Germany: LK Kulmbach (Bayern)¶

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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 10:55:09 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Kulmbach", weeks=5);
2023-03-07T10:55:22.675918 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 140 140 160 160 180 180 200 200 220 220 7-day incidence rate (per 100K people) 145.8 LK Kulmbach, 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 −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-LK Kulmbach new deaths (rolling 7d mean) Germany-LK Kulmbach new deaths 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 Kulmbach cases daily growth factor Germany-LK Kulmbach cases daily growth factor (rolling mean) Germany-LK Kulmbach 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 Kulmbach deaths daily growth factor Germany-LK Kulmbach deaths daily growth factor (rolling mean) Germany-LK Kulmbach 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 Kulmbach doubling time cases (rolling mean) 0.00 14.27 28.53 42.80 daily change Germany-LK Kulmbach new cases (rolling 7d mean) Germany-LK Kulmbach new cases 0.000 0.317 0.633 0.950
In [4]:
overview(country="Germany", subregion="LK Kulmbach");
2023-03-07T10:55:43.504270 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) 145.8 LK Kulmbach, 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 5 10 15 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 Kulmbach cases daily growth factor Germany-LK Kulmbach cases daily growth factor (rolling mean) Germany-LK Kulmbach 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 Kulmbach deaths daily growth factor Germany-LK Kulmbach deaths daily growth factor (rolling mean) Germany-LK Kulmbach 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 cases doubling time [days] Germany-LK Kulmbach doubling time cases (rolling mean) Germany-LK Kulmbach doubling time deaths (rolling mean) 0.0 142.7 285.3 428.0 daily change Germany-LK Kulmbach new cases (rolling 7d mean) Germany-LK Kulmbach new cases 0.00 3.57 7.13 10.70 daily change Germany-LK Kulmbach new deaths (rolling 7d mean) Germany-LK Kulmbach new deaths 0.0 38.1 76.2 114.2 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Kulmbach", dates="2020-03-15:");
2023-03-07T10:58:05.650601 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 Kulmbach LK Kulmbach 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 0.01 0.01 0.1 0.1 1 1 daily new deaths (rolling 7-day mean) normalised by 100K people LK Kulmbach Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Kulmbach")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Kulmbach")
print(f'Population of country="Germany", subregion="LK Kulmbach": {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 Kulmbach": 71328 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 39438 20 193 0
2023-03-03 39418 12 193 0
2023-03-02 39406 6 193 0
2023-03-01 39400 24 193 0
2023-02-28 39376 42 193 0
2023-02-27 39334 28 193 0
2023-02-24 39306 18 193 0
2023-02-23 39288 38 193 0
2023-02-22 39250 29 193 0
2023-02-21 39221 26 193 0
2023-02-20 39195 34 193 0
2023-02-17 39161 15 193 0
