Germany: LK Kaiserslautern (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 15:04:20 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Kaiserslautern", weeks=5);
2023-03-07T15:04:33.022656 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 150 150 200 200 250 250 7-day incidence rate (per 100K people) 125.4 LK Kaiserslautern, 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 0.2 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 Kaiserslautern cases daily growth factor Germany-LK Kaiserslautern cases daily growth factor (rolling mean) Germany-LK Kaiserslautern estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 2 2 4 4 6 6 R & growth factor (based on deaths) Germany-LK Kaiserslautern deaths daily growth factor Germany-LK Kaiserslautern deaths daily growth factor (rolling mean) Germany-LK Kaiserslautern estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 1000 2000 3000 cases doubling time [days] Germany-LK Kaiserslautern doubling time cases (rolling mean) 0.0 21.4 42.7 64.1 85.5 daily change Germany-LK Kaiserslautern new cases (rolling 7d mean) Germany-LK Kaiserslautern new cases 0.000 0.214 0.427 0.641 0.855 daily change Germany-LK Kaiserslautern new deaths (rolling 7d mean) Germany-LK Kaiserslautern new deaths 0.000 0.284 0.567 0.851
In [4]:
overview(country="Germany", subregion="LK Kaiserslautern");
2023-03-07T15:04:47.569737 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 3000 3000 7-day incidence rate (per 100K people) 125.4 LK Kaiserslautern, 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 2 4 6 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 Kaiserslautern cases daily growth factor Germany-LK Kaiserslautern cases daily growth factor (rolling mean) Germany-LK Kaiserslautern 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 R & growth factor (based on deaths) Germany-LK Kaiserslautern deaths daily growth factor Germany-LK Kaiserslautern deaths daily growth factor (rolling mean) Germany-LK Kaiserslautern estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2000 4000 cases doubling time [days] Germany-LK Kaiserslautern doubling time cases (rolling mean) Germany-LK Kaiserslautern doubling time deaths (rolling mean) 0.0 213.7 427.4 641.1 daily change Germany-LK Kaiserslautern new cases (rolling 7d mean) Germany-LK Kaiserslautern new cases 0.000 2.137 4.274 6.411 daily change Germany-LK Kaiserslautern new deaths (rolling 7d mean) Germany-LK Kaiserslautern new deaths 0.0 78.5 157.1 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Kaiserslautern", dates="2020-03-15:");
