Germany: LK Harz (Sachsen-Anhalt)

• 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 15:54:04 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Harz")
print(f'Population of country="Germany", subregion="LK Harz": {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 Harz": 209117 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	92571	14	597	0
2023-03-03	92557	21	597	0
2023-03-02	92536	13	597	0
2023-03-01	92523	14	597	0
2023-02-28	92509	16	597	0
2023-02-27	92493	48	597	0
2023-02-23	92445	15	597	0
2023-02-22	92430	15	597	0
2023-02-21	92415	22	597	0
2023-02-20	92393	29	597	0
2023-02-17	92364	18	597	0
2023-02-16	92346	13	597	1
2023-02-15	92333	22	596	0
2023-02-14	92311	22	596	1
2023-02-13	92289	29	595	1
2023-02-10	92260	11	594	0
2023-02-09	92249	17	594	1
2023-02-08	92232	11	593	0
2023-02-07	92221	23	593	1
2023-02-06	92198	17	592	0
2023-02-03	92181	15	592	0
2023-02-02	92166	21	592	0
2023-02-01	92145	24	592	0
2023-01-31	92121	18	592	0
2023-01-30	92103	35	592	0
2023-01-27	92068	16	592	1
2023-01-26	92052	6	591	0
2023-01-25	92046	11	591	0
2023-01-24	92035	27	591	2
2023-01-23	92008	21	589	1
2023-01-20	91987	12	588	0
2023-01-19	91975	8	588	0
2023-01-18	91967	13	588	0
2023-01-17	91954	26	588	0
2023-01-16	91928	25	588	1
2023-01-13	91903	18	587	0
2023-01-12	91885	16	587	0
2023-01-11	91869	34	587	0
2023-01-10	91835	42	587	0
2023-01-09	91793	84	587	1
2023-01-05	91709	34	586	0
2023-01-04	91675	46	586	0
2023-01-03	91629	53	586	0
2023-01-02	91576	86	586	0
2022-12-30	91490	42	586	0
2022-12-29	91448	72	586	1
2022-12-28	91376	109	585	1
2022-12-27	91267	155	584	1
2022-12-23	91112	64	583	1
2022-12-22	91048	90	582	0
2022-12-21	90958	84	582	1
2022-12-20	90874	103	581	0
2022-12-19	90771	118	581	1
2022-12-16	90653	75	580	1
2022-12-15	90578	81	579	1
2022-12-14	90497	98	578	0
2022-12-13	90399	93	578	0
2022-12-12	90306	133	578	1
2022-12-09	90173	105	577	0
2022-12-08	90068	86	577	0
2022-12-07	89982	133	577	0
2022-12-06	89849	80	577	0
2022-12-05	89769	122	577	0
2022-12-02	89647	40	577	0
2022-12-01	89607	80	577	0
2022-11-30	89527	86	577	0
2022-11-29	89441	77	577	0
2022-11-28	89364	158	577	0
2022-11-25	89206	59	577	0
2022-11-24	89147	65	577	0
2022-11-23	89082	101	577	0
2022-11-22	88981	51	577	1
2022-11-21	88930	89	576	1
2022-11-18	88841	80	575	0
2022-11-17	88761	49	575	0
2022-11-16	88712	66	575	0
2022-11-15	88646	83	575	0
2022-11-14	88563	115	575	0
2022-11-11	88448	29	575	0
2022-11-10	88419	83	575	0
2022-11-09	88336	111	575	1
2022-11-08	88225	96	574	0
2022-11-07	88129	127	574	0
2022-11-04	88002	107	574	1
