Germany: LK Herzogtum Lauenburg (Schleswig-Holstein)¶

  • 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 15:46:09 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Herzogtum Lauenburg", weeks=5);
2023-03-07T15:46:23.966649 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 30 30 35 35 40 40 45 45 50 50 7-day incidence rate (per 100K people) 30.4 LK Herzogtum Lauenburg, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5 10 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 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Herzogtum Lauenburg cases daily growth factor Germany-LK Herzogtum Lauenburg cases daily growth factor (rolling mean) Germany-LK Herzogtum Lauenburg 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-LK Herzogtum Lauenburg deaths daily growth factor Germany-LK Herzogtum Lauenburg deaths daily growth factor (rolling mean) Germany-LK Herzogtum Lauenburg estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 6000 8000 cases doubling time [days] Germany-LK Herzogtum Lauenburg doubling time cases (rolling mean) 0.00 10.04 20.08 daily change Germany-LK Herzogtum Lauenburg new cases (rolling 7d mean) Germany-LK Herzogtum Lauenburg new cases 0.000 0.201 0.402 0.602 0.803 daily change Germany-LK Herzogtum Lauenburg new deaths (rolling 7d mean) Germany-LK Herzogtum Lauenburg new deaths 0.000 0.218 0.436 0.654 0.872
In [4]:
overview(country="Germany", subregion="LK Herzogtum Lauenburg");
2023-03-07T15:46:36.272710 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) 30.4 LK Herzogtum Lauenburg, 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 0.0 0.5 1.0 1.5 2.0 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 Herzogtum Lauenburg cases daily growth factor Germany-LK Herzogtum Lauenburg cases daily growth factor (rolling mean) Germany-LK Herzogtum Lauenburg 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-LK Herzogtum Lauenburg deaths daily growth factor Germany-LK Herzogtum Lauenburg deaths daily growth factor (rolling mean) Germany-LK Herzogtum Lauenburg estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2500 5000 7500 10000 cases doubling time [days] Germany-LK Herzogtum Lauenburg doubling time cases (rolling mean) Germany-LK Herzogtum Lauenburg doubling time deaths (rolling mean) 0 201 402 602 803 daily change Germany-LK Herzogtum Lauenburg new cases (rolling 7d mean) Germany-LK Herzogtum Lauenburg new cases 0.000 1.004 2.008 3.012 4.016 daily change Germany-LK Herzogtum Lauenburg new deaths (rolling 7d mean) Germany-LK Herzogtum Lauenburg new deaths 0.0 38.0 75.9 113.9 151.8 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Herzogtum Lauenburg", dates="2020-03-15:");
2023-03-07T15:49:08.879075 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 Herzogtum Lauenburg LK Herzogtum Lauenburg 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 Herzogtum Lauenburg Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Herzogtum Lauenburg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Herzogtum Lauenburg")
print(f'Population of country="Germany", subregion="LK Herzogtum Lauenburg": {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 Herzogtum Lauenburg": 200819 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 76464 7 216 0
2023-03-03 76457 6 216 0
