Germany: LK Straubing-Bogen (Bayern)¶

  • 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 11:29:26 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Straubing-Bogen", weeks=5);
2023-03-07T11:29:40.810324 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 150 150 200 200 250 250 7-day incidence rate (per 100K people) 103.5 LK Straubing-Bogen, 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 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 R & growth factor (based on cases) Germany-LK Straubing-Bogen cases daily growth factor Germany-LK Straubing-Bogen cases daily growth factor (rolling mean) Germany-LK Straubing-Bogen estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 1 1 2 2 3 3 4 4 R & growth factor (based on deaths) Germany-LK Straubing-Bogen deaths daily growth factor Germany-LK Straubing-Bogen deaths daily growth factor (rolling mean) Germany-LK Straubing-Bogen 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 Straubing-Bogen doubling time cases (rolling mean) 0.00 20.48 40.96 61.44 daily change Germany-LK Straubing-Bogen new cases (rolling 7d mean) Germany-LK Straubing-Bogen new cases 0.000 0.205 0.410 0.614 0.819 daily change Germany-LK Straubing-Bogen new deaths (rolling 7d mean) Germany-LK Straubing-Bogen new deaths 0.000 0.262 0.523 0.785
In [4]:
overview(country="Germany", subregion="LK Straubing-Bogen");
2023-03-07T11:29:58.108320 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) 103.5 LK Straubing-Bogen, 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 0 200 400 600 800 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5 10 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 Straubing-Bogen cases daily growth factor Germany-LK Straubing-Bogen cases daily growth factor (rolling mean) Germany-LK Straubing-Bogen 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 R & growth factor (based on deaths) Germany-LK Straubing-Bogen deaths daily growth factor Germany-LK Straubing-Bogen deaths daily growth factor (rolling mean) Germany-LK Straubing-Bogen 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 Straubing-Bogen doubling time cases (rolling mean) Germany-LK Straubing-Bogen doubling time deaths (rolling mean) 0 205 410 614 819 daily change Germany-LK Straubing-Bogen new cases (rolling 7d mean) Germany-LK Straubing-Bogen new cases 0.00 5.12 10.24 daily change Germany-LK Straubing-Bogen new deaths (rolling 7d mean) Germany-LK Straubing-Bogen new deaths 0.0 37.9 75.9 113.8 151.7 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Straubing-Bogen", dates="2020-03-15:");
2023-03-07T11:32:20.522927 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 1000 1000 daily new cases (rolling 7-day mean) normalised by 100K people Daily cases (top) and deaths (below) for Germany: LK Straubing-Bogen LK Straubing-Bogen 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 Straubing-Bogen Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Straubing-Bogen")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Straubing-Bogen")
