Germany: LK Hersfeld-Rotenburg (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 12:28:12 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Hersfeld-Rotenburg", weeks=5);
2023-03-07T12:28:26.365485 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 60 60 80 80 100 100 120 120 7-day incidence rate (per 100K people) 59.1 LK Hersfeld-Rotenburg, 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 0.8 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Hersfeld-Rotenburg cases daily growth factor Germany-LK Hersfeld-Rotenburg cases daily growth factor (rolling mean) Germany-LK Hersfeld-Rotenburg estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 2 2 4 4 6 6 8 8 R & growth factor (based on deaths) Germany-LK Hersfeld-Rotenburg deaths daily growth factor Germany-LK Hersfeld-Rotenburg deaths daily growth factor (rolling mean) Germany-LK Hersfeld-Rotenburg estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 cases doubling time [days] Germany-LK Hersfeld-Rotenburg doubling time cases (rolling mean) 0.00 12.02 24.03 36.05 48.07 daily change Germany-LK Hersfeld-Rotenburg new cases (rolling 7d mean) Germany-LK Hersfeld-Rotenburg new cases 0.000 0.240 0.481 0.721 0.961 daily change Germany-LK Hersfeld-Rotenburg new deaths (rolling 7d mean) Germany-LK Hersfeld-Rotenburg new deaths 0.000 0.344 0.688
In [4]:
overview(country="Germany", subregion="LK Hersfeld-Rotenburg");
2023-03-07T12:28:45.717216 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) 59.1 LK Hersfeld-Rotenburg, 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 0 100 200 300 400 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Hersfeld-Rotenburg cases daily growth factor Germany-LK Hersfeld-Rotenburg cases daily growth factor (rolling mean) Germany-LK Hersfeld-Rotenburg estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 2 2 4 4 6 6 8 8 R & growth factor (based on deaths) Germany-LK Hersfeld-Rotenburg deaths daily growth factor Germany-LK Hersfeld-Rotenburg deaths daily growth factor (rolling mean) Germany-LK Hersfeld-Rotenburg 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 8000 cases doubling time [days] Germany-LK Hersfeld-Rotenburg doubling time cases (rolling mean) Germany-LK Hersfeld-Rotenburg doubling time deaths (rolling mean) 0.0 120.2 240.3 360.5 480.7 daily change Germany-LK Hersfeld-Rotenburg new cases (rolling 7d mean) Germany-LK Hersfeld-Rotenburg new cases 0.00 2.40 4.81 7.21 9.61 daily change Germany-LK Hersfeld-Rotenburg new deaths (rolling 7d mean) Germany-LK Hersfeld-Rotenburg new deaths 0 37 74 111 148 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Hersfeld-Rotenburg", dates="2020-03-15:");
2023-03-07T12:31:07.941812 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 Hersfeld-Rotenburg LK Hersfeld-Rotenburg 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 Hersfeld-Rotenburg Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Hersfeld-Rotenburg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Hersfeld-Rotenburg")
