Germany: LK Nordhausen (Thüringen)

• Homepage of project: https://oscovida.github.io
• Plots are explained at http://oscovida.github.io/plots.html
• Execute this Jupyter Notebook using myBinder

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 16:22:48 CEST

%config InlineBackend.figure_formats = ['svg']
from oscovida import *

overview(country="Germany", subregion="LK Nordhausen", weeks=5);

overview(country="Germany", subregion="LK Nordhausen");

compare_plot(country="Germany", subregion="LK Nordhausen", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="LK Nordhausen")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Nordhausen")
print(f'Population of country="Germany", subregion="LK Nordhausen": {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 Nordhausen": 81687 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	29136	3	113	0
2023-03-02	29133	5	113	0
2023-03-01	29128	8	113	0
2023-02-28	29120	9	113	0
2023-02-27	29111	11	113	0
2023-02-24	29100	5	113	0
2023-02-23	29095	14	113	0
2023-02-22	29081	9	113	0
2023-02-21	29072	11	113	0
2023-02-20	29061	12	113	0
2023-02-17	29049	9	113	1
2023-02-16	29040	7	112	0
2023-02-15	29033	9	112	0
2023-02-14	29024	9	112	0
2023-02-13	29015	7	112	0
2023-02-11	29008	3	112	0
2023-02-10	29005	5	112	0
2023-02-09	29000	4	112	0
2023-02-08	28996	4	112	0
2023-02-07	28992	2	112	0
2023-02-06	28990	5	112	0
2023-02-05	28985	1	112	0
2023-02-04	28984	1	112	0
2023-02-03	28983	7	112	0
2023-02-02	28976	3	112	0
2023-02-01	28973	3	112	0
2023-01-31	28970	12	112	0
2023-01-30	28958	12	112	0
2023-01-26	28946	6	112	0
2023-01-25	28940	3	112	0
2023-01-24	28937	9	112	0
2023-01-23	28928	2	112	0
2023-01-20	28926	3	112	0
2023-01-19	28923	4	112	0
2023-01-18	28919	10	112	0
2023-01-17	28909	4	112	0
2023-01-16	28905	13	112	0
2023-01-13	28892	4	112	0
2023-01-12	28888	10	112	0
2023-01-11	28878	11	112	0
2023-01-10	28867	12	112	0
2023-01-09	28855	14	112	0
2023-01-06	28841	11	112	0
2023-01-05	28830	37	112	0
2023-01-04	28793	21	112	1
2023-01-03	28772	18	111	0
2023-01-02	28754	27	111	0
2022-12-30	28727	6	111	0
2022-12-29	28721	24	111	0
2022-12-28	28697	20	111	0
2022-12-27	28677	31	111	0
2022-12-23	28646	8	111	0
2022-12-22	28638	23	111	0
2022-12-21	28615	29	111	0
2022-12-20	28586	19	111	0
2022-12-19	28567	6	111	0
2022-12-18	28561	1	111	0
2022-12-17	28560	27	111	0
2022-12-16	28533	19	111	0
2022-12-15	28514	17	111	0
2022-12-14	28497	29	111	0
2022-12-13	28468	16	111	0
2022-12-12	28452	8	111	0
2022-12-11	28444	3	111	0
2022-12-10	28441	8	111	0
2022-12-09	28433	9	111	0
2022-12-08	28424	28	111	0
2022-12-07	28396	11	111	0
2022-12-06	28385	25	111	0
2022-12-05	28360	4	111	0
2022-12-04	28356	4	111	0
2022-12-03	28352	4	111	0
2022-12-02	28348	18	111	0
2022-12-01	28330	9	111	0
