04-28 41851 99 277 1
2022-04-27 41752 107 276 0
2022-04-26 41645 135 276 1
2022-04-25 41510 104 275 0
2022-04-24 41406 90 275 0
2022-04-23 41316 95 275 0
2022-04-22 41221 126 275 1
2022-04-21 41095 166 274 0
2022-04-20 40929 111 274 0
2022-04-19 40818 175 274 0
2022-04-18 40643 90 274 1
2022-04-17 40553 64 273 0
2022-04-16 40489 82 273 0
2022-04-15 40407 64 273 0
2022-04-14 40343 153 273 0
2022-04-13 40190 145 273 0
2022-04-12 40045 138 273 0
2022-04-11 39907 155 273 1
2022-04-10 39752 157 272 1
2022-04-09 39595 92 271 0
2022-04-08 39503 165 271 0
2022-04-07 39338 211 271 1
2022-04-06 39127 135 270 0
2022-04-05 38992 198 270 0
2022-04-04 38794 247 270 0
2022-04-03 38547 113 270 0
2022-04-02 38434 76 270 0
2022-04-01 38358 184 270 0
2022-03-31 38174 296 270 0
2022-03-30 37878 308 270 0
2022-03-29 37570 325 270 1
2022-03-28 37245 174 269 0
2022-03-27 37071 124 269 0
2022-03-26 36947 169 269 0
2022-03-25 36778 252 269 0
2022-03-24 36526 328 269 2
2022-03-23 36198 328 267 2
2022-03-22 35870 297 265 0
2022-03-21 35573 327 265 1
2022-03-20 35246 111 264 0
2022-03-19 35135 176 264 0
2022-03-18 34959 241 264 0
2022-03-17 34718 277 264 0
2022-03-16 34441 266 264 0
2022-03-15 34175 311 264 2
2022-03-14 33864 168 262 0
2022-03-13 33696 176 262 0
2022-03-12 33520 139 262 0
2022-03-11 33381 222 262 1
2022-03-10 33159 216 261 1
2022-03-09 32943 232 260 0
2022-03-08 32711 262 260 0
2022-03-07 32449 152 260 0
2022-03-06 32297 129 260 0
2022-03-05 32168 64 260 0
2022-03-04 32104 178 260 0
2022-03-03 31926 189 260 1
2022-03-02 31737 210 259 0
2022-03-01 31527 204 259 0
2022-02-28 31323 113 259 1
2022-02-27 31210 80 258 0
2022-02-26 31130 153 258 0
2022-02-25 30977 142 258 0
2022-02-24 30835 211 258 0
2022-02-23 30624 281 258 3
2022-02-22 30343 307 255 0
2022-02-21 30036 82 255 0
2022-02-20 29954 96 255 0
2022-02-19 29858 138 255 1
2022-02-18 29720 208 254 0
2022-02-17 29512 312 254 0
2022-02-16 29200 299 254 1
2022-02-15 28901 309 253 0
2022-02-14 28592 295 253 2
2022-02-13 28297 143 251 0
2022-02-12 28154 138 251 0
2022-02-11 28016 262 251 0
2022-02-10 27754 432 251 0
2022-02-09 27322 637 251 1
2022-02-08 26685 464 250 0
2022-02-07 26221 410 250 2
2022-02-06 25811 153 248 0
2022-02-05 25658 171 248 0
2022-02-04 25487 369 248 0
2022-02-03 25118 669 248 1
2022-02-02 24449 679 247 2
2022-02-01 23770 587 245 0
2022-01-31 23183 599 245 0
2022-01-30 22584 191 245 0
2022-01-29 22393 129 245 0
2022-01-28 22264 449 245 0
2022-01-27 21815 475 245 0
2022-01-26 21340 608 245 0
2022-01-25 20732 528 245 0
2022-01-24 20204 526 245 0
2022-01-23 19678 142 245 0
2022-01-22 19536 295 245 0
2022-01-21 19241 480 245 2
2022-01-20 18761 314 243 0
