Germany: LK Weimarer Land (Thüringen)¶

  • 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 16:16:10 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Weimarer Land", weeks=5);
2023-03-07T16:16:22.382504 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 20 20 30 30 40 40 7-day incidence rate (per 100K people) 32.9 LK Weimarer Land, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 2.5 5.0 7.5 10.0 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.00 0.25 0.50 0.75 1.00 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.75 0.75 1.00 1.00 1.25 1.25 1.50 1.50 R & growth factor (based on cases) Germany-LK Weimarer Land cases daily growth factor Germany-LK Weimarer Land cases daily growth factor (rolling mean) Germany-LK Weimarer Land 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 Weimarer Land deaths daily growth factor Germany-LK Weimarer Land deaths daily growth factor (rolling mean) Germany-LK Weimarer Land estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2500 5000 7500 10000 cases doubling time [days] Germany-LK Weimarer Land doubling time cases (rolling mean) 0.00 2.05 4.11 6.16 8.21 daily change Germany-LK Weimarer Land new cases (rolling 7d mean) Germany-LK Weimarer Land new cases 0.000 0.205 0.411 0.616 0.821 daily change Germany-LK Weimarer Land new deaths (rolling 7d mean) Germany-LK Weimarer Land new deaths 0.000 0.213 0.426 0.638 0.851
In [4]:
overview(country="Germany", subregion="LK Weimarer Land");
2023-03-07T16:16:38.397383 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 1000 1000 2000 2000 7-day incidence rate (per 100K people) 32.9 LK Weimarer Land, 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 8 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.75 0.75 1.00 1.00 1.25 1.25 1.50 1.50 R & growth factor (based on cases) Germany-LK Weimarer Land cases daily growth factor Germany-LK Weimarer Land cases daily growth factor (rolling mean) Germany-LK Weimarer Land 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 Weimarer Land deaths daily growth factor Germany-LK Weimarer Land deaths daily growth factor (rolling mean) Germany-LK Weimarer Land estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5000 10000 15000 20000 cases doubling time [days] Germany-LK Weimarer Land doubling time cases (rolling mean) Germany-LK Weimarer Land doubling time deaths (rolling mean) 0.0 164.2 328.4 492.6 daily change Germany-LK Weimarer Land new cases (rolling 7d mean) Germany-LK Weimarer Land new cases 0.000 1.642 3.284 4.926 6.568 daily change Germany-LK Weimarer Land new deaths (rolling 7d mean) Germany-LK Weimarer Land new deaths 0.0 27.5 55.1 82.6 110.1 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Weimarer Land", dates="2020-03-15:");