2023-02-16 39146 24 193 0
2023-02-15 39122 16 193 0
2023-02-14 39106 31 193 0
2023-02-13 39075 27 193 0
2023-02-10 39048 7 193 0
2023-02-09 39041 13 193 0
2023-02-08 39028 20 193 0
2023-02-07 39008 47 193 0
2023-02-06 38961 18 193 0
2023-02-03 38943 16 193 0
2023-02-02 38927 23 193 0
2023-02-01 38904 13 193 0
2023-01-31 38891 52 193 0
2023-01-30 38839 27 193 0
2023-01-27 38812 19 193 0
2023-01-26 38793 33 193 0
2023-01-25 38760 26 193 0
2023-01-24 38734 42 193 0
2023-01-23 38692 19 193 0
2023-01-20 38673 15 193 0
2023-01-19 38658 4 193 0
2023-01-18 38654 14 193 0
2023-01-17 38640 17 193 0
2023-01-16 38623 7 193 0
2023-01-13 38616 10 193 0
2023-01-12 38606 9 193 0
2023-01-11 38597 13 193 0
2023-01-10 38584 26 193 0
2023-01-09 38558 17 193 2
2023-01-05 38541 19 191 0
2023-01-04 38522 17 191 0
2023-01-03 38505 18 191 0
2023-01-02 38487 30 191 0
2022-12-30 38457 25 191 0
2022-12-29 38432 18 191 0
2022-12-28 38414 45 191 2
2022-12-27 38369 36 189 1
2022-12-23 38333 31 188 0
2022-12-22 38302 19 188 0
2022-12-21 38283 21 188 0
2022-12-20 38262 31 188 0
2022-12-19 38231 27 188 0
2022-12-16 38204 19 188 0
2022-12-15 38185 6 188 0
2022-12-14 38179 12 188 1
2022-12-13 38167 42 187 0
2022-12-12 38125 17 187 0
2022-12-09 38108 13 187 0
2022-12-08 38095 16 187 0
2022-12-07 38079 16 187 0
2022-12-06 38063 24 187 0
2022-12-05 38039 26 187 0
2022-12-02 38013 4 187 0
2022-12-01 38009 13 187 0
2022-11-30 37996 15 187 0
2022-11-29 37981 19 187 0
2022-11-28 37962 23 187 1
2022-11-25 37939 10 186 0
2022-11-24 37929 13 186 0
2022-11-23 37916 14 186 1
2022-11-22 37902 27 185 0
2022-11-21 37875 24 185 0
2022-11-18 37851 14 185 0
2022-11-17 37837 13 185 0
2022-11-16 37824 19 185 1
2022-11-15 37805 39 184 1
2022-11-14 37766 60 183 0
2022-11-11 37706 26 183 0
2022-11-10 37680 22 183 0
2022-11-09 37658 28 183 1
2022-11-08 37630 39 182 0
2022-11-07 37591 30 182 0
2022-11-04 37561 31 182 0
2022-11-03 37530 18 182 0
2022-11-02 37512 36 182 0
2022-10-31 37476 42 182 0
2022-10-28 37434 39 182 0
2022-10-27 37395 33 182 0
2022-10-26 37362 45 182 0
2022-10-25 37317 72 182 0
2022-10-24 37245 75 182 1
2022-10-21 37170 53 181 0
2022-10-20 37117 46 181 0
2022-10-19 37071 53 181 0
2022-10-18 37018 114 181 0
2022-10-17 36904 127 181 0
2022-10-14 36777 83 181 0
2022-10-13 36694 56 181 0
2022-10-12 36638 94 181 0
2022-10-11 36544 198 181 0
2022-10-10 36346 125 181 0
2022-10-07 36221 104 181 0
2022-10-06 36117 139 181 2
2022-10-05 35978 157 179 0
2022-10-04 35821 135 179 0
2022-09-30 35686 57 179 1
2022-09-29 35629 64 178 0
2022-09-28 35565 67 178 0
2022-09-27 35498 100 178 0
2022-09-26 35398 60 178 0
2022-09-23 35338 43 178 0
2022-09-22 35295 30 178 0
2022-09-21 35265 17 178 0
2022-09-20 35248 53 178 0
2022-09-19 35195 33 178 0
2022-09-16 35162 18 178 0
2022-09-15 35144 12 178 0
2022-09-14 35132 21 178 0
2022-09-13 35111 16 178 0
2022-09-12 35095 27 178 0
2022-09-09 35068 18 178 0
2022-09-08 35050 20 178 0
2022-09-07 35030 10 178 0
2022-09-06 35020 34 178 0
2022-09-05 34986 21 178 0
2022-09-02 34965 11 178 0
2022-09-01 34954 20 178 0
2022-08-31 34934 27 178 0
2022-08-30 34907 36 178 0
2022-08-29 34871 50 178 0