print(f'Population of country="Germany", subregion="LK Straubing-Bogen": {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 Straubing-Bogen": 102398 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 58237 29 218 0
2023-03-03 58208 12 218 0
2023-03-02 58196 11 218 0
2023-03-01 58185 14 218 0
2023-02-28 58171 40 218 0
2023-02-27 58131 41 218 1
2023-02-24 58090 22 217 0
2023-02-23 58068 32 217 0
2023-02-22 58036 68 217 0
2023-02-20 57968 48 217 1
2023-02-17 57920 39 216 0
2023-02-16 57881 29 216 0
2023-02-15 57852 33 216 0
2023-02-14 57819 57 216 0
2023-02-13 57762 56 216 0
2023-02-10 57706 36 216 0
2023-02-09 57670 39 216 0
2023-02-08 57631 53 216 0
2023-02-07 57578 62 216 0
2023-02-06 57516 50 216 0
2023-02-03 57466 47 216 0
2023-02-02 57419 27 216 0
2023-02-01 57392 34 216 0
2023-01-31 57358 70 216 0
2023-01-30 57288 28 216 0
2023-01-27 57260 18 216 0
2023-01-26 57242 39 216 0
2023-01-25 57203 23 216 0
2023-01-24 57180 31 216 0
2023-01-23 57149 31 216 0
2023-01-20 57118 19 216 0
2023-01-19 57099 10 216 0
2023-01-18 57089 11 216 0
2023-01-17 57078 28 216 0
2023-01-16 57050 26 216 0
2023-01-13 57024 8 216 0
2023-01-12 57016 12 216 0
2023-01-11 57004 9 216 0
2023-01-10 56995 18 216 0
2023-01-09 56977 16 216 1
2023-01-05 56961 9 215 0
2023-01-04 56952 13 215 0
2023-01-03 56939 18 215 0
2023-01-02 56921 33 215 0
2022-12-29 56888 15 215 0
2022-12-28 56873 27 215 0
2022-12-27 56846 41 215 0
2022-12-22 56805 20 215 0
2022-12-21 56785 22 215 0
2022-12-20 56763 39 215 0
2022-12-19 56724 43 215 0
2022-12-16 56681 17 215 0
2022-12-15 56664 21 215 1
2022-12-14 56643 31 214 0
2022-12-13 56612 40 214 0
2022-12-12 56572 19 214 0
2022-12-09 56553 9 214 0
2022-12-08 56544 19 214 0
2022-12-07 56525 19 214 0
2022-12-06 56506 34 214 0
2022-12-05 56472 28 214 0
2022-12-02 56444 21 214 0
2022-12-01 56423 12 214 0
2022-11-30 56411 18 214 0
2022-11-29 56393 40 214 0
2022-11-28 56353 13 214 0
2022-11-25 56340 12 214 0
2022-11-24 56328 22 214 0
2022-11-23 56306 15 214 0
2022-11-22 56291 34 214 0
2022-11-21 56257 39 214 0
2022-11-18 56218 4 214 0
2022-11-17 56214 16 214 0
2022-11-16 56198 22 214 0
2022-11-15 56176 36 214 0
2022-11-14 56140 32 214 0
2022-11-11 56108 9 214 0
2022-11-10 56099 22 214 0
2022-11-09 56077 28 214 0
2022-11-08 56049 46 214 0
2022-11-07 56003 58 214 0
2022-11-04 55945 40 214 0
2022-11-03 55905 33 214 0
2022-11-02 55872 58 214 0
2022-10-31 55814 57 214 0
2022-10-28 55757 40 214 0
2022-10-27 55717 55 214 0
2022-10-26 55662 46 214 1
2022-10-25 55616 101 213 0
2022-10-24 55515 85 213 0
2022-10-21 55430 61 213 0
2022-10-20 55369 89 213 0
2022-10-19 55280 94 213 0
2022-10-18 55186 136 213 0
2022-10-17 55050 141 213 0
2022-10-14 54909 88 213 0
2022-10-13 54821 119 213 0
2022-10-12 54702 128 213 1
2022-10-11 54574 200 212 0
2022-10-10 54374 185 212 0
2022-10-07 54189 111 212 0
2022-10-06 54078 138 212 0
2022-10-05 53940 238 212 1
2022-10-04 53702 162 211 0
2022-09-30 53540 107 211 0
2022-09-29 53433 117 211 0
2022-09-28 53316 130 211 0
2022-09-27 53186 172 211 0
2022-09-26 53014 107 211 0
2022-09-23 52907 46 211 0
2022-09-22 52861 63 211 0
2022-09-21 52798 77 211 0
2022-09-20 52721 104 211 0