2023-03-07T16:19:03.465225 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 Weimarer Land LK Weimarer Land 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 Weimarer Land Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Weimarer Land")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Weimarer Land")
print(f'Population of country="Germany", subregion="LK Weimarer Land": {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 Weimarer Land": 82103 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 32608 8 151 0
2023-03-03 32600 2 151 0
2023-03-02 32598 8 151 0
2023-03-01 32590 2 151 0
2023-02-28 32588 7 151 1
2023-02-27 32581 7 150 0
2023-02-24 32574 5 150 0
2023-02-23 32569 3 150 0
2023-02-22 32566 10 150 0
2023-02-21 32556 8 150 0
2023-02-20 32548 9 150 0
2023-02-17 32539 3 150 0
2023-02-16 32536 8 150 0
2023-02-15 32528 4 150 0
2023-02-13 32524 5 150 0
2023-02-10 32519 5 150 0
2023-02-09 32514 4 150 0
2023-02-08 32510 5 150 0
2023-02-07 32505 4 150 0
2023-02-06 32501 7 150 0
2023-02-03 32494 4 150 0
2023-02-02 32490 9 150 0
2023-02-01 32481 8 150 0
2023-01-31 32473 7 150 0
2023-01-27 32466 2 150 0
2023-01-26 32464 1 150 0
2023-01-25 32463 6 150 0
2023-01-24 32457 5 150 0
2023-01-23 32452 2 150 0
2023-01-20 32450 1 150 0
2023-01-19 32449 3 150 0
2023-01-18 32446 1 150 0
2023-01-17 32445 6 150 0
2023-01-16 32439 4 150 0
2023-01-13 32435 5 150 0
2023-01-12 32430 7 150 0
2023-01-11 32423 5 150 0
2023-01-10 32418 8 150 0
2023-01-09 32410 16 150 0
2023-01-06 32394 3 150 0
2023-01-05 32391 5 150 0
2023-01-04 32386 11 150 0
2023-01-03 32375 6 150 0
2023-01-02 32369 17 150 0
2022-12-30 32352 5 150 0
2022-12-29 32347 10 150 0
2022-12-28 32337 19 150 0
2022-12-27 32318 17 150 0
2022-12-23 32301 9 150 0
2022-12-22 32292 19 150 0
2022-12-21 32273 14 150 0
2022-12-20 32259 17 150 0
2022-12-19 32242 23 150 0
2022-12-16 32219 15 150 0
2022-12-15 32204 9 150 0
2022-12-14 32195 21 150 0
2022-12-13 32174 20 150 2
2022-12-12 32154 13 148 0
2022-12-09 32141 10 148 0
2022-12-08 32131 10 148 0
2022-12-07 32121 21 148 0
2022-12-06 32100 14 148 0
2022-12-05 32086 15 148 0
2022-12-02 32071 16 148 0
2022-12-01 32055 12 148 0
2022-11-30 32043 13 148 0
2022-11-29 32030 21 148 0
2022-11-28 32009 25 148 2
2022-11-25 31984 6 146 0
2022-11-24 31978 12 146 0
2022-11-23 31966 17 146 0
2022-11-22 31949 10 146 0
2022-11-21 31939 11 146 0
2022-11-18 31928 5 146 0
2022-11-17 31923 14 146 0
2022-11-16 31909 19 146 0
2022-11-15 31890 19 146 0
2022-11-14 31871 26 146 0
2022-11-11 31845 14 146 0
2022-11-10 31831 10 146 0
2022-11-09 31821 14 146 0
2022-11-08 31807 20 146 0
2022-11-07 31787 28 146 0