2023-03-02 76451 7 216 0
2023-03-01 76444 18 216 0
2023-02-28 76426 23 216 0
2023-02-27 76403 14 216 0
2023-02-24 76389 14 216 0
2023-02-23 76375 16 216 0
2023-02-22 76359 15 216 0
2023-02-21 76344 23 216 0
2023-02-20 76321 21 216 1
2023-02-17 76300 6 215 0
2023-02-16 76294 12 215 0
2023-02-15 76282 14 215 0
2023-02-14 76268 27 215 0
2023-02-13 76241 20 215 0
2023-02-10 76221 12 215 0
2023-02-09 76209 9 215 0
2023-02-08 76200 10 215 0
2023-02-07 76190 24 215 0
2023-02-06 76166 23 215 0
2023-02-03 76143 8 215 0
2023-02-02 76135 27 215 0
2023-02-01 76108 20 215 0
2023-01-31 76088 16 215 0
2023-01-30 76072 12 215 0
2023-01-27 76060 7 215 0
2023-01-26 76053 12 215 0
2023-01-25 76041 14 215 1
2023-01-24 76027 21 214 0
2023-01-23 76006 22 214 0
2023-01-20 75984 10 214 0
2023-01-19 75974 26 214 0
2023-01-18 75948 6 214 0
2023-01-17 75942 20 214 0
2023-01-16 75922 27 214 0
2023-01-14 75895 1 214 1
2023-01-13 75894 9 213 0
2023-01-12 75885 19 213 0
2023-01-11 75866 21 213 0
2023-01-10 75845 25 213 0
2023-01-09 75820 49 213 0
2023-01-06 75771 24 213 0
2023-01-05 75747 27 213 0
2023-01-04 75720 37 213 0
2023-01-03 75683 64 213 1
2023-01-02 75619 74 212 0
2022-12-30 75545 50 212 0
2022-12-29 75495 80 212 0
2022-12-28 75415 102 212 1
2022-12-27 75313 121 211 0
2022-12-23 75192 63 211 0
2022-12-22 75129 70 211 1
2022-12-21 75059 74 210 1
2022-12-20 74985 97 209 1
2022-12-19 74888 126 208 0
2022-12-17 74762 1 208 0
2022-12-16 74761 60 208 0
2022-12-15 74701 72 208 0
2022-12-14 74629 93 208 0
2022-12-13 74536 115 208 0
2022-12-12 74421 107 208 0
2022-12-09 74314 25 208 0
2022-12-08 74289 97 208 0
2022-12-07 74192 72 208 0
2022-12-06 74120 99 208 0
2022-12-05 74021 62 208 0
2022-12-04 73959 23 208 0
2022-12-03 73936 21 208 0
2022-12-02 73915 77 208 0
2022-12-01 73838 61 208 0
2022-11-30 73777 63 208 0
2022-11-29 73714 95 208 0
2022-11-28 73619 76 208 1
2022-11-27 73543 26 207 0
2022-11-26 73517 36 207 0
2022-11-25 73481 71 207 0
2022-11-24 73410 56 207 0
2022-11-23 73354 68 207 0
2022-11-22 73286 68 207 0
2022-11-21 73218 60 207 0
2022-11-20 73158 12 207 0
2022-11-19 73146 30 207 0
2022-11-18 73116 36 207 0
2022-11-17 73080 114 207 0
2022-11-16 72966 24 207 0
2022-11-15 72942 101 207 0
2022-11-14 72841 109 207 0
2022-11-13 72732 9 207 0
2022-11-12 72723 22 207 0
2022-11-11 72701 81 207 0
2022-11-10 72620 102 207 0
2022-11-09 72518 98 207 0
2022-11-08 72420 122 207 0
2022-11-07 72298 101 207 0
2022-11-06 72197 14 207 0
2022-11-05 72183 23 207 0
2022-11-04 72160 95 207 1
2022-11-03 72065 117 206 0
2022-11-02 71948 198 206 0
2022-11-01 71750 135 206 1
2022-10-31 71615 30 205 0
2022-10-30 71585 41 205 0
2022-10-29 71544 49 205 1
2022-10-28 71495 129 204 0
2022-10-27 71366 74 204 0
2022-10-26 71292 107 204 2
2022-10-25 71185 167 202 0
2022-10-24 71018 162 202 1
2022-10-23 70856 24 201 0
2022-10-22 70832 59 201 0
2022-10-21 70773 121 201 0
2022-10-20 70652 118 201 1
2022-10-19 70534 167 200 0
2022-10-18 70367 233 200 1
2022-10-17 70134 170 199 0
2022-10-16 69964 30 199 0
2022-10-15 69934 72 199 0
2022-10-14 69862 178 199 0
2022-10-13 69684 153 199 2
2022-10-12 69531 172 197 0
2022-10-11 69359 238 197 1
2022-10-10 69121 203 196 2
2022-10-09 68918 66 194 0
2022-10-08 68852 118 194 0
2022-10-07 68734 174 194 0
2022-10-06 68560 177 194 0
2022-10-05 68383 283 194 0