print(f'Population of country="Germany", subregion="LK Hersfeld-Rotenburg": {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 Hersfeld-Rotenburg": 120163 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 53133 9 233 0
2023-03-03 53124 1 233 0
2023-03-02 53123 23 233 0
2023-03-01 53100 15 233 0
2023-02-28 53085 23 233 0
2023-02-27 53062 56 233 0
2023-02-24 53006 10 233 0
2023-02-23 52996 29 233 0
2023-02-22 52967 34 233 1
2023-02-21 52933 19 232 1
2023-02-20 52914 26 231 0
2023-02-17 52888 25 231 0
2023-02-16 52863 17 231 0
2023-02-15 52846 33 231 0
2023-02-14 52813 33 231 0
2023-02-13 52780 30 231 0
2023-02-10 52750 14 231 0
2023-02-09 52736 14 231 0
2023-02-08 52722 16 231 0
2023-02-07 52706 18 231 0
2023-02-06 52688 33 231 0
2023-02-03 52655 21 231 0
2023-02-02 52634 11 231 0
2023-02-01 52623 18 231 0
2023-01-31 52605 21 231 0
2023-01-30 52584 34 231 0
2023-01-27 52550 12 231 0
2023-01-26 52538 13 231 0
2023-01-25 52525 21 231 0
2023-01-24 52504 31 231 0
2023-01-23 52473 10 231 0
2023-01-20 52463 12 231 0
2023-01-19 52451 7 231 0
2023-01-18 52444 9 231 0
2023-01-17 52435 14 231 0
2023-01-16 52421 22 231 0
2023-01-13 52399 4 231 0
2023-01-12 52395 12 231 0
2023-01-11 52383 13 231 0
2023-01-10 52370 20 231 0
2023-01-09 52350 25 231 0
2023-01-06 52325 14 231 0
2023-01-05 52311 27 231 0
2023-01-04 52284 31 231 0
2023-01-03 52253 35 231 0
2023-01-02 52218 45 231 0
2022-12-30 52173 39 231 0
2022-12-29 52134 44 231 0
2022-12-28 52090 5 231 0
2022-12-27 52085 14 231 0
2022-12-26 52071 56 231 0
2022-12-23 52015 34 231 0
2022-12-22 51981 32 231 0
2022-12-21 51949 52 231 0
2022-12-20 51897 46 231 0
2022-12-19 51851 44 231 0
2022-12-16 51807 13 231 0
2022-12-15 51794 26 231 0
2022-12-14 51768 53 231 0
2022-12-13 51715 35 231 0
2022-12-12 51680 57 231 0
2022-12-09 51623 29 231 0
2022-12-08 51594 23 231 0
2022-12-07 51571 39 231 0
2022-12-06 51532 35 231 0
2022-12-05 51497 49 231 0
2022-12-02 51448 19 231 0
2022-12-01 51429 12 231 0
2022-11-30 51417 21 231 0
2022-11-29 51396 27 231 0
2022-11-28 51369 53 231 0
2022-11-25 51316 11 231 0
2022-11-24 51305 48 231 0
2022-11-23 51257 28 231 1
2022-11-22 51229 58 230 0
2022-11-21 51171 52 230 1
2022-11-18 51119 27 229 0
2022-11-17 51092 35 229 0
2022-11-16 51057 59 229 0
2022-11-15 50998 19 229 0
2022-11-14 50979 65 229 0
2022-11-11 50914 10 229 0
2022-11-10 50904 46 229 0
2022-11-09 50858 50 229 0
2022-11-08 50808 54 229 0
2022-11-07 50754 67 229 0
2022-11-04 50687 29 229 0
2022-11-03 50658 49 229 0
2022-11-02 50609 91 229 0
2022-11-01 50518 79 229 0
2022-10-31 50439 137 229 0
2022-10-28 50302 58 229 0
2022-10-27 50244 85 229 0
2022-10-26 50159 139 229 0
2022-10-25 50020 229 229 0
2022-10-24 49791 262 229 0
2022-10-23 49529 4 229 0
2022-10-22 49525 1 229 0
2022-10-21 49524 155 229 0
2022-10-20 49369 214 229 0
2022-10-19 49155 363 229 0
2022-10-18 48792 393 229 1
2022-10-17 48399 255 228 0
2022-10-16 48144 1 228 0
2022-10-14 48143 314 228 0
2022-10-13 47829 274 228 0