2022-11-04 31759 21 146 0
2022-11-03 31738 24 146 0
2022-11-02 31714 39 146 0
2022-11-01 31675 54 146 0
2022-10-28 31621 27 146 0
2022-10-27 31594 32 146 0
2022-10-26 31562 59 146 2
2022-10-25 31503 48 144 1
2022-10-24 31455 38 143 0
2022-10-21 31417 43 143 0
2022-10-20 31374 56 143 0
2022-10-19 31318 71 143 0
2022-10-18 31247 104 143 0
2022-10-17 31143 75 143 2
2022-10-14 31068 42 141 2
2022-10-13 31026 102 139 0
2022-10-12 30924 71 139 0
2022-10-11 30853 114 139 0
2022-10-10 30739 108 139 2
2022-10-07 30631 66 137 0
2022-10-06 30565 113 137 0
2022-10-05 30452 118 137 0
2022-10-04 30334 90 137 0
2022-09-30 30244 40 137 0
2022-09-29 30204 63 137 0
2022-09-28 30141 71 137 0
2022-09-27 30070 73 137 0
2022-09-26 29997 57 137 0
2022-09-23 29940 20 137 0
2022-09-22 29920 57 137 0
2022-09-21 29863 66 137 0
2022-09-16 29797 9 137 0
2022-09-15 29788 24 137 0
2022-09-14 29764 41 137 0
2022-09-13 29723 30 137 0
2022-09-12 29693 32 137 0
2022-09-09 29661 21 137 0
2022-09-08 29640 13 137 0
2022-09-07 29627 19 137 0
2022-09-06 29608 38 137 0
2022-09-05 29570 16 137 0
2022-09-02 29554 5 137 0
2022-09-01 29549 14 137 0
2022-08-31 29535 14 137 0
2022-08-30 29521 31 137 0
2022-08-29 29490 48 137 0
2022-08-26 29442 12 137 0
2022-08-25 29430 12 137 0
2022-08-24 29418 23 137 0
2022-08-23 29395 37 137 0
2022-08-22 29358 21 137 1
2022-08-19 29337 26 136 0
2022-08-18 29311 15 136 0
2022-08-17 29296 26 136 0
2022-08-16 29270 39 136 0
2022-08-15 29231 34 136 0
2022-08-12 29197 19 136 1
2022-08-11 29178 25 135 0
2022-08-10 29153 28 135 0
2022-08-09 29125 54 135 0
2022-08-08 29071 45 135 0
2022-08-05 29026 27 135 0
2022-08-04 28999 28 135 0
2022-08-03 28971 36 135 0
2022-08-02 28935 48 135 0
2022-08-01 28887 50 135 0
2022-07-30 28837 1 135 0
2022-07-29 28836 24 135 0
2022-07-28 28812 40 135 0
2022-07-27 28772 50 135 0
2022-07-26 28722 77 135 0
2022-07-25 28645 44 135 2
2022-07-22 28601 32 133 0
2022-07-21 28569 48 133 0
2022-07-20 28521 72 133 0
2022-07-19 28449 91 133 0
2022-07-18 28358 78 133 0
2022-07-15 28280 95 133 0
2022-07-14 28185 62 133 0
2022-07-13 28123 107 133 0
2022-07-12 28016 33 133 0
2022-07-11 27983 61 133 1
2022-07-09 27922 2 132 0
2022-07-08 27920 30 132 0
2022-07-07 27890 21 132 0
2022-07-06 27869 50 132 1
2022-07-05 27819 56 131 0
2022-07-04 27763 55 131 0
2022-07-01 27708 26 131 0
2022-06-30 27682 48 131 0
2022-06-29 27634 70 131 0
2022-06-28 27564 75 131 0
2022-06-27 27489 41 131 0
2022-06-24 27448 18 131 0
2022-06-23 27430 32 131 0
2022-06-22 27398 27 131 0
2022-06-21 27371 31 131 0
2022-06-20 27340 31 131 1
2022-06-17 27309 34 130 0
2022-06-16 27275 10 130 0
2022-06-15 27265 29 130 0
2022-06-14 27236 35 130 0
2022-06-13 27201 22 130 0