2022-10-04 68100 204 194 0
2022-10-03 67896 65 194 0
2022-10-02 67831 39 194 0
2022-10-01 67792 38 194 0
2022-09-30 67754 109 194 0
2022-09-29 67645 195 194 0
2022-09-28 67450 147 194 0
2022-09-27 67303 210 194 0
2022-09-26 67093 124 194 0
2022-09-25 66969 32 194 0
2022-09-24 66937 42 194 0
2022-09-23 66895 81 194 1
2022-09-22 66814 85 193 0
2022-09-21 66729 89 193 0
2022-09-20 66640 106 193 0
2022-09-19 66534 131 193 0
2022-09-18 66403 19 193 0
2022-09-17 66384 34 193 0
2022-09-16 66350 69 193 0
2022-09-15 66281 58 193 0
2022-09-14 66223 71 193 0
2022-09-13 66152 91 193 0
2022-09-12 66061 107 193 1
2022-09-11 65954 13 192 0
2022-09-10 65941 31 192 0
2022-09-09 65910 81 192 0
2022-09-08 65829 71 192 0
2022-09-07 65758 72 192 0
2022-09-06 65686 95 192 0
2022-09-05 65591 90 192 0
2022-09-04 65501 12 192 0
2022-09-03 65489 31 192 0
2022-09-02 65458 68 192 0
2022-09-01 65390 42 192 0
2022-08-31 65348 74 192 0
2022-08-30 65274 155 192 0
2022-08-29 65119 69 192 0
2022-08-28 65050 9 192 0
2022-08-27 65041 27 192 0
2022-08-26 65014 64 192 0
2022-08-25 64950 73 192 0
2022-08-24 64877 100 192 0
2022-08-23 64777 282 192 0
2022-08-22 64495 67 192 0
2022-08-21 64428 13 192 0
2022-08-20 64415 34 192 0
2022-08-19 64381 55 192 0
2022-08-18 64326 93 192 0
2022-08-17 64233 79 192 0
2022-08-16 64154 144 192 0
2022-08-15 64010 111 192 0
2022-08-14 63899 30 192 0
2022-08-13 63869 87 192 0
2022-08-12 63782 74 192 0
2022-08-11 63708 98 192 0
2022-08-10 63610 176 192 0
2022-08-09 63434 144 192 0
2022-08-08 63290 171 192 0
2022-08-07 63119 19 192 0
2022-08-06 63100 69 192 0
2022-08-05 63031 125 192 0
2022-08-04 62906 109 192 0
2022-08-03 62797 157 192 0
2022-08-02 62640 147 192 0
2022-08-01 62493 182 192 0
2022-07-31 62311 45 192 0
2022-07-30 62266 81 192 0
2022-07-29 62185 144 192 0
2022-07-28 62041 124 192 0
2022-07-27 61917 149 192 0
2022-07-26 61768 218 192 0
2022-07-25 61550 138 192 1
2022-07-24 61412 71 191 0
2022-07-23 61341 168 191 0
2022-07-22 61173 138 191 0
2022-07-21 61035 291 191 0
2022-07-20 60744 258 191 0
2022-07-19 60486 313 191 0
2022-07-18 60173 195 191 0
2022-07-17 59978 55 191 0
2022-07-16 59923 112 191 0
2022-07-15 59811 209 191 0
2022-07-14 59602 316 191 0
2022-07-13 59286 220 191 0
2022-07-12 59066 413 191 0
2022-07-11 58653 206 191 0
2022-07-10 58447 168 191 0
2022-07-09 58279 73 191 0
2022-07-08 58206 180 191 0
2022-07-07 58026 206 191 1
2022-07-06 57820 311 190 0
2022-07-05 57509 390 190 0
2022-07-04 57119 194 190 0
2022-07-03 56925 70 190 0
2022-07-02 56855 120 190 0
2022-07-01 56735 325 190 0
2022-06-30 56410 215 190 1
2022-06-29 56195 399 189 0
2022-06-28 55796 397 189 0
2022-06-27 55399 301 189 0
2022-06-26 55098 82 189 0
2022-06-25 55016 126 189 0
2022-06-24 54890 242 189 1
2022-06-23 54648 332 188 0
2022-06-22 54316 358 188 0
2022-06-21 53958 322 188 0
2022-06-20 53636 207 188 0
2022-06-19 53429 63 188 0
2022-06-18 53366 160 188 0
2022-06-17 53206 274 188 0
2022-06-16 52932 176 188 0
2022-06-15 52756 198 188 1
2022-06-14 52558 341 187 0
2022-06-13 52217 99 187 1
2022-06-12 52118 71 186 0
2022-06-11 52047 117 186 0
2022-06-10 51930 219 186 0
2022-06-09 51711 140 186 0
2022-06-08 51571 249 186 0
2022-06-07 51322 233 186 0
2022-06-06 51089 144 186 0
2022-06-05 50945 19 186 1
2022-06-04 50926 54 185 0
