Germany: LK Saalekreis (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 15:36:19 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Saalekreis")
print(f'Population of country="Germany", subregion="LK Saalekreis": {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 Saalekreis": 182814 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	88543	21	645	0
2023-03-03	88522	21	645	0
2023-03-02	88501	10	645	0
2023-03-01	88491	53	645	0
2023-02-28	88438	41	645	0
2023-02-27	88397	34	645	0
2023-02-24	88363	25	645	0
2023-02-23	88338	42	645	0
2023-02-22	88296	44	645	0
2023-02-21	88252	24	645	0
2023-02-20	88228	37	645	0
2023-02-17	88191	17	645	1
2023-02-16	88174	31	644	0
2023-02-15	88143	27	644	1
2023-02-14	88116	36	643	0
2023-02-13	88080	28	643	0
2023-02-10	88052	14	643	0
2023-02-09	88038	13	643	0
2023-02-08	88025	11	643	0
2023-02-07	88014	34	643	0
2023-02-06	87980	37	643	0
2023-02-03	87943	8	643	0
2023-02-02	87935	17	643	0
2023-02-01	87918	21	643	0
2023-01-31	87897	52	643	1
2023-01-30	87845	35	642	0
2023-01-27	87810	15	642	0
2023-01-26	87795	26	642	0
2023-01-25	87769	25	642	0
2023-01-24	87744	26	642	0
2023-01-23	87718	24	642	0
2023-01-20	87694	11	642	0
2023-01-19	87683	19	642	0
2023-01-18	87664	27	642	1
2023-01-17	87637	25	641	0
2023-01-16	87612	23	641	0
2023-01-13	87589	14	641	0
2023-01-12	87575	17	641	0
2023-01-11	87558	78	641	1
2023-01-10	87480	24	640	0
2023-01-09	87456	34	640	0
2023-01-05	87422	24	640	0
2023-01-04	87398	27	640	0
2023-01-03	87371	42	640	0
2023-01-02	87329	31	640	2
2022-12-30	87298	53	638	1
2022-12-29	87245	53	637	3
2022-12-28	87192	49	634	0
2022-12-27	87143	28	634	0
2022-12-23	87115	46	634	1
2022-12-22	87069	52	633	1
2022-12-21	87017	80	632	0
2022-12-20	86937	102	632	1
2022-12-19	86835	67	631	3
2022-12-16	86768	50	628	2
2022-12-15	86718	67	626	0
2022-12-14	86651	90	626	0
2022-12-13	86561	108	626	0
2022-12-12	86453	94	626	0
2022-12-09	86359	90	626	0
2022-12-08	86269	55	626	0
2022-12-07	86214	83	626	0
2022-12-06	86131	108	626	0
2022-12-05	86023	76	626	0
2022-12-02	85947	45	626	0
2022-12-01	85902	87	626	1
2022-11-30	85815	118	625	0
2022-11-29	85697	149	625	0
2022-11-28	85548	109	625	0
2022-11-25	85439	60	625	0
2022-11-24	85379	79	625	0
2022-11-23	85300	76	625	0
2022-11-22	85224	153	625	0
2022-11-21	85071	73	625	0
2022-11-18	84998	73	625	1
2022-11-17	84925	63	624	0
2022-11-16	84862	81	624	0
2022-11-15	84781	127	624	0
2022-11-14	84654	72	624	1
2022-11-11	84582	52	623	1
2022-11-10	84530	71	622	0
2022-11-09	84459	73	622	2
2022-11-08	84386	152	620	0
2022-11-07	84234	106	620	0
2022-11-04	84128	72	620	1
2022-11-03	84056	121	619	1
2022-11-02	83935	161	618	2
2022-11-01	83774	124	616	0
2022-10-28	83650	67	616	0
2022-10-27	83583	142	616	2
2022-10-26	83441	121	614	1
2022-10-25	83320	266	613	2
2022-10-24	83054	204	611	1
2022-10-21	82850	143	610	1
2022-10-20	82707	278	609	1
2022-10-19	82429	236	608	0
2022-10-18	82193	369	608	3
