Germany: LK Cochem-Zell (Rheinland-Pfalz)¶

  • Homepage of project: https://oscovida.github.io
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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 14:47:36 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Cochem-Zell", weeks=5);
2023-03-07T14:47:50.366045 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 100 100 200 200 300 300 7-day incidence rate (per 100K people) 166.8 LK Cochem-Zell, 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 −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-LK Cochem-Zell new deaths (rolling 7d mean) Germany-LK Cochem-Zell new deaths 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 1.0 1.0 1.5 1.5 2.0 2.0 R & growth factor (based on cases) Germany-LK Cochem-Zell cases daily growth factor Germany-LK Cochem-Zell cases daily growth factor (rolling mean) Germany-LK Cochem-Zell estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-LK Cochem-Zell deaths daily growth factor Germany-LK Cochem-Zell deaths daily growth factor (rolling mean) Germany-LK Cochem-Zell 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 Cochem-Zell doubling time cases (rolling mean) 0.00 12.35 24.69 37.04 49.39 daily change Germany-LK Cochem-Zell new cases (rolling 7d mean) Germany-LK Cochem-Zell new cases 0.000 0.327 0.653 0.980
In [4]:
overview(country="Germany", subregion="LK Cochem-Zell");
2023-03-07T14:48:08.793498 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) 166.8 LK Cochem-Zell, 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 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 1.0 1.0 1.5 1.5 2.0 2.0 R & growth factor (based on cases) Germany-LK Cochem-Zell cases daily growth factor Germany-LK Cochem-Zell cases daily growth factor (rolling mean) Germany-LK Cochem-Zell estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-LK Cochem-Zell deaths daily growth factor Germany-LK Cochem-Zell deaths daily growth factor (rolling mean) Germany-LK Cochem-Zell 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 Cochem-Zell doubling time cases (rolling mean) Germany-LK Cochem-Zell doubling time deaths (rolling mean) 0.0 123.5 246.9 daily change Germany-LK Cochem-Zell new cases (rolling 7d mean) Germany-LK Cochem-Zell new cases 0.000 1.235 2.469 3.704 daily change Germany-LK Cochem-Zell new deaths (rolling 7d mean) Germany-LK Cochem-Zell new deaths 0.0 34.5 68.9 103.4 137.8 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Cochem-Zell", dates="2020-03-15:");
2023-03-07T14:50:37.581764 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 Cochem-Zell LK Cochem-Zell 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 Cochem-Zell Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Cochem-Zell")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Cochem-Zell")