2022-06-12 27179 1 130 0
2022-06-11 27178 3 130 0
2022-06-10 27175 14 130 0
2022-06-09 27161 31 130 0
2022-06-08 27130 14 130 0
2022-06-07 27116 18 130 0
2022-06-03 27098 11 130 0
2022-06-02 27087 16 130 0
2022-06-01 27071 16 130 0
2022-05-31 27055 33 130 0
2022-05-30 27022 35 130 0
2022-05-25 26987 8 130 0
2022-05-24 26979 19 130 0
2022-05-23 26960 14 130 0
2022-05-20 26946 17 130 0
2022-05-19 26929 8 130 0
2022-05-18 26921 37 130 0
2022-05-17 26884 31 130 0
2022-05-16 26853 24 130 0
2022-05-13 26829 15 130 0
2022-05-12 26814 31 130 0
2022-05-11 26783 48 130 0
2022-05-10 26735 13 130 0
2022-05-09 26722 29 130 0
2022-05-06 26693 21 130 0
2022-05-05 26672 35 130 0
2022-05-04 26637 45 130 0
2022-05-03 26592 48 130 0
2022-05-02 26544 41 130 0
2022-04-29 26503 23 130 0
2022-04-28 26480 38 130 0
2022-04-27 26442 63 130 0
2022-04-26 26379 63 130 0
2022-04-25 26316 91 130 0
2022-04-22 26225 56 130 0
2022-04-21 26169 92 130 0
2022-04-20 26077 90 130 0
2022-04-19 25987 129 130 0
2022-04-17 25858 1 130 0
2022-04-14 25857 82 130 0
2022-04-13 25775 82 130 0
2022-04-12 25693 140 130 0
2022-04-11 25553 136 130 0
2022-04-08 25417 81 130 0
2022-04-07 25336 129 130 0
2022-04-06 25207 141 130 0
2022-04-05 25066 214 130 0
2022-04-04 24852 401 130 1
2022-04-01 24451 282 129 0
2022-03-31 24169 349 129 0
2022-03-30 23820 331 129 0
2022-03-29 23489 237 129 0
2022-03-28 23252 450 129 1
2022-03-25 22802 307 128 0
2022-03-24 22495 523 128 1
2022-03-23 21972 520 127 1
2022-03-22 21452 341 126 0
2022-03-21 21111 188 126 0
2022-03-20 20923 188 126 1
2022-03-19 20735 196 125 0
2022-03-18 20539 348 125 0
2022-03-17 20191 443 125 0
2022-03-16 19748 578 125 0
2022-03-15 19170 242 125 0
2022-03-14 18928 74 125 0
2022-03-13 18854 137 125 2
2022-03-12 18717 280 123 0
2022-03-11 18437 316 123 0
2022-03-10 18121 312 123 0
2022-03-09 17809 373 123 0
2022-03-08 17436 329 123 0
2022-03-07 17107 72 123 0
2022-03-06 17035 44 123 0
2022-03-05 16991 249 123 2
2022-03-04 16742 178 121 0
2022-03-03 16564 242 121 0
2022-03-02 16322 246 121 0
2022-03-01 16076 325 121 0
2022-02-28 15751 123 121 0
2022-02-27 15628 127 121 0
2022-02-26 15501 133 121 0
2022-02-25 15368 157 121 0
2022-02-24 15211 143 121 0
2022-02-23 15068 333 121 0
2022-02-22 14735 185 121 0
2022-02-21 14550 31 121 0
2022-02-20 14519 66 121 0
2022-02-19 14453 111 121 0
2022-02-18 14342 159 121 0
2022-02-17 14183 126 121 0
2022-02-16 14057 249 121 0
2022-02-15 13808 235 121 0
2022-02-14 13573 16 121 1
2022-02-13 13557 62 120 0
2022-02-12 13495 136 120 0
2022-02-11 13359 106 120 0
2022-02-10 13253 206 120 0
2022-02-09 13047 221 120 0
2022-02-08 12826 173 120 0
2022-02-07 12653 28 120 0
2022-02-06 12625 63 120 0
2022-02-05 12562 112 120 0