2022-10-12 47555 237 228 0
2022-10-11 47318 213 228 0
2022-10-10 47105 202 228 0
2022-10-08 46903 3 228 0
2022-10-07 46900 160 228 0
2022-10-06 46740 274 228 0
2022-10-05 46466 283 228 0
2022-10-04 46183 235 228 1
2022-10-01 45948 1 227 0
2022-09-30 45947 97 227 0
2022-09-29 45850 140 227 1
2022-09-28 45710 148 226 0
2022-09-27 45562 208 226 0
2022-09-26 45354 162 226 0
2022-09-23 45192 61 226 0
2022-09-22 45131 89 226 0
2022-09-21 45042 64 226 0
2022-09-20 44978 120 226 0
2022-09-19 44858 168 226 0
2022-09-17 44690 1 226 0
2022-09-16 44689 60 226 0
2022-09-15 44629 112 226 0
2022-09-14 44517 68 226 0
2022-09-13 44449 152 226 0
2022-09-12 44297 178 226 0
2022-09-11 44119 1 226 0
2022-09-09 44118 67 226 0
2022-09-08 44051 76 226 0
2022-09-07 43975 97 226 0
2022-09-06 43878 115 226 0
2022-09-05 43763 169 226 0
2022-09-03 43594 1 226 0
2022-09-02 43593 34 226 0
2022-09-01 43559 41 226 0
2022-08-31 43518 70 226 0
2022-08-30 43448 82 226 0
2022-08-29 43366 100 226 0
2022-08-26 43266 40 226 0
2022-08-25 43226 47 226 0
2022-08-24 43179 56 226 0
2022-08-23 43123 74 226 0
2022-08-22 43049 145 226 0
2022-08-19 42904 40 226 0
2022-08-18 42864 60 226 0
2022-08-17 42804 90 226 0
2022-08-16 42714 86 226 0
2022-08-15 42628 123 226 0
2022-08-12 42505 51 226 0
2022-08-11 42454 71 226 0
2022-08-10 42383 108 226 0
2022-08-09 42275 77 226 0
2022-08-08 42198 147 226 0
2022-08-05 42051 43 226 0
2022-08-04 42008 101 226 0
2022-08-03 41907 128 226 0
2022-08-02 41779 187 226 0
2022-08-01 41592 212 226 1
2022-07-29 41380 96 225 0
2022-07-28 41284 161 225 0
2022-07-27 41123 149 225 0
2022-07-26 40974 218 225 0
2022-07-25 40756 338 225 0
2022-07-22 40418 107 225 0
2022-07-21 40311 190 225 0
2022-07-20 40121 219 225 0
2022-07-19 39902 271 225 0
2022-07-18 39631 436 225 0
2022-07-17 39195 1 225 0
2022-07-15 39194 241 225 0
2022-07-14 38953 394 225 0
2022-07-13 38559 254 225 0
2022-07-12 38305 303 225 1
2022-07-11 38002 275 224 0
2022-07-08 37727 126 224 0
2022-07-07 37601 181 224 0
2022-07-06 37420 273 224 0
2022-07-05 37147 163 224 0
2022-07-04 36984 193 224 0
2022-07-03 36791 2 224 0
2022-07-02 36789 11 224 0
2022-07-01 36778 112 224 0
2022-06-30 36666 198 224 0
2022-06-29 36468 209 224 0
2022-06-28 36259 169 224 0
2022-06-27 36090 177 224 0
2022-06-24 35913 78 224 0
2022-06-23 35835 190 224 0
2022-06-22 35645 159 224 0
2022-06-21 35486 154 224 0
2022-06-20 35332 183 224 0
2022-06-17 35149 124 224 0
2022-06-15 35025 180 224 0
2022-06-14 34845 211 224 0
2022-06-13 34634 183 224 0
2022-06-12 34451 1 224 0
2022-06-10 34450 47 224 0
2022-06-09 34403 178 224 0
2022-06-08 34225 120 224 1
2022-06-07 34105 147 223 0
2022-06-06 33958 5 223 0
2022-06-03 33953 32 223 0
2022-06-02 33921 60 223 0
2022-06-01 33861 55 223 0
2022-05-31 33806 87 223 0
2022-05-30 33719 77 223 0
2022-05-27 33642 64 223 0
2022-05-25 33578 52 223 0
2022-05-24 33526 77 223 0
2022-05-23 33449 109 223 0
2022-05-22 33340 1 223 0
2022-05-20 33339 53 223 0
2022-05-19 33286 67 223 0
2022-05-18 33219 116 223 0