2022-09-19 52617 83 211 1
2022-09-16 52534 46 210 0
2022-09-15 52488 40 210 0
2022-09-14 52448 68 210 0
2022-09-13 52380 62 210 0
2022-09-12 52318 59 210 1
2022-09-09 52259 31 209 0
2022-09-08 52228 44 209 0
2022-09-07 52184 53 209 0
2022-09-06 52131 71 209 0
2022-09-05 52060 88 209 0
2022-09-02 51972 61 209 0
2022-09-01 51911 74 209 0
2022-08-31 51837 121 209 0
2022-08-30 51716 167 209 0
2022-08-29 51549 239 209 0
2022-08-26 51310 144 209 0
2022-08-25 51166 144 209 0
2022-08-24 51022 152 209 2
2022-08-23 50870 148 207 0
2022-08-22 50722 119 207 0
2022-08-19 50603 50 207 1
2022-08-18 50553 57 206 0
2022-08-17 50496 92 206 0
2022-08-16 50404 76 206 0
2022-08-12 50328 34 206 0
2022-08-11 50294 50 206 0
2022-08-10 50244 37 206 0
2022-08-09 50207 66 206 0
2022-08-08 50141 65 206 0
2022-08-05 50076 42 206 0
2022-08-04 50034 63 206 0
2022-08-03 49971 77 206 0
2022-08-02 49894 118 206 0
2022-08-01 49776 125 206 1
2022-07-29 49651 94 205 0
2022-07-28 49557 113 205 0
2022-07-27 49444 140 205 1
2022-07-26 49304 245 204 0
2022-07-25 49059 223 204 2
2022-07-22 48836 165 202 0
2022-07-21 48671 187 202 1
2022-07-20 48484 229 201 0
2022-07-19 48255 387 201 0
2022-07-18 47868 332 201 1
2022-07-15 47536 289 200 1
2022-07-14 47247 294 199 0
2022-07-13 46953 268 199 1
2022-07-12 46685 339 198 1
2022-07-11 46346 312 197 0
2022-07-08 46034 142 197 0
2022-07-07 45892 193 197 1
2022-07-06 45699 138 196 0
2022-07-05 45561 183 196 0
2022-07-04 45378 130 196 0
2022-07-01 45248 69 196 0
2022-06-30 45179 88 196 0
2022-06-29 45091 97 196 0
2022-06-28 44994 119 196 0
2022-06-27 44875 105 196 0
2022-06-24 44770 51 196 0
2022-06-23 44719 64 196 0
2022-06-22 44655 85 196 0
2022-06-21 44570 96 196 0
2022-06-20 44474 132 196 0
2022-06-17 44342 77 196 0
2022-06-15 44265 55 196 0
2022-06-14 44210 69 196 0
2022-06-13 44141 126 196 1
2022-06-10 44015 31 195 0
2022-06-09 43984 55 195 0
2022-06-08 43929 85 195 0
2022-06-07 43844 97 195 0
2022-06-03 43747 67 195 0
2022-06-02 43680 22 195 0
2022-06-01 43658 38 195 0
2022-05-31 43620 73 195 0
2022-05-30 43547 77 195 0
2022-05-27 43470 51 195 0
2022-05-25 43419 48 195 0
2022-05-24 43371 69 195 0
2022-05-23 43302 9 195 0
2022-05-22 43293 18 195 0
2022-05-21 43275 35 195 0
2022-05-20 43240 42 195 1
2022-05-19 43198 61 194 0
2022-05-18 43137 61 194 0
2022-05-17 43076 96 194 0
2022-05-16 42980 88 194 0
2022-05-13 42892 73 194 0
2022-05-12 42819 86 194 0
2022-05-11 42733 186 194 0
2022-05-10 42547 103 194 0
2022-05-09 42444 47 194 0
2022-05-08 42397 39 194 0
2022-05-07 42358 77 194 0
2022-05-06 42281 108 194 0
2022-05-05 42173 127 194 0
2022-05-04 42046 133 194 0
2022-05-03 41913 209 194 0
2022-05-02 41704 195 194 0
2022-04-29 41509 110 194 0
2022-04-28 41399 139 194 0
2022-04-27 41260 158 194 0
2022-04-26 41102 251 194 0
2022-04-25 40851 78 194 0
2022-04-24 40773 120 194 0
2022-04-23 40653 140 194 0
2022-04-22 40513 162 194 0
2022-04-21 40351 180 194 0
2022-04-20 40171 315 194 0
2022-04-19 39856 110 194 0
2022-04-18 39746 172 194 0
2022-04-16 39574 123 194 0
2022-04-15 39451 70 194 0
2022-04-14 39381 164 194 0
2022-04-13 39217 133 194 0