2022-10-17	81824	304	605	2
2022-10-14	81520	143	603	0
2022-10-13	81377	304	603	0
2022-10-12	81073	206	603	0
2022-10-11	80867	402	603	0
2022-10-10	80465	471	603	2
2022-10-07	79994	166	601	0
2022-10-06	79828	393	601	0
2022-10-05	79435	354	601	0
2022-10-04	79081	323	601	3
2022-09-30	78758	151	598	0
2022-09-29	78607	122	598	0
2022-09-28	78485	193	598	0
2022-09-27	78292	287	598	1
2022-09-26	78005	129	597	0
2022-09-24	77876	1	597	0
2022-09-23	77875	108	597	0
2022-09-22	77767	102	597	0
2022-09-21	77665	158	597	0
2022-09-20	77507	156	597	2
2022-09-19	77351	151	595	0
2022-09-16	77200	58	595	0
2022-09-15	77142	75	595	0
2022-09-14	77067	109	595	0
2022-09-13	76958	137	595	1
2022-09-12	76821	101	594	0
2022-09-09	76720	71	594	0
2022-09-08	76649	113	594	1
2022-09-07	76536	108	593	0
2022-09-06	76428	170	593	0
2022-09-05	76258	98	593	0
2022-09-02	76160	76	593	0
2022-09-01	76084	71	593	0
2022-08-31	76013	76	593	0
2022-08-30	75937	147	593	0
2022-08-29	75790	90	593	0
2022-08-26	75700	74	593	1
2022-08-25	75626	71	592	0
2022-08-24	75555	88	592	0
2022-08-23	75467	169	592	0
2022-08-22	75298	100	592	0
2022-08-19	75198	59	592	0
2022-08-18	75139	76	592	1
2022-08-17	75063	107	591	2
2022-08-16	74956	164	589	1
2022-08-15	74792	105	588	0
2022-08-12	74687	93	588	1
2022-08-11	74594	103	587	0
2022-08-10	74491	77	587	0
2022-08-09	74414	191	587	0
2022-08-08	74223	125	587	0
2022-08-05	74098	92	587	0
2022-08-04	74006	125	587	0
2022-08-03	73881	123	587	1
2022-08-02	73758	222	586	1
2022-08-01	73536	232	585	0
2022-07-29	73304	83	585	1
2022-07-28	73221	137	584	0
2022-07-27	73084	100	584	1
2022-07-26	72984	209	583	0
2022-07-25	72775	251	583	4
2022-07-22	72524	183	579	0
2022-07-21	72341	154	579	0
2022-07-20	72187	263	579	1
2022-07-19	71924	211	578	1
2022-07-18	71713	264	577	0
2022-07-15	71449	116	577	0
2022-07-14	71333	190	577	1
2022-07-13	71143	216	576	0
2022-07-12	70927	297	576	0
2022-07-11	70630	273	576	2
2022-07-08	70357	99	574	0
2022-07-07	70258	89	574	0
2022-07-06	70169	154	574	0
2022-07-05	70015	252	574	1
2022-07-04	69763	153	573	0
2022-07-01	69610	123	573	1
2022-06-30	69487	149	572	1
2022-06-29	69338	154	571	1
2022-06-28	69184	207	570	0
2022-06-27	68977	160	570	0
2022-06-26	68817	6	570	0
2022-06-24	68811	97	570	2
2022-06-23	68714	110	568	2
2022-06-22	68604	127	566	0
2022-06-21	68477	183	566	0
2022-06-20	68294	146	566	0
2022-06-17	68148	82	566	1
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2021-12-31	23592	88	478	0
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2021-09-01	10334	5	355	0
2021-08-31	10329	9	355	0
2021-08-30	10320	2	355	0
2021-08-28	10318	10	355	0
2021-08-27	10308	8	355	0
2021-08-26	10300	1	355	0
2021-08-25	10299	2	355	0
2021-08-24	10297	17	355	0
2021-08-23	10280	17	355	1
2021-08-20	10263	4	354	0
2021-08-19	10259	13	354	0
2021-08-18	10246	2	354	0
2021-08-17	10244	6	354	0
2021-08-16	10238	3	354	0
2021-08-13	10235	6	354	1
2021-08-12	10229	8	353	0