2022-11-30	28321	13	111	0
2022-11-29	28308	37	111	0
2022-11-28	28271	10	111	0
2022-11-27	28261	9	111	0
2022-11-26	28252	5	111	0
2022-11-25	28247	25	111	0
2022-11-24	28222	19	111	0
2022-11-23	28203	17	111	0
2022-11-22	28186	25	111	1
2022-11-21	28161	4	110	0
2022-11-20	28157	2	110	0
2022-11-19	28155	5	110	0
2022-11-18	28150	25	110	0
2022-11-17	28125	19	110	0
2022-11-16	28106	27	110	0
2022-11-15	28079	25	110	0
2022-11-14	28054	9	110	1
2022-11-13	28045	2	109	0
2022-11-12	28043	11	109	0
2022-11-11	28032	15	109	0
2022-11-10	28017	12	109	0
2022-11-09	28005	26	109	0
2022-11-08	27979	18	109	0
2022-11-07	27961	5	109	0
2022-11-06	27956	4	109	0
2022-11-05	27952	12	109	0
2022-11-04	27940	10	109	0
2022-11-03	27930	36	109	0
2022-11-02	27894	24	109	0
2022-11-01	27870	11	109	0
2022-10-31	27859	7	109	0
2022-10-30	27852	4	109	0
2022-10-29	27848	20	109	0
2022-10-28	27828	41	109	0
2022-10-27	27787	45	109	0
2022-10-26	27742	28	109	0
2022-10-25	27714	44	109	0
2022-10-24	27670	20	109	1
2022-10-23	27650	2	108	0
2022-10-22	27648	28	108	0
2022-10-21	27620	44	108	0
2022-10-20	27576	37	108	0
2022-10-19	27539	54	108	0
2022-10-18	27485	72	108	0
2022-10-17	27413	27	108	0
2022-10-16	27386	9	108	0
2022-10-15	27377	6	108	0
2022-10-14	27371	68	108	0
2022-10-13	27303	79	108	0
2022-10-12	27224	61	108	0
2022-10-11	27163	99	108	0
2022-10-10	27064	41	108	0
2022-10-09	27023	14	108	0
2022-10-08	27009	48	108	0
2022-10-07	26961	63	108	0
2022-10-06	26898	85	108	0
2022-10-05	26813	71	108	0
2022-10-04	26742	19	108	0
2022-10-03	26723	7	108	0
2022-10-02	26716	5	108	0
2022-10-01	26711	29	108	1
2022-09-30	26682	39	107	0
2022-09-29	26643	27	107	0
2022-09-28	26616	49	107	0
2022-09-27	26567	43	107	0
2022-09-26	26524	11	107	0
2022-09-25	26513	7	107	0
2022-09-24	26506	27	107	0
2022-09-23	26479	29	107	0
2022-09-22	26450	28	107	0
2022-09-21	26422	13	107	0
2022-09-20	26409	10	107	0
2022-09-19	26399	5	107	0
2022-09-18	26394	3	107	0
2022-09-17	26391	15	107	0
2022-09-16	26376	21	107	0
2022-09-15	26355	9	107	0
2022-09-14	26346	27	107	0
2022-09-13	26319	35	107	0
2022-09-12	26284	13	107	0
2022-09-11	26271	1	107	1
2022-09-10	26270	24	106	0
2022-09-09	26246	26	106	0
2022-09-08	26220	29	106	0
2022-09-07	26191	22	106	0
2022-09-06	26169	37	106	0
2022-09-05	26132	10	106	0
2022-09-04	26122	3	106	0
2022-09-03	26119	18	106	0
2022-09-02	26101	27	106	0
2022-09-01	26074	20	106	0
2022-08-31	26054	16	106	0
2022-08-30	26038	19	106	0
2022-08-29	26019	12	106	0
2022-08-27	26007	20	106	0
2022-08-26	25987	14	106	0
2022-08-25	25973	21	106	0
2022-08-24	25952	21	106	0
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2021-11-07	3618	2	71	0
2021-11-06	3616	24	71	0
2021-11-05	3592	33	71	0
2021-11-04	3559	31	71	0
2021-11-03	3528	73	71	0
2021-11-02	3455	45	71	0