2022-04-12 39084 267 194 0
2022-04-11 38817 43 194 1
2022-04-10 38774 183 193 0
2022-04-09 38591 69 193 0
2022-04-08 38522 206 193 0
2022-04-07 38316 178 193 0
2022-04-06 38138 308 193 2
2022-04-05 37830 348 191 0
2022-04-04 37482 519 191 0
2022-04-01 36963 328 191 3
2022-03-31 36635 780 188 0
2022-03-30 35855 19 188 0
2022-03-29 35836 272 188 0
2022-03-28 35564 227 188 1
2022-03-27 35337 125 187 0
2022-03-26 35212 343 187 0
2022-03-25 34869 403 187 0
2022-03-24 34466 644 187 0
2022-03-23 33822 663 187 0
2022-03-22 33159 424 187 0
2022-03-21 32735 991 187 0
2022-03-18 31744 432 187 0
2022-03-17 31312 643 187 1
2022-03-16 30669 787 186 1
2022-03-15 29882 484 185 0
2022-03-14 29398 321 185 0
2022-03-13 29077 180 185 0
2022-03-12 28897 451 185 0
2022-03-11 28446 409 185 0
2022-03-10 28037 497 185 0
2022-03-09 27540 569 185 1
2022-03-08 26971 842 184 1
2022-03-07 26129 575 183 1
2022-03-06 25554 16 182 0
2022-03-05 25538 240 182 1
2022-03-04 25298 339 181 0
2022-03-03 24959 464 181 0
2022-03-02 24495 584 181 0
2022-03-01 23911 376 181 1
2022-02-28 23535 320 180 0
2022-02-26 23215 507 180 0
2022-02-25 22708 438 180 0
2022-02-24 22270 306 180 1
2022-02-23 21964 366 179 1
2022-02-22 21598 639 178 0
2022-02-21 20959 172 178 2
2022-02-20 20787 220 176 0
2022-02-19 20567 332 176 0
2022-02-18 20235 433 176 0
2022-02-17 19802 467 176 0
2022-02-16 19335 542 176 0
2022-02-15 18793 398 176 0
2022-02-14 18395 164 176 2
2022-02-13 18231 166 174 0
2022-02-12 18065 351 174 0
2022-02-11 17714 360 174 0
2022-02-10 17354 367 174 0
2022-02-09 16987 776 174 0
2022-02-08 16211 736 174 1
2022-02-07 15475 367 173 0
2022-02-05 15108 234 173 0
2022-02-04 14874 197 173 0
2022-02-03 14677 76 173 0
2022-02-02 14601 163 173 0
2022-02-01 14438 252 173 0
2022-01-31 14186 164 173 0
2022-01-30 14022 42 173 0
2022-01-29 13980 247 173 0
2022-01-28 13733 292 173 0
2022-01-27 13441 182 173 0
2022-01-26 13259 124 173 0
2022-01-25 13135 199 173 0
2022-01-24 12936 51 173 0
2022-01-23 12885 84 173 0
2022-01-22 12801 138 173 0
2022-01-21 12663 83 173 0
2022-01-20 12580 106 173 0
2022-01-19 12474 101 173 0
2022-01-18 12373 75 173 0
2022-01-17 12298 78 173 0
2022-01-16 12220 13 173 0
2022-01-15 12207 70 173 0
2022-01-14 12137 54 173 0
2022-01-13 12083 31 173 0
2022-01-12 12052 91 173 0
2022-01-11 11961 91 173 0
2022-01-10 11870 32 173 0
2022-01-09 11838 17 173 0
2022-01-08 11821 23 173 0
2022-01-07 11798 6 173 1
2022-01-06 11792 29 172 0
2022-01-05 11763 42 172 0
2022-01-04 11721 36 172 0
2022-01-03 11685 10 172 0
2022-01-02 11675 7 172 0
2022-01-01 11668 11 172 0
2021-12-31 11657 33 172 0
2021-12-30 11624 22 172 0
2021-12-29 11602 23 172 0
2021-12-28 11579 31 172 0
2021-12-27 11548 11 172 0
2021-12-26 11537 10 172 0
2021-12-25 11527 8 172 0
2021-12-24 11519 24 172 0
2021-12-23 11495 22 172 0
2021-12-22 11473 31 172 1
2021-12-21 11442 36 171 0
2021-12-20 11406 5 171 0
2021-12-19 11401 5 171 0
2021-12-18 11396 33 171 0
2021-12-17 11363 17 171 0
2021-12-16 11346 34 171 0
2021-12-15 11312 49 171 0
2021-12-14 11263 42 171 0
2021-12-13 11221 15 171 1
2021-12-12 11206 12 170 0