2022-06-03 50872 92 185 0
2022-06-02 50780 167 185 0
2022-06-01 50613 169 185 0
2022-05-31 50444 180 185 0
2022-05-30 50264 105 185 0
2022-05-29 50159 39 185 0
2022-05-28 50120 33 185 0
2022-05-27 50087 118 185 0
2022-05-26 49969 36 185 0
2022-05-25 49933 94 185 0
2022-05-24 49839 139 185 1
2022-05-23 49700 172 184 0
2022-05-22 49528 26 184 0
2022-05-21 49502 42 184 0
2022-05-20 49460 111 184 0
2022-05-19 49349 137 184 0
2022-05-18 49212 143 184 0
2022-05-17 49069 210 184 0
2022-05-16 48859 211 184 0
2022-05-15 48648 23 184 0
2022-05-14 48625 43 184 0
2022-05-13 48582 183 184 0
2022-05-12 48399 209 184 0
2022-05-11 48190 229 184 0
2022-05-10 47961 317 184 0
2022-05-09 47644 243 184 0
2022-05-08 47401 61 184 0
2022-05-07 47340 92 184 0
2022-05-06 47248 256 184 0
2022-05-05 46992 260 184 0
2022-05-04 46732 208 184 0
2022-05-03 46524 318 184 0
2022-05-02 46206 458 184 0
2022-05-01 45748 19 184 0
2022-04-30 45729 172 184 0
2022-04-29 45557 199 184 1
2022-04-28 45358 324 183 0
2022-04-27 45034 405 183 0
2022-04-26 44629 526 183 0
2022-04-25 44103 174 183 0
2022-04-24 43929 68 183 0
2022-04-23 43861 152 183 0
2022-04-22 43709 321 183 0
2022-04-21 43388 575 183 0
2022-04-20 42813 478 183 0
2022-04-19 42335 420 183 0
2022-04-18 41915 204 183 0
2022-04-17 41711 69 183 1
2022-04-16 41642 76 182 0
2022-04-15 41566 297 182 0
2022-04-14 41269 449 182 0
2022-04-13 40820 330 182 1
2022-04-12 40490 585 181 0
2022-04-11 39905 396 181 0
2022-04-10 39509 78 181 0
2022-04-09 39431 246 181 0
2022-04-08 39185 356 181 1
2022-04-07 38829 310 180 0
2022-04-06 38519 524 180 2
2022-04-05 37995 576 178 0
2022-04-04 37419 315 178 0
2022-04-03 37104 69 178 0
2022-04-02 37035 143 178 0
2022-04-01 36892 623 178 0
2022-03-31 36269 615 178 0
2022-03-30 35654 620 178 0
2022-03-29 35034 561 178 0
2022-03-28 34473 248 178 0
2022-03-27 34225 132 178 0
2022-03-26 34093 338 178 0
2022-03-25 33755 545 178 1
2022-03-24 33210 546 177 0
2022-03-23 32664 628 177 0
2022-03-22 32036 805 177 0
2022-03-21 31231 271 177 0
2022-03-20 30960 172 177 0
2022-03-19 30788 414 177 0
2022-03-18 30374 562 177 0
2022-03-17 29812 496 177 0
2022-03-16 29316 504 177 1
2022-03-15 28812 693 176 0
2022-03-14 28119 185 176 0
2022-03-13 27934 59 176 0
2022-03-12 27875 437 176 1
2022-03-11 27438 411 175 1
2022-03-10 27027 354 174 0
2022-03-09 26673 359 174 0
2022-03-08 26314 460 174 0
2022-03-07 25854 98 174 1
2022-03-06 25756 32 173 0
2022-03-05 25724 231 173 0
2022-03-04 25493 260 173 0
2022-03-03 25233 252 173 0
2022-03-02 24981 206 173 0
2022-03-01 24775 402 173 0
2022-02-28 24373 92 173 0
2022-02-27 24281 71 173 1
2022-02-26 24210 201 172 0
2022-02-25 24009 226 172 0
2022-02-24 23783 315 172 2
2022-02-23 23468 283 170 0
2022-02-22 23185 431 170 1
2022-02-21 22754 80 169 1
2022-02-20 22674 75 168 0
2022-02-19 22599 226 168 0
2022-02-18 22373 240 168 0
2022-02-17 22133 320 168 0
2022-02-16 21813 263 168 0
2022-02-15 21550 336 168 0
2022-02-14 21214 166 168 2
2022-02-13 21048 106 166 0
2022-02-12 20942 220 166 0
2022-02-11 20722 227 166 0
2022-02-10 20495 303 166 1
2022-02-09 20192 238 165 1
2022-02-08 19954 418 164 1
2022-02-07 19536 142 163 0
2022-02-06 19394 50 163 0
2022-02-05 19344 243 163 2
2022-02-04 19101 277 161 0
2022-02-03 18824 450 161 1
2022-02-02 18374 381 160 1
2022-02-01 17993 276 159 0