2021-11-01	3410	28	71	0
2021-10-31	3382	1	71	0
2021-10-30	3381	8	71	0
2021-10-29	3373	29	71	0
2021-10-28	3344	24	71	0
2021-10-27	3320	35	71	0
2021-10-26	3285	26	71	0
2021-10-25	3259	13	71	0
2021-10-24	3246	3	71	0
2021-10-23	3243	2	71	0
2021-10-22	3241	18	71	0
2021-10-21	3223	13	71	0
2021-10-20	3210	23	71	0
2021-10-19	3187	10	71	0
2021-10-18	3177	9	71	0
2021-10-17	3168	1	71	0
2021-10-16	3167	2	71	0
2021-10-15	3165	5	71	0
2021-10-14	3160	7	71	0
2021-10-13	3153	12	71	0
2021-10-12	3141	4	71	0
2021-10-11	3137	12	71	1
2021-10-09	3125	2	70	0
2021-10-07	3123	4	70	0
2021-10-06	3119	3	70	0
2021-10-05	3116	7	70	0
2021-10-04	3109	7	70	0
2021-10-02	3102	1	70	0
2021-10-01	3101	9	70	0
2021-09-30	3092	7	70	0
2021-09-29	3085	5	70	0
2021-09-28	3080	2	70	0
2021-09-27	3078	7	70	0
2021-09-25	3071	2	70	0
2021-09-24	3069	6	70	0
2021-09-23	3063	6	70	0
2021-09-22	3057	7	70	0
2021-09-21	3050	6	70	0
2021-09-20	3044	1	70	0
2021-09-18	3043	7	70	0
2021-09-17	3036	1	70	0
2021-09-16	3035	4	70	0
2021-09-15	3031	2	70	0
2021-09-14	3029	4	70	0
2021-09-13	3025	5	70	0
2021-09-11	3020	3	70	0
2021-09-10	3017	1	70	0
2021-09-09	3016	4	70	0
2021-09-08	3012	5	70	0
2021-09-07	3007	5	70	0
2021-09-06	3002	9	70	0
2021-09-04	2993	1	70	0
2021-09-03	2992	5	70	0
2021-09-02	2987	1	70	0
2021-09-01	2986	1	70	0
2021-08-30	2985	1	70	0
2021-08-28	2984	1	70	0
2021-08-27	2983	4	70	0
2021-08-26	2979	8	70	0
2021-08-25	2971	4	70	0
2021-08-24	2967	1	70	0
2021-08-23	2966	4	70	0
2021-08-20	2962	1	70	0
2021-08-17	2961	5	70	0
2021-08-16	2956	7	70	0
2021-08-14	2949	1	70	0
2021-08-12	2948	1	70	0
2021-08-11	2947	3	70	0
2021-08-09	2944	1	70	0
2021-07-27	2943	1	70	0
2021-07-20	2942	2	70	0
2021-07-19	2940	1	70	0
2021-07-14	2939	1	70	0
2021-07-12	2938	2	70	0
2021-06-25	2936	1	70	0
2021-06-17	2935	1	70	0
2021-06-14	2934	1	70	0
2021-06-11	2933	1	70	0
2021-06-10	2932	1	70	0
2021-06-08	2931	1	70	0
2021-06-07	2930	1	70	0
2021-06-06	2929	1	70	0
2021-06-04	2928	1	70	0
2021-06-03	2927	3	70	0
2021-06-01	2924	2	70	0
2021-05-31	2922	1	70	0
2021-05-30	2921	1	70	0
2021-05-29	2920	3	70	0
2021-05-28	2917	5	70	0
2021-05-27	2912	4	70	0
2021-05-26	2908	8	70	0
2021-05-25	2900	11	70	0
2021-05-24	2889	1	70	0
2021-05-23	2888	7	70	0
2021-05-22	2881	1	70	0
2021-05-21	2880	3	70	0
2021-05-20	2877	9	70	1
2021-05-19	2868	27	69	0
2021-05-18	2841	23	69	0
2021-05-17	2818	25	69	2
2021-05-16	2793	17	67	0
2021-05-15	2776	2	67	0
2021-05-14	2774	27	67	0
2021-05-13	2747	5	67	0
2021-05-12	2742	26	67	0
2021-05-11	2716	22	67	0
2021-05-10	2694	27	67	0
2021-05-09	2667	13	67	0
2021-05-08	2654	8	67	0
2021-05-07	2646	16	67	0
2021-05-06	2630	27	67	0
2021-05-05	2603	37	67	0
2021-05-04	2566	24	67	0
2021-05-03	2542	28	67	0
2021-05-02	2514	8	67	0
2021-05-01	2506	3	67	1
2021-04-30	2503	25	66	0