2022-01-19 18447 204 243 0
2022-01-18 18243 198 243 0
2022-01-17 18045 171 243 0
2022-01-16 17874 42 243 0
2022-01-15 17832 68 243 2
2022-01-14 17764 194 241 0
2022-01-13 17570 180 241 0
2022-01-12 17390 196 241 0
2022-01-11 17194 184 241 0
2022-01-10 17010 131 241 0
2022-01-09 16879 71 241 0
2022-01-08 16808 82 241 0
2022-01-07 16726 119 241 0
2022-01-06 16607 126 241 0
2022-01-05 16481 130 241 0
2022-01-04 16351 142 241 1
2022-01-03 16209 128 240 0
2022-01-02 16081 21 240 0
2022-01-01 16060 11 240 0
2021-12-31 16049 44 240 0
2021-12-30 16005 87 240 0
2021-12-29 15918 79 240 0
2021-12-28 15839 71 240 1
2021-12-27 15768 82 239 0
2021-12-26 15686 33 239 0
2021-12-25 15653 38 239 0
2021-12-24 15615 48 239 0
2021-12-23 15567 80 239 0
2021-12-22 15487 72 239 0
2021-12-21 15415 60 239 0
2021-12-20 15355 69 239 1
2021-12-19 15286 30 238 1
2021-12-18 15256 47 237 0
2021-12-17 15209 79 237 3
2021-12-16 15130 70 234 0
2021-12-15 15060 70 234 5
2021-12-14 14990 80 229 1
2021-12-13 14910 99 228 2
2021-12-12 14811 71 226 0
2021-12-11 14740 43 226 2
2021-12-10 14697 97 224 0
2021-12-09 14600 90 224 0
2021-12-08 14510 118 224 1
2021-12-07 14392 87 223 0
2021-12-06 14305 123 223 1
2021-12-05 14182 36 222 0
2021-12-04 14146 96 222 0
2021-12-03 14050 104 222 0
2021-12-02 13946 76 222 0
2021-12-01 13870 61 222 1
2021-11-30 13809 96 221 1
2021-11-29 13713 87 220 1
2021-11-28 13626 24 219 0
2021-11-27 13602 30 219 0
2021-11-26 13572 87 219 0
2021-11-25 13485 96 219 0
2021-11-24 13389 83 219 2
2021-11-23 13306 102 217 1
2021-11-22 13204 63 216 1
2021-11-21 13141 32 215 0
2021-11-20 13109 70 215 0
2021-11-19 13039 62 215 0
2021-11-18 12977 57 215 0
2021-11-17 12920 68 215 1
2021-11-16 12852 93 214 0
2021-11-15 12759 55 214 0
2021-11-14 12704 27 214 0
2021-11-13 12677 68 214 0
2021-11-12 12609 70 214 0
2021-11-11 12539 67 214 0
2021-11-10 12472 78 214 0
2021-11-09 12394 77 214 1
2021-11-08 12317 54 213 0
2021-11-07 12263 13 213 0
2021-11-06 12250 49 213 1
2021-11-05 12201 56 212 1
2021-11-04 12145 64 211 0
2021-11-03 12081 74 211 1
2021-11-02 12007 59 210 0
2021-11-01 11948 46 210 1
2021-10-31 11902 7 209 1
2021-10-30 11895 19 208 0
2021-10-29 11876 51 208 0
2021-10-28 11825 41 208 0
2021-10-27 11784 55 208 2
2021-10-26 11729 69 206 1
2021-10-25 11660 46 205 1
2021-10-24 11614 6 204 0
2021-10-23 11608 20 204 0
2021-10-22 11588 22 204 0
2021-10-21 11566 48 204 0
2021-10-20 11518 34 204 1
2021-10-19 11484 41 203 0
2021-10-18 11443 17 203 0
2021-10-17 11426 7 203 0
2021-10-16 11419 17 203 0
2021-10-15 11402 27 203 1
2021-10-14 11375 24 202 1
2021-10-13 11351 22 201 0
2021-10-12 11329 16 201 0
2021-10-11 11313 11 201 0
2021-10-10 11302 6 201 0