2023-03-07T15:07:11.474944 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 Kaiserslautern LK Kaiserslautern 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 Kaiserslautern Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Kaiserslautern")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Kaiserslautern")
print(f'Population of country="Germany", subregion="LK Kaiserslautern": {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 Kaiserslautern": 106853 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 58735 16 221 0
2023-03-03 58719 8 221 0
2023-03-02 58711 17 221 0
2023-03-01 58694 44 221 1
2023-02-28 58650 49 220 0
2023-02-27 58601 92 220 1
2023-02-24 58509 37 219 0
2023-02-23 58472 45 219 0
2023-02-22 58427 66 219 0
2023-02-21 58361 43 219 0
2023-02-20 58318 46 219 0
2023-02-17 58272 27 219 0
2023-02-16 58245 45 219 0
2023-02-15 58200 28 219 0
2023-02-14 58172 24 219 0
2023-02-13 58148 31 219 1
2023-02-10 58117 31 218 0
2023-02-09 58086 48 218 0
2023-02-08 58038 39 218 0
2023-02-07 57999 22 218 0
2023-02-06 57977 35 218 0
2023-02-03 57942 17 218 0
2023-02-02 57925 22 218 0
2023-02-01 57903 38 218 0
2023-01-31 57865 46 218 0
2023-01-30 57819 26 218 0
2023-01-27 57793 29 218 1
2023-01-26 57764 31 217 0
2023-01-25 57733 21 217 0
2023-01-24 57712 19 217 0
2023-01-23 57693 41 217 1
2023-01-20 57652 17 216 0
2023-01-19 57635 21 216 0
2023-01-18 57614 27 216 0
2023-01-17 57587 18 216 0
2023-01-16 57569 41 216 0
2023-01-13 57528 30 216 0
2023-01-12 57498 17 216 0
2023-01-11 57481 23 216 0
2023-01-10 57458 32 216 1
2023-01-09 57426 42 215 0
2023-01-06 57384 14 215 1
2023-01-05 57370 45 214 0
2023-01-04 57325 39 214 0
2023-01-03 57286 128 214 1
2023-01-02 57158 278 213 2
2022-12-23 56880 64 211 0
2022-12-22 56816 52 211 0
2022-12-21 56764 49 211 0
2022-12-20 56715 45 211 0
2022-12-19 56670 68 211 1
2022-12-16 56602 40 210 0
2022-12-15 56562 68 210 1
2022-12-14 56494 69 209 0
2022-12-13 56425 39 209 0
2022-12-12 56386 47 209 1
2022-12-09 56339 20 208 0
2022-12-08 56319 30 208 1
2022-12-07 56289 36 207 0
2022-12-06 56253 55 207 0
2022-12-05 56198 41 207 0
2022-12-02 56157 20 207 0
2022-12-01 56137 30 207 0
2022-11-30 56107 28 207 0
2022-11-29 56079 37 207 0
2022-11-28 56042 47 207 0
2022-11-25 55995 18 207 1
2022-11-24 55977 29 206 0
2022-11-23 55948 37 206 0
2022-11-22 55911 67 206 0
2022-11-21 55844 68 206 0
2022-11-18 55776 31 206 0
2022-11-17 55745 46 206 0
2022-11-16 55699 60 206 0
2022-11-15 55639 106 206 0
2022-11-14 55533 78 206 0
2022-11-10 55455 55 206 0
2022-11-09 55400 40 206 0
2022-11-08 55360 74 206 0
2022-11-07 55286 75 206 1
2022-11-04 55211 30 205 0