print(f'Population of country="Germany", subregion="LK Cochem-Zell": {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 Cochem-Zell": 61735 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 25709 12 136 0
2023-03-03 25697 10 136 0
2023-03-02 25687 18 136 0
2023-03-01 25669 34 136 0
2023-02-28 25635 29 136 0
2023-02-27 25606 52 136 0
2023-02-24 25554 36 136 0
2023-02-23 25518 37 136 0
2023-02-22 25481 43 136 0
2023-02-17 25438 9 136 0
2023-02-16 25429 16 136 0
2023-02-15 25413 14 136 0
2023-02-14 25399 16 136 0
2023-02-13 25383 6 136 0
2023-02-10 25377 10 136 0
2023-02-09 25367 6 136 0
2023-02-08 25361 17 136 0
2023-02-07 25344 21 136 0
2023-02-06 25323 16 136 0
2023-02-03 25307 11 136 0
2023-02-02 25296 6 136 0
2023-02-01 25290 12 136 0
2023-01-31 25278 6 136 0
2023-01-30 25272 12 136 0
2023-01-27 25260 4 136 0
2023-01-26 25256 9 136 0
2023-01-25 25247 6 136 0
2023-01-24 25241 14 136 0
2023-01-23 25227 6 136 0
2023-01-20 25221 1 136 0
2023-01-19 25220 4 136 0
2023-01-18 25216 2 136 0
2023-01-17 25214 11 136 0
2023-01-16 25203 12 136 0
2023-01-13 25191 1 136 0
2023-01-12 25190 9 136 0
2023-01-11 25181 6 136 0
2023-01-10 25175 18 136 0
2023-01-09 25157 16 136 1
2023-01-06 25141 20 135 0
2023-01-05 25121 10 135 0
2023-01-04 25111 11 135 0
2023-01-03 25100 23 135 0
2023-01-02 25077 16 135 1
2022-12-30 25061 19 134 1
2022-12-29 25042 13 133 0
2022-12-28 25029 13 133 0
2022-12-27 25016 30 133 0
2022-12-23 24986 16 133 0
2022-12-22 24970 20 133 0
2022-12-21 24950 22 133 0
2022-12-20 24928 19 133 1
2022-12-19 24909 25 132 0
2022-12-16 24884 19 132 0
2022-12-15 24865 15 132 0
2022-12-14 24850 17 132 0
2022-12-13 24833 34 132 0
2022-12-12 24799 21 132 0
2022-12-09 24778 21 132 1
2022-12-08 24757 18 131 0
2022-12-07 24739 22 131 0
2022-12-06 24717 23 131 1
2022-12-05 24694 18 130 0
2022-12-02 24676 14 130 1
2022-12-01 24662 6 129 0
2022-11-30 24656 8 129 0
2022-11-29 24648 20 129 0
2022-11-28 24628 15 129 0
2022-11-25 24613 10 129 0
2022-11-24 24603 12 129 0
2022-11-23 24591 18 129 0
2022-11-22 24573 20 129 0
2022-11-21 24553 35 129 0
2022-11-18 24518 24 129 0
2022-11-17 24494 12 129 0
2022-11-16 24482 18 129 0
2022-11-15 24464 28 129 0
2022-11-14 24436 23 129 0
2022-11-11 24413 9 129 0
2022-11-10 24404 13 129 0
2022-11-09 24391 13 129 1
2022-11-08 24378 30 128 0
2022-11-07 24348 33 128 0
2022-11-04 24315 26 128 0
2022-11-03 24289 27 128 0
2022-11-02 24262 91 128 0
2022-10-28 24171 24 128 1
2022-10-27 24147 39 127 0
2022-10-26 24108 50 127 0
2022-10-25 24058 56 127 1
2022-10-24 24002 93 126 2
2022-10-21 23909 58 124 1
2022-10-20 23851 90 123 1
2022-10-19 23761 79 122 0
2022-10-18 23682 100 122 0
2022-10-17 23582 132 122 0
2022-10-14 23450 75 122 0
2022-10-13 23375 73 122 0
2022-10-12 23302 148 122 4
2022-10-11 23154 166 118 1
2022-10-10 22988 152 117 1
2022-10-07 22836 115 116 1
2022-10-06 22721 137 115 2
2022-10-05 22584 197 113 0
2022-10-04 22387 135 113 0