2021-08-11	10221	2	353	0
2021-08-10	10219	2	353	0
2021-08-09	10217	3	353	0
2021-08-05	10214	3	353	0
2021-08-03	10211	7	353	0
2021-08-02	10204	3	353	0
2021-07-30	10201	2	353	0
2021-07-29	10199	2	353	0
2021-07-28	10197	8	353	0
2021-07-27	10189	2	353	0
2021-07-26	10187	7	353	0
2021-07-23	10180	1	353	0
2021-07-22	10179	8	353	0
2021-07-21	10171	6	353	0
2021-07-20	10165	3	353	0
2021-07-19	10162	4	353	0
2021-07-17	10158	1	353	0
2021-07-16	10157	3	353	0
2021-07-15	10154	5	353	0
2021-07-14	10149	4	353	0
2021-07-13	10145	3	353	0
2021-07-12	10142	6	353	0
2021-07-07	10136	1	353	0
2021-07-06	10135	4	353	0
2021-07-05	10131	3	353	1
2021-07-03	10128	1	352	0
2021-07-02	10127	1	352	0
2021-06-30	10126	3	352	0
2021-06-29	10123	2	352	0
2021-06-28	10121	3	352	0
2021-06-24	10118	2	352	0
2021-06-23	10116	1	352	0
2021-06-21	10115	1	352	0
2021-06-18	10114	1	352	0
2021-06-16	10113	4	352	0
2021-06-15	10109	1	352	0
2021-06-14	10108	1	352	0
2021-06-11	10107	2	352	0
2021-06-10	10105	2	352	0
2021-06-09	10103	4	352	0
2021-06-08	10099	6	352	0
2021-06-07	10093	1	352	0
2021-06-06	10092	5	352	0
2021-06-05	10087	8	352	0
2021-06-04	10079	1	352	0
2021-06-03	10078	6	352	0
2021-06-02	10072	3	352	0
2021-06-01	10069	5	352	0
2021-05-31	10064	1	352	0
2021-05-30	10063	3	352	0
2021-05-29	10060	10	352	1
2021-05-28	10050	6	351	0
2021-05-27	10044	26	351	1
2021-05-26	10018	22	350	3
2021-05-25	9996	21	347	1
2021-05-24	9975	10	346	0
2021-05-23	9965	11	346	0
2021-05-21	9954	26	346	1
2021-05-20	9928	34	345	0
2021-05-19	9894	50	345	5
2021-05-18	9844	15	340	0
2021-05-17	9829	9	340	0
2021-05-16	9820	30	340	0
2021-05-15	9790	9	340	0
2021-05-14	9781	17	340	0
2021-05-13	9764	11	340	0
2021-05-12	9753	28	340	0
2021-05-11	9725	68	340	2
2021-05-10	9657	29	338	1
2021-05-08	9628	39	337	0
2021-05-07	9589	26	337	2
2021-05-06	9563	58	335	0
2021-05-05	9505	50	335	4
2021-05-04	9455	55	331	0
2021-05-03	9400	46	331	0
2021-05-02	9354	17	331	1
2021-05-01	9337	44	330	3
2021-04-30	9293	55	327	1
2021-04-29	9238	52	326	2
2021-04-28	9186	81	324	1
2021-04-27	9105	85	323	1
2021-04-26	9020	52	322	3
2021-04-25	8968	53	319	0
2021-04-24	8915	34	319	0
2021-04-23	8881	75	319	0
2021-04-22	8806	113	319	1
2021-04-21	8693	76	318	0
2021-04-20	8617	49	318	0
2021-04-19	8568	71	318	1
2021-04-17	8497	53	317	1
2021-04-16	8444	65	316	0
2021-04-15	8379	73	316	2
2021-04-14	8306	103	314	1
2021-04-13	8203	109	313	1
2021-04-12	8094	95	312	0
2021-04-11	7999	7	312	0
2021-04-10	7992	55	312	2
2021-04-09	7937	131	310	1
2021-04-08	7806	49	309	0
2021-04-07	7757	34	309	0
2021-04-06	7723	31	309	2
2021-04-05	7692	33	307	2
2021-04-03	7659	70	305	2
2021-04-02	7589	42	303	2
2021-04-01	7547	97	301	2
2021-03-31	7450	74	299	3
2021-03-30	7376	68	296	4
2021-03-29	7308	15	292	0
2021-03-28	7293	15	292	0
2021-03-27	7278	92	292	1
2021-03-26	7186	63	291	1
2021-03-25	7123	60	290	1
2021-03-24	7063	77	289	2
2021-03-23	6986	40	287	0
2021-03-22	6946	64	287	1
2021-03-20	6882	19	286	0