2022-11-03 55181 92 205 1
2022-11-02 55089 128 204 0
2022-10-31 54961 80 204 0
2022-10-28 54881 65 204 0
2022-10-27 54816 100 204 0
2022-10-26 54716 139 204 0
2022-10-25 54577 148 204 0
2022-10-24 54429 224 204 0
2022-10-21 54205 119 204 0
2022-10-20 54086 144 204 1
2022-10-19 53942 215 203 1
2022-10-18 53727 251 202 2
2022-10-17 53476 321 200 1
2022-10-14 53155 189 199 1
2022-10-13 52966 259 198 0
2022-10-12 52707 441 198 2
2022-10-11 52266 187 196 2
2022-10-10 52079 521 194 0
2022-10-07 51558 275 194 0
2022-10-06 51283 326 194 1
2022-10-05 50957 421 193 0
2022-10-04 50536 358 193 3
2022-09-30 50178 182 190 1
2022-09-29 49996 214 189 0
2022-09-28 49782 221 189 0
2022-09-27 49561 242 189 1
2022-09-26 49319 229 188 0
2022-09-23 49090 108 188 0
2022-09-22 48982 150 188 0
2022-09-21 48832 139 188 0
2022-09-20 48693 191 188 0
2022-09-19 48502 177 188 1
2022-09-16 48325 49 187 0
2022-09-15 48276 119 187 0
2022-09-14 48157 118 187 0
2022-09-13 48039 136 187 1
2022-09-12 47903 126 186 0
2022-09-09 47777 36 186 1
2022-09-08 47741 91 185 0
2022-09-07 47650 57 185 0
2022-09-06 47593 99 185 0
2022-09-05 47494 72 185 0
2022-09-02 47422 52 185 0
2022-09-01 47370 39 185 0
2022-08-31 47331 55 185 0
2022-08-30 47276 77 185 0
2022-08-29 47199 104 185 0
2022-08-26 47095 42 185 0
2022-08-25 47053 54 185 1
2022-08-24 46999 55 184 0
2022-08-23 46944 118 184 0
2022-08-22 46826 88 184 0
2022-08-19 46738 71 184 0
2022-08-18 46667 109 184 2
2022-08-17 46558 108 182 1
2022-08-16 46450 91 181 1
2022-08-15 46359 111 180 0
2022-08-12 46248 64 180 0
2022-08-11 46184 132 180 0
2022-08-10 46052 99 180 0
2022-08-09 45953 141 180 0
2022-08-08 45812 175 180 2
2022-08-05 45637 97 178 0
2022-08-04 45540 141 178 0
2022-08-03 45399 183 178 0
2022-08-02 45216 125 178 0
2022-08-01 45091 226 178 1
2022-07-29 44865 173 177 0
2022-07-28 44692 252 177 0
2022-07-27 44440 120 177 0
2022-07-26 44320 287 177 1
2022-07-25 44033 307 176 1
2022-07-22 43726 171 175 0
2022-07-21 43555 241 175 0
2022-07-20 43314 236 175 1
2022-07-19 43078 208 174 3
2022-07-18 42870 406 171 0
2022-07-15 42464 152 171 0
2022-07-14 42312 260 171 1
2022-07-13 42052 239 170 0
2022-07-12 41813 204 170 0
2022-07-11 41609 345 170 1
2022-07-08 41264 201 169 1
2022-07-07 41063 158 168 1
2022-07-06 40905 185 167 0
2022-07-05 40720 177 167 1
2022-07-04 40543 144 166 1
2022-07-01 40399 166 165 0
2022-06-30 40233 140 165 0
2022-06-29 40093 199 165 0
2022-06-28 39894 175 165 1
2022-06-27 39719 168 164 0
2022-06-24 39551 140 164 0
2022-06-23 39411 181 164 0
2022-06-22 39230 156 164 0
2022-06-21 39074 129 164 0
2022-06-20 38945 194 164 0
2022-06-17 38751 127 164 0