2021-10-09 11296 24 201 0
2021-10-08 11272 21 201 0
2021-10-07 11251 35 201 0
2021-10-06 11216 20 201 0
2021-10-05 11196 44 201 0
2021-10-04 11152 22 201 0
2021-10-03 11130 9 201 0
2021-10-02 11121 21 201 0
2021-10-01 11100 33 201 1
2021-09-30 11067 20 200 0
2021-09-29 11047 32 200 0
2021-09-28 11015 44 200 0
2021-09-27 10971 43 200 0
2021-09-26 10928 14 200 0
2021-09-25 10914 27 200 0
2021-09-24 10887 29 200 0
2021-09-23 10858 39 200 0
2021-09-22 10819 39 200 0
2021-09-21 10780 40 200 1
2021-09-20 10740 23 199 0
2021-09-19 10717 6 199 0
2021-09-18 10711 24 199 0
2021-09-17 10687 38 199 0
2021-09-16 10649 45 199 1
2021-09-15 10604 44 198 1
2021-09-14 10560 44 197 0
2021-09-13 10516 46 197 1
2021-09-12 10470 20 196 0
2021-09-11 10450 23 196 0
2021-09-10 10427 47 196 0
2021-09-09 10380 50 196 0
2021-09-08 10330 72 196 2
2021-09-07 10258 50 194 0
2021-09-06 10208 41 194 1
2021-09-05 10167 7 193 0
2021-09-04 10160 61 193 1
2021-09-03 10099 57 192 0
2021-09-02 10042 35 192 1
2021-09-01 10007 74 191 0
2021-08-31 9933 58 191 0
2021-08-30 9875 47 191 0
2021-08-29 9828 6 191 0
2021-08-28 9822 17 191 0
2021-08-27 9805 25 191 0
2021-08-26 9780 38 191 0
2021-08-25 9742 31 191 0
2021-08-24 9711 35 191 1
2021-08-23 9676 23 190 0
2021-08-22 9653 4 190 0
2021-08-21 9649 10 190 0
2021-08-20 9639 30 190 0
2021-08-19 9609 19 190 0
2021-08-18 9590 19 190 0
2021-08-17 9571 28 190 0
2021-08-16 9543 19 190 0
2021-08-15 9524 1 190 0
2021-08-14 9523 14 190 0
2021-08-13 9509 13 190 0
2021-08-12 9496 18 190 0
2021-08-11 9478 19 190 0
2021-08-10 9459 33 190 0
2021-08-09 9426 8 190 0
2021-08-08 9418 5 190 0
2021-08-07 9413 4 190 0
2021-08-06 9409 6 190 1
2021-08-05 9403 7 189 0
2021-08-04 9396 3 189 0
2021-08-03 9393 13 189 0
2021-08-02 9380 4 189 0
2021-08-01 9376 1 189 0
2021-07-31 9375 3 189 0
2021-07-30 9372 3 189 0
2021-07-29 9369 4 189 0
2021-07-28 9365 2 189 0
2021-07-27 9363 3 189 0
2021-07-26 9360 12 189 0
2021-07-25 9348 3 189 0
2021-07-24 9345 2 189 0
2021-07-23 9343 2 189 0
2021-07-22 9341 9 189 0
2021-07-21 9332 12 189 0
2021-07-20 9320 6 189 0
2021-07-19 9314 6 189 0
2021-07-17 9308 3 189 0
2021-07-16 9305 1 189 0
2021-07-15 9304 13 189 0
2021-07-14 9291 3 189 0
2021-07-13 9288 1 189 0
2021-07-12 9287 3 189 0
2021-07-11 9284 1 189 0
2021-07-10 9283 1 189 0
2021-07-09 9282 3 189 0
2021-07-08 9279 2 189 0
2021-07-07 9277 2 189 0
2021-07-06 9275 2 189 0
2021-07-05 9273 4 189 0
2021-07-03 9269 4 189 0
2021-07-02 9265 3 189 0
2021-07-01 9262 3 189 0
2021-06-30 9259 13 189 0
2021-06-29 9246 1 189 0
2021-06-28 9245 4 189 0
2021-06-25 9241 2 189 0
2021-06-24 9239 1 189 0
2021-06-23 9238 3 189 0
2021-06-21 9235 3 189 0
2021-06-18 9232 3 189 0