2022-05-17 33103 124 223 0
2022-05-16 32979 144 223 0
2022-05-13 32835 85 223 0
2022-05-12 32750 111 223 0
2022-05-11 32639 223 223 0
2022-05-10 32416 145 223 0
2022-05-09 32271 193 223 0
2022-05-08 32078 1 223 0
2022-05-06 32077 96 223 0
2022-05-05 31981 147 223 0
2022-05-04 31834 239 223 0
2022-05-03 31595 278 223 1
2022-05-02 31317 281 222 0
2022-05-01 31036 6 222 0
2022-04-30 31030 1 222 0
2022-04-29 31029 248 222 1
2022-04-28 30781 492 221 1
2022-04-27 30289 382 220 0
2022-04-26 29907 400 220 0
2022-04-25 29507 305 220 1
2022-04-24 29202 13 219 0
2022-04-22 29189 135 219 0
2022-04-21 29054 227 219 0
2022-04-20 28827 251 219 0
2022-04-19 28576 137 219 0
2022-04-18 28439 3 219 0
2022-04-16 28436 1 219 0
2022-04-15 28435 4 219 0
2022-04-14 28431 377 219 0
2022-04-13 28054 306 219 0
2022-04-12 27748 305 219 0
2022-04-11 27443 215 219 0
2022-04-10 27228 3 219 0
2022-04-09 27225 6 219 0
2022-04-08 27219 274 219 0
2022-04-07 26945 446 219 0
2022-04-06 26499 314 219 1
2022-04-05 26185 374 218 0
2022-04-04 25811 308 218 0
2022-04-03 25503 2 218 0
2022-04-01 25501 312 218 0
2022-03-31 25189 432 218 1
2022-03-30 24757 318 217 0
2022-03-29 24439 474 217 0
2022-03-28 23965 417 217 0
2022-03-27 23548 1 217 0
2022-03-26 23547 1 217 0
2022-03-25 23546 295 217 0
2022-03-24 23251 352 217 0
2022-03-23 22899 278 217 0
2022-03-22 22621 248 217 0
2022-03-21 22373 322 217 0
2022-03-20 22051 3 217 0
2022-03-19 22048 60 217 1
2022-03-18 21988 374 216 0
2022-03-17 21614 319 216 0
2022-03-16 21295 343 216 0
2022-03-15 20952 294 216 0
2022-03-14 20658 290 216 0
2022-03-13 20368 11 216 0
2022-03-12 20357 21 216 0
2022-03-11 20336 200 216 0
2022-03-10 20136 286 216 1
2022-03-09 19850 319 215 0
2022-03-08 19531 194 215 0
2022-03-07 19337 187 215 0
2022-03-06 19150 4 215 0
2022-03-05 19146 64 215 0
2022-03-04 19082 166 215 0
2022-03-03 18916 259 215 1
2022-03-02 18657 227 214 0
2022-03-01 18430 203 214 0
2022-02-28 18227 113 214 0
2022-02-27 18114 18 214 0
2022-02-26 18096 97 214 0
2022-02-25 17999 161 214 0
2022-02-24 17838 271 214 0
2022-02-23 17567 277 214 0
2022-02-22 17290 252 214 0
2022-02-21 17038 231 214 0
2022-02-20 16807 7 214 0
2022-02-19 16800 4 214 0
2022-02-18 16796 369 214 0
2022-02-17 16427 456 214 0
2022-02-16 15971 326 214 0
2022-02-15 15645 331 214 0
2022-02-14 15314 337 214 0
2022-02-13 14977 11 214 0
2022-02-12 14966 38 214 0
2022-02-11 14928 315 214 0
2022-02-10 14613 386 214 0
2022-02-09 14227 326 214 1
2022-02-08 13901 444 213 1
2022-02-07 13457 299 212 0
2022-02-06 13158 2 212 0
2022-02-05 13156 25 212 0
2022-02-04 13131 219 212 0
2022-02-03 12912 272 212 0
2022-02-02 12640 253 212 0
2022-02-01 12387 263 212 0
2022-01-31 12124 256 212 0
2022-01-30 11868 9 212 0
2022-01-29 11859 40 212 0
2022-01-28 11819 213 212 0
2022-01-27 11606 330 212 0
2022-01-26 11276 254 212 1
2022-01-25 11022 311 211 0
2022-01-24 10711 268 211 0
2022-01-23 10443 32 211 0
2022-01-22 10411 34 211 0
2022-01-21 10377 163 211 0
2022-01-20 10214 184 211 0