2022-09-30 22252 37 113 1
2022-09-29 22215 93 112 0
2022-09-28 22122 46 112 2
2022-09-27 22076 89 110 0
2022-09-26 21987 113 110 0
2022-09-23 21874 46 110 0
2022-09-22 21828 46 110 0
2022-09-21 21782 54 110 0
2022-09-20 21728 64 110 0
2022-09-19 21664 106 110 2
2022-09-16 21558 23 108 0
2022-09-15 21535 45 108 0
2022-09-14 21490 49 108 0
2022-09-13 21441 61 108 0
2022-09-12 21380 37 108 1
2022-09-09 21343 19 107 0
2022-09-08 21324 14 107 0
2022-09-07 21310 16 107 0
2022-09-06 21294 57 107 0
2022-09-05 21237 52 107 1
2022-09-02 21185 29 106 0
2022-09-01 21156 21 106 0
2022-08-31 21135 32 106 1
2022-08-30 21103 40 105 1
2022-08-29 21063 39 104 0
2022-08-26 21024 20 104 0
2022-08-25 21004 27 104 0
2022-08-24 20977 25 104 0
2022-08-23 20952 30 104 0
2022-08-22 20922 33 104 0
2022-08-19 20889 22 104 0
2022-08-18 20867 20 104 1
2022-08-17 20847 29 103 0
2022-08-16 20818 28 103 0
2022-08-15 20790 36 103 0
2022-08-12 20754 23 103 0
2022-08-11 20731 25 103 0
2022-08-10 20706 30 103 0
2022-08-09 20676 64 103 0
2022-08-08 20612 38 103 0
2022-08-05 20574 26 103 0
2022-08-04 20548 24 103 0
2022-08-03 20524 36 103 0
2022-08-02 20488 39 103 0
2022-08-01 20449 54 103 0
2022-07-29 20395 24 103 1
2022-07-28 20371 38 102 0
2022-07-27 20333 55 102 0
2022-07-26 20278 96 102 0
2022-07-25 20182 105 102 2
2022-07-22 20077 65 100 0
2022-07-21 20012 66 100 0
2022-07-20 19946 93 100 0
2022-07-19 19853 123 100 0
2022-07-18 19730 124 100 0
2022-07-15 19606 91 100 0
2022-07-14 19515 61 100 0
2022-07-13 19454 73 100 0
2022-07-12 19381 119 100 0
2022-07-11 19262 82 100 0
2022-07-08 19180 55 100 0
2022-07-07 19125 82 100 1
2022-07-06 19043 47 99 0
2022-07-05 18996 75 99 0
2022-07-04 18921 89 99 0
2022-07-01 18832 51 99 0
2022-06-30 18781 51 99 0
2022-06-29 18730 67 99 0
2022-06-28 18663 143 99 0
2022-06-27 18520 86 99 1
2022-06-24 18434 29 98 0
2022-06-23 18405 68 98 0
2022-06-22 18337 65 98 1
2022-06-21 18272 95 97 0
2022-06-20 18177 97 97 0
2022-06-17 18080 102 97 1
2022-06-15 17978 55 96 0
2022-06-14 17923 130 96 0
2022-06-13 17793 135 96 0
2022-06-10 17658 86 96 0
2022-06-09 17572 106 96 0
2022-06-08 17466 103 96 0
2022-06-07 17363 84 96 0
2022-06-03 17279 29 96 0
2022-06-02 17250 26 96 0
2022-06-01 17224 30 96 0
2022-05-31 17194 57 96 1
2022-05-30 17137 55 95 0
2022-05-27 17082 33 95 0
2022-05-25 17049 29 95 0
2022-05-24 17020 34 95 0
2022-05-23 16986 48 95 0
2022-05-20 16938 35 95 0
2022-05-19 16903 30 95 0
2022-05-18 16873 52 95 0
2022-05-17 16821 64 95 0
2022-05-16 16757 52 95 0
2022-05-13 16705 50 95 0
2022-05-12 16655 16 95 0
2022-05-11 16639 52 95 0
2022-05-10 16587 64 95 1
2022-05-09 16523 60 94 0
2022-05-06 16463 41 94 0
2022-05-05 16422 77 94 0
2022-05-04 16345 80 94 0
2022-05-03 16265 95 94 0
2022-05-02 16170 99 94 0
2022-04-29 16071 92 94 0
2022-04-28 15979 136 94 0
2022-04-27 15843 109 94 0
2022-04-26 15734 136 94 0