2022-02-04 12450 98 120 0
2022-02-03 12352 157 120 0
2022-02-02 12195 142 120 0
2022-02-01 12053 151 120 0
2022-01-31 11902 32 120 0
2022-01-30 11870 39 120 0
2022-01-29 11831 96 120 0
2022-01-28 11735 50 120 0
2022-01-27 11685 107 120 0
2022-01-26 11578 128 120 0
2022-01-25 11450 98 120 0
2022-01-24 11352 22 120 0
2022-01-23 11330 9 120 0
2022-01-22 11321 61 120 0
2022-01-21 11260 73 120 0
2022-01-20 11187 78 120 0
2022-01-19 11109 92 120 0
2022-01-18 11017 89 120 0
2022-01-17 10928 32 120 0
2022-01-15 10896 24 120 0
2022-01-14 10872 17 120 0
2022-01-13 10855 33 120 0
2022-01-12 10822 52 120 0
2022-01-11 10770 49 120 0
2022-01-10 10721 14 120 0
2022-01-09 10707 24 120 0
2022-01-08 10683 27 120 0
2022-01-07 10656 41 120 0
2022-01-06 10615 42 120 0
2022-01-05 10573 88 120 0
2022-01-04 10485 119 120 0
2022-01-03 10366 25 120 0
2022-01-02 10341 45 120 0
2021-12-31 10296 55 120 0
2021-12-30 10241 116 120 1
2021-12-29 10125 68 119 1
2021-12-28 10057 127 118 0
2021-12-27 9930 11 118 1
2021-12-26 9919 50 117 1
2021-12-24 9869 58 116 1
2021-12-23 9811 45 115 0
2021-12-22 9766 133 115 1
2021-12-21 9633 107 114 0
2021-12-20 9526 35 114 0
2021-12-19 9491 39 114 0
2021-12-18 9452 103 114 1
2021-12-17 9349 95 113 1
2021-12-16 9254 98 112 1
2021-12-15 9156 143 111 1
2021-12-14 9013 197 110 1
2021-12-13 8816 34 109 0
2021-12-12 8782 18 109 0
2021-12-11 8764 160 109 0
2021-12-10 8604 119 109 0
2021-12-09 8485 143 109 0
2021-12-08 8342 243 109 0
2021-12-07 8099 131 109 0
2021-12-06 7968 42 109 0
2021-12-05 7926 57 109 0
2021-12-04 7869 112 109 0
2021-12-03 7757 134 109 1
2021-12-02 7623 172 108 1
2021-12-01 7451 254 107 1
2021-11-30 7197 111 106 0
2021-11-29 7086 90 106 0
2021-11-28 6996 139 106 2
2021-11-27 6857 102 104 0
2021-11-26 6755 124 104 1
2021-11-25 6631 170 103 1
2021-11-24 6461 144 102 0
2021-11-23 6317 96 102 1
2021-11-22 6221 27 101 0
2021-11-21 6194 66 101 0
2021-11-20 6128 73 101 0
2021-11-19 6055 115 101 2
2021-11-18 5940 119 99 0
2021-11-17 5821 95 99 0
2021-11-16 5726 83 99 1
2021-11-15 5643 40 98 1
2021-11-14 5603 71 97 2
2021-11-13 5532 31 95 0
2021-11-12 5501 89 95 2
2021-11-11 5412 79 93 1
2021-11-10 5333 82 92 0
2021-11-09 5251 52 92 0
2021-11-08 5199 28 92 0
2021-11-07 5171 20 92 1
2021-11-06 5151 51 91 1
2021-11-05 5100 41 90 1
2021-11-04 5059 65 89 0
2021-11-03 4994 71 89 1
2021-11-02 4923 47 88 1
2021-11-01 4876 10 87 0
2021-10-31 4866 24 87 2
2021-10-30 4842 53 85 0
2021-10-29 4789 47 85 0
2021-10-28 4742 44 85 1
2021-10-27 4698 70 84 0
2021-10-26 4628 25 84 0
2021-10-25 4603 3 84 0
2021-10-24 4600 4 84 0
2021-10-23 4596 25 84 0
2021-10-22 4571 19 84 0
2021-10-21 4552 25 84 0
2021-10-20 4527 35 84 0