2022-06-15 38624 155 164 0
2022-06-14 38469 153 164 1
2022-06-13 38316 175 163 2
2022-06-10 38141 68 161 0
2022-06-09 38073 166 161 0
2022-06-08 37907 142 161 0
2022-06-07 37765 176 161 1
2022-06-03 37589 77 160 0
2022-06-02 37512 95 160 0
2022-06-01 37417 78 160 0
2022-05-31 37339 86 160 0
2022-05-30 37253 75 160 0
2022-05-27 37178 40 160 0
2022-05-25 37138 49 160 0
2022-05-24 37089 83 160 0
2022-05-23 37006 75 160 0
2022-05-20 36931 51 160 0
2022-05-19 36880 63 160 0
2022-05-18 36817 87 160 0
2022-05-17 36730 139 160 0
2022-05-16 36591 176 160 0
2022-05-13 36415 115 160 2
2022-05-12 36300 123 158 0
2022-05-11 36177 234 158 1
2022-05-10 35943 85 157 0
2022-05-09 35858 261 157 0
2022-05-06 35597 104 157 1
2022-05-05 35493 183 156 0
2022-05-04 35310 239 156 0
2022-05-03 35071 147 156 1
2022-05-02 34924 238 155 0
2022-04-29 34686 133 155 0
2022-04-28 34553 211 155 0
2022-04-27 34342 272 155 0
2022-04-26 34070 400 155 0
2022-04-25 33670 337 155 0
2022-04-23 33333 1 155 0
2022-04-22 33332 242 155 0
2022-04-21 33090 284 155 1
2022-04-20 32806 455 154 0
2022-04-19 32351 348 154 0
2022-04-14 32003 335 154 1
2022-04-13 31668 451 153 0
2022-04-12 31217 509 153 0
2022-04-11 30708 330 153 0
2022-04-08 30378 297 153 0
2022-04-07 30081 276 153 0
2022-04-06 29805 510 153 1
2022-04-05 29295 562 152 1
2022-04-04 28733 492 151 0
2022-04-01 28241 364 151 1
2022-03-31 27877 509 150 2
2022-03-30 27368 580 148 1
2022-03-29 26788 654 147 0
2022-03-28 26134 510 147 0
2022-03-25 25624 602 147 1
2022-03-24 25022 631 146 0
2022-03-23 24391 679 146 3
2022-03-22 23712 532 143 0
2022-03-21 23180 461 143 1
2022-03-18 22719 480 142 0
2022-03-17 22239 567 142 0
2022-03-16 21672 318 142 0
2022-03-15 21354 452 142 1
2022-03-14 20902 322 141 1
2022-03-11 20580 379 140 1
2022-03-10 20201 415 139 1
2022-03-09 19786 312 138 1
2022-03-08 19474 366 137 0
2022-03-07 19108 354 137 5
2022-03-04 18754 280 132 1
2022-03-03 18474 222 131 2
2022-03-02 18252 291 129 0
2022-03-01 17961 366 129 1
2022-02-28 17595 307 128 1
2022-02-25 17288 234 127 0
2022-02-24 17054 230 127 0
2022-02-23 16824 383 127 0
2022-02-22 16441 288 127 1
2022-02-21 16153 304 126 1
2022-02-18 15849 166 125 0
2022-02-17 15683 272 125 2
2022-02-16 15411 325 123 1
2022-02-15 15086 254 122 0
2022-02-14 14832 364 122 2
2022-02-11 14468 259 120 1
2022-02-10 14209 261 119 2
2022-02-09 13948 274 117 2
2022-02-08 13674 385 115 2
2022-02-07 13289 466 113 0
2022-02-04 12823 278 113 0
2022-02-03 12545 361 113 0
2022-02-02 12184 351 113 3
2022-02-01 11833 449 110 2
2022-01-31 11384 319 108 0
2022-01-28 11065 227 108 0
2022-01-27 10838 328 108 0
