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: 30/09/2021 10:01:20 CEST
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
overview(country="Germany", subregion="SK Eisenach", weeks=5);
overview(country="Germany", subregion="SK Eisenach");
compare_plot(country="Germany", subregion="SK Eisenach", dates="2020-03-15:");
# load the data
cases, deaths = germany_get_region(landkreis="SK Eisenach")
# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Eisenach")
print(f'Population of country="Germany", subregion="SK Eisenach": {inhabitants} people')
# compose into one table
table = compose_dataframe_summary(cases, deaths)
# show tables with up to 1000 rows
pd.set_option("max_rows", 1000)
# display the table
table
Population of country="Germany", subregion="SK Eisenach": 41970 people
total cases | daily new cases | total deaths | daily new deaths | |
---|---|---|---|---|
date | ||||
2021-06-24 | 1947 | 2 | 78 | 0 |
2021-06-23 | 1945 | 1 | 78 | 0 |
2021-06-22 | 1944 | 1 | 78 | 0 |
2021-06-21 | 1943 | 1 | 78 | 0 |
2021-06-19 | 1942 | 1 | 78 | 0 |
2021-06-15 | 1941 | 2 | 78 | 0 |
2021-06-12 | 1939 | 1 | 78 | 0 |
2021-06-11 | 1938 | 10 | 78 | 0 |
2021-06-10 | 1928 | 1 | 78 | 0 |
2021-06-09 | 1927 | 3 | 78 | 0 |
2021-06-08 | 1924 | 1 | 78 | 0 |
2021-06-07 | 1923 | 3 | 78 | 0 |
2021-06-06 | 1920 | 1 | 78 | 0 |
2021-06-01 | 1919 | 3 | 78 | 0 |
2021-05-31 | 1916 | 1 | 78 | 0 |
2021-05-29 | 1915 | 2 | 78 | 0 |
2021-05-28 | 1913 | 5 | 78 | 0 |
2021-05-27 | 1908 | 1 | 78 | 0 |
2021-05-26 | 1907 | 4 | 78 | 0 |
2021-05-25 | 1903 | 2 | 78 | 0 |
2021-05-21 | 1901 | 3 | 78 | 0 |
2021-05-20 | 1898 | 6 | 78 | 0 |
2021-05-19 | 1892 | 8 | 78 | 0 |
2021-05-18 | 1884 | 5 | 78 | 0 |
2021-05-17 | 1879 | 5 | 78 | 0 |
2021-05-16 | 1874 | 2 | 78 | 0 |
2021-05-15 | 1872 | 4 | 78 | 0 |
2021-05-14 | 1868 | 3 | 78 | 0 |
2021-05-13 | 1865 | 5 | 78 | 0 |
2021-05-12 | 1860 | 15 | 78 | 1 |
2021-05-11 | 1845 | 19 | 77 | 0 |
2021-05-10 | 1826 | 4 | 77 | 0 |
2021-05-09 | 1822 | 5 | 77 | 0 |
2021-05-08 | 1817 | 8 | 77 | 0 |
2021-05-07 | 1809 | 4 | 77 | 0 |
2021-05-06 | 1805 | 17 | 77 | 0 |
2021-05-05 | 1788 | 19 | 77 | 1 |
2021-05-04 | 1769 | 18 | 76 | 0 |
2021-05-03 | 1751 | 13 | 76 | 0 |
2021-05-01 | 1738 | 5 | 76 | 0 |
2021-04-30 | 1733 | 12 | 76 | 1 |
2021-04-29 | 1721 | 22 | 75 | 1 |
2021-04-28 | 1699 | 12 | 74 | 1 |