2021-04-29	2478	31	66	0
2021-04-28	2447	38	66	1
2021-04-27	2409	28	65	1
2021-04-26	2381	19	64	0
2021-04-25	2362	5	64	1
2021-04-24	2357	10	63	1
2021-04-23	2347	25	62	1
2021-04-22	2322	25	61	0
2021-04-21	2297	18	61	0
2021-04-20	2279	31	61	0
2021-04-19	2248	24	61	3
2021-04-18	2224	9	58	0
2021-04-17	2215	5	58	0
2021-04-16	2210	21	58	0
2021-04-15	2189	20	58	0
2021-04-14	2169	24	58	1
2021-04-13	2145	30	57	1
2021-04-12	2115	20	56	1
2021-04-11	2095	3	55	0
2021-04-10	2092	6	55	0
2021-04-09	2086	16	55	1
2021-04-08	2070	15	54	0
2021-04-07	2055	9	54	0
2021-04-06	2046	23	54	1
2021-04-05	2023	2	53	0
2021-04-04	2021	2	53	0
2021-04-03	2019	9	53	0
2021-04-02	2010	2	53	0
2021-04-01	2008	11	53	1
2021-03-31	1997	12	52	0
2021-03-30	1985	14	52	0
2021-03-29	1971	7	52	1
2021-03-28	1964	8	51	0
2021-03-27	1956	2	51	0
2021-03-26	1954	15	51	1
2021-03-25	1939	10	50	0
2021-03-24	1929	18	50	0
2021-03-23	1911	16	50	0
2021-03-22	1895	11	50	0
2021-03-21	1884	3	50	0
2021-03-20	1881	9	50	0
2021-03-19	1872	10	50	0
2021-03-18	1862	5	50	0
2021-03-17	1857	13	50	0
2021-03-16	1844	13	50	0
2021-03-15	1831	14	50	0
2021-03-13	1817	5	50	0
2021-03-12	1812	11	50	0
2021-03-11	1801	17	50	1
2021-03-10	1784	11	49	0
2021-03-09	1773	9	49	0
2021-03-08	1764	15	49	2
2021-03-07	1749	1	47	0
2021-03-06	1748	6	47	0
2021-03-05	1742	7	47	0
2021-03-04	1735	9	47	0
2021-03-03	1726	14	47	0
2021-03-02	1712	6	47	0
2021-03-01	1706	6	47	0
2021-02-28	1700	1	47	0
2021-02-27	1699	8	47	0
2021-02-26	1691	9	47	0
2021-02-25	1682	14	47	2
2021-02-24	1668	8	45	0
2021-02-23	1660	11	45	0
2021-02-22	1649	9	45	0
2021-02-20	1640	4	45	0
2021-02-19	1636	9	45	1
2021-02-18	1627	8	44	0
2021-02-17	1619	10	44	0
2021-02-16	1609	11	44	0
2021-02-15	1598	3	44	0
2021-02-14	1595	1	44	0
2021-02-13	1594	1	44	0
2021-02-12	1593	8	44	0
2021-02-11	1585	10	44	0
2021-02-10	1575	3	44	0
2021-02-09	1572	8	44	0
2021-02-08	1564	2	44	0
2021-02-07	1562	3	44	0
2021-02-06	1559	3	44	0
2021-02-05	1556	8	44	0
2021-02-04	1548	23	44	0
2021-02-03	1525	15	44	0
2021-02-02	1510	25	44	0
2021-02-01	1485	11	44	0
2021-01-30	1474	4	44	0
2021-01-29	1470	3	44	0
2021-01-28	1467	18	44	0
2021-01-27	1449	12	44	1
2021-01-26	1437	15	43	0
2021-01-25	1422	6	43	0
2021-01-23	1416	4	43	0
2021-01-22	1412	21	43	0
2021-01-21	1391	21	43	0
2021-01-20	1370	30	43	1
2021-01-19	1340	21	42	1
2021-01-18	1319	17	41	0
2021-01-17	1302	1	41	0
2021-01-16	1301	6	41	1
2021-01-15	1295	23	40	0
2021-01-14	1272	26	40	1
2021-01-13	1246	37	39	1
2021-01-12	1209	38	38	0
2021-01-11	1171	34	38	1
2021-01-10	1137	2	37	0
2021-01-09	1135	7	37	0
2021-01-08	1128	57	37	0
2021-01-07	1071	46	37	0
2021-01-06	1025	47	37	1
2021-01-05	978	40	36	2
2021-01-04	938	23	34	0
2021-01-03	915	7	34	0
2021-01-02	908	7	34	1
2021-01-01	901	5	33	0
2020-12-31	896	24	33	0