2022-01-31 17717 158 159 0
2022-01-30 17559 198 159 0
2022-01-29 17361 328 159 0
2022-01-28 17033 310 159 0
2022-01-27 16723 398 159 0
2022-01-26 16325 250 159 1
2022-01-25 16075 509 158 0
2022-01-24 15566 395 158 1
2022-01-23 15171 279 157 0
2022-01-22 14892 335 157 2
2022-01-21 14557 378 155 1
2022-01-20 14179 337 154 1
2022-01-19 13842 259 153 0
2022-01-18 13583 363 153 0
2022-01-17 13220 155 153 0
2022-01-16 13065 183 153 0
2022-01-15 12882 202 153 1
2022-01-14 12680 218 152 0
2022-01-13 12462 327 152 0
2022-01-12 12135 209 152 0
2022-01-11 11926 325 152 0
2022-01-10 11601 114 152 0
2022-01-09 11487 173 152 0
2022-01-08 11314 104 152 0
2022-01-07 11210 254 152 0
2022-01-06 10956 173 152 0
2022-01-05 10783 260 152 2
2022-01-04 10523 200 150 0
2022-01-03 10323 91 150 0
2022-01-02 10232 59 150 0
2022-01-01 10173 25 150 0
2021-12-31 10148 133 150 1
2021-12-30 10015 146 149 0
2021-12-29 9869 120 149 0
2021-12-28 9749 128 149 0
2021-12-27 9621 32 149 0
2021-12-26 9589 23 149 0
2021-12-25 9566 15 149 0
2021-12-24 9551 67 149 0
2021-12-23 9484 87 149 0
2021-12-22 9397 66 149 0
2021-12-21 9331 135 149 1
2021-12-20 9196 43 148 0
2021-12-19 9153 18 148 0
2021-12-18 9135 73 148 0
2021-12-17 9062 96 148 0
2021-12-16 8966 86 148 0
2021-12-15 8880 72 148 0
2021-12-14 8808 107 148 0
2021-12-13 8701 36 148 0
2021-12-12 8665 7 148 0
2021-12-11 8658 65 148 1
2021-12-10 8593 57 147 1
2021-12-09 8536 73 146 0
2021-12-08 8463 78 146 1
2021-12-07 8385 116 145 1
2021-12-06 8269 23 144 0
2021-12-05 8246 11 144 0
2021-12-04 8235 43 144 0
2021-12-03 8192 45 144 0
2021-12-02 8147 81 144 0
2021-12-01 8066 72 144 0
2021-11-30 7994 109 144 0
2021-11-29 7885 17 144 0
2021-11-28 7868 40 144 0
2021-11-27 7828 77 144 1
2021-11-26 7751 79 143 1
2021-11-25 7672 88 142 1
2021-11-24 7584 49 141 0
2021-11-23 7535 101 141 1
2021-11-22 7434 32 140 0
2021-11-21 7402 8 140 0
2021-11-20 7394 72 140 1
2021-11-19 7322 67 139 1
2021-11-18 7255 54 138 0
2021-11-17 7201 83 138 0
2021-11-16 7118 99 138 1
2021-11-15 7019 16 137 0
2021-11-14 7003 10 137 0
2021-11-13 6993 40 137 0
2021-11-12 6953 45 137 0
2021-11-11 6908 40 137 0
2021-11-10 6868 49 137 0
2021-11-09 6819 63 137 2
2021-11-08 6756 15 135 0
2021-11-07 6741 4 135 0
2021-11-06 6737 20 135 0
2021-11-05 6717 24 135 0
2021-11-04 6693 26 135 0
2021-11-03 6667 50 135 0
2021-11-02 6617 55 135 0
2021-11-01 6562 7 135 0
2021-10-31 6555 11 135 0
2021-10-30 6544 48 135 0
2021-10-29 6496 21 135 0
2021-10-28 6475 30 135 0
2021-10-27 6445 52 135 2
2021-10-26 6393 41 133 0
2021-10-25 6352 15 133 0
2021-10-24 6337 11 133 0
2021-10-23 6326 21 133 1
2021-10-22 6305 24 132 0
2021-10-21 6281 21 132 0
2021-10-20 6260 28 132 1
2021-10-19 6232 39 131 0
2021-10-18 6193 7 131 0
2021-10-16 6186 16 131 0
2021-10-15 6170 12 131 0
2021-10-14 6158 6 131 0
2021-10-13 6152 10 131 0
2021-10-12 6142 6 131 0
2021-10-11 6136 1 131 0
2021-10-09 6135 15 131 0
2021-10-08 6120 7 131 0
2021-10-07 6113 4 131 0
2021-10-06 6109 3 131 0
2021-10-05 6106 12 131 1
2021-10-04 6094 4 130 0
2021-10-03 6090 3 130 0
2021-10-02 6087 1 130 0
2021-10-01 6086 7 130 0
2021-09-30 6079 11 130 0
2021-09-29 6068 3 130 0
2021-09-28 6065 5 130 0
2021-09-27 6060 7 130 0
2021-09-26 6053 1 130 0
2021-09-24 6052 10 130 0
2021-09-23 6042 8 130 0
2021-09-22 6034 15 130 0