2021-04-27 | 1687 | 12 | 73 | 0 |
2021-04-26 | 1675 | 7 | 73 | 0 |
2021-04-25 | 1668 | 2 | 73 | 0 |
2021-04-24 | 1666 | 7 | 73 | 0 |
2021-04-23 | 1659 | 15 | 73 | 0 |
2021-04-22 | 1644 | 19 | 73 | 2 |
2021-04-21 | 1625 | 22 | 71 | 0 |
2021-04-20 | 1603 | 22 | 71 | 0 |
2021-04-19 | 1581 | 18 | 71 | 0 |
2021-04-18 | 1563 | 5 | 71 | 0 |
2021-04-17 | 1558 | 3 | 71 | 1 |
2021-04-16 | 1555 | 10 | 70 | 0 |
2021-04-15 | 1545 | 8 | 70 | 0 |
2021-04-14 | 1537 | 25 | 70 | 1 |
2021-04-13 | 1512 | 18 | 69 | 1 |
2021-04-12 | 1494 | 4 | 68 | 0 |
2021-04-11 | 1490 | 4 | 68 | 0 |
2021-04-10 | 1486 | 8 | 68 | 0 |
2021-04-09 | 1478 | 7 | 68 | 0 |
2021-04-08 | 1471 | 23 | 68 | 0 |
2021-04-07 | 1448 | 16 | 68 | 0 |
2021-04-06 | 1432 | 8 | 68 | 0 |
2021-04-05 | 1424 | 2 | 68 | 0 |
2021-04-04 | 1422 | 1 | 68 | 0 |
2021-04-03 | 1421 | 4 | 68 | 0 |
2021-04-02 | 1417 | 13 | 68 | 0 |
2021-04-01 | 1404 | 15 | 68 | 0 |
2021-03-31 | 1389 | 21 | 68 | 1 |
2021-03-30 | 1368 | 16 | 67 | 0 |
2021-03-29 | 1352 | 12 | 67 | 0 |
2021-03-28 | 1340 | 6 | 67 | 0 |
2021-03-27 | 1334 | 16 | 67 | 0 |
2021-03-26 | 1318 | 17 | 67 | 0 |
2021-03-25 | 1301 | 12 | 67 | 0 |
2021-03-24 | 1289 | 38 | 67 | 0 |
2021-03-23 | 1251 | 24 | 67 | 2 |
2021-03-22 | 1227 | 4 | 65 | 0 |
2021-03-21 | 1223 | 15 | 65 | 0 |
2021-03-20 | 1208 | 7 | 65 | 0 |
2021-03-19 | 1201 | 17 | 65 | 0 |
2021-03-18 | 1184 | 18 | 65 | 1 |
2021-03-17 | 1166 | 26 | 64 | 0 |
2021-03-16 | 1140 | 27 | 64 | 1 |
2021-03-15 | 1113 | 1 | 63 | 0 |
2021-03-14 | 1112 | 23 | 63 | 0 |
2021-03-13 | 1089 | 8 | 63 | 0 |
2021-03-12 | 1081 | 3 | 63 | 0 |
2021-03-11 | 1078 | 11 | 63 | 0 |
2021-03-10 | 1067 | 11 | 63 | 1 |
2021-03-09 | 1056 | 3 | 62 | 1 |
2021-03-08 | 1053 | 7 | 61 | 1 |
2021-03-07 | 1046 | 1 | 60 | 0 |
2021-03-06 | 1045 | 2 | 60 | 0 |
2021-03-05 | 1043 | 4 | 60 | 0 |
2021-03-04 | 1039 | 7 | 60 | 0 |
2021-03-03 | 1032 | 7 | 60 | 0 |
2021-03-02 | 1025 | 6 | 60 | 0 |
2021-03-01 | 1019 | 6 | 60 | 0 |
2021-02-28 | 1013 | 2 | 60 | 0 |
2021-02-27 | 1011 | 9 | 60 | 0 |
2021-02-26 | 1002 | 8 | 60 | 0 |
2021-02-25 | 994 | 4 | 60 | 0 |
2021-02-24 | 990 | 10 | 60 | 0 |
2021-02-23 | 980 | 10 | 60 | 0 |
2021-02-22 | 970 | 3 | 60 | 1 |
2021-02-21 | 967 | 3 | 59 | 0 |
2021-02-20 | 964 | 4 | 59 | 1 |
2021-02-19 | 960 | 9 | 58 | 1 |
2021-02-18 | 951 | 2 | 57 | 0 |