2022-04-25 15598 142 94 0
2022-04-22 15456 185 94 0
2022-04-21 15271 106 94 0
2022-04-20 15165 127 94 0
2022-04-19 15038 110 94 0
2022-04-16 14928 42 94 0
2022-04-15 14886 72 94 0
2022-04-14 14814 140 94 2
2022-04-13 14674 62 92 0
2022-04-12 14612 189 92 0
2022-04-11 14423 127 92 0
2022-04-09 14296 20 92 0
2022-04-08 14276 129 92 0
2022-04-07 14147 95 92 0
2022-04-06 14052 135 92 0
2022-04-05 13917 211 92 0
2022-04-04 13706 50 92 0
2022-04-03 13656 61 92 0
2022-04-02 13595 171 92 0
2022-04-01 13424 120 92 0
2022-03-31 13304 222 92 0
2022-03-30 13082 346 92 0
2022-03-29 12736 284 92 0
2022-03-28 12452 32 92 0
2022-03-27 12420 89 92 0
2022-03-26 12331 174 92 0
2022-03-25 12157 214 92 0
2022-03-24 11943 225 92 2
2022-03-23 11718 317 90 0
2022-03-22 11401 295 90 0
2022-03-21 11106 76 90 1
2022-03-20 11030 172 89 0
2022-03-19 10858 85 89 0
2022-03-18 10773 322 89 0
2022-03-17 10451 131 89 0
2022-03-16 10320 318 89 1
2022-03-15 10002 247 88 0
2022-03-14 9755 75 88 0
2022-03-13 9680 131 88 0
2022-03-12 9549 132 88 0
2022-03-11 9417 166 88 0
2022-03-10 9251 254 88 0
2022-03-09 8997 218 88 0
2022-03-08 8779 291 88 0
2022-03-07 8488 63 88 0
2022-03-06 8425 130 88 0
2022-03-05 8295 145 88 0
2022-03-04 8150 210 88 0
2022-03-03 7940 210 88 0
2022-03-02 7730 179 88 0
2022-03-01 7551 151 88 1
2022-02-28 7400 37 87 0
2022-02-27 7363 19 87 0
2022-02-26 7344 96 87 0
2022-02-25 7248 92 87 0
2022-02-24 7156 76 87 0
2022-02-23 7080 102 87 0
2022-02-22 6978 185 87 0
2022-02-21 6793 37 87 0
2022-02-20 6756 31 87 0
2022-02-19 6725 90 87 0
2022-02-18 6635 91 87 0
2022-02-17 6544 95 87 0
2022-02-16 6449 119 87 0
2022-02-15 6330 159 87 1
2022-02-14 6171 17 86 0
2022-02-13 6154 44 86 0
2022-02-12 6110 28 86 0
2022-02-11 6082 96 86 0
2022-02-10 5986 99 86 0
2022-02-09 5887 114 86 0
2022-02-08 5773 162 86 0
2022-02-07 5611 26 86 0
2022-02-06 5585 39 86 0
2022-02-05 5546 68 86 0
2022-02-04 5478 88 86 0
2022-02-03 5390 78 86 0
2022-02-02 5312 101 86 0
2022-02-01 5211 134 86 0
2022-01-31 5077 24 86 0
2022-01-30 5053 39 86 0
2022-01-29 5014 31 86 0
2022-01-28 4983 83 86 0
2022-01-27 4900 51 86 0
2022-01-26 4849 70 86 0
2022-01-25 4779 108 86 0
2022-01-24 4671 29 86 0
2022-01-23 4642 15 86 0
2022-01-22 4627 57 86 0
2022-01-21 4570 78 86 0
2022-01-20 4492 63 86 0
2022-01-19 4429 132 86 0
2022-01-18 4297 72 86 0
2022-01-17 4225 89 86 0
2022-01-15 4136 38 86 0
2022-01-14 4098 67 86 0
2022-01-13 4031 42 86 0
2022-01-12 3989 56 86 0
2022-01-11 3933 55 86 0
2022-01-10 3878 40 86 0
2022-01-08 3838 16 86 0
2022-01-07 3822 52 86 0
2022-01-06 3770 38 86 0
2022-01-05 3732 58 86 0
2022-01-04 3674 83 86 0
2022-01-03 3591 27 86 0
2021-12-31 3564 15 86 1
2021-12-30 3549 23 85 0
2021-12-29 3526 13 85 0
2021-12-28 3513 16 85 0
2021-12-27 3497 15 85 0
2021-12-24 3482 6 85 0
2021-12-23 3476 9 85 0
2021-12-22 3467 18 85 0
2021-12-21 3449 16 85 0