2022-01-19 10030 143 211 1
2022-01-18 9887 127 210 0
2022-01-17 9760 111 210 1
2022-01-16 9649 6 209 0
2022-01-15 9643 27 209 0
2022-01-14 9616 75 209 1
2022-01-13 9541 112 208 0
2022-01-12 9429 110 208 0
2022-01-11 9319 105 208 0
2022-01-10 9214 83 208 0
2022-01-09 9131 3 208 0
2022-01-08 9128 13 208 0
2022-01-07 9115 21 208 0
2022-01-06 9094 93 208 1
2022-01-05 9001 128 207 0
2022-01-04 8873 72 207 0
2022-01-03 8801 53 207 1
2022-01-01 8748 2 206 0
2021-12-31 8746 8 206 0
2021-12-30 8738 52 206 0
2021-12-29 8686 55 206 0
2021-12-28 8631 49 206 0
2021-12-27 8582 37 206 0
2021-12-23 8545 24 206 0
2021-12-22 8521 46 206 1
2021-12-21 8475 29 205 0
2021-12-20 8446 27 205 0
2021-12-18 8419 38 205 0
2021-12-17 8381 48 205 0
2021-12-16 8333 52 205 0
2021-12-15 8281 55 205 0
2021-12-14 8226 75 205 1
2021-12-13 8151 8 204 0
2021-12-12 8143 48 204 0
2021-12-11 8095 35 204 1
2021-12-10 8060 30 203 0
2021-12-09 8030 55 203 0
2021-12-08 7975 57 203 0
2021-12-07 7918 49 203 0
2021-12-06 7869 29 203 1
2021-12-05 7840 7 202 0
2021-12-04 7833 62 202 1
2021-12-03 7771 23 201 0
2021-12-02 7748 64 201 2
2021-12-01 7684 88 199 0
2021-11-30 7596 32 199 2
2021-11-29 7564 71 197 0
2021-11-27 7493 1 197 0
2021-11-26 7492 30 197 0
2021-11-25 7462 40 197 0
2021-11-24 7422 62 197 1
2021-11-23 7360 15 196 0
2021-11-22 7345 59 196 0
2021-11-21 7286 14 196 0
2021-11-20 7272 2 196 0
2021-11-19 7270 22 196 0
2021-11-18 7248 17 196 0
2021-11-17 7231 13 196 0
2021-11-16 7218 27 196 0
2021-11-15 7191 66 196 0
2021-11-14 7125 3 196 0
2021-11-13 7122 2 196 0
2021-11-12 7120 38 196 0
2021-11-11 7082 43 196 0
2021-11-10 7039 20 196 1
2021-11-09 7019 29 195 1
2021-11-08 6990 33 194 0
2021-11-07 6957 2 194 0
2021-11-06 6955 4 194 0
2021-11-05 6951 25 194 2
2021-11-04 6926 11 192 0
2021-11-03 6915 18 192 0
2021-11-02 6897 24 192 0
2021-11-01 6873 40 192 0
2021-10-30 6833 2 192 0
2021-10-29 6831 18 192 0
2021-10-28 6813 10 192 1
2021-10-27 6803 7 191 0
2021-10-26 6796 10 191 0
2021-10-25 6786 18 191 0
2021-10-24 6768 1 191 0
2021-10-23 6767 4 191 0
2021-10-22 6763 8 191 0
2021-10-21 6755 20 191 1
2021-10-20 6735 9 190 0
2021-10-19 6726 14 190 0
2021-10-18 6712 24 190 0
2021-10-17 6688 2 190 0
2021-10-16 6686 3 190 0
2021-10-15 6683 14 190 0
2021-10-14 6669 13 190 0
2021-10-13 6656 13 190 0
2021-10-12 6643 15 190 0
2021-10-11 6628 5 190 0
2021-10-09 6623 1 190 0
2021-10-08 6622 11 190 0
2021-10-07 6611 4 190 0
2021-10-06 6607 16 190 0
2021-10-05 6591 13 190 0
2021-10-04 6578 20 190 0
2021-10-02 6558 1 190 0
2021-10-01 6557 8 190 0
2021-09-30 6549 7 190 0
2021-09-29 6542 6 190 0
2021-09-28 6536 6 190 0
2021-09-27 6530 13 190 0
2021-09-26 6517 1 190 0
2021-09-24 6516 2 190 0
2021-09-23 6514 12 190 0
2021-09-22 6502 4 190 0
2021-09-21 6498 5 190 0
2021-09-20 6493 9 190 0
2021-09-19 6484 4 190 0
2021-09-17 6480 6 190 0
2021-09-16 6474 4 190 0
2021-09-15 6470 6 190 0
2021-09-14 6464 11 190 0
2021-09-13 6453 11 190 0
2021-09-12 6442 1 190 0
2021-09-11 6441 2 190 0