2021-06-17 9229 2 189 0
2021-06-16 9227 2 189 0
2021-06-15 9225 1 189 0
2021-06-14 9224 4 189 0
2021-06-13 9220 4 189 0
2021-06-12 9216 2 189 0
2021-06-11 9214 2 189 0
2021-06-10 9212 5 189 0
2021-06-09 9207 5 189 1
2021-06-08 9202 6 188 0
2021-06-07 9196 3 188 0
2021-06-06 9193 3 188 0
2021-06-05 9190 1 188 0
2021-06-04 9189 2 188 0
2021-06-03 9187 10 188 0
2021-06-02 9177 3 188 0
2021-06-01 9174 11 188 0
2021-05-31 9163 5 188 0
2021-05-30 9158 1 188 0
2021-05-29 9157 9 188 0
2021-05-28 9148 8 188 0
2021-05-27 9140 13 188 0
2021-05-26 9127 38 188 2
2021-05-25 9089 5 186 0
2021-05-24 9084 3 186 0
2021-05-23 9081 2 186 0
2021-05-22 9079 13 186 0
2021-05-21 9066 30 186 0
2021-05-20 9036 20 186 0
2021-05-19 9016 21 186 0
2021-05-18 8995 36 186 0
2021-05-17 8959 11 186 0
2021-05-16 8948 3 186 0
2021-05-15 8945 20 186 0
2021-05-14 8925 29 186 1
2021-05-13 8896 7 185 0
2021-05-12 8889 18 185 0
2021-05-11 8871 50 185 0
2021-05-10 8821 24 185 0
2021-05-09 8797 6 185 0
2021-05-08 8791 29 185 1
2021-05-07 8762 44 184 0
2021-05-06 8718 43 184 0
2021-05-05 8675 49 184 1
2021-05-04 8626 78 183 2
2021-05-03 8548 31 181 1
2021-05-02 8517 12 180 0
2021-05-01 8505 50 180 0
2021-04-30 8455 62 180 1
2021-04-29 8393 62 179 0
2021-04-28 8331 60 179 0
2021-04-27 8271 69 179 0
2021-04-26 8202 43 179 1
2021-04-25 8159 48 178 0
2021-04-24 8111 39 178 0
2021-04-23 8072 66 178 1
2021-04-22 8006 55 177 0
2021-04-21 7951 68 177 0
2021-04-20 7883 103 177 0
2021-04-19 7780 43 177 2
2021-04-18 7737 37 175 0
2021-04-17 7700 52 175 1
2021-04-16 7648 62 174 1
2021-04-15 7586 61 173 2
2021-04-14 7525 56 171 0
2021-04-13 7469 79 171 0
2021-04-12 7390 29 171 0
2021-04-11 7361 21 171 0
2021-04-10 7340 53 171 0
2021-04-09 7287 58 171 1
2021-04-08 7229 60 170 1
2021-04-07 7169 79 169 1
2021-04-06 7090 28 168 0
2021-04-05 7062 32 168 0
2021-04-04 7030 22 168 0
2021-04-03 7008 28 168 0
2021-04-02 6980 60 168 1
2021-04-01 6920 75 167 0
2021-03-31 6845 67 167 1
2021-03-30 6778 67 166 0
2021-03-29 6711 61 166 0
2021-03-28 6650 6 166 0
2021-03-27 6644 58 166 1
2021-03-26 6586 59 165 0
2021-03-25 6527 67 165 1
2021-03-24 6460 51 164 2
2021-03-23 6409 61 162 0
2021-03-22 6348 19 162 0
2021-03-21 6329 11 162 0
2021-03-20 6318 39 162 1
2021-03-19 6279 50 161 0
2021-03-18 6229 51 161 0
2021-03-17 6178 54 161 0
2021-03-16 6124 45 161 1
2021-03-15 6079 17 160 0
2021-03-14 6062 8 160 0
2021-03-13 6054 34 160 0
2021-03-12 6020 59 160 2
2021-03-11 5961 35 158 4
2021-03-10 5926 33 154 0
2021-03-09 5893 61 154 0
2021-03-08 5832 12 154 3
2021-03-07 5820 5 151 0
2021-03-06 5815 14 151 0
2021-03-05 5801 35 151 0
2021-03-04 5766 22 151 2
2021-03-03 5744 24 149 0
2021-03-02 5720 40 149 1