2021-12-20 3433 9 85 1
2021-12-19 3424 1 84 0
2021-12-17 3423 12 84 1
2021-12-16 3411 14 83 0
2021-12-15 3397 30 83 0
2021-12-14 3367 30 83 0
2021-12-13 3337 15 83 1
2021-12-10 3322 14 82 1
2021-12-09 3308 22 81 0
2021-12-08 3286 32 81 1
2021-12-07 3254 43 80 0
2021-12-06 3211 38 80 3
2021-12-03 3173 31 77 0
2021-12-02 3142 30 77 1
2021-12-01 3112 35 76 0
2021-11-30 3077 45 76 0
2021-11-29 3032 43 76 2
2021-11-26 2989 33 74 0
2021-11-25 2956 31 74 0
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2021-11-23 2884 52 74 0
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2021-10-20 2277 6 70 0
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2021-10-11 2208 7 69 0
2021-10-08 2201 16 69 0
2021-10-07 2185 9 69 0
2021-10-06 2176 1 69 0
2021-10-05 2175 4 69 0
2021-10-04 2171 4 69 0
2021-10-01 2167 5 69 0
2021-09-29 2162 2 69 1
2021-09-28 2160 4 68 0
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2021-09-23 2153 1 68 0
2021-09-22 2152 3 68 0
2021-09-21 2149 5 68 0
2021-09-20 2144 6 68 3
2021-09-17 2138 6 65 1
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2021-09-14 2123 10 64 0
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2021-09-10 2104 2 64 0
2021-09-09 2102 5 64 0
2021-09-08 2097 6 64 0
2021-09-07 2091 11 64 0
2021-09-06 2080 4 64 0
2021-09-03 2076 2 64 0
2021-09-02 2074 5 64 0
2021-09-01 2069 6 64 0
2021-08-31 2063 7 64 0
2021-08-30 2056 9 64 0
2021-08-27 2047 3 64 0
2021-08-26 2044 3 64 0
2021-08-25 2041 6 64 0
2021-08-24 2035 4 64 1
2021-08-23 2031 7 63 2
2021-08-20 2024 1 61 0
2021-08-18 2023 5 61 0
2021-08-17 2018 2 61 0
2021-08-16 2016 3 61 0
2021-08-13 2013 2 61 0
2021-08-12 2011 1 61 0
2021-08-11 2010 4 61 0
2021-08-10 2006 3 61 0
2021-08-09 2003 1 61 0
2021-08-06 2002 4 61 0
2021-08-05 1998 1 61 0
2021-08-04 1997 2 61 0
2021-08-03 1995 3 61 0
2021-08-02 1992 2 61 0
2021-07-28 1990 3 61 0
2021-07-27 1987 5 61 0
2021-07-26 1982 5 61 0
2021-07-21 1977 2 61 0
2021-07-19 1975 2 61 0
2021-07-16 1973 2 61 0
2021-07-14 1971 2 61 0
2021-07-13 1969 1 61 0
2021-07-12 1968 2 61 0
2021-07-09 1966 1 61 0
2021-07-06 1965 1 61 0
2021-07-05 1964 3 61 0
2021-07-01 1961 1 61 0
2021-06-28 1960 1 61 0
2021-06-24 1959 1 61 0
2021-06-23 1958 1 61 0
2021-06-16 1957 1 61 0
2021-06-12 1956 1 61 0
2021-06-10 1955 2 61 0
2021-06-09 1953 2 61 0
2021-06-04 1951 3 61 0
2021-06-03 1948 2 61 0
2021-06-02 1946 2 61 1
2021-06-01 1944 8 60 0
2021-05-31 1936 1 60 0
2021-05-30 1935 2 60 0
2021-05-29 1933 6 60 0
2021-05-28 1927 8 60 0
2021-05-27 1919 4 60 0
2021-05-26 1915 4 60 0
2021-05-25 1911 5 60 0
2021-05-23 1906 1 60 0
2021-05-22 1905 7 60 1
2021-05-21 1898 4 59 0
2021-05-20 1894 3 59 0
2021-05-19 1891 1 59 0
2021-05-18 1890 3 59 0
2021-05-17 1887 3 59 0
2021-05-16 1884 1 59 0
2021-05-15 1883 3 59 1
2021-05-14 1880 7 58 0
2021-05-13 1873 2 58 0
2021-05-12 1871 4 58 1
2021-05-11 1867 4 57 0