2021-09-10 6439 4 190 0
2021-09-09 6435 6 190 0
2021-09-08 6429 10 190 0
2021-09-07 6419 4 190 0
2021-09-06 6415 13 190 0
2021-09-05 6402 2 190 0
2021-09-04 6400 1 190 0
2021-09-03 6399 5 190 0
2021-09-02 6394 7 190 0
2021-09-01 6387 11 190 1
2021-08-31 6376 12 189 0
2021-08-30 6364 19 189 0
2021-08-29 6345 1 189 0
2021-08-27 6344 13 189 0
2021-08-26 6331 3 189 0
2021-08-25 6328 8 189 0
2021-08-24 6320 4 189 0
2021-08-23 6316 20 189 0
2021-08-22 6296 1 189 0
2021-08-20 6295 12 189 0
2021-08-19 6283 16 189 0
2021-08-18 6267 10 189 0
2021-08-17 6257 14 189 0
2021-08-16 6243 25 189 0
2021-08-15 6218 1 189 0
2021-08-13 6217 16 189 0
2021-08-12 6201 12 189 0
2021-08-11 6189 8 189 0
2021-08-10 6181 8 189 0
2021-08-09 6173 5 189 0
2021-08-07 6168 1 189 0
2021-08-06 6167 3 189 0
2021-08-05 6164 6 189 0
2021-08-04 6158 1 189 0
2021-08-03 6157 1 189 0
2021-07-30 6156 4 189 0
2021-07-28 6152 1 189 0
2021-07-23 6151 1 189 0
2021-07-15 6150 1 189 0
2021-07-07 6149 3 189 0
2021-07-01 6146 1 189 0
2021-06-28 6145 4 189 0
2021-06-25 6141 1 189 0
2021-06-24 6140 1 189 0
2021-06-22 6139 1 189 0
2021-06-21 6138 3 189 0
2021-06-16 6135 1 189 0
2021-06-15 6134 4 189 0
2021-06-14 6130 9 189 0
2021-06-11 6121 3 189 0
2021-06-10 6118 6 189 0
2021-06-08 6112 10 189 0
2021-06-07 6102 25 189 0
2021-06-05 6077 15 189 0
2021-06-04 6062 3 189 0
2021-06-02 6059 8 189 0
2021-06-01 6051 16 189 0
2021-05-31 6035 17 189 0
2021-05-29 6018 2 189 0
2021-05-28 6016 4 189 0
2021-05-27 6012 13 189 1
2021-05-26 5999 18 188 0
2021-05-25 5981 5 188 0
2021-05-23 5976 16 188 0
2021-05-21 5960 17 188 0
2021-05-20 5943 11 188 0
2021-05-19 5932 21 188 0
2021-05-18 5911 20 188 0
2021-05-17 5891 25 188 3
2021-05-16 5866 7 185 0
2021-05-14 5859 26 185 0
2021-05-13 5833 7 185 0
2021-05-12 5826 41 185 2
2021-05-11 5785 19 183 2
2021-05-10 5766 8 181 1
2021-05-09 5758 26 180 0
2021-05-08 5732 67 180 0
2021-05-07 5665 14 180 0
2021-05-06 5651 27 180 0
2021-05-05 5624 46 180 0
2021-05-04 5578 33 180 0
2021-05-03 5545 4 180 0
2021-05-02 5541 10 180 0
2021-05-01 5531 30 180 0
2021-04-30 5501 35 180 0
2021-04-29 5466 53 180 1
2021-04-28 5413 65 179 0
2021-04-27 5348 51 179 0
2021-04-26 5297 6 179 0
2021-04-25 5291 23 179 1
2021-04-24 5268 35 178 1
2021-04-23 5233 47 177 2
2021-04-22 5186 67 175 1
2021-04-21 5119 85 174 1
2021-04-20 5034 47 173 2
2021-04-19 4987 15 171 0
2021-04-18 4972 17 171 1
2021-04-17 4955 44 170 0
2021-04-16 4911 61 170 0
2021-04-15 4850 62 170 2
2021-04-14 4788 55 168 1
2021-04-13 4733 44 167 0
2021-04-12 4689 28 167 0
2021-04-11 4661 18 167 0
2021-04-10 4643 51 167 1
2021-04-09 4592 65 166 1
2021-04-08 4527 88 165 0
2021-04-07 4439 25 165 3
2021-04-06 4414 26 162 2
2021-04-05 4388 13 160 0
2021-04-04 4375 1 160 1
2021-04-03 4374 40 159 0
2021-04-02 4334 37 159 0
2021-04-01 4297 94 159 2
2021-03-31 4203 76 157 1
2021-03-30 4127 20 156 1
2021-03-29 4107 17 155 1
2021-03-28 4090 31 154 0
2021-03-27 4059 28 154 1
2021-03-26 4031 46 153 1
2021-03-25 3985 81 152 3