2022-01-26 10510 254 108 0
2022-01-25 10256 193 108 0
2022-01-24 10063 137 108 1
2022-01-23 9926 17 107 0
2022-01-21 9909 207 107 0
2022-01-20 9702 176 107 0
2022-01-19 9526 172 107 0
2022-01-18 9354 176 107 0
2022-01-17 9178 206 107 0
2022-01-14 8972 104 107 0
2022-01-13 8868 123 107 0
2022-01-12 8745 82 107 0
2022-01-11 8663 116 107 0
2022-01-10 8547 132 107 0
2022-01-09 8415 43 107 0
2022-01-07 8372 91 107 0
2022-01-06 8281 115 107 0
2022-01-05 8166 149 107 0
2022-01-04 8017 126 107 0
2022-01-03 7891 100 107 0
2021-12-31 7791 46 107 0
2021-12-30 7745 63 107 0
2021-12-29 7682 89 107 0
2021-12-28 7593 60 107 0
2021-12-27 7533 40 107 0
2021-12-24 7493 43 107 0
2021-12-23 7450 37 107 0
2021-12-22 7413 60 107 0
2021-12-21 7353 41 107 1
2021-12-20 7312 87 106 1
2021-12-17 7225 38 105 0
2021-12-16 7187 72 105 1
2021-12-15 7115 113 104 0
2021-12-14 7002 107 104 2
2021-12-13 6895 79 102 1
2021-12-11 6816 1 101 0
2021-12-10 6815 94 101 0
2021-12-09 6721 75 101 2
2021-12-08 6646 119 99 1
2021-12-07 6527 54 98 1
2021-12-06 6473 116 97 1
2021-12-03 6357 79 96 0
2021-12-02 6278 94 96 0
2021-12-01 6184 89 96 0
2021-11-30 6095 92 96 0
2021-11-29 6003 121 96 3
2021-11-26 5882 58 93 0
2021-11-25 5824 48 93 0
2021-11-24 5776 73 93 0
2021-11-23 5703 67 93 0
2021-11-22 5636 63 93 1
2021-11-19 5573 54 92 0
2021-11-18 5519 68 92 0
2021-11-17 5451 47 92 0
2021-11-16 5404 48 92 0
2021-11-15 5356 40 92 0
2021-11-12 5316 28 92 0
2021-11-11 5288 23 92 1
2021-11-10 5265 40 91 0
2021-11-09 5225 38 91 2
2021-11-08 5187 48 89 0
2021-11-05 5139 33 89 1
2021-11-04 5106 36 88 0
2021-11-03 5070 46 88 0
2021-11-02 5024 50 88 0
2021-10-29 4974 19 88 0
2021-10-28 4955 60 88 0
2021-10-27 4895 30 88 0
2021-10-26 4865 33 88 0
2021-10-25 4832 32 88 0
2021-10-22 4800 9 88 0
2021-10-21 4791 19 88 0
2021-10-20 4772 13 88 0
2021-10-19 4759 20 88 0
2021-10-18 4739 16 88 1
2021-10-15 4723 8 87 0
2021-10-14 4715 8 87 0
2021-10-13 4707 12 87 0
2021-10-12 4695 23 87 0
2021-10-11 4672 20 87 0
2021-10-08 4652 18 87 0
2021-10-07 4634 21 87 0
2021-10-06 4613 12 87 0
2021-10-05 4601 17 87 0
2021-10-04 4584 13 87 0
2021-10-01 4571 6 87 0
2021-09-30 4565 20 87 0
2021-09-29 4545 16 87 0
2021-09-28 4529 10 87 0
2021-09-27 4519 22 87 0
2021-09-24 4497 21 87 0
2021-09-23 4476 19 87 0
2021-09-22 4457 14 87 1
2021-09-21 4443 38 86 1
2021-09-20 4405 22 85 0
2021-09-17 4383 14 85 0
2021-09-16 4369 11 85 0
2021-09-15 4358 18 85 0
2021-09-14 4340 16 85 0
2021-09-13 4324 26 85 1
2021-09-10 4298 22 84 0
2021-09-09 4276 19 84 0
2021-09-08 4257 14 84 0
2021-09-07 4243 19 84 0
2021-09-06 4224 19 84 0
2021-09-03 4205 10 84 0