2021-12-11 11194 52 170 0
2021-12-10 11142 49 170 0
2021-12-09 11093 63 170 2
2021-12-08 11030 109 168 0
2021-12-07 10921 94 168 0
2021-12-06 10827 31 168 1
2021-12-05 10796 51 167 0
2021-12-04 10745 94 167 1
2021-12-03 10651 46 166 0
2021-12-02 10605 45 166 0
2021-12-01 10560 136 166 1
2021-11-30 10424 113 165 0
2021-11-29 10311 34 165 1
2021-11-28 10277 42 164 0
2021-11-27 10235 144 164 1
2021-11-26 10091 95 163 0
2021-11-25 9996 149 163 0
2021-11-24 9847 146 163 0
2021-11-23 9701 111 163 0
2021-11-22 9590 58 163 1
2021-11-21 9532 103 162 0
2021-11-20 9429 96 162 0
2021-11-19 9333 115 162 1
2021-11-18 9218 95 161 0
2021-11-17 9123 294 161 4
2021-11-16 8829 42 157 0
2021-11-15 8787 81 157 0
2021-11-14 8706 150 157 0
2021-11-13 8556 87 157 2
2021-11-12 8469 110 155 0
2021-11-11 8359 140 155 2
2021-11-10 8219 175 153 0
2021-11-09 8044 93 153 0
2021-11-08 7951 24 153 1
2021-11-07 7927 113 152 0
2021-11-06 7814 54 152 1
2021-11-05 7760 70 151 0
2021-11-04 7690 96 151 1
2021-11-03 7594 113 150 0
2021-11-02 7481 53 150 1
2021-11-01 7428 14 149 0
2021-10-31 7414 42 149 0
2021-10-30 7372 80 149 0
2021-10-29 7292 51 149 1
2021-10-28 7241 154 148 0
2021-10-27 7087 129 148 1
2021-10-26 6958 97 147 0
2021-10-25 6861 6 147 0
2021-10-24 6855 31 147 0
2021-10-23 6824 64 147 0
2021-10-22 6760 84 147 1
2021-10-21 6676 92 146 1
2021-10-20 6584 91 145 1
2021-10-19 6493 93 144 1
2021-10-18 6400 12 143 0
2021-10-17 6388 16 143 0
2021-10-16 6372 40 143 0
2021-10-15 6332 49 143 0
2021-10-14 6283 55 143 0
2021-10-13 6228 45 143 1
2021-10-12 6183 73 142 0
2021-10-11 6110 2 142 0
2021-10-10 6108 4 142 0
2021-10-09 6104 28 142 0
2021-10-08 6076 24 142 0
2021-10-07 6052 50 142 0
2021-10-06 6002 21 142 0
2021-10-05 5981 39 142 0
2021-10-04 5942 1 142 0
2021-10-03 5941 10 142 0
2021-10-02 5931 20 142 1
2021-10-01 5911 8 141 0
2021-09-30 5903 14 141 0
2021-09-29 5889 15 141 0
2021-09-28 5874 29 141 0
2021-09-27 5845 1 141 0
2021-09-26 5844 7 141 0
2021-09-25 5837 10 141 0
2021-09-24 5827 8 141 0
2021-09-23 5819 12 141 0
2021-09-22 5807 13 141 0
2021-09-21 5794 22 141 0
2021-09-19 5772 2 141 0
2021-09-18 5770 18 141 0
2021-09-17 5752 12 141 0
2021-09-16 5740 13 141 0
2021-09-15 5727 23 141 0
2021-09-14 5704 13 141 0
2021-09-12 5691 3 141 0
2021-09-11 5688 9 141 0
2021-09-10 5679 5 141 0
2021-09-09 5674 15 141 0
2021-09-08 5659 20 141 0
2021-09-07 5639 18 141 0
2021-09-06 5621 2 141 0
2021-09-05 5619 6 141 0
2021-09-04 5613 9 141 0
2021-09-03 5604 20 141 0
2021-09-02 5584 18 141 0
2021-09-01 5566 11 141 0
2021-08-31 5555 13 141 0
2021-08-30 5542 2 141 0
2021-08-29 5540 4 141 0
2021-08-28 5536 8 141 0
2021-08-27 5528 7 141 0
2021-08-26 5521 11 141 0
2021-08-25 5510 26 141 0
2021-08-24 5484 6 141 0
2021-08-23 5478 3 141 0
2021-08-22 5475 1 141 0
2021-08-21 5474 4 141 0
2021-08-20 5470 2 141 0
2021-08-19 5468 7 141 0
2021-08-18 5461 7 141 0
2021-08-17 5454 7 141 0
2021-08-16 5447 1 141 0
2021-08-14 5446 3 141 0
2021-08-13 5443 1 141 0
2021-08-12 5442 4 141 0
2021-08-11 5438 3 141 0
2021-08-10 5435 5 141 0
2021-08-08 5430 2 141 0
2021-08-07 5428 4 141 0