2021-03-24 3904 88 149 4
2021-03-23 3816 54 145 4
2021-03-22 3762 11 141 1
2021-03-21 3751 47 140 0
2021-03-20 3704 22 140 0
2021-03-19 3682 54 140 3
2021-03-18 3628 52 137 1
2021-03-17 3576 70 136 2
2021-03-16 3506 26 134 2
2021-03-15 3480 7 132 0
2021-03-14 3473 16 132 3
2021-03-13 3457 13 129 0
2021-03-12 3444 11 129 1
2021-03-11 3433 21 128 1
2021-03-10 3412 19 127 1
2021-03-09 3393 24 126 0
2021-03-08 3369 4 126 0
2021-03-07 3365 11 126 0
2021-03-06 3354 17 126 0
2021-03-05 3337 8 126 0
2021-03-04 3329 13 126 0
2021-03-03 3316 10 126 0
2021-03-02 3306 9 126 0
2021-03-01 3297 1 126 0
2021-02-28 3296 7 126 0
2021-02-27 3289 17 126 0
2021-02-26 3272 8 126 0
2021-02-25 3264 6 126 0
2021-02-24 3258 20 126 0
2021-02-23 3238 9 126 0
2021-02-21 3229 1 126 0
2021-02-20 3228 15 126 0
2021-02-19 3213 9 126 0
2021-02-18 3204 11 126 0
2021-02-17 3193 10 126 1
2021-02-16 3183 13 125 0
2021-02-15 3170 1 125 0
2021-02-14 3169 4 125 0
2021-02-13 3165 19 125 0
2021-02-12 3146 12 125 0
2021-02-11 3134 13 125 0
2021-02-10 3121 11 125 0
2021-02-09 3110 12 125 0
2021-02-07 3098 7 125 0
2021-02-06 3091 10 125 0
2021-02-05 3081 19 125 1
2021-02-04 3062 27 124 2
2021-02-03 3035 48 122 1
2021-02-02 2987 26 121 2
2021-02-01 2961 8 119 1
2021-01-31 2953 12 118 0
2021-01-30 2941 23 118 1
2021-01-29 2918 25 117 0
2021-01-28 2893 35 117 0
2021-01-27 2858 24 117 0
2021-01-26 2834 8 117 0
2021-01-25 2826 3 117 0
2021-01-23 2823 23 117 2
2021-01-22 2800 26 115 1
2021-01-21 2774 18 114 0
2021-01-20 2756 51 114 1
2021-01-19 2705 21 113 1
2021-01-18 2684 34 112 1
2021-01-17 2650 18 111 2
2021-01-16 2632 5 109 1
2021-01-15 2627 14 108 1
2021-01-14 2613 83 107 1
2021-01-13 2530 39 106 0
2021-01-12 2491 25 106 1
2021-01-11 2466 37 105 0
2021-01-08 2429 10 105 0
2021-01-07 2419 3 105 0
2021-01-06 2416 179 105 5
2021-01-05 2237 32 100 2
2021-01-04 2205 3 98 0
2021-01-03 2202 10 98 0
2021-01-02 2192 17 98 1
2021-01-01 2175 46 97 0
2020-12-31 2129 1 97 0
2020-12-30 2128 76 97 8
2020-12-29 2052 48 89 2
2020-12-28 2004 14 87 0
2020-12-27 1990 8 87 0
2020-12-26 1982 67 87 5
2020-12-24 1915 47 82 1
2020-12-23 1868 66 81 5
2020-12-22 1802 25 76 0
2020-12-21 1777 25 76 0
2020-12-20 1752 73 76 3
2020-12-18 1679 109 73 3
2020-12-17 1570 58 70 1
2020-12-16 1512 61 69 2
2020-12-15 1451 28 67 2
2020-12-14 1423 6 65 0
2020-12-13 1417 27 65 4
2020-12-12 1390 23 61 2
2020-12-11 1367 63 59 10
2020-12-10 1304 42 49 3
2020-12-09 1262 41 46 1
2020-12-08 1221 32 45 3
2020-12-07 1189 28 42 1
2020-12-06 1161 12 41 0
2020-12-05 1149 22 41 0
2020-12-04 1127 17 41 0
2020-12-03 1110 36 41 1
2020-12-02 1074 46 40 2
2020-12-01 1028 21 38 0
2020-11-30 1007 3 38 0
2020-11-29 1004 9 38 0
2020-11-28 995 15 38 0
2020-11-27 980 34 38 1
2020-11-26 946 25 37 0
2020-11-25 921 18 37 1
2020-11-24 903 4 36 0
2020-11-23 899 8 36 0
2020-11-22 891 36 36 2
2020-11-20 855 15 34 0
2020-11-19 840 40 34 1
2020-11-18 800 17 33 0
2020-11-17 783 8 33 0
2020-11-16 775 4 33 0
2020-11-15 771 11 33 0
2020-11-14 760 10 33 0