2021-03-01 5680 10 148 0
2021-02-28 5670 2 148 1
2021-02-27 5668 16 147 0
2021-02-26 5652 30 147 0
2021-02-25 5622 16 147 0
2021-02-24 5606 19 147 0
2021-02-23 5587 31 147 1
2021-02-22 5556 11 146 0
2021-02-21 5545 3 146 0
2021-02-20 5542 9 146 0
2021-02-19 5533 18 146 0
2021-02-18 5515 12 146 0
2021-02-17 5503 18 146 0
2021-02-16 5485 17 146 1
2021-02-15 5468 8 145 0
2021-02-14 5460 11 145 1
2021-02-13 5449 3 144 0
2021-02-12 5446 22 144 0
2021-02-11 5424 17 144 0
2021-02-10 5407 16 144 1
2021-02-09 5391 22 143 0
2021-02-08 5369 7 143 0
2021-02-07 5362 6 143 0
2021-02-06 5356 5 143 0
2021-02-05 5351 15 143 0
2021-02-04 5336 9 143 0
2021-02-03 5327 14 143 0
2021-02-02 5313 23 143 0
2021-02-01 5290 12 143 0
2021-01-31 5278 3 143 1
2021-01-30 5275 8 142 0
2021-01-29 5267 16 142 0
2021-01-28 5251 23 142 0
2021-01-27 5228 14 142 0
2021-01-26 5214 25 142 0
2021-01-25 5189 9 142 2
2021-01-24 5180 7 140 0
2021-01-23 5173 10 140 0
2021-01-22 5163 32 140 2
2021-01-21 5131 21 138 0
2021-01-20 5110 30 138 0
2021-01-19 5080 39 138 2
2021-01-18 5041 24 136 1
2021-01-17 5017 4 135 1
2021-01-16 5013 33 134 1
2021-01-15 4980 68 133 4
2021-01-14 4912 29 129 1
2021-01-13 4883 45 128 2
2021-01-12 4838 46 126 0
2021-01-11 4792 23 126 0
2021-01-10 4769 6 126 0
2021-01-09 4763 26 126 1
2021-01-08 4737 58 125 5
2021-01-07 4679 20 120 1
2021-01-06 4659 49 119 5
2021-01-05 4610 62 114 5
2021-01-04 4548 29 109 2
2021-01-03 4519 19 107 2
2021-01-02 4500 3 105 0
2021-01-01 4497 8 105 0
2020-12-31 4489 31 105 0
2020-12-30 4458 61 105 3
2020-12-29 4397 65 102 3
2020-12-28 4332 7 99 0
2020-12-27 4325 16 99 2
2020-12-26 4309 6 97 3
2020-12-25 4303 7 94 1
2020-12-24 4296 32 93 0
2020-12-23 4264 82 93 6
2020-12-22 4182 72 87 4
2020-12-21 4110 31 83 0
2020-12-20 4079 12 83 0
2020-12-19 4067 42 83 0
2020-12-18 4025 58 83 1
2020-12-17 3967 49 82 2
2020-12-16 3918 67 80 6
2020-12-15 3851 53 74 1
2020-12-14 3798 31 73 3
2020-12-13 3767 18 70 0
2020-12-12 3749 43 70 2
2020-12-11 3706 29 68 1
2020-12-10 3677 58 67 2
2020-12-09 3619 77 65 3
2020-12-08 3542 71 62 4
2020-12-07 3471 35 58 2
2020-12-06 3436 5 56 0
2020-12-05 3431 50 56 3
2020-12-04 3381 62 53 0
2020-12-03 3319 54 53 1
2020-12-02 3265 75 52 2
2020-12-01 3190 84 50 3
2020-11-30 3106 61 47 4
2020-11-29 3045 19 43 0
2020-11-28 3026 46 43 1
2020-11-27 2980 73 42 0
2020-11-26 2907 66 42 1
2020-11-25 2841 50 41 2
2020-11-24 2791 49 39 0
2020-11-23 2742 36 39 0
2020-11-22 2706 10 39 0
2020-11-21 2696 60 39 1
2020-11-20 2636 82 38 0
2020-11-19 2554 73 38 1
2020-11-18 2481 63 37 1
2020-11-17 2418 66 36 0
2020-11-16 2352 54 36 1
2020-11-15 2298 94 35 1
2020-11-14 2204 8 34 0
2020-11-13 2196 69 34 0
