Germany: LK Celle (Niedersachsen)

• 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 13:07:29 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Celle")
print(f'Population of country="Germany", subregion="LK Celle": {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 Celle": 179915 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	81943	22	243	0
2023-03-03	81921	14	243	0
2023-03-02	81907	31	243	0
2023-03-01	81876	35	243	0
2023-02-28	81841	43	243	0
2023-02-27	81798	62	243	0
2023-02-24	81736	12	243	0
2023-02-23	81724	41	243	0
2023-02-22	81683	50	243	0
2023-02-21	81633	33	243	0
2023-02-20	81600	61	243	0
2023-02-17	81539	33	243	0
2023-02-16	81506	22	243	0
2023-02-15	81484	53	243	1
2023-02-14	81431	34	242	1
2023-02-13	81397	45	241	0
2023-02-10	81352	23	241	0
2023-02-09	81329	30	241	0
2023-02-08	81299	33	241	0
2023-02-07	81266	48	241	0
2023-02-06	81218	43	241	0
2023-02-03	81175	19	241	0
2023-02-02	81156	58	241	0
2023-02-01	81098	78	241	1
2023-01-31	81020	41	240	0
2023-01-30	80979	53	240	0
2023-01-27	80926	11	240	0
2023-01-26	80915	51	240	0
2023-01-25	80864	78	240	0
2023-01-24	80786	67	240	0
2023-01-23	80719	52	240	2
2023-01-20	80667	23	238	0
2023-01-19	80644	33	238	0
2023-01-18	80611	65	238	0
2023-01-17	80546	50	238	0
2023-01-16	80496	50	238	0
2023-01-13	80446	24	238	1
2023-01-12	80422	28	237	0
2023-01-11	80394	101	237	0
2023-01-10	80293	47	237	1
2023-01-09	80246	84	236	0
2023-01-06	80162	49	236	1
2023-01-05	80113	44	235	0
2023-01-04	80069	105	235	0
2023-01-03	79964	123	235	0
2023-01-02	79841	84	235	1
2022-12-30	79757	90	234	0
2022-12-29	79667	115	234	1
2022-12-28	79552	149	233	3
2022-12-27	79403	137	230	1
2022-12-23	79266	118	229	0
2022-12-22	79148	203	229	2
2022-12-21	78945	224	227	1
2022-12-20	78721	168	226	1
2022-12-19	78553	176	225	0
2022-12-16	78377	100	225	2
2022-12-15	78277	438	223	0
2022-12-12	77839	163	223	0
2022-12-09	77676	91	223	0
2022-12-08	77585	143	223	0
2022-12-07	77442	183	223	0
2022-12-06	77259	202	223	5
2022-12-05	77057	112	218	0
2022-12-02	76945	91	218	0
2022-12-01	76854	105	218	0
2022-11-30	76749	190	218	0
2022-11-29	76559	136	218	0
2022-11-28	76423	160	218	1
2022-11-25	76263	90	217	0
2022-11-24	76173	131	217	0
2022-11-23	76042	158	217	0
2022-11-22	75884	133	217	1
2022-11-21	75751	82	216	0
2022-11-18	75669	90	216	1
2022-11-17	75579	95	215	0
2022-11-16	75484	141	215	0
2022-11-15	75343	178	215	0
2022-11-14	75165	104	215	1
2022-11-11	75061	93	214	0
2022-11-10	74968	108	214	0
2022-11-09	74860	116	214	1
2022-11-08	74744	137	213	0
2022-11-07	74607	172	213	2
2022-11-04	74435	141	211	0
2022-11-03	74294	150	211	0
2022-11-02	74144	182	211	0
2022-11-01	73962	217	211	1
2022-10-28	73745	114	210	1
2022-10-27	73631	205	209	0
2022-10-26	73426	199	209	1
2022-10-25	73227	236	208	0
2022-10-24	72991	295	208	1
2022-10-21	72696	179	207	2
2022-10-20	72517	210	205	1
2022-10-19	72307	286	204	1
2022-10-18	72021	315	203	2