2021-05-10 1863 3 57 1
2021-05-09 1860 1 56 0
2021-05-08 1859 2 56 0
2021-05-07 1857 3 56 0
2021-05-06 1854 8 56 0
2021-05-05 1846 13 56 0
2021-05-04 1833 5 56 1
2021-05-03 1828 2 55 0
2021-05-02 1826 1 55 0
2021-05-01 1825 8 55 0
2021-04-30 1817 3 55 1
2021-04-29 1814 7 54 0
2021-04-28 1807 9 54 0
2021-04-27 1798 3 54 0
2021-04-26 1795 2 54 0
2021-04-24 1793 3 54 0
2021-04-23 1790 4 54 1
2021-04-22 1786 6 53 0
2021-04-21 1780 10 53 0
2021-04-20 1770 16 53 0
2021-04-19 1754 5 53 1
2021-04-18 1749 6 52 0
2021-04-17 1743 5 52 0
2021-04-16 1738 7 52 1
2021-04-15 1731 7 51 0
2021-04-14 1724 10 51 0
2021-04-13 1714 11 51 0
2021-04-12 1703 2 51 0
2021-04-11 1701 10 51 0
2021-04-10 1691 4 51 0
2021-04-09 1687 8 51 0
2021-04-08 1679 5 51 0
2021-04-07 1674 12 51 0
2021-04-06 1662 3 51 0
2021-04-05 1659 4 51 1
2021-04-03 1655 7 50 0
2021-04-02 1648 5 50 0
2021-04-01 1643 5 50 0
2021-03-31 1638 12 50 0
2021-03-30 1626 6 50 0
2021-03-29 1620 2 50 0
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2021-03-25 1602 10 50 0
2021-03-24 1592 11 50 0
2021-03-23 1581 10 50 0
2021-03-22 1571 1 50 0
2021-03-21 1570 2 50 0
2021-03-19 1568 1 50 0
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2021-03-17 1566 1 50 0
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2021-03-10 1558 1 50 0
2021-03-09 1557 2 50 0
2021-03-08 1555 2 50 0
2021-03-07 1553 1 50 0
2021-03-05 1552 4 50 1
2021-03-04 1548 3 49 0
2021-03-03 1545 5 49 0
2021-03-02 1540 8 49 1
2021-03-01 1532 8 48 1
2021-02-28 1524 1 47 0
2021-02-26 1523 4 47 0
2021-02-25 1519 7 47 1
2021-02-24 1512 1 46 1
2021-02-23 1511 5 45 0
2021-02-21 1506 1 45 0
2021-02-20 1505 4 45 0
2021-02-19 1501 11 45 0
2021-02-18 1490 20 45 1
2021-02-17 1470 3 44 0
2021-02-16 1467 17 44 2
2021-02-15 1450 9 42 0
2021-02-14 1441 7 42 0
2021-02-13 1434 5 42 0
2021-02-12 1429 10 42 0
2021-02-11 1419 17 42 2
2021-02-10 1402 16 40 0
2021-02-09 1386 20 40 3
2021-02-08 1366 1 37 0
2021-02-06 1365 1 37 0
2021-02-05 1364 9 37 0
2021-02-04 1355 2 37 0
2021-02-03 1353 8 37 3
2021-02-02 1345 5 34 0
2021-02-01 1340 3 34 2
2021-01-30 1337 7 32 0
2021-01-29 1330 7 32 0
2021-01-28 1323 9 32 0
2021-01-27 1314 12 32 0
2021-01-26 1302 6 32 0
2021-01-25 1296 2 32 1
2021-01-24 1294 1 31 0
2021-01-23 1293 19 31 1
2021-01-22 1274 11 30 0
2021-01-21 1263 22 30 0
2021-01-20 1241 19 30 3
2021-01-19 1222 8 27 0
2021-01-18 1214 13 27 1
2021-01-17 1201 2 26 0
2021-01-16 1199 15 26 1
2021-01-15 1184 10 25 0
2021-01-14 1174 10 25 0
2021-01-13 1164 18 25 1
2021-01-12 1146 9 24 1
2021-01-11 1137 6 23 0
2021-01-10 1131 5 23 2
2021-01-09 1126 7 21 0
2021-01-08 1119 11 21 0
2021-01-07 1108 16 21 0
2021-01-06 1092 14 21 0
2021-01-05 1078 9 21 1
2021-01-04 1069 4 20 0
2021-01-03 1065 5 20 0
2021-01-02 1060 4 20 0
2021-01-01 1056 9 20 0
2020-12-31 1047 13 20 0
2020-12-30 1034 5 20 0
2020-12-29 1029 9 20 0
2020-12-28 1020 4 20 0