2021-10-19 4492 25 84 0
2021-10-18 4467 2 84 0
2021-10-17 4465 3 84 0
2021-10-16 4462 16 84 0
2021-10-15 4446 13 84 0
2021-10-14 4433 18 84 1
2021-10-13 4415 12 83 1
2021-10-12 4403 12 82 0
2021-10-11 4391 2 82 0
2021-10-10 4389 8 82 0
2021-10-09 4381 1 82 0
2021-10-08 4380 8 82 0
2021-10-07 4372 8 82 0
2021-10-06 4364 7 82 0
2021-10-05 4357 5 82 0
2021-10-04 4352 1 82 0
2021-10-03 4351 1 82 0
2021-10-02 4350 5 82 0
2021-10-01 4345 1 82 0
2021-09-30 4344 8 82 0
2021-09-29 4336 21 82 0
2021-09-28 4315 7 82 0
2021-09-26 4308 1 82 0
2021-09-25 4307 11 82 0
2021-09-24 4296 6 82 0
2021-09-23 4290 6 82 0
2021-09-22 4284 4 82 0
2021-09-20 4280 1 82 0
2021-09-19 4279 1 82 0
2021-09-18 4278 6 82 0
2021-09-17 4272 3 82 0
2021-09-16 4269 5 82 0
2021-09-15 4264 5 82 0
2021-09-14 4259 15 82 1
2021-09-13 4244 3 81 0
2021-09-12 4241 1 81 0
2021-09-11 4240 5 81 1
2021-09-10 4235 9 80 0
2021-09-09 4226 4 80 0
2021-09-08 4222 3 80 0
2021-09-07 4219 9 80 0
2021-09-06 4210 10 80 0
2021-09-05 4200 3 80 0
2021-09-04 4197 2 80 0
2021-09-03 4195 16 80 0
2021-09-02 4179 3 80 0
2021-09-01 4176 9 80 0
2021-08-31 4167 4 80 0
2021-08-30 4163 3 80 0
2021-08-28 4160 4 80 0
2021-08-27 4156 9 80 1
2021-08-26 4147 4 79 0
2021-08-25 4143 5 79 0
2021-08-24 4138 7 79 0
2021-08-23 4131 4 79 0
2021-08-22 4127 1 79 0
2021-08-19 4126 2 79 0
2021-08-18 4124 1 79 0
2021-08-17 4123 2 79 0
2021-07-27 4121 1 79 0
2021-07-24 4120 1 79 0
2021-07-15 4119 2 79 0
2021-07-02 4117 1 79 0
2021-06-23 4116 1 79 0
2021-06-15 4115 1 79 0
2021-06-10 4114 1 79 0
2021-06-09 4113 6 79 0
2021-06-08 4107 1 79 0
2021-06-07 4106 1 79 0
2021-06-05 4105 4 79 0
2021-06-04 4101 3 79 0
2021-06-03 4098 1 79 0
2021-06-02 4097 3 79 0
2021-06-01 4094 6 79 0
2021-05-30 4088 1 79 0
2021-05-29 4087 3 79 0
2021-05-28 4084 5 79 0
2021-05-27 4079 5 79 0
2021-05-26 4074 5 79 0
2021-05-24 4069 4 79 0
2021-05-23 4065 1 79 0
2021-05-22 4064 3 79 0
2021-05-21 4061 9 79 0
2021-05-20 4052 17 79 0
2021-05-19 4035 9 79 0
2021-05-18 4026 20 79 0
2021-05-17 4006 4 79 0
2021-05-16 4002 4 79 0
2021-05-15 3998 11 79 1
2021-05-14 3987 10 78 0
2021-05-13 3977 13 78 0
2021-05-12 3964 31 78 0
2021-05-11 3933 16 78 0
2021-05-10 3917 4 78 0
2021-05-09 3913 12 78 0
2021-05-08 3901 17 78 1
2021-05-07 3884 22 77 1
2021-05-06 3862 28 76 0
2021-05-05 3834 30 76 3
2021-05-04 3804 29 73 0
2021-05-03 3775 10 73 0
2021-05-02 3765 10 73 1
2021-05-01 3755 19 72 0
2021-04-30 3736 28 72 0
2021-04-29 3708 36 72 0
2021-04-28 3672 30 72 0
2021-04-27 3642 31 72 0
2021-04-26 3611 10 72 0
2021-04-25 3601 13 72 0
2021-04-24 3588 39 72 0
2021-04-23 3549 14 72 0
2021-04-22 3535 22 72 0
2021-04-21 3513 38 72 0
2021-04-20 3475 70 72 2
2021-04-19 3405 8 70 0