2021-02-17 | 949 | 4 | 57 | 0 |
2021-02-16 | 945 | 8 | 57 | 0 |
2021-02-15 | 937 | 2 | 57 | 0 |
2021-02-14 | 935 | 1 | 57 | 0 |
2021-02-13 | 934 | 4 | 57 | 0 |
2021-02-12 | 930 | 3 | 57 | 0 |
2021-02-11 | 927 | 5 | 57 | 3 |
2021-02-10 | 922 | 5 | 54 | 1 |
2021-02-09 | 917 | 1 | 53 | 0 |
2021-02-08 | 916 | 1 | 53 | 0 |
2021-02-07 | 915 | 1 | 53 | 0 |
2021-02-06 | 914 | 6 | 53 | 0 |
2021-02-05 | 908 | 8 | 53 | 0 |
2021-02-04 | 900 | 2 | 53 | 0 |
2021-02-03 | 898 | 6 | 53 | 1 |
2021-02-02 | 892 | 5 | 52 | 0 |
2021-02-01 | 887 | 1 | 52 | 0 |
2021-01-30 | 886 | 6 | 52 | 0 |
2021-01-29 | 880 | 3 | 52 | 0 |
2021-01-28 | 877 | 8 | 52 | 0 |
2021-01-27 | 869 | 7 | 52 | 0 |
2021-01-26 | 862 | 6 | 52 | 0 |
2021-01-25 | 856 | 1 | 52 | 0 |
2021-01-23 | 855 | 12 | 52 | 0 |
2021-01-22 | 843 | 3 | 52 | 0 |
2021-01-21 | 840 | 16 | 52 | 5 |
2021-01-20 | 824 | 14 | 47 | 1 |
2021-01-19 | 810 | 10 | 46 | 0 |
2021-01-18 | 800 | 4 | 46 | 0 |
2021-01-16 | 796 | 9 | 46 | 0 |
2021-01-15 | 787 | 10 | 46 | 0 |
2021-01-14 | 777 | 9 | 46 | 0 |
2021-01-13 | 768 | 18 | 46 | 0 |
2021-01-12 | 750 | 15 | 46 | 2 |
2021-01-11 | 735 | 4 | 44 | 0 |
2021-01-10 | 731 | 12 | 44 | 0 |
2021-01-09 | 719 | 2 | 44 | 0 |
2021-01-08 | 717 | 29 | 44 | 2 |
2021-01-07 | 688 | 27 | 42 | 2 |
2021-01-06 | 661 | 18 | 40 | 1 |
2021-01-05 | 643 | 17 | 39 | 1 |
2021-01-04 | 626 | 12 | 38 | 2 |
2021-01-03 | 614 | 4 | 36 | 1 |
2021-01-02 | 610 | 12 | 35 | 2 |
2021-01-01 | 598 | 24 | 33 | 1 |
2020-12-31 | 574 | 16 | 32 | 1 |
2020-12-30 | 558 | 40 | 31 | 3 |
2020-12-29 | 518 | 26 | 28 | 4 |
2020-12-28 | 492 | 14 | 24 | 0 |
2020-12-27 | 478 | 15 | 24 | 2 |
2020-12-26 | 463 | 17 | 22 | 3 |
2020-12-25 | 446 | 19 | 19 | 3 |
2020-12-24 | 427 | 48 | 16 | 1 |
2020-12-23 | 379 | 24 | 15 | 0 |
2020-12-22 | 355 | 16 | 15 | 1 |
2020-12-21 | 339 | 25 | 14 | 2 |
2020-12-18 | 314 | 23 | 12 | 2 |
2020-12-17 | 291 | 29 | 10 | 2 |
2020-12-16 | 262 | 18 | 8 | 1 |
2020-12-15 | 244 | 8 | 7 | 0 |
2020-12-14 | 236 | 17 | 7 | 0 |
2020-12-13 | 219 | 6 | 7 | 0 |
2020-12-12 | 213 | 7 | 7 | 0 |
2020-12-11 | 206 | 9 | 7 | 0 |
2020-12-10 | 197 | 10 | 7 | 0 |
2020-12-09 | 187 | 1 | 7 | 0 |
2020-12-08 | 186 | 14 | 7 | 2 |
2020-12-07 | 172 | 3 | 5 | 0 |
2020-12-04 | 169 | 4 | 5 | 0 |
2020-12-03 | 165 | 8 | 5 | 0 |
2020-12-02 | 157 | 1 | 5 | 0 |
2020-12-01 | 156 | 4 | 5 | 0 |