2021-08-06 5424 7 141 0
2021-08-05 5417 2 141 0
2021-08-04 5415 3 141 0
2021-08-03 5412 3 141 0
2021-08-02 5409 1 141 0
2021-08-01 5408 1 141 0
2021-07-31 5407 4 141 0
2021-07-30 5403 3 141 0
2021-07-29 5400 3 141 0
2021-07-28 5397 2 141 0
2021-07-27 5395 5 141 0
2021-07-24 5390 2 141 0
2021-07-22 5388 1 141 0
2021-07-21 5387 5 141 0
2021-07-20 5382 2 141 0
2021-07-18 5380 2 141 0
2021-07-17 5378 1 141 0
2021-07-16 5377 3 141 0
2021-07-15 5374 1 141 0
2021-07-14 5373 1 141 0
2021-07-13 5372 1 141 0
2021-07-12 5371 1 141 0
2021-07-02 5370 1 141 0
2021-07-01 5369 1 141 0
2021-06-16 5368 1 141 0
2021-06-15 5367 1 141 0
2021-06-13 5366 1 141 0
2021-06-09 5365 2 141 0
2021-06-08 5363 2 141 0
2021-06-05 5361 2 141 0
2021-06-04 5359 3 141 0
2021-06-02 5356 4 141 0
2021-06-01 5352 2 141 0
2021-05-30 5350 8 141 0
2021-05-28 5342 5 141 0
2021-05-27 5337 8 141 0
2021-05-26 5329 16 141 0
2021-05-25 5313 5 141 0
2021-05-23 5308 4 141 0
2021-05-22 5304 8 141 0
2021-05-21 5296 8 141 0
2021-05-20 5288 13 141 0
2021-05-19 5275 11 141 0
2021-05-18 5264 19 141 0
2021-05-17 5245 1 141 0
2021-05-16 5244 9 141 0
2021-05-15 5235 22 141 0
2021-05-14 5213 4 141 0
2021-05-13 5209 12 141 0
2021-05-12 5197 30 141 0
2021-05-11 5167 31 141 0
2021-05-10 5136 1 141 0
2021-05-09 5135 6 141 0
2021-05-08 5129 22 141 0
2021-05-07 5107 25 141 0
2021-05-06 5082 19 141 0
2021-05-05 5063 25 141 0
2021-05-04 5038 40 141 0
2021-05-03 4998 2 141 0
2021-05-02 4996 6 141 0
2021-05-01 4990 26 141 0
2021-04-30 4964 22 141 0
2021-04-29 4942 18 141 0
2021-04-28 4924 37 141 0
2021-04-27 4887 40 141 0
2021-04-26 4847 2 141 0
2021-04-25 4845 7 141 0
2021-04-24 4838 50 141 1
2021-04-23 4788 9 140 0
2021-04-22 4779 41 140 1
2021-04-21 4738 33 139 0
2021-04-20 4705 42 139 0
2021-04-19 4663 13 139 0
2021-04-18 4650 10 139 0
2021-04-17 4640 40 139 1
2021-04-16 4600 35 138 1
2021-04-15 4565 34 137 1
2021-04-14 4531 82 136 1
2021-04-13 4449 57 135 1
2021-04-12 4392 3 134 1
2021-04-11 4389 20 133 1
2021-04-10 4369 45 132 0
2021-04-09 4324 39 132 1
2021-04-08 4285 35 131 1
2021-04-07 4250 53 130 2
2021-04-06 4197 22 128 1
2021-04-04 4175 1 127 0
2021-04-03 4174 30 127 0
2021-04-02 4144 35 127 0
2021-04-01 4109 31 127 0
2021-03-31 4078 33 127 0
2021-03-30 4045 32 127 0
2021-03-29 4013 2 127 0
2021-03-28 4011 1 127 0
2021-03-27 4010 25 127 0
2021-03-26 3985 25 127 1
2021-03-25 3960 21 126 0
2021-03-24 3939 32 126 1
2021-03-23 3907 41 125 0
2021-03-22 3866 3 125 0
2021-03-21 3863 6 125 0
2021-03-20 3857 19 125 0
2021-03-19 3838 15 125 0
2021-03-18 3823 48 125 0
2021-03-17 3775 42 125 0
2021-03-16 3733 44 125 0
2021-03-15 3689 4 125 0
2021-03-14 3685 6 125 0
2021-03-13 3679 9 125 0
2021-03-12 3670 27 125 0
2021-03-11 3643 22 125 0
2021-03-10 3621 17 125 0
2021-03-09 3604 29 125 0
2021-03-08 3575 27 125 0
2021-03-07 3548 1 125 0
2021-03-06 3547 4 125 1
2021-03-05 3543 27 124 0
2021-03-04 3516 17 124 0
2021-03-03 3499 27 124 0
2021-03-02 3472 17 124 0
2021-03-01 3455 11 124 0
2021-02-27 3444 1 124 0
2021-02-26 3443 10 124 0
2021-02-25 3433 12 124 0
2021-02-24 3421 15 124 2
2021-02-23 3406 17 122 0