2020-11-13 750 19 33 0
2020-11-12 731 37 33 2
2020-11-11 694 9 31 0
2020-11-10 685 13 31 0
2020-11-09 672 16 31 0
2020-11-08 656 21 31 0
2020-11-07 635 2 31 0
2020-11-06 633 18 31 0
2020-11-05 615 20 31 0
2020-11-04 595 22 31 3
2020-11-03 573 3 28 0
2020-11-02 570 13 28 0
2020-11-01 557 11 28 1
2020-10-31 546 13 27 0
2020-10-30 533 7 27 0
2020-10-29 526 20 27 0
2020-10-28 506 20 27 0
2020-10-27 486 10 27 0
2020-10-26 476 13 27 1
2020-10-25 463 7 26 0
2020-10-24 456 9 26 0
2020-10-23 447 9 26 0
2020-10-22 438 10 26 1
2020-10-21 428 4 25 0
2020-10-20 424 13 25 0
2020-10-19 411 13 25 0
2020-10-16 398 4 25 0
2020-10-15 394 3 25 0
2020-10-14 391 1 25 0
2020-10-13 390 2 25 0
2020-10-12 388 5 25 0
2020-10-07 383 1 25 1
2020-10-06 382 1 24 0
2020-10-02 381 1 24 0
2020-09-30 380 1 24 0
2020-09-29 379 1 24 0
2020-09-28 378 5 24 0
2020-09-24 373 2 24 0
2020-09-23 371 1 24 0
2020-09-17 370 1 24 0
2020-09-16 369 4 24 0
2020-09-15 365 4 24 0
2020-09-14 361 10 24 0
2020-09-11 351 1 24 0
2020-09-10 350 1 24 0
2020-09-04 349 1 24 0
2020-09-02 348 1 24 0
2020-08-28 347 1 24 0
2020-08-24 346 1 24 0
2020-08-23 345 1 24 0
2020-08-22 344 2 24 0
2020-08-20 342 1 24 0
2020-08-17 341 2 24 0
2020-08-14 339 1 24 0
2020-08-13 338 3 24 0
2020-08-10 335 2 24 0
2020-08-07 333 2 24 0
2020-08-06 331 3 24 0
2020-08-03 328 1 24 0
2020-07-30 327 2 24 0
2020-07-29 325 2 24 0
2020-07-28 323 4 24 0
2020-07-27 319 1 24 1
2020-07-22 318 3 23 0
2020-07-08 315 4 23 0
2020-07-05 311 2 23 0
2020-07-03 309 8 23 0
2020-07-01 301 2 23 0
2020-06-27 299 3 23 0
2020-06-26 296 1 23 0
2020-06-25 295 4 23 0
2020-06-24 291 1 23 0
2020-06-23 290 1 23 0
2020-06-22 289 1 23 0
2020-06-21 288 1 23 0
2020-06-20 287 4 23 0
2020-06-19 283 6 23 0
2020-06-18 277 1 23 0
2020-06-17 276 11 23 0
2020-06-16 265 4 23 0
2020-06-14 261 1 23 0
2020-06-13 260 4 23 0
2020-06-10 256 6 23 0
2020-06-09 250 3 23 0
2020-06-08 247 15 23 0
2020-06-05 232 1 23 0
2020-06-04 231 8 23 0
2020-06-03 223 1 23 0
2020-05-31 222 1 23 0
2020-05-30 221 5 23 0
2020-05-29 216 1 23 0
2020-05-28 215 3 23 0
2020-05-27 212 7 23 0
2020-05-25 205 1 23 0
2020-05-22 204 1 23 0
2020-05-20 203 1 23 0
2020-05-19 202 1 23 0
2020-05-18 201 1 23 0
2020-05-15 200 1 23 0
2020-05-13 199 1 23 0
2020-05-05 198 1 23 0
2020-05-01 197 3 23 0
2020-04-22 194 1 23 0
2020-04-21 193 1 23 0
2020-04-19 192 1 23 0
2020-04-17 191 8 23 0
2020-04-16 183 1 23 0
2020-04-15 182 6 23 0
2020-04-13 176 10 23 2
2020-04-12 166 1 21 0
2020-04-11 165 8 21 1
2020-04-10 157 7 20 0
2020-04-09 150 3 20 0
2020-04-08 147 22 20 6
2020-04-07 125 2 14 0
2020-04-04 123 21 14 0
2020-04-03 102 17 14 1
2020-04-02 85 19 13 5
2020-04-01 66 12 8 6
2020-03-31 54 5 2 1
2020-03-29 49 7 1 1
2020-03-28 42 5 0 0
2020-03-27 37 3 0 0
2020-03-26 34 3 0 0
2020-03-24 31 4 0 0
2020-03-23 27 1 0 0
2020-03-22 26 1 0 0
2020-03-20 25 4 0 0
2020-03-19 21 3 0 0
2020-03-18 18 2 0 0
2020-03-17 16 4 0 0
2020-03-15 12 3 0 0
2020-03-14 9 3 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: 0:03:07.848632