2020-11-12 2127 81 34 3
2020-11-11 2046 66 31 0
2020-11-10 1980 65 31 1
2020-11-09 1915 81 30 0
2020-11-08 1834 30 30 1
2020-11-07 1804 73 29 1
2020-11-06 1731 74 28 1
2020-11-05 1657 30 27 0
2020-11-04 1627 67 27 1
2020-11-03 1560 54 26 4
2020-11-02 1506 38 22 0
2020-11-01 1468 29 22 1
2020-10-31 1439 40 21 1
2020-10-30 1399 47 20 0
2020-10-29 1352 64 20 0
2020-10-28 1288 77 20 0
2020-10-27 1211 40 20 0
2020-10-26 1171 50 20 2
2020-10-25 1121 13 18 0
2020-10-24 1108 52 18 1
2020-10-23 1056 41 17 0
2020-10-22 1015 51 17 1
2020-10-21 964 28 16 0
2020-10-20 936 32 16 0
2020-10-19 904 22 16 0
2020-10-18 882 9 16 0
2020-10-17 873 15 16 0
2020-10-16 858 28 16 2
2020-10-15 830 35 14 1
2020-10-14 795 29 13 0
2020-10-13 766 30 13 0
2020-10-12 736 13 13 0
2020-10-11 723 2 13 0
2020-10-10 721 18 13 0
2020-10-09 703 16 13 0
2020-10-08 687 12 13 0
2020-10-07 675 22 13 0
2020-10-06 653 13 13 0
2020-10-05 640 18 13 0
2020-10-04 622 6 13 0
2020-10-03 616 6 13 0
2020-10-02 610 15 13 0
2020-10-01 595 9 13 0
2020-09-30 586 6 13 0
2020-09-29 580 7 13 0
2020-09-28 573 3 13 0
2020-09-27 570 1 13 0
2020-09-26 569 13 13 1
2020-09-25 556 6 12 0
2020-09-24 550 6 12 1
2020-09-23 544 9 11 0
2020-09-22 535 6 11 0
2020-09-18 529 3 11 0
2020-09-17 526 1 11 0
2020-09-16 525 8 11 0
2020-09-15 517 3 11 0
2020-09-14 514 4 11 0
2020-09-13 510 2 11 0
2020-09-12 508 1 11 0
2020-09-11 507 7 11 1
2020-09-10 500 2 10 0
2020-09-09 498 3 10 0
2020-09-08 495 4 10 0
2020-09-07 491 3 10 0
2020-09-06 488 1 10 0
2020-09-05 487 3 10 0
2020-09-04 484 4 10 0
2020-09-03 480 7 10 0
2020-09-02 473 2 10 0
2020-09-01 471 2 10 0
2020-08-31 469 2 10 0
2020-08-30 467 3 10 0
2020-08-29 464 1 10 0
2020-08-28 463 1 10 0
2020-08-27 462 3 10 0
2020-08-26 459 8 10 0
2020-08-25 451 8 10 0
2020-08-24 443 5 10 0
2020-08-23 438 7 10 0
2020-08-22 431 8 10 0
2020-08-21 423 11 10 0
2020-08-20 412 15 10 0
2020-08-19 397 22 10 0
2020-08-18 375 4 10 0
2020-08-17 371 7 10 0
2020-08-16 364 4 10 0
2020-08-15 360 10 10 0
2020-08-14 350 5 10 0
2020-08-13 345 5 10 0
2020-08-12 340 7 10 0
2020-08-11 333 4 10 0
2020-08-10 329 5 10 0
2020-08-09 324 1 10 0
2020-08-08 323 12 10 0
2020-08-07 311 2 10 0
2020-08-06 309 2 10 0
2020-08-05 307 3 10 0
2020-08-04 304 3 10 0
2020-08-03 301 6 10 0
2020-08-01 295 3 10 0
2020-07-31 292 20 10 0
2020-07-30 272 4 10 0
2020-07-29 268 4 10 0
2020-07-28 264 15 10 0
2020-07-25 249 4 10 0
2020-07-24 245 2 10 0
2020-07-23 243 2 10 0
2020-07-22 241 2 10 0
2020-07-21 239 4 10 0
2020-07-20 235 1 10 0
2020-07-17 234 2 10 0
2020-07-16 232 3 10 0
2020-07-15 229 4 10 0
2020-07-14 225 2 10 0
2020-07-13 223 4 10 0
2020-07-10 219 2 10 0
2020-07-09 217 1 10 0
2020-07-08 216 2 10 0
2020-07-07 214 2 10 0