2021-09-02 4195 18 84 0
2021-09-01 4177 11 84 0
2021-08-31 4166 18 84 0
2021-08-30 4148 9 84 0
2021-08-27 4139 7 84 0
2021-08-26 4132 6 84 0
2021-08-25 4126 12 84 0
2021-08-24 4114 8 84 0
2021-08-23 4106 19 84 0
2021-08-20 4087 12 84 0
2021-08-19 4075 4 84 0
2021-08-18 4071 10 84 0
2021-08-17 4061 9 84 0
2021-08-16 4052 18 84 0
2021-08-14 4034 1 84 0
2021-08-13 4033 6 84 0
2021-08-12 4027 11 84 0
2021-08-11 4016 14 84 0
2021-08-10 4002 8 84 0
2021-08-09 3994 16 84 0
2021-08-06 3978 7 84 0
2021-08-04 3971 11 84 0
2021-08-03 3960 5 84 0
2021-08-02 3955 4 84 0
2021-07-30 3951 7 84 0
2021-07-29 3944 8 84 0
2021-07-28 3936 1 84 0
2021-07-27 3935 3 84 0
2021-07-26 3932 7 84 0
2021-07-23 3925 5 84 0
2021-07-22 3920 6 84 0
2021-07-21 3914 3 84 0
2021-07-20 3911 4 84 0
2021-07-19 3907 5 84 0
2021-07-15 3902 6 84 0
2021-07-14 3896 1 84 0
2021-07-13 3895 4 84 0
2021-07-12 3891 1 84 0
2021-07-06 3890 1 84 0
2021-06-29 3889 2 84 0
2021-06-28 3887 1 84 0
2021-06-25 3886 1 84 0
2021-06-23 3885 5 84 0
2021-06-22 3880 1 84 0
2021-06-18 3879 1 84 0
2021-06-17 3878 3 84 0
2021-06-16 3875 1 84 0
2021-06-15 3874 1 84 0
2021-06-14 3873 2 84 0
2021-06-11 3871 1 84 0
2021-06-10 3870 5 84 0
2021-06-09 3865 2 84 0
2021-06-08 3863 3 84 0
2021-06-07 3860 1 84 0
2021-06-04 3859 5 84 0
2021-06-02 3854 10 84 1
2021-06-01 3844 2 83 0
2021-05-31 3842 2 83 0
2021-05-29 3840 10 83 0
2021-05-28 3830 1 83 0
2021-05-27 3829 5 83 0
2021-05-26 3824 10 83 0
2021-05-25 3814 13 83 0
2021-05-22 3801 7 83 0
2021-05-21 3794 8 83 1
2021-05-20 3786 12 82 0
2021-05-19 3774 16 82 0
2021-05-18 3758 15 82 0
2021-05-17 3743 2 82 0
2021-05-15 3741 13 82 0
2021-05-14 3728 14 82 0
2021-05-12 3714 35 82 0
2021-05-11 3679 19 82 0
2021-05-10 3660 8 82 0
2021-05-08 3652 39 82 0
2021-05-07 3613 9 82 0
2021-05-06 3604 19 82 0
2021-05-05 3585 25 82 0
2021-05-04 3560 10 82 0
2021-05-03 3550 22 82 0
2021-05-01 3528 20 82 0
2021-04-30 3508 22 82 0
2021-04-29 3486 28 82 0
2021-04-28 3458 48 82 0
2021-04-27 3410 22 82 0
2021-04-26 3388 22 82 0
2021-04-24 3366 20 82 0
2021-04-23 3346 27 82 2
2021-04-22 3319 22 80 1
2021-04-21 3297 19 79 1
2021-04-20 3278 20 78 0
2021-04-19 3258 11 78 0
2021-04-17 3247 31 78 0
2021-04-16 3216 24 78 0
2021-04-15 3192 28 78 1
2021-04-14 3164 31 77 0
2021-04-13 3133 27 77 0
2021-04-12 3106 29 77 0
2021-04-10 3077 15 77 1
2021-04-09 3062 9 76 0
2021-04-08 3053 34 76 0
2021-04-07 3019 22 76 0
2021-04-06 2997 11 76 1
2021-04-05 2986 9 75 2
2021-04-03 2977 27 73 0
2021-04-01 2950 18 73 0
2021-03-31 2932 15 73 0
2021-03-30 2917 11 73 1
2021-03-29 2906 9 72 0
2021-03-27 2897 12 72 0