2021-09-21 6019 11 130 0
2021-09-20 6008 3 130 0
2021-09-19 6005 4 130 0
2021-09-18 6001 9 130 0
2021-09-17 5992 11 130 0
2021-09-16 5981 13 130 0
2021-09-15 5968 10 130 0
2021-09-14 5958 13 130 0
2021-09-13 5945 5 130 0
2021-09-12 5940 3 130 0
2021-09-11 5937 20 130 0
2021-09-10 5917 19 130 0
2021-09-09 5898 10 130 0
2021-09-08 5888 21 130 0
2021-09-07 5867 32 130 0
2021-09-06 5835 12 130 0
2021-09-05 5823 5 130 0
2021-09-04 5818 19 130 0
2021-09-03 5799 15 130 0
2021-09-02 5784 23 130 0
2021-09-01 5761 30 130 0
2021-08-31 5731 35 130 0
2021-08-30 5696 11 130 0
2021-08-29 5685 1 130 0
2021-08-28 5684 11 130 0
2021-08-27 5673 18 130 0
2021-08-26 5655 8 130 0
2021-08-25 5647 28 130 1
2021-08-24 5619 16 129 0
2021-08-23 5603 12 129 0
2021-08-22 5591 1 129 0
2021-08-21 5590 19 129 0
2021-08-20 5571 8 129 0
2021-08-19 5563 29 129 0
2021-08-18 5534 19 129 0
2021-08-17 5515 30 129 0
2021-08-16 5485 5 129 0
2021-08-15 5480 16 129 0
2021-08-14 5464 27 129 0
2021-08-13 5437 10 129 0
2021-08-12 5427 9 129 1
2021-08-11 5418 20 128 0
2021-08-10 5398 16 128 0
2021-08-09 5382 11 128 0
2021-08-08 5371 7 128 0
2021-08-07 5364 19 128 0
2021-08-06 5345 8 128 0
2021-08-05 5337 22 128 0
2021-08-04 5315 12 128 0
2021-08-03 5303 9 128 0
2021-08-02 5294 2 128 0
2021-08-01 5292 3 128 0
2021-07-31 5289 4 128 0
2021-07-30 5285 9 128 0
2021-07-29 5276 7 128 0
2021-07-28 5269 5 128 0
2021-07-27 5264 8 128 0
2021-07-26 5256 5 128 0
2021-07-25 5251 2 128 0
2021-07-24 5249 6 128 0
2021-07-23 5243 8 128 0
2021-07-22 5235 1 128 0
2021-07-21 5234 4 128 0
2021-07-20 5230 3 128 0
2021-07-18 5227 1 128 0
2021-07-16 5226 4 128 0
2021-07-15 5222 4 128 0
2021-07-14 5218 5 128 0
2021-07-13 5213 2 128 0
2021-07-09 5211 2 128 0
2021-07-08 5209 2 128 0
2021-07-07 5207 1 128 0
2021-07-03 5206 3 128 0
2021-07-02 5203 1 128 0
2021-06-28 5202 1 128 0
2021-06-26 5201 3 128 0
2021-06-24 5198 1 128 0
2021-06-22 5197 2 128 0
2021-06-21 5195 1 128 0
2021-06-19 5194 2 128 0
2021-06-18 5192 6 128 1
2021-06-17 5186 2 127 0
2021-06-16 5184 2 127 0
2021-06-15 5182 2 127 0
2021-06-13 5180 1 127 0
2021-06-12 5179 6 127 0
2021-06-11 5173 2 127 0
2021-06-10 5171 3 127 0
2021-06-09 5168 2 127 0
2021-06-08 5166 4 127 0
2021-06-07 5162 2 127 0
2021-06-06 5160 5 127 0
2021-06-05 5155 3 127 0
2021-06-04 5152 2 127 0
2021-06-03 5150 4 127 0
2021-06-02 5146 4 127 0
2021-06-01 5142 4 127 0
2021-05-31 5138 2 127 0
2021-05-30 5136 2 127 0
2021-05-29 5134 7 127 0
2021-05-28 5127 8 127 0
2021-05-27 5119 11 127 0
2021-05-26 5108 17 127 0
2021-05-25 5091 6 127 0
2021-05-24 5085 1 127 0
2021-05-23 5084 1 127 0
2021-05-22 5083 14 127 0
2021-05-21 5069 11 127 0
2021-05-20 5058 11 127 0
2021-05-19 5047 9 127 0
2021-05-18 5038 16 127 0
2021-05-17 5022 4 127 0
2021-05-16 5018 9 127 0
2021-05-15 5009 9 127 0
2021-05-14 5000 7 127 0
2021-05-13 4993 17 127 0
2021-05-12 4976 23 127 0
2021-05-11 4953 35 127 1
2021-05-10 4918 21 126 0
2021-05-09 4897 17 126 0
2021-05-08 4880 35 126 0
2021-05-07 4845 22 126 0
2021-05-06 4823 5 126 0
2021-05-05 4818 22 126 0
2021-05-04 4796 30 126 0
2021-05-03 4766 16 126 0
2021-05-02 4750 2 126 0
2021-05-01 4748 21 126 0
2021-04-30 4727 34 126 0
2021-04-29 4693 20 126 0
2021-04-28 4673 39 126 0
2021-04-27 4634 26 126 0
2021-04-26 4608 11 126 0
2021-04-25 4597 5 126 0
2021-04-24 4592 25 126 1