2020-12-30	872	48	33	1
2020-12-29	824	31	32	1
2020-12-28	793	27	31	1
2020-12-27	766	7	30	3
2020-12-26	759	2	27	0
2020-12-25	757	2	27	0
2020-12-24	755	17	27	0
2020-12-23	738	37	27	2
2020-12-22	701	28	25	1
2020-12-21	673	16	24	1
2020-12-20	657	3	23	0
2020-12-19	654	17	23	0
2020-12-18	637	11	23	0
2020-12-17	626	30	23	2
2020-12-16	596	23	21	1
2020-12-15	573	13	20	1
2020-12-14	560	14	19	0
2020-12-13	546	2	19	1
2020-12-12	544	8	18	0
2020-12-11	536	8	18	0
2020-12-10	528	12	18	1
2020-12-09	516	11	17	0
2020-12-08	505	11	17	0
2020-12-07	494	14	17	0
2020-12-06	480	2	17	0
2020-12-05	478	2	17	0
2020-12-04	476	5	17	0
2020-12-03	471	12	17	0
2020-12-02	459	28	17	2
2020-12-01	431	11	15	0
2020-11-30	420	11	15	0
2020-11-29	409	46	15	1
2020-11-28	363	2	14	0
2020-11-27	361	2	14	1
2020-11-26	359	9	13	0
2020-11-25	350	15	13	1
2020-11-24	335	12	12	0
2020-11-23	323	9	12	1
2020-11-22	314	1	11	0
2020-11-21	313	4	11	0
2020-11-20	309	20	11	1
2020-11-19	289	26	10	0
2020-11-18	263	2	10	1
2020-11-17	261	39	9	4
2020-11-16	222	9	5	0
2020-11-15	213	4	5	1
2020-11-14	209	4	4	0
2020-11-13	205	6	4	0
2020-11-12	199	12	4	1
2020-11-11	187	8	3	0
2020-11-10	179	3	3	0
2020-11-09	176	1	3	0
2020-11-06	175	1	3	0
2020-11-05	174	7	3	0
2020-11-04	167	11	3	0
2020-11-03	156	1	3	0
2020-11-02	155	20	3	0
2020-11-01	135	1	3	0
2020-10-30	134	4	3	0
2020-10-29	130	2	3	0
2020-10-28	128	9	3	0
2020-10-27	119	6	3	0
2020-10-26	113	6	3	0
2020-10-24	107	3	3	0
2020-10-23	104	10	3	0
2020-10-22	94	3	3	1
2020-10-21	91	5	2	0
2020-10-19	86	3	2	0
2020-10-16	83	3	2	0
2020-10-14	80	1	2	0
2020-10-12	79	1	2	0
2020-10-08	78	1	2	0
2020-09-18	77	1	2	0
2020-09-11	76	1	2	0
2020-08-20	75	1	2	0
2020-08-18	74	1	2	0
2020-08-13	73	3	2	0
2020-08-12	70	1	2	0
2020-08-06	69	1	2	0
2020-07-16	68	1	2	0
2020-06-19	67	1	2	0
2020-06-09	66	1	2	0
2020-06-05	65	1	2	0
2020-06-04	64	1	2	0
2020-06-03	63	1	2	0
2020-05-14	62	1	2	0
2020-05-07	61	2	2	0
2020-04-29	59	1	2	0
2020-04-27	58	1	2	0
2020-04-25	57	1	2	0
2020-04-23	56	3	2	0
2020-04-20	53	1	2	0
2020-04-19	52	1	2	1
2020-04-18	51	5	1	0
2020-04-17	46	2	1	0
2020-04-16	44	1	1	0
2020-04-15	43	4	1	0
2020-04-14	39	1	1	0
2020-04-12	38	4	1	0
2020-04-11	34	3	1	0
2020-04-10	31	1	1	0
2020-04-09	30	2	1	0
2020-04-08	28	2	1	0
2020-04-07	26	5	1	0
2020-04-04	21	1	1	0
2020-04-02	20	4	1	0
2020-04-01	16	1	1	0
2020-03-30	15	2	1	0
2020-03-29	13	1	1	0
2020-03-28	12	1	1	0
2020-03-27	11	2	1	1
2020-03-26	9	2	0	0
2020-03-25	7	1	0	0
2020-03-23	6	3	0	0
2020-03-20	3	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)

---

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.

# to force a fresh download of data, run "clear_cache()"

print(f"Notebook execution took: {datetime.datetime.now()-start}")

Notebook execution took: 0:01:47.931983