2022-11-03	87895	154	573	0
2022-11-02	87741	129	573	1
2022-11-01	87612	174	572	1
2022-10-28	87438	115	571	0
2022-10-27	87323	118	571	2
2022-10-26	87205	194	569	0
2022-10-25	87011	178	569	1
2022-10-24	86833	271	568	1
2022-10-21	86562	167	567	1
2022-10-20	86395	182	566	0
2022-10-19	86213	343	566	0
2022-10-18	85870	201	566	2
2022-10-17	85669	354	564	1
2022-10-14	85315	223	563	0
2022-10-13	85092	272	563	1
2022-10-12	84820	259	562	0
2022-10-11	84561	246	562	0
2022-10-10	84315	345	562	0
2022-10-07	83970	278	562	0
2022-10-06	83692	367	562	1
2022-10-05	83325	598	561	6
2022-10-04	82727	227	555	1
2022-09-30	82500	147	554	1
2022-09-29	82353	132	553	0
2022-09-28	82221	262	553	1
2022-09-27	81959	36	552	0
2022-09-26	81923	194	552	0
2022-09-23	81729	74	552	0
2022-09-22	81655	74	552	1
2022-09-21	81581	212	551	1
2022-09-20	81369	128	550	2
2022-09-19	81241	143	548	0
2022-09-16	81098	80	548	0
2022-09-15	81018	117	548	0
2022-09-14	80901	152	548	0
2022-09-13	80749	109	548	0
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2022-09-08	80395	178	548	0
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2022-09-05	80035	103	548	2
2022-09-02	79932	65	546	0
2022-09-01	79867	58	546	0
2022-08-31	79809	91	546	0
2022-08-30	79718	54	546	1
2022-08-29	79664	103	545	1
2022-08-26	79561	76	544	0
2022-08-25	79485	86	544	0
2022-08-24	79399	111	544	1
2022-08-23	79288	117	543	0
2022-08-22	79171	117	543	1
2022-08-19	79054	94	542	0
2022-08-18	78960	170	542	1
2022-08-17	78790	129	541	1
2022-08-16	78661	186	540	1
2022-08-15	78475	184	539	3
2022-08-12	78291	143	536	2
2022-08-11	78148	114	534	1
2022-08-10	78034	150	533	2
2022-08-09	77884	97	531	0
2022-08-08	77787	85	531	0
2022-08-05	77702	111	531	1
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2022-08-03	77445	130	529	0
2022-08-02	77315	95	529	0
2022-08-01	77220	98	529	1
2022-07-30	77122	1	528	0
2022-07-29	77121	112	528	0
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2022-07-25	76478	187	526	0
2022-07-22	76291	139	526	0
2022-07-21	76152	174	526	0
2022-07-20	75978	268	526	0
2022-07-19	75710	122	526	1
2022-07-18	75588	168	525	0
2022-07-16	75420	2	525	0
2022-07-15	75418	206	525	0
2022-07-14	75212	218	525	0
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2022-07-05	73940	131	522	0
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2021-08-06	8821	4	280	0
2021-08-05	8817	3	280	0
2021-08-03	8814	2	280	0
2021-08-02	8812	4	280	0
2021-07-30	8808	2	280	0
2021-07-29	8806	2	280	0
2021-07-26	8804	2	280	0
2021-07-22	8802	2	280	0
2021-07-19	8800	4	280	0
2021-07-15	8796	1	280	0