2021-03-26 2885 20 72 0
2021-03-25 2865 9 72 0
2021-03-24 2856 18 72 1
2021-03-23 2838 12 71 1
2021-03-22 2826 20 70 1
2021-03-20 2806 8 69 0
2021-03-19 2798 11 69 0
2021-03-18 2787 3 69 0
2021-03-17 2784 10 69 0
2021-03-16 2774 10 69 0
2021-03-15 2764 1 69 0
2021-03-13 2763 3 69 0
2021-03-12 2760 3 69 0
2021-03-11 2757 5 69 0
2021-03-10 2752 4 69 0
2021-03-08 2748 1 69 0
2021-03-06 2747 6 69 0
2021-03-05 2741 3 69 0
2021-03-04 2738 7 69 0
2021-03-03 2731 4 69 0
2021-03-01 2727 1 69 0
2021-02-27 2726 5 69 0
2021-02-26 2721 2 69 0
2021-02-25 2719 5 69 0
2021-02-24 2714 6 69 0
2021-02-23 2708 3 69 1
2021-02-22 2705 11 68 0
2021-02-20 2694 6 68 0
2021-02-19 2688 2 68 0
2021-02-18 2686 4 68 0
2021-02-17 2682 7 68 0
2021-02-15 2675 2 68 1
2021-02-12 2673 10 67 0
2021-02-11 2663 3 67 0
2021-02-10 2660 3 67 0
2021-02-09 2657 3 67 0
2021-02-08 2654 16 67 0
2021-02-06 2638 10 67 0
2021-02-05 2628 12 67 0
2021-02-04 2616 26 67 0
2021-02-03 2590 15 67 0
2021-02-02 2575 29 67 4
2021-02-01 2546 16 63 1
2021-01-30 2530 17 62 2
2021-01-29 2513 23 60 2
2021-01-28 2490 15 58 3
2021-01-27 2475 16 55 0
2021-01-26 2459 15 55 0
2021-01-25 2444 12 55 0
2021-01-23 2432 21 55 0
2021-01-22 2411 12 55 0
2021-01-21 2399 29 55 0
2021-01-20 2370 19 55 0
2021-01-19 2351 12 55 0
2021-01-18 2339 24 55 0
2021-01-16 2315 8 55 0
2021-01-15 2307 17 55 3
2021-01-14 2290 27 52 0
2021-01-13 2263 18 52 0
2021-01-12 2245 11 52 1
2021-01-11 2234 39 51 0
2021-01-09 2195 19 51 1
2021-01-08 2176 26 50 0
2021-01-07 2150 36 50 1
2021-01-06 2114 29 49 0
2021-01-05 2085 42 49 1
2021-01-04 2043 38 48 1
2020-12-31 2005 29 47 0
2020-12-30 1976 30 47 1
2020-12-29 1946 37 46 3
2020-12-28 1909 16 43 0
2020-12-24 1893 35 43 1
2020-12-23 1858 20 42 0
2020-12-22 1838 31 42 0
2020-12-21 1807 30 42 0
2020-12-19 1777 15 42 0
2020-12-18 1762 16 42 0
2020-12-17 1746 46 42 0
2020-12-16 1700 15 42 1
2020-12-15 1685 13 41 2
2020-12-14 1672 28 39 1
2020-12-12 1644 20 38 0
2020-12-11 1624 20 38 1
2020-12-10 1604 37 37 0
2020-12-09 1567 20 37 1
2020-12-08 1547 12 36 0
2020-12-07 1535 28 36 1
2020-12-05 1507 25 35 0
2020-12-04 1482 19 35 0
2020-12-03 1463 39 35 0
2020-12-02 1424 26 35 3
2020-12-01 1398 14 32 1
2020-11-30 1384 46 31 0
2020-11-28 1338 20 31 0
2020-11-27 1318 26 31 0
2020-11-26 1292 36 31 0
2020-11-25 1256 18 31 1
2020-11-24 1238 19 30 3
2020-11-23 1219 42 27 0
2020-11-21 1177 17 27 0
2020-11-20 1160 40 27 1
2020-11-19 1120 30 26 3
2020-11-18 1090 38 23 0
2020-11-17 1052 16 23 0
2020-11-16 1036 26 23 1
2020-11-15 1010 19 22 2
2020-11-14 991 41 20 8
2020-11-13 950 63 12 0
2020-11-12 887 55 12 5
2020-11-11 832 35 7 0