2022-08-26 34821 23 178 0
2022-08-25 34798 29 178 0
2022-08-24 34769 42 178 0
2022-08-23 34727 76 178 0
2022-08-22 34651 77 178 0
2022-08-19 34574 47 178 0
2022-08-18 34527 79 178 1
2022-08-17 34448 115 177 1
2022-08-16 34333 213 176 0
2022-08-15 34120 277 176 1
2022-08-12 33843 224 175 0
2022-08-11 33619 221 175 0
2022-08-10 33398 239 175 0
2022-08-09 33159 295 175 0
2022-08-08 32864 164 175 0
2022-08-05 32700 100 175 0
2022-08-04 32600 94 175 0
2022-08-03 32506 94 175 0
2022-08-02 32412 125 175 1
2022-08-01 32287 132 174 0
2022-07-29 32155 76 174 0
2022-07-28 32079 99 174 0
2022-07-27 31980 142 174 0
2022-07-26 31838 233 174 0
2022-07-25 31605 297 174 1
2022-07-22 31308 176 173 0
2022-07-21 31132 145 173 1
2022-07-20 30987 205 172 1
2022-07-19 30782 315 171 1
2022-07-18 30467 326 170 2
2022-07-15 30141 188 168 0
2022-07-14 29953 210 168 0
2022-07-13 29743 214 168 2
2022-07-12 29529 271 166 1
2022-07-11 29258 226 165 0
2022-07-08 29032 143 165 0
2022-07-07 28889 143 165 0
2022-07-06 28746 151 165 0
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2022-07-04 28352 166 165 1
2022-07-01 28186 119 164 0
2022-06-30 28067 115 164 0
2022-06-29 27952 126 164 0
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2022-06-27 27645 128 164 0
2022-06-24 27517 83 164 0
2022-06-23 27434 102 164 0
2022-06-22 27332 95 164 0
2022-06-21 27237 137 164 0
2022-06-20 27100 113 164 0
2022-06-17 26987 85 164 1
2022-06-15 26902 80 163 0
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2022-06-13 26732 110 163 0
2022-06-10 26622 41 163 0
2022-06-09 26581 46 163 0
2022-06-08 26535 81 163 0
2022-06-07 26454 66 163 1
2022-06-03 26388 36 162 0
2022-06-02 26352 30 162 0
2022-06-01 26322 23 162 0
2022-05-31 26299 42 162 0
2022-05-30 26257 31 162 0
2022-05-27 26226 26 162 0
2022-05-25 26200 42 162 0
2022-05-24 26158 46 162 0
2022-05-23 26112 87 162 0
2022-05-20 26025 33 162 0
2022-05-19 25992 30 162 0
2022-05-18 25962 55 162 1
2022-05-17 25907 73 161 0
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2022-05-13 25727 57 161 1
2022-05-12 25670 70 160 0
2022-05-11 25600 79 160 0
2022-05-10 25521 110 160 0
2022-05-09 25411 128 160 0
2022-05-06 25283 83 160 0
2022-05-05 25200 90 160 0
2022-05-04 25110 116 160 0
2022-05-03 24994 158 160 0
2022-05-02 24836 156 160 2
2022-04-29 24680 92 158 0
2022-04-28 24588 89 158 0
2022-04-27 24499 124 158 1
2022-04-26 24375 194 157 0
2022-04-25 24181 56 157 1
2022-04-24 24125 86 156 0
2022-04-23 24039 117 156 0
2022-04-22 23922 141 156 0
2022-04-21 23781 161 156 0
2022-04-20 23620 224 156 0
2022-04-19 23396 102 156 0
2022-04-18 23294 18 156 1
2022-04-17 23276 168 155 0
2022-04-16 23108 25 155 0
2022-04-15 23083 108 155 0
2022-04-14 22975 150 155 0
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2022-04-12 22601 281 155 0
2022-04-11 22320 76 155 0
2022-04-10 22244 130 155 0
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2022-04-08 21976 198 155 0
2022-04-07 21778 264 155 0
2022-04-06 21514 162 155 0
2022-04-05 21352 414 155 1
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2021-04-30 3904 12 114 0
2021-04-29 3892 21 114 2
2021-04-28 3871 11 112 0