2020-07-05 212 1 10 0
2020-07-04 211 3 10 0
2020-07-03 208 1 10 0
2020-07-02 207 2 10 0
2020-07-01 205 10 10 0
2020-06-29 195 1 10 0
2020-06-27 194 1 10 0
2020-06-26 193 6 10 0
2020-06-25 187 2 10 0
2020-06-24 185 2 10 0
2020-06-23 183 3 10 0
2020-06-22 180 1 10 0
2020-06-20 179 3 10 0
2020-06-19 176 4 10 0
2020-06-18 172 1 10 0
2020-06-17 171 5 10 0
2020-06-16 166 1 10 0
2020-06-10 165 2 10 0
2020-06-09 163 1 10 0
2020-06-08 162 1 10 0
2020-06-03 161 1 10 0
2020-05-29 160 1 10 0
2020-05-27 159 1 10 0
2020-05-26 158 1 10 0
2020-05-23 157 1 10 0
2020-05-22 156 2 10 0
2020-05-21 154 1 10 0
2020-05-20 153 5 10 0
2020-05-19 148 4 10 0
2020-05-18 144 2 10 0
2020-05-15 142 2 10 0
2020-05-14 140 2 10 0
2020-05-13 138 1 10 0
2020-05-12 137 6 10 0
2020-05-10 131 1 10 0
2020-05-09 130 6 10 1
2020-05-08 124 2 9 0
2020-05-07 122 2 9 0
2020-05-06 120 5 9 0
2020-05-05 115 8 9 0
2020-05-03 107 3 9 0
2020-05-02 104 3 9 0
2020-05-01 101 1 9 0
2020-04-30 100 5 9 0
2020-04-29 95 2 9 0
2020-04-28 93 7 9 0
2020-04-27 86 4 9 0
2020-04-25 82 5 9 1
2020-04-24 77 2 8 0
2020-04-23 75 1 8 0
2020-04-22 74 2 8 0
2020-04-19 72 2 8 0
2020-04-18 70 2 8 0
2020-04-17 68 5 8 0
2020-04-16 63 3 8 0
2020-04-15 60 1 8 0
2020-04-14 59 4 8 0
2020-04-11 55 2 8 0
2020-04-10 53 1 8 0
2020-04-09 52 3 8 1
2020-04-08 49 1 7 0
2020-04-07 48 5 7 1
2020-04-06 43 3 6 2
2020-04-05 40 5 4 1
2020-04-04 35 1 3 0
2020-04-03 34 1 3 0
2020-04-01 33 4 3 0
2020-03-31 29 3 3 1
2020-03-29 26 2 2 0
2020-03-28 24 2 2 0
2020-03-27 22 3 2 0
2020-03-26 19 2 2 1
2020-03-25 17 2 1 0
2020-03-24 15 2 1 0
2020-03-23 13 3 1 0
2020-03-22 10 1 1 1
2020-03-21 9 3 0 0
2020-03-19 6 1 0 0
2020-03-17 5 2 0 0
2020-03-16 3 2 0 0

Explore the data in your web browser¶

  • If you want to execute this notebook, click here to use myBinder
  • and wait (~1 to 2 minutes)
  • Then press SHIFT+RETURN to advance code cell to code cell
  • See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:¶

  • Johns Hopkins University provides data for countries
  • Robert Koch Institute provides data for within Germany
  • Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
  • Open source and scientific computing community for the data tools
  • Github for hosting repository and html files
  • Project Jupyter for the Notebook and binder service
  • The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)

In [7]:
print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")
Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.
In [8]:
# to force a fresh download of data, run "clear_cache()"
In [9]:
print(f"Notebook execution took: {datetime.datetime.now()-start}")
Notebook execution took: 0:03:11.042977