2021-02-22 3389 3 122 1
2021-02-21 3386 1 121 0
2021-02-20 3385 7 121 0
2021-02-19 3378 7 121 0
2021-02-18 3371 7 121 1
2021-02-17 3364 11 120 1
2021-02-16 3353 19 119 0
2021-02-15 3334 4 119 0
2021-02-14 3330 1 119 1
2021-02-13 3329 4 118 0
2021-02-12 3325 2 118 1
2021-02-11 3323 10 117 0
2021-02-10 3313 13 117 1
2021-02-09 3300 5 116 0
2021-02-08 3295 11 116 0
2021-02-07 3284 1 116 0
2021-02-06 3283 3 116 0
2021-02-05 3280 5 116 0
2021-02-04 3275 14 116 1
2021-02-03 3261 16 115 1
2021-02-02 3245 27 114 1
2021-02-01 3218 2 113 0
2021-01-31 3216 1 113 0
2021-01-30 3215 10 113 0
2021-01-29 3205 12 113 1
2021-01-28 3193 21 112 0
2021-01-27 3172 13 112 1
2021-01-26 3159 27 111 0
2021-01-25 3132 2 111 0
2021-01-24 3130 1 111 0
2021-01-23 3129 24 111 1
2021-01-22 3105 34 110 1
2021-01-21 3071 17 109 0
2021-01-20 3054 26 109 1
2021-01-19 3028 27 108 0
2021-01-18 3001 4 108 0
2021-01-17 2997 10 108 0
2021-01-16 2987 21 108 2
2021-01-15 2966 16 106 1
2021-01-14 2950 29 105 0
2021-01-13 2921 34 105 1
2021-01-12 2887 14 104 0
2021-01-11 2873 4 104 1
2021-01-10 2869 15 103 0
2021-01-09 2854 55 103 0
2021-01-08 2799 28 103 1
2021-01-07 2771 12 102 0
2021-01-06 2759 47 102 3
2021-01-05 2712 17 99 0
2021-01-04 2695 24 99 0
2021-01-03 2671 7 99 1
2021-01-02 2664 6 98 0
2021-01-01 2658 21 98 0
2020-12-31 2637 43 98 0
2020-12-30 2594 72 98 2
2020-12-29 2522 41 96 0
2020-12-28 2481 13 96 1
2020-12-27 2468 11 95 0
2020-12-26 2457 15 95 1
2020-12-25 2442 13 94 2
2020-12-24 2429 58 92 0
2020-12-23 2371 48 92 1
2020-12-22 2323 29 91 3
2020-12-21 2294 16 88 0
2020-12-20 2278 36 88 5
2020-12-19 2242 39 83 2
2020-12-18 2203 28 81 1
2020-12-17 2175 49 80 1
2020-12-16 2126 44 79 0
2020-12-15 2082 34 79 1
2020-12-14 2048 16 78 3
2020-12-13 2032 27 75 0
2020-12-12 2005 34 75 0
2020-12-11 1971 26 75 1
2020-12-10 1945 27 74 0
2020-12-09 1918 28 74 1
2020-12-08 1890 16 73 1
2020-12-07 1874 12 72 0
2020-12-06 1862 10 72 1
2020-12-05 1852 25 71 0
2020-12-04 1827 30 71 0
2020-12-03 1797 28 71 0
2020-12-02 1769 91 71 1
2020-12-01 1678 1 70 0
2020-11-30 1677 8 70 1
2020-11-29 1669 21 69 1
2020-11-28 1648 45 68 4
2020-11-27 1603 31 64 0
2020-11-26 1572 62 64 5
2020-11-25 1510 20 59 1
2020-11-24 1490 55 58 0
2020-11-23 1435 12 58 0
2020-11-22 1423 22 58 0
2020-11-21 1401 24 58 0
2020-11-20 1377 29 58 1
2020-11-19 1348 34 57 0
2020-11-18 1314 90 57 14
2020-11-17 1224 48 43 1
2020-11-16 1176 8 42 1
2020-11-15 1168 9 41 0
2020-11-14 1159 26 41 1
2020-11-13 1133 42 40 1
2020-11-12 1091 22 39 0
2020-11-11 1069 27 39 0
2020-11-10 1042 10 39 1
2020-11-09 1032 20 38 1
2020-11-08 1012 58 37 8
2020-11-07 954 28 29 0
2020-11-06 926 12 29 0
2020-11-05 914 39 29 0
2020-11-04 875 25 29 0
2020-11-03 850 9 29 0
2020-11-02 841 10 29 0
2020-11-01 831 20 29 0
2020-10-31 811 17 29 0
2020-10-30 794 9 29 0
2020-10-29 785 8 29 0
2020-10-28 777 17 29 0
2020-10-27 760 3 29 0
2020-10-26 757 4 29 0
2020-10-25 753 12 29 0
2020-10-24 741 19 29 0
2020-10-23 722 12 29 0
2020-10-22 710 17 29 0
2020-10-21 693 14 29 0
2020-10-20 679 7 29 0
2020-10-18 672 3 29 0
2020-10-17 669 7 29 0
2020-10-16 662 3 29 0