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2021-04-22 3782 42 112 0
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2021-04-20 3720 51 112 0
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2021-04-13 3577 29 112 0
2021-04-12 3548 9 112 0
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2021-04-10 3529 24 112 0
2021-04-09 3505 33 112 0
2021-04-08 3472 36 112 0
2021-04-07 3436 43 112 0
2021-04-06 3393 18 112 0
2021-04-05 3375 1 112 0
2021-04-04 3374 5 112 1
2021-04-03 3369 10 111 0
2021-04-02 3359 22 111 0
2021-04-01 3337 46 111 1
2021-03-31 3291 46 110 1
2021-03-30 3245 56 109 0
2021-03-29 3189 9 109 1
2021-03-28 3180 10 108 0
2021-03-27 3170 50 108 2
2021-03-26 3120 25 106 1
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2021-03-23 3023 58 102 0
2021-03-21 2965 20 102 0
2021-03-20 2945 20 102 0
2021-03-19 2925 32 102 1
2021-03-18 2893 30 101 0
2021-03-17 2863 30 101 0
2021-03-16 2833 68 101 2
2021-03-15 2765 5 99 0
2021-03-14 2760 6 99 0
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2021-03-12 2715 42 99 1
2021-03-11 2673 35 98 1
2021-03-10 2638 28 97 0
2021-03-09 2610 41 97 0
2021-03-07 2569 5 97 0
2021-03-06 2564 27 97 0
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2021-03-04 2501 44 97 1
2021-03-03 2457 36 96 0
2021-03-02 2421 37 96 0
2021-03-01 2384 1 96 0
2021-02-28 2383 8 96 1
2021-02-27 2375 40 95 0
2021-02-26 2335 21 95 0
2021-02-25 2314 30 95 0
2021-02-24 2284 23 95 0
2021-02-23 2261 34 95 0
2021-02-22 2227 2 95 0
2021-02-21 2225 2 95 0
2021-02-20 2223 23 95 0
2021-02-19 2200 24 95 0
2021-02-18 2176 24 95 0
2021-02-17 2152 21 95 1
2021-02-16 2131 22 94 0
2021-02-15 2109 3 94 0
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2021-02-13 2101 5 94 0
2021-02-12 2096 9 94 0
2021-02-11 2087 11 94 0
2021-02-10 2076 15 94 1
2021-02-09 2061 7 93 0
2021-02-07 2054 2 93 1
2021-02-06 2052 11 92 0
2021-02-05 2041 9 92 0
2021-02-04 2032 11 92 1
2021-02-03 2021 13 91 0
2021-02-02 2008 11 91 1
2021-02-01 1997 3 90 0
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2021-01-30 1988 16 90 0
2021-01-29 1972 3 90 0
2021-01-28 1969 17 90 0
2021-01-27 1952 21 90 1
2021-01-26 1931 24 89 3
2021-01-25 1907 1 86 0
2021-01-24 1906 6 86 0
2021-01-23 1900 6 86 0
2021-01-22 1894 10 86 1
2021-01-21 1884 23 85 0
2021-01-20 1861 17 85 1
2021-01-19 1844 35 84 0
2021-01-18 1809 4 84 1
2021-01-17 1805 4 83 1
2021-01-16 1801 16 82 0
2021-01-15 1785 34 82 2
2021-01-14 1751 32 80 2
2021-01-13 1719 49 78 0
2021-01-12 1670 11 78 0
2021-01-11 1659 1 78 0
2021-01-10 1658 4 78 0
2021-01-09 1654 25 78 1
2021-01-08 1629 83 77 3
2021-01-07 1546 10 74 0
2021-01-06 1536 52 74 3
2021-01-05 1484 52 71 4
2021-01-04 1432 4 67 0
2021-01-03 1428 1 67 0
2021-01-02 1427 2 67 0
2021-01-01 1425 12 67 0
2020-12-31 1413 51 67 5
2020-12-30 1362 39 62 1
2020-12-29 1323 95 61 13
2020-12-28 1228 3 48 1
2020-12-27 1225 7 47 2
2020-12-26 1218 4 45 0
2020-12-25 1214 13 45 1
2020-12-24 1201 10 44 1
2020-12-23 1191 73 43 10
2020-12-22 1118 45 33 4
2020-12-21 1073 2 29 0
2020-12-20 1071 22 29 4
2020-12-19 1049 23 25 3
2020-12-18 1026 34 22 5
2020-12-17 992 8 17 2
2020-12-16 984 24 15 0