2021-04-23 4567 21 125 0
2021-04-22 4546 30 125 0
2021-04-21 4516 35 125 0
2021-04-20 4481 44 125 0
2021-04-19 4437 11 125 0
2021-04-18 4426 21 125 0
2021-04-17 4405 37 125 0
2021-04-16 4368 31 125 0
2021-04-15 4337 36 125 0
2021-04-14 4301 53 125 0
2021-04-13 4248 62 125 0
2021-04-12 4186 15 125 0
2021-04-11 4171 18 125 0
2021-04-10 4153 70 125 0
2021-04-09 4083 46 125 0
2021-04-08 4037 53 125 0
2021-04-07 3984 48 125 1
2021-04-06 3936 17 124 0
2021-04-05 3919 10 124 1
2021-04-04 3909 18 123 0
2021-04-03 3891 33 123 0
2021-04-02 3858 34 123 1
2021-04-01 3824 27 122 0
2021-03-31 3797 35 122 0
2021-03-30 3762 46 122 0
2021-03-29 3716 28 122 0
2021-03-27 3688 15 122 0
2021-03-26 3673 46 122 0
2021-03-25 3627 41 122 0
2021-03-24 3586 19 122 0
2021-03-23 3567 28 122 0
2021-03-22 3539 15 122 0
2021-03-20 3524 22 122 0
2021-03-19 3502 20 122 0
2021-03-18 3482 27 122 0
2021-03-17 3455 26 122 0
2021-03-16 3429 34 122 2
2021-03-15 3395 15 120 0
2021-03-13 3380 26 120 1
2021-03-12 3354 32 119 1
2021-03-11 3322 25 118 1
2021-03-10 3297 20 117 0
2021-03-09 3277 40 117 0
2021-03-08 3237 8 117 0
2021-03-06 3229 23 117 0
2021-03-05 3206 27 117 0
2021-03-04 3179 22 117 2
2021-03-03 3157 23 115 2
2021-03-02 3134 28 113 2
2021-03-01 3106 7 111 3
2021-02-27 3099 13 108 0
2021-02-26 3086 24 108 0
2021-02-25 3062 21 108 3
2021-02-24 3041 26 105 3
2021-02-23 3015 31 102 4
2021-02-22 2984 11 98 1
2021-02-21 2973 1 97 1
2021-02-20 2972 17 96 1
2021-02-19 2955 26 95 1
2021-02-18 2929 19 94 1
2021-02-17 2910 26 93 1
2021-02-16 2884 35 92 2
2021-02-15 2849 5 90 0
2021-02-14 2844 29 90 2
2021-02-12 2815 15 88 1
2021-02-11 2800 24 87 1
2021-02-10 2776 29 86 5
2021-02-09 2747 33 81 0
2021-02-08 2714 12 81 3
2021-02-07 2702 6 78 0
2021-02-06 2696 37 78 1
2021-02-05 2659 32 77 2
2021-02-04 2627 28 75 2
2021-02-03 2599 50 73 4
2021-02-02 2549 29 69 0
2021-02-01 2520 4 69 0
2021-01-31 2516 4 69 0
2021-01-30 2512 22 69 1
2021-01-29 2490 27 68 1
2021-01-28 2463 19 67 2
2021-01-27 2444 27 65 0
2021-01-26 2417 29 65 0
2021-01-25 2388 6 65 1
2021-01-24 2382 2 64 1
2021-01-23 2380 47 63 1
2021-01-22 2333 30 62 3
2021-01-21 2303 25 59 0
2021-01-20 2278 28 59 1
2021-01-19 2250 41 58 0
2021-01-18 2209 11 58 0
2021-01-17 2198 4 58 0
2021-01-16 2194 28 58 1
2021-01-15 2166 14 57 0
2021-01-14 2152 17 57 1
2021-01-13 2135 20 56 0
2021-01-12 2115 42 56 3
2021-01-11 2073 25 53 1
2021-01-10 2048 2 52 0
2021-01-09 2046 33 52 0
2021-01-08 2013 22 52 0
2021-01-07 1991 38 52 1
2021-01-06 1953 51 51 1
2021-01-05 1902 56 50 1
2021-01-04 1846 33 49 4
2021-01-03 1813 28 45 4
2021-01-02 1785 4 41 1
2021-01-01 1781 6 40 0
2020-12-31 1775 38 40 0
2020-12-30 1737 30 40 1
2020-12-29 1707 54 39 1
2020-12-28 1653 29 38 5
2020-12-27 1624 2 33 0
2020-12-26 1622 20 33 1
2020-12-25 1602 12 32 0
2020-12-24 1590 29 32 0
2020-12-23 1561 41 32 2
2020-12-22 1520 28 30 2
2020-12-21 1492 10 28 0
2020-12-20 1482 9 28 0
2020-12-19 1473 18 28 0
2020-12-18 1455 24 28 0
2020-12-17 1431 29 28 0
2020-12-16 1402 40 28 0
2020-12-15 1362 37 28 0
2020-12-14 1325 9 28 0
2020-12-13 1316 7 28 0
2020-12-12 1309 28 28 0
2020-12-11 1281 14 28 0
2020-12-10 1267 22 28 0
2020-12-09 1245 24 28 0
2020-12-08 1221 40 28 2
2020-12-07 1181 6 26 0
2020-12-06 1175 10 26 0
2020-12-05 1165 20 26 0
2020-12-04 1145 19 26 0