2020-11-10 797 16 7 0
2020-11-09 781 34 7 0
2020-11-08 747 41 7 1
2020-11-07 706 12 6 0
2020-11-06 694 65 6 2
2020-11-05 629 22 4 0
2020-11-04 607 37 4 0
2020-11-03 570 28 4 0
2020-11-02 542 8 4 0
2020-11-01 534 34 4 1
2020-10-31 500 15 3 0
2020-10-30 485 31 3 1
2020-10-29 454 33 2 0
2020-10-28 421 21 2 0
2020-10-27 400 16 2 0
2020-10-26 384 1 2 0
2020-10-25 383 14 2 0
2020-10-24 369 9 2 0
2020-10-23 360 16 2 0
2020-10-22 344 10 2 0
2020-10-21 334 5 2 0
2020-10-20 329 3 2 0
2020-10-19 326 1 2 0
2020-10-18 325 1 2 0
2020-10-16 324 9 2 0
2020-10-15 315 6 2 0
2020-10-14 309 6 2 0
2020-10-13 303 2 2 1
2020-10-12 301 6 1 0
2020-10-11 295 1 1 0
2020-10-10 294 2 1 0
2020-10-09 292 5 1 0
2020-10-08 287 15 1 0
2020-10-07 272 18 1 0
2020-10-05 254 5 1 0
2020-10-04 249 13 1 0
2020-10-03 236 1 1 0
2020-10-02 235 5 1 0
2020-10-01 230 3 1 0
2020-09-30 227 5 1 0
2020-09-29 222 2 1 0
2020-09-28 220 3 1 0
2020-09-25 217 2 1 0
2020-09-23 215 3 1 0
2020-09-22 212 3 1 0
2020-09-21 209 2 1 0
2020-09-18 207 2 1 0
2020-09-17 205 2 1 0
2020-09-16 203 6 1 0
2020-09-14 197 2 1 0
2020-09-11 195 2 1 0
2020-09-08 193 8 1 0
2020-09-07 185 4 1 0
2020-09-04 181 2 1 0
2020-09-02 179 1 1 0
2020-09-01 178 3 1 0
2020-08-31 175 1 1 0
2020-08-28 174 7 1 0
2020-08-27 167 1 1 0
2020-08-26 166 4 1 0
2020-08-25 162 2 1 0
2020-08-24 160 5 1 0
2020-08-21 155 5 1 0
2020-08-19 150 4 1 0
2020-08-18 146 3 1 0
2020-08-17 143 3 1 0
2020-08-13 140 2 1 0
2020-08-12 138 1 1 0
2020-08-11 137 1 1 0
2020-08-10 136 3 1 0
2020-08-08 133 1 1 0
2020-08-05 132 4 1 0
2020-08-03 128 5 1 0
2020-07-29 123 1 1 0
2020-07-28 122 2 1 0
2020-07-24 120 1 1 0
2020-07-21 119 1 1 0
2020-07-20 118 4 1 0
2020-07-17 114 2 1 0
2020-07-14 112 3 1 0
2020-06-30 109 1 1 0
2020-06-29 108 1 1 0
2020-06-25 107 2 1 0
2020-06-23 105 1 1 0
2020-06-05 104 2 1 0
2020-05-20 102 1 1 0
2020-05-13 101 1 1 0
2020-05-12 100 1 1 0
2020-05-08 99 1 1 0
2020-05-07 98 1 1 0
2020-04-24 97 1 1 0
2020-04-22 96 1 1 0
2020-04-17 95 1 1 0
2020-04-16 94 2 1 0
2020-04-15 92 2 1 0
2020-04-14 90 1 1 0
2020-04-13 89 2 1 0
2020-04-11 87 1 1 0
2020-04-10 86 3 1 0
2020-04-09 83 3 1 0
2020-04-08 80 6 1 0
2020-04-07 74 3 1 0
2020-04-06 71 1 1 0
2020-04-05 70 3 1 0
2020-04-04 67 2 1 0
2020-04-03 65 1 1 0
2020-04-02 64 1 1 0
2020-04-01 63 3 1 0
2020-03-31 60 6 1 0
2020-03-28 54 4 1 0
2020-03-27 50 3 1 0
2020-03-26 47 4 1 0
2020-03-25 43 4 1 0
2020-03-24 39 8 1 0
2020-03-22 31 9 1 0
2020-03-21 22 8 1 1
2020-03-20 14 2 0 0
2020-03-18 12 1 0 0
2020-03-16 11 3 0 0
2020-03-15 8 2 0 0
2020-03-13 6 1 0 0
2020-03-12 5 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: 0:03:02.916682