2021-07-14	8795	1	280	0
2021-07-08	8794	1	280	0
2021-07-01	8793	1	280	0
2021-06-22	8792	1	280	0
2021-06-19	8791	1	280	0
2021-06-17	8790	1	280	0
2021-06-16	8789	1	280	0
2021-06-15	8788	3	280	0
2021-06-13	8785	1	280	0
2021-06-12	8784	2	280	0
2021-06-11	8782	2	280	0
2021-06-10	8780	1	280	0
2021-06-09	8779	2	280	0
2021-06-08	8777	4	280	0
2021-06-07	8773	1	280	0
2021-06-06	8772	5	280	0
2021-06-05	8767	8	280	0
2021-06-04	8759	6	280	0
2021-06-03	8753	13	280	0
2021-06-02	8740	15	280	0
2021-06-01	8725	4	280	0
2021-05-31	8721	11	280	0
2021-05-30	8710	12	280	0
2021-05-29	8698	17	280	0
2021-05-28	8681	11	280	0
2021-05-27	8670	27	280	1
2021-05-26	8643	4	279	0
2021-05-25	8639	1	279	0
2021-05-24	8638	10	279	1
2021-05-23	8628	18	278	0
2021-05-22	8610	29	278	0
2021-05-21	8581	22	278	0
2021-05-20	8559	30	278	1
2021-05-19	8529	34	277	0
2021-05-18	8495	20	277	0
2021-05-17	8475	15	277	0
2021-05-16	8460	31	277	0
2021-05-15	8429	16	277	0
2021-05-14	8413	46	277	0
2021-05-13	8367	61	277	3
2021-05-12	8306	49	274	0
2021-05-11	8257	21	274	2
2021-05-10	8236	47	272	4
2021-05-09	8189	29	268	0
2021-05-08	8160	35	268	0
2021-05-07	8125	60	268	3
2021-05-06	8065	43	265	1
2021-05-05	8022	49	264	0
2021-05-04	7973	21	264	0
2021-05-03	7952	26	264	1
2021-05-02	7926	49	263	1
2021-05-01	7877	51	262	3
2021-04-30	7826	73	259	2
2021-04-29	7753	89	257	0
2021-04-28	7664	73	257	0
2021-04-27	7591	74	257	0
2021-04-26	7517	58	257	0
2021-04-25	7459	35	257	0
2021-04-24	7424	63	257	0
2021-04-23	7361	71	257	1
2021-04-22	7290	57	256	2
2021-04-21	7233	69	254	0
2021-04-20	7164	26	254	1
2021-04-19	7138	34	253	3
2021-04-18	7104	76	250	1
2021-04-17	7028	56	249	1
2021-04-16	6972	82	248	0
2021-04-15	6890	70	248	2
2021-04-14	6820	61	246	0
2021-04-13	6759	41	246	0
2021-04-12	6718	44	246	0
2021-04-11	6674	59	246	1
2021-04-10	6615	55	245	0
2021-04-09	6560	59	245	2
2021-04-08	6501	60	243	0
2021-04-07	6441	60	243	1
2021-04-06	6381	22	242	0
2021-04-05	6359	43	242	0
2021-04-04	6316	68	242	1
2021-04-03	6248	55	241	2
2021-04-02	6193	52	239	0
2021-04-01	6141	81	239	1
2021-03-31	6060	53	238	0
2021-03-30	6007	80	238	1
2021-03-29	5927	36	237	0
2021-03-28	5891	66	237	2
2021-03-27	5825	42	235	1
2021-03-26	5783	88	234	0
2021-03-25	5695	47	234	0
2021-03-24	5648	47	234	0
2021-03-23	5601	42	234	0
2021-03-22	5559	39	234	0
2021-03-21	5520	52	234	1
2021-03-20	5468	35	233	0
2021-03-19	5433	40	233	0
2021-03-18	5393	61	233	2
2021-03-17	5332	58	231	2
2021-03-16	5274	20	229	0
2021-03-15	5254	21	229	0
2021-03-14	5233	36	229	0
2021-03-13	5197	57	229	0
2021-03-12	5140	43	229	0