2021-04-18 3397 1 70 0
2021-04-17 3396 14 70 0
2021-04-16 3382 59 70 1
2021-04-15 3323 40 69 1
2021-04-14 3283 64 68 1
2021-04-13 3219 38 67 1
2021-04-12 3181 4 66 0
2021-04-11 3177 8 66 0
2021-04-10 3169 40 66 0
2021-04-09 3129 48 66 2
2021-04-08 3081 25 64 0
2021-04-07 3056 27 64 1
2021-04-06 3029 10 63 0
2021-04-05 3019 1 63 0
2021-04-04 3018 11 63 1
2021-04-03 3007 19 62 0
2021-04-02 2988 35 62 2
2021-04-01 2953 15 60 0
2021-03-31 2938 45 60 1
2021-03-30 2893 30 59 0
2021-03-29 2863 16 59 1
2021-03-28 2847 14 58 1
2021-03-27 2833 40 57 0
2021-03-26 2793 14 57 0
2021-03-25 2779 27 57 0
2021-03-24 2752 24 57 0
2021-03-23 2728 28 57 0
2021-03-22 2700 3 57 0
2021-03-21 2697 9 57 0
2021-03-20 2688 11 57 0
2021-03-19 2677 20 57 0
2021-03-18 2657 18 57 0
2021-03-17 2639 16 57 0
2021-03-16 2623 21 57 0
2021-03-15 2602 8 57 0
2021-03-13 2594 18 57 0
2021-03-12 2576 8 57 0
2021-03-11 2568 18 57 0
2021-03-10 2550 20 57 0
2021-03-09 2530 15 57 0
2021-03-08 2515 1 57 0
2021-03-07 2514 1 57 0
2021-03-06 2513 17 57 0
2021-03-05 2496 18 57 0
2021-03-04 2478 13 57 0
2021-03-03 2465 25 57 0
2021-03-02 2440 21 57 0
2021-03-01 2419 11 57 0
2021-02-27 2408 12 57 0
2021-02-26 2396 13 57 0
2021-02-25 2383 21 57 1
2021-02-24 2362 21 56 1
2021-02-23 2341 23 55 0
2021-02-22 2318 3 55 0
2021-02-21 2315 11 55 0
2021-02-20 2304 16 55 0
2021-02-19 2288 27 55 3
2021-02-18 2261 28 52 1
2021-02-17 2233 32 51 1
2021-02-16 2201 26 50 1
2021-02-15 2175 2 49 0
2021-02-14 2173 20 49 1
2021-02-13 2153 7 48 0
2021-02-12 2146 20 48 2
2021-02-11 2126 32 46 0
2021-02-10 2094 20 46 0
2021-02-09 2074 15 46 1
2021-02-07 2059 4 45 0
2021-02-06 2055 8 45 0
2021-02-05 2047 11 45 0
2021-02-04 2036 17 45 0
2021-02-03 2019 21 45 1
2021-02-02 1998 28 44 0
2021-02-01 1970 3 44 1
2021-01-31 1967 22 43 0
2021-01-30 1945 14 43 0
2021-01-29 1931 12 43 0
2021-01-28 1919 23 43 2
2021-01-27 1896 27 41 0
2021-01-26 1869 31 41 0
2021-01-25 1838 7 41 1
2021-01-24 1831 16 40 0
2021-01-23 1815 25 40 0
2021-01-22 1790 32 40 0
2021-01-21 1758 30 40 1
2021-01-20 1728 43 39 1
2021-01-19 1685 42 38 0
2021-01-18 1643 20 38 1
2021-01-17 1623 5 37 0
2021-01-16 1618 27 37 1
2021-01-15 1591 57 36 4
2021-01-14 1534 29 32 1
2021-01-13 1505 46 31 0
2021-01-12 1459 72 31 2
2021-01-11 1387 95 29 1
2021-01-08 1292 25 28 0
2021-01-07 1267 31 28 1
2021-01-06 1236 46 27 0
2021-01-05 1190 35 27 0
2021-01-04 1155 27 27 4
2021-01-02 1128 40 23 7
2020-12-31 1088 36 16 0
2020-12-30 1052 45 16 0
2020-12-29 1007 27 16 2
2020-12-28 980 12 14 0
2020-12-27 968 7 14 0
2020-12-26 961 12 14 1
2020-12-25 949 15 13 0
2020-12-24 934 28 13 0
2020-12-23 906 29 13 1
2020-12-22 877 46 12 0
2020-12-21 831 15 12 1
2020-12-20 816 13 11 0