2022-10-17	71706	358	201	0
2022-10-14	71348	224	201	0
2022-10-13	71124	259	201	0
2022-10-12	70865	313	201	1
2022-10-11	70552	377	200	1
2022-10-10	70175	414	199	5
2022-10-07	69761	224	194	0
2022-10-06	69537	437	194	1
2022-10-05	69100	253	193	0
2022-10-04	68847	225	193	1
2022-10-01	68622	1	192	1
2022-09-30	68621	250	191	1
2022-09-29	68371	216	190	0
2022-09-28	68155	235	190	0
2022-09-27	67920	222	190	2
2022-09-26	67698	259	188	0
2022-09-23	67439	45	188	0
2022-09-22	67394	144	188	0
2022-09-21	67250	163	188	1
2022-09-20	67087	185	187	0
2022-09-19	66902	111	187	1
2022-09-16	66791	60	186	0
2022-09-15	66731	137	186	0
2022-09-14	66594	170	186	0
2022-09-13	66424	162	186	0
2022-09-12	66262	120	186	0
2022-09-09	66142	69	186	0
2022-09-08	66073	88	186	0
2022-09-07	65985	123	186	0
2022-09-06	65862	141	186	0
2022-09-05	65721	63	186	0
2022-09-02	65658	73	186	0
2022-09-01	65585	66	186	0
2022-08-31	65519	81	186	0
2022-08-30	65438	127	186	0
2022-08-29	65311	77	186	0
2022-08-26	65234	98	186	0
2022-08-25	65136	96	186	0
2022-08-24	65040	108	186	0
2022-08-23	64932	164	186	0
2022-08-22	64768	132	186	0
2022-08-19	64636	64	186	1
2022-08-18	64572	128	185	2
2022-08-17	64444	143	183	0
2022-08-16	64301	169	183	1
2022-08-15	64132	149	182	0
2022-08-12	63983	77	182	0
2022-08-11	63906	119	182	0
2022-08-10	63787	117	182	0
2022-08-09	63670	198	182	0
2022-08-08	63472	147	182	1
2022-08-05	63325	100	181	0
2022-08-04	63225	114	181	0
2022-08-03	63111	191	181	0
2022-08-02	62920	198	181	1
2022-08-01	62722	155	180	0
2022-07-29	62567	145	180	0
2022-07-28	62422	151	180	2
2022-07-27	62271	230	178	1
2022-07-26	62041	260	177	0
2022-07-25	61781	352	177	0
2022-07-22	61429	190	177	0
2022-07-21	61239	254	177	0
2022-07-20	60985	331	177	2
2022-07-19	60654	447	175	3
2022-07-18	60207	325	172	0
2022-07-17	59882	1	172	0
2022-07-15	59881	271	172	1
2022-07-14	59610	395	171	0
2022-07-13	59215	473	171	0
2022-07-12	58742	476	171	1
2022-07-11	58266	383	170	1
2022-07-08	57883	216	169	1
2022-07-07	57667	512	168	0
2022-07-06	57155	581	168	1
2022-07-05	56574	300	167	1
2022-07-04	56274	419	166	1
2022-07-01	55855	397	165	0
2022-06-30	55458	418	165	0
2022-06-29	55040	466	165	1
2022-06-28	54574	497	164	0
2022-06-27	54077	421	164	1
2022-06-24	53656	300	163	0
2022-06-23	53356	381	163	0
2022-06-22	52975	490	163	0
2022-06-21	52485	440	163	0
2022-06-20	52045	301	163	0
2022-06-17	51744	283	163	1
2022-06-16	51461	228	162	0
2022-06-15	51233	331	162	0
2022-06-14	50902	369	162	0
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2022-06-01	49079	134	161	0
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2022-04-19	42771	542	151	4
2022-04-14	42229	374	147	0
2022-04-13	41855	342	147	0
2022-04-12	41513	505	147	1
2022-04-11	41008	382	146	0
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2021-08-16	4793	4	66	0
2021-08-14	4789	3	66	0
2021-08-13	4786	9	66	0
2021-08-12	4777	4	66	0
2021-08-11	4773	4	66	0
2021-08-10	4769	6	66	0