2021-03-11	5097	50	229	1
2021-03-10	5047	35	228	0
2021-03-09	5012	17	228	0
2021-03-08	4995	28	228	0
2021-03-07	4967	19	228	1
2021-03-06	4948	13	227	0
2021-03-05	4935	22	227	0
2021-03-04	4913	27	227	0
2021-03-03	4886	21	227	1
2021-03-02	4865	14	226	0
2021-03-01	4851	17	226	1
2021-02-28	4834	12	225	0
2021-02-27	4822	17	225	0
2021-02-26	4805	17	225	1
2021-02-25	4788	22	224	1
2021-02-24	4766	17	223	0
2021-02-23	4749	21	223	0
2021-02-22	4728	11	223	1
2021-02-21	4717	29	222	0
2021-02-20	4688	15	222	1
2021-02-19	4673	21	221	1
2021-02-18	4652	27	220	0
2021-02-17	4625	22	220	1
2021-02-16	4603	5	219	0
2021-02-15	4598	10	219	2
2021-02-14	4588	22	217	0
2021-02-13	4566	22	217	0
2021-02-12	4544	37	217	3
2021-02-11	4507	23	214	2
2021-02-10	4484	24	212	2
2021-02-09	4460	13	210	1
2021-02-08	4447	8	209	0
2021-02-07	4439	25	209	2
2021-02-06	4414	29	207	1
2021-02-05	4385	45	206	2
2021-02-04	4340	29	204	2
2021-02-03	4311	26	202	6
2021-02-02	4285	20	196	2
2021-02-01	4265	7	194	0
2021-01-31	4258	28	194	0
2021-01-30	4230	33	194	3
2021-01-29	4197	43	191	0
2021-01-28	4154	45	191	2
2021-01-27	4109	44	189	3
2021-01-26	4065	32	186	0
2021-01-25	4033	21	186	1
2021-01-24	4012	54	185	3
2021-01-23	3958	60	182	4
2021-01-22	3898	61	178	2
2021-01-21	3837	74	176	4
2021-01-20	3763	51	172	2
2021-01-19	3712	43	170	1
2021-01-18	3669	33	169	4
2021-01-17	3636	42	165	2
2021-01-16	3594	73	163	7
2021-01-15	3521	59	156	4
2021-01-14	3462	87	152	2
2021-01-13	3375	68	150	2
2021-01-12	3307	21	148	1
2021-01-11	3286	76	147	6
2021-01-10	3210	1	141	0
2021-01-09	3209	5	141	1
2021-01-08	3204	57	140	2
2021-01-07	3147	71	138	2
2021-01-06	3076	23	136	0
2021-01-05	3053	64	136	2
2021-01-04	2989	82	134	3
2021-01-03	2907	30	131	0
2021-01-02	2877	73	131	14
2021-01-01	2804	99	117	5
2020-12-31	2705	81	112	3
2020-12-30	2624	33	109	5
2020-12-29	2591	94	104	5
2020-12-28	2497	66	99	4
2020-12-27	2431	29	95	1
2020-12-26	2402	15	94	1
2020-12-25	2387	87	93	5
2020-12-24	2300	74	88	4
2020-12-23	2226	72	84	3
2020-12-22	2154	61	81	5
2020-12-21	2093	29	76	0
2020-12-20	2064	7	76	1
2020-12-19	2057	80	75	1
2020-12-18	1977	71	74	2
2020-12-17	1906	81	72	5
2020-12-16	1825	90	67	4
2020-12-15	1735	77	63	5
2020-12-14	1658	38	58	2
2020-12-13	1620	35	56	2
2020-12-12	1585	46	54	2
2020-12-11	1539	42	52	4
2020-12-10	1497	63	48	4
2020-12-09	1434	88	44	11
2020-12-08	1346	46	33	2
2020-12-07	1300	36	31	0
2020-12-06	1264	24	31	1
2020-12-05	1240	53	30	2
2020-12-04	1187	65	28	2
2020-12-03	1122	38	26	1
2020-12-02	1084	29	25	1
2020-12-01	1055	35	24	1
2020-11-30	1020	15	23	2