2020-10-15 659 6 29 0
2020-10-14 653 8 29 0
2020-10-13 645 3 29 0
2020-10-10 642 2 29 0
2020-10-09 640 1 29 0
2020-10-08 639 2 29 0
2020-10-07 637 3 29 0
2020-10-06 634 1 29 0
2020-10-02 633 1 29 0
2020-10-01 632 3 29 0
2020-09-30 629 2 29 0
2020-09-28 627 5 29 0
2020-09-27 622 1 29 0
2020-09-25 621 4 29 0
2020-09-22 617 1 29 0
2020-09-20 616 1 29 0
2020-09-19 615 1 29 0
2020-09-18 614 2 29 0
2020-09-17 612 1 29 0
2020-09-16 611 7 29 0
2020-09-15 604 3 29 0
2020-09-13 601 4 29 0
2020-09-11 597 3 29 0
2020-09-10 594 1 29 0
2020-09-09 593 3 29 0
2020-09-07 590 1 29 0
2020-09-05 589 1 29 0
2020-09-03 588 2 29 0
2020-09-02 586 1 29 0
2020-09-01 585 1 29 0
2020-08-29 584 3 29 0
2020-08-28 581 1 29 0
2020-08-27 580 3 29 0
2020-08-21 577 1 29 0
2020-08-20 576 3 29 0
2020-08-18 573 1 29 0
2020-08-16 572 2 29 0
2020-08-11 570 4 29 0
2020-08-09 566 1 29 0
2020-07-30 565 1 29 0
2020-07-28 564 1 29 0
2020-07-24 563 1 29 0
2020-07-23 562 1 29 0
2020-07-21 561 1 29 0
2020-07-13 560 1 29 0
2020-07-11 559 1 29 0
2020-07-09 558 3 29 0
2020-07-06 555 1 29 0
2020-07-02 554 1 29 0
2020-06-26 553 1 29 0
2020-06-24 552 4 29 0
2020-06-17 548 1 29 0
2020-06-03 547 2 29 0
2020-06-02 545 1 29 0
2020-05-31 544 4 29 0
2020-05-29 540 1 29 0
2020-05-28 539 2 29 0
2020-05-27 537 2 29 0
2020-05-25 535 3 29 0
2020-05-20 532 6 29 0
2020-05-19 526 4 29 0
2020-05-15 522 3 29 0
2020-05-14 519 35 29 0
2020-05-13 484 4 29 0
2020-05-12 480 7 29 0
2020-05-11 473 6 29 0
2020-05-09 467 1 29 0
2020-05-08 466 2 29 1
2020-05-07 464 4 28 0
2020-05-06 460 1 28 0
2020-05-05 459 4 28 0
2020-05-04 455 3 28 0
2020-05-02 452 2 28 0
2020-05-01 450 8 28 0
2020-04-30 442 6 28 0
2020-04-29 436 1 28 0
2020-04-28 435 3 28 1
2020-04-27 432 7 27 0
2020-04-26 425 1 27 0
2020-04-25 424 1 27 0
2020-04-24 423 3 27 0
2020-04-23 420 34 27 5
2020-04-22 386 17 22 0
2020-04-21 369 14 22 5
2020-04-20 355 1 17 0
2020-04-19 354 2 17 0
2020-04-18 352 10 17 0
2020-04-17 342 16 17 1
2020-04-16 326 21 16 0
2020-04-15 305 6 16 2
2020-04-13 299 3 14 1
2020-04-11 296 7 13 1
2020-04-10 289 5 12 0
2020-04-09 284 17 12 0
2020-04-08 267 16 12 0
2020-04-07 251 28 12 2
2020-04-06 223 2 10 0
2020-04-05 221 4 10 0
2020-04-04 217 21 10 0
2020-04-03 196 27 10 1
2020-04-02 169 19 9 1
2020-04-01 150 23 8 1
2020-03-31 127 33 7 2
2020-03-30 94 11 5 1
2020-03-29 83 8 4 0
2020-03-28 75 5 4 1
2020-03-27 70 12 3 0
2020-03-26 58 2 3 0
2020-03-25 56 10 3 1
2020-03-24 46 2 2 0
2020-03-23 44 1 2 0
2020-03-22 43 7 2 1
2020-03-21 36 8 1 0
2020-03-20 28 9 1 0
2020-03-19 19 6 1 0
2020-03-18 13 4 1 1
2020-03-17 9 5 0 0
2020-03-16 4 1 0 0
2020-03-15 3 1 0 0
2020-03-13 2 1 0 0

Explore the data in your web browser¶

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

Acknowledgements:¶

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

In [7]:
print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")
Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.
In [8]:
# to force a fresh download of data, run "clear_cache()"
In [9]:
print(f"Notebook execution took: {datetime.datetime.now()-start}")
Notebook execution took: 0:03:06.957700