2021-03-19	6863	62	286	0
2021-03-18	6801	68	286	0
2021-03-17	6733	43	286	0
2021-03-16	6690	41	286	0
2021-03-15	6649	10	286	0
2021-03-14	6639	13	286	1
2021-03-13	6626	22	285	1
2021-03-12	6604	23	284	0
2021-03-11	6581	60	284	0
2021-03-10	6521	49	284	1
2021-03-09	6472	44	283	0
2021-03-08	6428	44	283	1
2021-03-06	6384	19	282	1
2021-03-05	6365	31	281	1
2021-03-04	6334	62	280	1
2021-03-03	6272	55	279	2
2021-03-02	6217	43	277	3
2021-03-01	6174	17	274	0
2021-02-28	6157	17	274	0
2021-02-27	6140	10	274	0
2021-02-26	6130	41	274	2
2021-02-25	6089	55	272	1
2021-02-24	6034	44	271	3
2021-02-23	5990	36	268	2
2021-02-22	5954	12	266	1
2021-02-21	5942	5	265	0
2021-02-20	5937	31	265	2
2021-02-19	5906	31	263	3
2021-02-18	5875	29	260	0
2021-02-17	5846	15	260	1
2021-02-16	5831	34	259	2
2021-02-15	5797	29	257	3
2021-02-14	5768	9	254	0
2021-02-13	5759	19	254	1
2021-02-12	5740	14	253	1
2021-02-11	5726	13	252	0
2021-02-10	5713	26	252	2
2021-02-09	5687	8	250	0
2021-02-08	5679	26	250	0
2021-02-06	5653	10	250	1
2021-02-05	5643	32	249	0
2021-02-04	5611	29	249	1
2021-02-03	5582	31	248	3
2021-02-02	5551	24	245	2
2021-02-01	5527	16	243	0
2021-01-31	5511	7	243	0
2021-01-30	5504	17	243	1
2021-01-29	5487	46	242	1
2021-01-28	5441	32	241	1
2021-01-27	5409	43	240	2
2021-01-26	5366	57	238	1
2021-01-25	5309	75	237	4
2021-01-24	5234	39	233	10
2021-01-22	5195	45	223	2
2021-01-21	5150	78	221	3
2021-01-20	5072	86	218	2
2021-01-19	4986	68	216	4
2021-01-18	4918	40	212	5
2021-01-17	4878	54	207	1
2021-01-16	4824	42	206	0
2021-01-15	4782	61	206	2
2021-01-14	4721	49	204	1
2021-01-13	4672	99	203	5
2021-01-12	4573	161	198	8
2021-01-11	4412	154	190	5
2021-01-10	4258	53	185	0
2021-01-09	4205	42	185	0
2021-01-08	4163	96	185	4
2021-01-07	4067	301	181	15
2021-01-06	3766	147	166	7
2021-01-05	3619	72	159	9
2021-01-04	3547	52	150	2
2021-01-03	3495	39	148	1
2021-01-02	3456	14	147	0
2021-01-01	3442	76	147	2
2020-12-31	3366	95	145	7
2020-12-30	3271	133	138	6
2020-12-29	3138	115	132	13
2020-12-28	3023	66	119	9
2020-12-27	2957	58	110	2
2020-12-26	2899	48	108	1
2020-12-25	2851	118	107	10
2020-12-24	2733	101	97	2
2020-12-23	2632	143	95	7
2020-12-22	2489	155	88	5
2020-12-21	2334	129	83	11
2020-12-20	2205	48	72	1
2020-12-19	2157	46	71	2
2020-12-18	2111	91	69	4
2020-12-17	2020	72	65	2
2020-12-16	1948	45	63	2
2020-12-15	1903	65	61	0
2020-12-14	1838	45	61	0
2020-12-13	1793	98	61	7
2020-12-12	1695	59	54	1
2020-12-11	1636	47	53	2
2020-12-10	1589	55	51	3
2020-12-09	1534	62	48	4
2020-12-08	1472	47	44	3
2020-12-07	1425	67	41	3
2020-12-06	1358	13	38	0
2020-12-05	1345	34	38	2
2020-12-04	1311	60	36	0
2020-12-03	1251	36	36	0
2020-12-02	1215	54	36	2
2020-12-01	1161	6	34	0
2020-11-30	1155	16	34	1
2020-11-29	1139	65	33	1
2020-11-28	1074	19	32	0
2020-11-27	1055	53	32	1
2020-11-26	1002	41	31	0
2020-11-25	961	59	31	0
2020-11-24	902	9	31	1
2020-11-23	893	55	30	9
2020-11-22	838	73	21	4
2020-11-21	765	18	17	0
2020-11-20	747	36	17	1