2020-12-27 1016 4 20 0
2020-12-26 1012 5 20 0
2020-12-25 1007 4 20 0
2020-12-24 1003 11 20 0
2020-12-23 992 28 20 3
2020-12-22 964 21 17 1
2020-12-21 943 4 16 0
2020-12-20 939 27 16 2
2020-12-19 912 5 14 0
2020-12-18 907 16 14 0
2020-12-17 891 19 14 0
2020-12-16 872 14 14 0
2020-12-15 858 26 14 0
2020-12-14 832 5 14 0
2020-12-13 827 11 14 1
2020-12-12 816 11 13 0
2020-12-11 805 7 13 0
2020-12-10 798 7 13 1
2020-12-09 791 25 12 0
2020-12-08 766 12 12 1
2020-12-07 754 4 11 0
2020-12-06 750 5 11 0
2020-12-05 745 9 11 0
2020-12-04 736 14 11 0
2020-12-03 722 12 11 0
2020-12-02 710 14 11 0
2020-12-01 696 11 11 1
2020-11-30 685 2 10 0
2020-11-29 683 6 10 0
2020-11-28 677 8 10 0
2020-11-27 669 14 10 0
2020-11-26 655 14 10 0
2020-11-25 641 14 10 0
2020-11-24 627 15 10 0
2020-11-23 612 4 10 0
2020-11-22 608 15 10 0
2020-11-21 593 5 10 0
2020-11-20 588 10 10 0
2020-11-19 578 13 10 1
2020-11-18 565 12 9 2
2020-11-17 553 14 7 1
2020-11-16 539 11 6 0
2020-11-15 528 18 6 0
2020-11-14 510 12 6 1
2020-11-13 498 18 5 1
2020-11-12 480 32 4 1
2020-11-11 448 20 3 1
2020-11-10 428 10 2 0
2020-11-09 418 12 2 0
2020-11-08 406 6 2 0
2020-11-07 400 6 2 0
2020-11-06 394 10 2 0
2020-11-05 384 12 2 0
2020-11-04 372 23 2 0
2020-11-03 349 11 2 0
2020-11-02 338 5 2 0
2020-11-01 333 8 2 0
2020-10-31 325 8 2 0
2020-10-30 317 10 2 0
2020-10-29 307 17 2 0
2020-10-28 290 10 2 0
2020-10-27 280 3 2 0
2020-10-26 277 3 2 0
2020-10-25 274 8 2 0
2020-10-24 266 9 2 0
2020-10-23 257 11 2 0
2020-10-22 246 13 2 0
2020-10-21 233 21 2 0
2020-10-20 212 6 2 0
2020-10-19 206 3 2 0
2020-10-17 203 7 2 0
2020-10-16 196 7 2 0
2020-10-15 189 4 2 0
2020-10-14 185 4 2 0
2020-10-13 181 2 2 0
2020-10-12 179 2 2 0
2020-10-11 177 2 2 0
2020-10-09 175 1 2 0
2020-10-03 174 1 2 1
2020-10-02 173 1 1 0
2020-10-01 172 2 1 0
2020-09-29 170 1 1 0
2020-09-18 169 1 1 0
2020-09-17 168 4 1 0
2020-09-16 164 4 1 0
2020-09-10 160 6 1 0
2020-09-06 154 1 1 0
2020-08-28 153 4 1 0
2020-08-27 149 2 1 0
2020-08-24 147 1 1 0
2020-08-18 146 2 1 0
2020-08-14 144 1 1 0
2020-08-12 143 2 1 0
2020-08-09 141 1 1 0
2020-08-07 140 2 1 0
2020-07-03 138 1 1 0
2020-06-24 137 1 1 0
2020-06-22 136 1 1 0
2020-06-19 135 1 1 0
2020-06-09 134 3 1 0
2020-06-03 131 2 1 0
2020-05-27 129 1 1 0
2020-05-13 128 1 1 0
2020-04-29 127 1 1 0
2020-04-21 126 1 1 0
2020-04-17 125 2 1 0
2020-04-15 123 1 1 0
2020-04-09 122 1 1 0
2020-04-07 121 3 1 0
2020-04-06 118 2 1 1
2020-04-03 116 3 0 0
2020-04-02 113 1 0 0
2020-04-01 112 4 0 0
2020-03-31 108 8 0 0
2020-03-30 100 1 0 0
2020-03-29 99 2 0 0
2020-03-28 97 9 0 0
2020-03-27 88 17 0 0
2020-03-26 71 4 0 0
2020-03-25 67 14 0 0
2020-03-24 53 8 0 0
2020-03-21 45 3 0 0
2020-03-20 42 4 0 0
2020-03-19 38 4 0 0
2020-03-18 34 2 0 0
2020-03-17 32 7 0 0
2020-03-16 25 2 0 0
2020-03-15 23 17 0 0
2020-03-13 6 4 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: 0:04:38.458515