2020-11-30 | 152 | 3 | 5 | 0 |
2020-11-27 | 149 | 5 | 5 | 0 |
2020-11-26 | 144 | 9 | 5 | 0 |
2020-11-25 | 135 | 4 | 5 | 0 |
2020-11-24 | 131 | 5 | 5 | 0 |
2020-11-23 | 126 | 4 | 5 | 0 |
2020-11-22 | 122 | 3 | 5 | 0 |
2020-11-19 | 119 | 5 | 5 | 0 |
2020-11-18 | 114 | 5 | 5 | 0 |
2020-11-17 | 109 | 3 | 5 | 0 |
2020-11-16 | 106 | 4 | 5 | 0 |
2020-11-13 | 102 | 2 | 5 | 0 |
2020-11-11 | 100 | 1 | 5 | 0 |
2020-11-10 | 99 | 3 | 5 | 0 |
2020-11-09 | 96 | 4 | 5 | 0 |
2020-11-08 | 92 | 2 | 5 | 0 |
2020-11-06 | 90 | 5 | 5 | 0 |
2020-11-05 | 85 | 5 | 5 | 0 |
2020-11-04 | 80 | 5 | 5 | 0 |
2020-11-03 | 75 | 4 | 5 | 1 |
2020-11-02 | 71 | 1 | 4 | 0 |
2020-11-01 | 70 | 1 | 4 | 0 |
2020-10-30 | 69 | 4 | 4 | 0 |
2020-10-28 | 65 | 2 | 4 | 0 |
2020-10-27 | 63 | 7 | 4 | 0 |
2020-10-26 | 56 | 2 | 4 | 0 |
2020-10-24 | 54 | 1 | 4 | 0 |
2020-10-23 | 53 | 2 | 4 | 0 |
2020-10-20 | 51 | 2 | 4 | 0 |
2020-10-15 | 49 | 1 | 4 | 0 |
2020-10-14 | 48 | 1 | 4 | 0 |
2020-10-12 | 47 | 2 | 4 | 0 |
2020-10-10 | 45 | 1 | 4 | 0 |
2020-10-01 | 44 | 1 | 4 | 0 |
2020-09-23 | 43 | 1 | 4 | 0 |
2020-09-17 | 42 | 1 | 4 | 0 |
2020-09-12 | 41 | 2 | 4 | 0 |
2020-09-10 | 39 | 1 | 4 | 0 |
2020-08-28 | 38 | 1 | 4 | 0 |
2020-08-26 | 37 | 1 | 4 | 0 |
2020-08-03 | 36 | 1 | 4 | 0 |
2020-07-30 | 35 | 1 | 4 | 0 |
2020-07-28 | 34 | 1 | 4 | 1 |
2020-07-24 | 33 | 2 | 3 | 0 |
2020-07-13 | 31 | 1 | 3 | 0 |
2020-06-19 | 30 | 1 | 3 | 0 |
2020-06-07 | 29 | 1 | 3 | 0 |
2020-05-29 | 28 | 1 | 3 | 0 |
2020-05-16 | 27 | 1 | 3 | 0 |
2020-05-14 | 26 | 1 | 3 | 0 |
2020-05-07 | 25 | 1 | 3 | 1 |
2020-05-06 | 24 | 2 | 2 | 0 |
2020-05-02 | 22 | 1 | 2 | 0 |
2020-04-29 | 21 | 1 | 2 | 0 |
2020-04-28 | 20 | 4 | 2 | 1 |
2020-04-23 | 16 | 1 | 1 | 0 |
2020-04-22 | 15 | 1 | 1 | 0 |
2020-04-19 | 14 | 1 | 1 | 0 |
2020-04-14 | 13 | 1 | 1 | 0 |
2020-04-09 | 12 | 2 | 1 | 0 |
2020-04-08 | 10 | 1 | 1 | 0 |
2020-04-06 | 9 | 1 | 1 | 0 |
2020-04-03 | 8 | 1 | 1 | 0 |
2020-04-02 | 7 | 1 | 1 | 0 |
2020-03-31 | 6 | 2 | 1 | 0 |
2020-03-26 | 4 | 1 | 1 | 0 |
2020-03-25 | 3 | 1 | 1 | 0 |
2020-03-24 | 2 | 1 | 1 | 1 |
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 30/09/2021 09:35:47 and deaths at 30/09/2021 09:35:46.
# to force a fresh download of data, run "clear_cache()"
print(f"Notebook execution took: {datetime.datetime.now()-start}")
Notebook execution took: 0:00:19.843412