2020-12-03 1126 15 26 0
2020-12-02 1111 38 26 1
2020-12-01 1073 17 25 0
2020-11-30 1056 6 25 0
2020-11-29 1050 8 25 0
2020-11-28 1042 12 25 0
2020-11-27 1030 23 25 0
2020-11-26 1007 28 25 1
2020-11-25 979 19 24 0
2020-11-24 960 16 24 0
2020-11-23 944 11 24 0
2020-11-21 933 17 24 0
2020-11-20 916 18 24 0
2020-11-19 898 21 24 0
2020-11-18 877 16 24 0
2020-11-17 861 25 24 0
2020-11-16 836 1 24 0
2020-11-15 835 5 24 0
2020-11-14 830 11 24 0
2020-11-13 819 16 24 0
2020-11-12 803 21 24 0
2020-11-11 782 25 24 1
2020-11-10 757 14 23 0
2020-11-09 743 9 23 0
2020-11-08 734 7 23 0
2020-11-07 727 35 23 0
2020-11-06 692 11 23 0
2020-11-05 681 21 23 0
2020-11-04 660 16 23 1
2020-11-03 644 16 22 0
2020-11-02 628 13 22 0
2020-11-01 615 2 22 0
2020-10-31 613 19 22 1
2020-10-30 594 16 21 0
2020-10-29 578 22 21 0
2020-10-28 556 23 21 0
2020-10-27 533 34 21 0
2020-10-26 499 5 21 0
2020-10-25 494 2 21 0
2020-10-24 492 26 21 0
2020-10-23 466 11 21 0
2020-10-22 455 17 21 1
2020-10-21 438 14 20 0
2020-10-20 424 12 20 1
2020-10-19 412 14 19 0
2020-10-16 398 6 19 0
2020-10-15 392 2 19 0
2020-10-14 390 1 19 0
2020-10-13 389 9 19 0
2020-10-12 380 5 19 1
2020-10-09 375 2 18 0
2020-10-08 373 4 18 0
2020-10-07 369 2 18 0
2020-10-05 367 5 18 0
2020-10-02 362 2 18 0
2020-09-29 360 1 18 0
2020-09-28 359 4 18 0
2020-09-25 355 4 18 0
2020-09-24 351 1 18 0
2020-09-23 350 2 18 0
2020-09-22 348 3 18 0
2020-09-21 345 2 18 0
2020-09-19 343 2 18 0
2020-09-18 341 3 18 0
2020-09-17 338 1 18 0
2020-09-16 337 6 18 0
2020-09-15 331 3 18 0
2020-09-14 328 4 18 0
2020-09-12 324 1 18 0
2020-09-11 323 1 18 0
2020-09-10 322 1 18 0
2020-09-09 321 1 18 0
2020-09-07 320 1 18 0
2020-09-04 319 1 18 0
2020-09-02 318 3 18 0
2020-09-01 315 4 18 0
2020-08-31 311 4 18 0
2020-08-28 307 1 18 0
2020-08-27 306 2 18 0
2020-08-26 304 4 18 0
2020-08-25 300 4 18 0
2020-08-24 296 2 18 0
2020-08-21 294 1 18 0
2020-08-14 293 2 18 0
2020-08-12 291 1 18 0
2020-08-11 290 1 18 0
2020-08-06 289 4 18 0
2020-08-05 285 3 18 0
2020-08-04 282 2 18 0
2020-07-29 280 3 18 0
2020-07-28 277 2 18 0
2020-07-27 275 1 18 0
2020-07-23 274 1 18 0
2020-07-22 273 1 18 0
2020-07-21 272 1 18 0
2020-07-15 271 2 18 0
2020-06-30 269 1 18 0
2020-06-25 268 1 18 1
2020-06-24 267 1 17 0
2020-06-18 266 1 17 0
2020-06-02 265 1 17 0
2020-05-13 264 1 17 0
2020-05-11 263 1 17 1
2020-05-07 262 1 16 0
2020-05-06 261 1 16 0
2020-04-30 260 1 16 1
2020-04-28 259 1 15 0
2020-04-27 258 2 15 1
2020-04-25 256 3 14 0
2020-04-24 253 1 14 0
2020-04-23 252 5 14 0
2020-04-22 247 12 14 3
2020-04-21 235 1 11 0
2020-04-20 234 5 11 3
2020-04-18 229 3 8 0
2020-04-17 226 3 8 1
2020-04-16 223 10 7 0
2020-04-15 213 8 7 0
2020-04-14 205 1 7 0
2020-04-13 204 6 7 0
2020-04-11 198 14 7 2
2020-04-09 184 7 5 0
2020-04-08 177 4 5 0
2020-04-07 173 10 5 0
2020-04-06 163 7 5 0
2020-04-04 156 8 5 0
2020-04-03 148 11 5 0
2020-04-02 137 21 5 1
2020-04-01 116 3 4 0
2020-03-31 113 20 4 1
2020-03-30 93 12 3 1
2020-03-27 81 10 2 0
2020-03-26 71 12 2 0
2020-03-25 59 7 2 0
2020-03-24 52 5 2 0
2020-03-23 47 7 2 0
2020-03-22 40 4 2 0
2020-03-21 36 12 2 0
2020-03-19 24 3 2 0
2020-03-18 21 4 2 1
2020-03-17 17 4 1 0
2020-03-16 13 3 1 0
2020-03-13 10 4 1 0
2020-03-12 6 1 1 1
2020-03-11 5 2 0 0
2020-03-10 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: 0:03:07.979340