2020-12-15 960 13 15 0
2020-12-14 947 3 15 0
2020-12-13 944 10 15 0
2020-12-12 934 17 15 0
2020-12-11 917 26 15 0
2020-12-10 891 12 15 0
2020-12-09 879 9 15 0
2020-12-08 870 23 15 0
2020-12-07 847 3 15 0
2020-12-06 844 6 15 0
2020-12-05 838 11 15 0
2020-12-04 827 19 15 1
2020-12-03 808 19 14 0
2020-12-02 789 24 14 1
2020-12-01 765 20 13 0
2020-11-30 745 2 13 0
2020-11-29 743 2 13 0
2020-11-28 741 11 13 0
2020-11-27 730 12 13 0
2020-11-26 718 10 13 0
2020-11-25 708 11 13 0
2020-11-24 697 17 13 0
2020-11-23 680 1 13 0
2020-11-22 679 2 13 0
2020-11-21 677 8 13 1
2020-11-20 669 7 12 0
2020-11-19 662 9 12 0
2020-11-18 653 6 12 0
2020-11-17 647 5 12 0
2020-11-14 642 5 12 0
2020-11-13 637 7 12 0
2020-11-12 630 7 12 0
2020-11-11 623 8 12 0
2020-11-10 615 4 12 0
2020-11-09 611 4 12 0
2020-11-08 607 1 12 0
2020-11-07 606 6 12 0
2020-11-06 600 11 12 0
2020-11-05 589 1 12 0
2020-11-04 588 18 12 0
2020-11-03 570 11 12 0
2020-11-02 559 6 12 1
2020-11-01 553 28 11 0
2020-10-31 525 8 11 0
2020-10-30 517 12 11 0
2020-10-29 505 24 11 0
2020-10-28 481 19 11 0
2020-10-27 462 43 11 0
2020-10-26 419 7 11 0
2020-10-25 412 29 11 0
2020-10-24 383 4 11 0
2020-10-23 379 10 11 0
2020-10-22 369 15 11 0
2020-10-21 354 3 11 0
2020-10-20 351 2 11 0
2020-10-18 349 1 11 0
2020-10-17 348 3 11 0
2020-10-16 345 3 11 0
2020-10-15 342 13 11 0
2020-10-14 329 3 11 0
2020-10-13 326 1 11 0
2020-10-09 325 3 11 0
2020-10-07 322 1 11 0
2020-10-06 321 1 11 0
2020-10-04 320 1 11 0
2020-10-03 319 1 11 0
2020-10-01 318 1 11 0
2020-09-29 317 1 11 0
2020-09-26 316 2 11 0
2020-09-25 314 3 11 0
2020-09-23 311 3 11 0
2020-09-22 308 3 11 0
2020-09-19 305 3 11 0
2020-09-18 302 1 11 0
2020-09-17 301 3 11 0
2020-09-15 298 8 11 0
2020-09-14 290 7 11 0
2020-09-13 283 14 11 0
2020-09-11 269 4 11 0
2020-09-10 265 5 11 0
2020-09-09 260 1 11 0
2020-09-08 259 1 11 0
2020-08-24 258 1 11 0
2020-08-21 257 1 11 0
2020-08-19 256 3 11 0
2020-08-17 253 1 11 0
2020-08-15 252 1 11 0
2020-08-14 251 1 11 0
2020-08-12 250 1 11 0
2020-08-04 249 1 11 0
2020-07-28 248 2 11 0
2020-06-09 246 1 11 0
2020-05-27 245 1 11 0
2020-05-13 244 2 11 0
2020-05-12 242 4 11 0
2020-05-08 238 1 11 0
2020-05-07 237 5 11 0
2020-05-06 232 2 11 0
2020-05-05 230 2 11 0
2020-05-04 228 3 11 0
2020-05-02 225 1 11 0
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2020-04-30 219 4 11 0
2020-04-29 215 6 11 0
2020-04-28 209 10 11 0
2020-04-27 199 4 11 0
2020-04-25 195 5 11 0
2020-04-24 190 2 11 0
2020-04-23 188 1 11 0
2020-04-22 187 8 11 0
2020-04-19 179 1 11 0
2020-04-18 178 4 11 1
2020-04-17 174 4 10 0
2020-04-16 170 4 10 0
2020-04-15 166 3 10 0
2020-04-14 163 3 10 0
2020-04-13 160 5 10 0
2020-04-12 155 5 10 0
2020-04-11 150 9 10 1
2020-04-10 141 3 9 1
2020-04-09 138 4 8 1
2020-04-08 134 8 7 0
2020-04-07 126 10 7 1
2020-04-05 116 4 6 0
2020-04-04 112 7 6 0
2020-04-03 105 11 6 1
2020-04-02 94 12 5 0
2020-04-01 82 7 5 0
2020-03-30 75 2 5 0
2020-03-28 73 2 5 0
2020-03-27 71 8 5 0
2020-03-26 63 20 5 3
2020-03-25 43 5 2 0
2020-03-24 38 10 2 1
2020-03-23 28 7 1 1
2020-03-21 21 6 0 0
2020-03-20 15 3 0 0
2020-03-17 12 11 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: 0:03:14.233237