2020-11-19	711	14	16	0
2020-11-18	697	31	16	2
2020-11-17	666	26	14	1
2020-11-16	640	4	13	0
2020-11-15	636	13	13	0
2020-11-14	623	24	13	0
2020-11-13	599	13	13	0
2020-11-12	586	39	13	0
2020-11-11	547	34	13	1
2020-11-10	513	10	12	0
2020-11-09	503	19	12	1
2020-11-08	484	9	11	0
2020-11-07	475	23	11	2
2020-11-06	452	18	9	0
2020-11-05	434	26	9	0
2020-11-04	408	13	9	0
2020-11-03	395	21	9	0
2020-11-02	374	6	9	0
2020-11-01	368	8	9	0
2020-10-31	360	4	9	0
2020-10-30	356	16	9	0
2020-10-29	340	11	9	0
2020-10-28	329	19	9	0
2020-10-27	310	14	9	1
2020-10-26	296	3	8	1
2020-10-25	293	7	7	0
2020-10-24	286	6	7	0
2020-10-23	280	9	7	0
2020-10-22	271	14	7	0
2020-10-21	257	4	7	0
2020-10-20	253	6	7	0
2020-10-19	247	4	7	0
2020-10-18	243	3	7	0
2020-10-17	240	8	7	0
2020-10-16	232	13	7	0
2020-10-15	219	3	7	0
2020-10-14	216	1	7	0
2020-10-13	215	3	7	0
2020-10-12	212	4	7	0
2020-10-11	208	3	7	0
2020-10-10	205	1	7	0
2020-10-09	204	6	7	0
2020-10-07	198	2	7	0
2020-10-06	196	3	7	0
2020-10-05	193	1	7	0
2020-10-02	192	3	7	0
2020-09-30	189	2	7	0
2020-09-29	187	1	7	0
2020-09-26	186	1	7	0
2020-09-25	185	4	7	0
2020-09-24	181	1	7	0
2020-09-23	180	3	7	0
2020-09-22	177	1	7	0
2020-09-21	176	3	7	0
2020-09-18	173	1	7	0
2020-09-17	172	2	7	0
2020-09-15	170	2	7	0
2020-09-13	168	1	7	0
2020-09-12	167	1	7	0
2020-09-10	166	2	7	0
2020-09-08	164	1	7	0
2020-09-04	163	1	7	0
2020-09-03	162	1	7	0
2020-09-02	161	1	7	0
2020-09-01	160	2	7	0
2020-08-29	158	1	7	0
2020-08-28	157	1	7	0
2020-08-25	156	1	7	0
2020-08-21	155	1	7	0
2020-08-15	154	1	7	0
2020-08-14	153	2	7	0
2020-08-12	151	3	7	0
2020-08-10	148	2	7	0
2020-08-09	146	1	7	0
2020-08-08	145	1	7	0
2020-08-06	144	1	7	0
2020-08-04	143	1	7	0
2020-07-26	142	1	7	0
2020-07-23	141	1	7	0
2020-07-18	140	1	7	0
2020-07-17	139	1	7	0
2020-07-07	138	2	7	0
2020-07-05	136	2	7	0
2020-06-23	134	1	7	0
2020-06-22	133	2	7	0
2020-06-16	131	1	7	0
2020-05-28	130	1	7	0
2020-05-26	129	1	7	0
2020-05-25	128	1	7	0
2020-05-19	127	1	7	0
2020-05-12	126	1	7	0
2020-05-11	125	1	7	0
2020-05-09	124	2	7	1
2020-05-08	122	1	6	0
2020-05-07	121	1	6	0
2020-05-06	120	1	6	0
2020-05-05	119	4	6	0
2020-05-04	115	1	6	1
2020-05-02	114	1	5	0
2020-05-01	113	2	5	0
2020-04-30	111	3	5	0
2020-04-29	108	1	5	0
2020-04-24	107	1	5	0
2020-04-20	106	3	5	0
2020-04-18	103	1	5	0
2020-04-17	102	2	5	0
2020-04-14	100	1	5	0
2020-04-13	99	2	5	0
2020-04-12	97	1	5	0
2020-04-10	96	2	5	0
2020-04-09	94	4	5	0
2020-04-08	90	4	5	0
2020-04-07	86	1	5	0
2020-04-06	85	1	5	0
2020-04-05	84	1	5	0
2020-04-04	83	3	5	0
2020-04-03	80	3	5	1
2020-04-02	77	6	4	0
2020-04-01	71	8	4	0
2020-03-31	63	5	4	0
2020-03-30	58	3	4	0
2020-03-28	55	6	4	0
2020-03-27	49	4	4	1
2020-03-26	45	4	3	0
2020-03-25	41	2	3	1
2020-03-24	39	17	2	1
2020-03-23	22	1	1	0
2020-03-22	21	2	1	1
2020-03-21	19	5	0	0
2020-03-20	14	2	0	0
2020-03-19	12	6	0	0
2020-03-18	6	2	0	0
2020-03-17	4	1	0	0
2020-03-16	3	2	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: 0:03:42.614549