2020-11-29	1005	7	21	0
2020-11-28	998	18	21	4
2020-11-27	980	34	17	0
2020-11-26	946	34	17	0
2020-11-25	912	38	17	0
2020-11-24	874	17	17	0
2020-11-23	857	20	17	1
2020-11-22	837	9	16	0
2020-11-21	828	11	16	0
2020-11-20	817	12	16	1
2020-11-19	805	18	15	0
2020-11-18	787	27	15	0
2020-11-17	760	34	15	1
2020-11-16	726	7	14	2
2020-11-15	719	11	12	1
2020-11-14	708	9	11	1
2020-11-13	699	21	10	0
2020-11-12	678	23	10	0
2020-11-11	655	20	10	1
2020-11-10	635	17	9	1
2020-11-09	618	7	8	0
2020-11-08	611	12	8	0
2020-11-07	599	10	8	0
2020-11-06	589	21	8	0
2020-11-05	568	31	8	0
2020-11-04	537	26	8	2
2020-11-03	511	12	6	0
2020-11-02	499	6	6	0
2020-11-01	493	11	6	0
2020-10-31	482	12	6	0
2020-10-30	470	21	6	0
2020-10-29	449	7	6	0
2020-10-28	442	15	6	0
2020-10-27	427	6	6	0
2020-10-25	421	27	6	0
2020-10-24	394	18	6	0
2020-10-23	376	9	6	0
2020-10-22	367	9	6	0
2020-10-21	358	10	6	0
2020-10-20	348	6	6	0
2020-10-18	342	7	6	0
2020-10-17	335	9	6	0
2020-10-16	326	8	6	0
2020-10-15	318	4	6	0
2020-10-14	314	1	6	0
2020-10-13	313	4	6	0
2020-10-11	309	4	6	0
2020-10-10	305	4	6	0
2020-10-09	301	2	6	0
2020-10-08	299	2	6	0
2020-10-07	297	1	6	0
2020-10-06	296	6	6	0
2020-10-04	290	4	6	0
2020-10-03	286	2	6	0
2020-09-30	284	1	6	0
2020-09-27	283	1	6	0
2020-09-26	282	1	6	0
2020-09-20	281	1	6	0
2020-09-19	280	1	6	0
2020-09-16	279	1	6	0
2020-09-14	278	2	6	1
2020-09-10	276	1	5	0
2020-09-07	275	1	5	0
2020-08-31	274	2	5	0
2020-08-29	272	1	5	0
2020-08-28	271	1	5	0
2020-08-21	270	1	5	0
2020-08-13	269	2	5	0
2020-08-08	267	4	5	0
2020-07-31	263	1	5	0
2020-07-28	262	1	5	0
2020-07-10	261	2	5	0
2020-07-09	259	1	5	0
2020-05-17	258	1	5	0
2020-05-16	257	2	5	0
2020-05-13	255	1	5	0
2020-05-05	254	4	5	0
2020-05-04	250	4	5	0
2020-05-03	246	2	5	0
2020-05-01	244	2	5	0
2020-04-30	242	2	5	1
2020-04-29	240	1	4	0
2020-04-28	239	1	4	0
2020-04-27	238	4	4	0
2020-04-25	234	3	4	0
2020-04-24	231	2	4	0
2020-04-23	229	3	4	0
2020-04-22	226	1	4	0
2020-04-21	225	3	4	0
2020-04-19	222	4	4	0
2020-04-18	218	11	4	0
2020-04-17	207	45	4	0
2020-04-16	162	9	4	1
2020-04-15	153	3	3	0
2020-04-14	150	9	3	0
2020-04-11	141	4	3	0
2020-04-10	137	11	3	0
2020-04-09	126	4	3	0
2020-04-08	122	13	3	0
2020-04-07	109	4	3	0
2020-04-06	105	13	3	0
2020-04-05	92	17	3	0
2020-04-04	75	2	3	0
2020-04-03	73	5	3	0
2020-04-02	68	5	3	1
2020-03-31	63	13	2	0
2020-03-30	50	4	2	0
2020-03-29	46	2	2	0
2020-03-28	44	2	2	0
2020-03-27	42	7	2	0
2020-03-26	35	6	2	1
2020-03-25	29	4	1	0
2020-03-24	25	3	1	1
2020-03-23	22	8	0	0
2020-03-19	14	6	0	0
2020-03-17	8	6	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: 0:02:33.006452