2020-12-19 803 22 11 1
2020-12-18 781 24 10 1
2020-12-17 757 28 9 0
2020-12-16 729 12 9 0
2020-12-15 717 8 9 0
2020-12-14 709 20 9 0
2020-12-13 689 14 9 0
2020-12-12 675 5 9 0
2020-12-11 670 15 9 1
2020-12-10 655 24 8 0
2020-12-09 631 11 8 0
2020-12-08 620 14 8 0
2020-12-07 606 3 8 0
2020-12-06 603 16 8 0
2020-12-04 587 6 8 0
2020-12-03 581 15 8 0
2020-12-02 566 8 8 0
2020-12-01 558 9 8 0
2020-11-30 549 8 8 0
2020-11-29 541 9 8 0
2020-11-27 532 13 8 0
2020-11-26 519 21 8 0
2020-11-25 498 9 8 0
2020-11-24 489 9 8 0
2020-11-23 480 3 8 0
2020-11-22 477 2 8 0
2020-11-21 475 14 8 0
2020-11-20 461 13 8 0
2020-11-19 448 17 8 0
2020-11-18 431 6 8 0
2020-11-17 425 6 8 0
2020-11-16 419 1 8 0
2020-11-15 418 9 8 0
2020-11-14 409 1 8 0
2020-11-13 408 10 8 0
2020-11-12 398 13 8 0
2020-11-11 385 11 8 0
2020-11-10 374 14 8 0
2020-11-09 360 5 8 0
2020-11-07 355 19 8 0
2020-11-06 336 24 8 1
2020-11-05 312 14 7 0
2020-11-04 298 11 7 0
2020-11-03 287 13 7 0
2020-11-02 274 4 7 0
2020-11-01 270 7 7 1
2020-10-31 263 10 6 0
2020-10-30 253 23 6 0
2020-10-29 230 14 6 0
2020-10-28 216 4 6 0
2020-10-27 212 13 6 0
2020-10-25 199 2 6 0
2020-10-24 197 7 6 0
2020-10-23 190 5 6 0
2020-10-22 185 7 6 0
2020-10-21 178 4 6 0
2020-10-20 174 4 6 0
2020-10-17 170 1 6 0
2020-10-16 169 8 6 0
2020-10-15 161 2 6 0
2020-10-14 159 3 6 0
2020-10-09 156 2 6 0
2020-10-08 154 2 6 0
2020-10-07 152 3 6 0
2020-10-06 149 2 6 0
2020-10-01 147 3 6 0
2020-09-30 144 4 6 0
2020-09-27 140 3 6 0
2020-09-26 137 1 6 0
2020-09-25 136 1 6 0
2020-09-24 135 1 6 0
2020-09-22 134 1 6 0
2020-09-21 133 1 6 0
2020-09-20 132 1 6 0
2020-09-19 131 2 6 0
2020-09-17 129 2 6 0
2020-09-16 127 7 6 0
2020-09-15 120 6 6 1
2020-09-14 114 1 5 0
2020-09-13 113 10 5 0
2020-09-11 103 8 5 1
2020-09-10 95 2 4 0
2020-09-09 93 4 4 0
2020-09-08 89 1 4 0
2020-09-04 88 1 4 0
2020-09-01 87 1 4 0
2020-08-28 86 3 4 0
2020-08-25 83 1 4 0
2020-08-13 82 1 4 0
2020-08-05 81 4 4 0
2020-07-31 77 1 4 0
2020-07-15 76 2 4 0
2020-07-07 74 1 4 0
2020-06-05 73 1 4 0
2020-05-09 72 1 4 0
2020-05-07 71 1 4 0
2020-05-06 70 1 4 0
2020-05-05 69 1 4 0
2020-04-30 68 1 4 0
2020-04-28 67 1 4 0
2020-04-21 66 1 4 0
2020-04-19 65 1 4 0
2020-04-17 64 1 4 0
2020-04-16 63 4 4 0
2020-04-14 59 1 4 0
2020-04-10 58 1 4 0
2020-04-09 57 3 4 0
2020-04-06 54 1 4 0
2020-04-05 53 12 4 3
2020-04-04 41 5 1 1
2020-04-03 36 6 0 0
2020-04-02 30 1 0 0
2020-04-01 29 3 0 0
2020-03-31 26 2 0 0
2020-03-30 24 3 0 0
2020-03-28 21 3 0 0
2020-03-27 18 1 0 0
2020-03-26 17 2 0 0
2020-03-25 15 1 0 0
2020-03-24 14 1 0 0
2020-03-23 13 2 0 0
2020-03-22 11 1 0 0
2020-03-20 10 4 0 0
2020-03-19 6 1 0 0
2020-03-18 5 3 0 0
2020-03-17 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: 0:03:57.667942