2021-08-09	4763	3	66	0
2021-08-08	4760	3	66	0
2021-08-07	4757	1	66	0
2021-08-06	4756	12	66	0
2021-08-05	4744	3	66	0
2021-08-04	4741	5	66	0
2021-08-01	4736	1	66	0
2021-07-31	4735	2	66	0
2021-07-30	4733	3	66	0
2021-07-29	4730	5	66	0
2021-07-28	4725	4	66	0
2021-07-27	4721	8	66	0
2021-07-26	4713	2	66	0
2021-07-24	4711	3	66	0
2021-07-23	4708	4	66	0
2021-07-22	4704	6	66	0
2021-07-21	4698	2	66	0
2021-07-20	4696	4	66	0
2021-07-19	4692	2	66	0
2021-07-17	4690	4	66	0
2021-07-16	4686	3	66	0
2021-07-15	4683	2	66	0
2021-07-14	4681	5	66	0
2021-07-13	4676	4	66	0
2021-07-11	4672	2	66	0
2021-07-09	4670	4	66	0
2021-07-07	4666	2	66	0
2021-07-03	4664	3	66	0
2021-07-02	4661	4	66	0
2021-06-30	4657	13	66	0
2021-06-29	4644	8	66	0
2021-06-26	4636	2	66	0
2021-06-25	4634	6	66	0
2021-06-24	4628	1	66	0
2021-06-23	4627	3	66	0
2021-06-19	4624	2	66	0
2021-06-18	4622	2	66	0
2021-06-16	4620	1	66	0
2021-06-15	4619	1	66	0
2021-06-14	4618	2	66	0
2021-06-13	4616	1	66	0
2021-06-08	4615	1	66	0
2021-06-05	4614	2	66	0
2021-06-04	4612	3	66	0
2021-06-03	4609	3	66	0
2021-06-02	4606	5	66	0
2021-06-01	4601	2	66	0
2021-05-31	4599	3	66	0
2021-05-29	4596	6	66	0
2021-05-28	4590	8	66	0
2021-05-27	4582	7	66	0
2021-05-26	4575	2	66	0
2021-05-23	4573	1	66	0
2021-05-22	4572	10	66	0
2021-05-21	4562	9	66	0
2021-05-20	4553	23	66	0
2021-05-19	4530	11	66	1
2021-05-18	4519	2	65	0
2021-05-17	4517	1	65	0
2021-05-16	4516	2	65	0
2021-05-15	4514	7	65	0
2021-05-14	4507	24	65	0
2021-05-13	4483	9	65	0
2021-05-12	4474	22	65	0
2021-05-11	4452	12	65	0
2021-05-10	4440	3	65	0
2021-05-08	4437	33	65	0
2021-05-07	4404	26	65	0
2021-05-06	4378	9	65	0
2021-05-05	4369	18	65	0
2021-05-04	4351	30	65	0
2021-05-01	4321	21	65	0
2021-04-30	4300	19	65	0
2021-04-29	4281	43	65	0
2021-04-28	4238	30	65	0
2021-04-27	4208	22	65	0
2021-04-26	4186	6	65	0
2021-04-25	4180	5	65	0
2021-04-24	4175	33	65	0
2021-04-23	4142	25	65	0
2021-04-22	4117	50	65	1
2021-04-21	4067	30	64	0
2021-04-20	4037	7	64	0
2021-04-19	4030	14	64	0
2021-04-17	4016	26	64	0
2021-04-16	3990	54	64	0
2021-04-15	3936	38	64	0
2021-04-14	3898	45	64	1
2021-04-13	3853	31	63	0
2021-04-12	3822	18	63	0
2021-04-10	3804	35	63	0
2021-04-09	3769	74	63	1
2021-04-08	3695	38	62	0
2021-04-07	3657	15	62	0
2021-04-06	3642	27	62	0
2021-04-05	3615	2	62	0
2021-04-04	3613	1	62	0
2021-04-03	3612	48	62	0
2021-04-02	3564	27	62	1
2021-04-01	3537	47	61	0
2021-03-31	3490	46	61	2
2021-03-30	3444	13	59	0
2021-03-29	3431	32	59	0
2021-03-27	3399	38	59	0
2021-03-26	3361	34	59	0
2021-03-25	3327	80	59	0
2021-03-24	3247	59	59	2
2021-03-23	3188	15	57	0
2021-03-22	3173	40	57	0
2021-03-20	3133	27	57	0
2021-03-19	3106	67	57	1
2021-03-18	3039	65	56	0
2021-03-17	2974	48	56	1
2021-03-16	2926	22	55	0
2021-03-15	2904	7	55	0
2021-03-14	2897	24	55	1
2021-03-13	2873	22	54	0
2021-03-12	2851	44	54	0
2021-03-11	2807	45	54	0
2021-03-10	2762	35	54	1
2021-03-09	2727	12	53	1
2021-03-08	2715	2	52	0
2021-03-07	2713	2	52	1
2021-03-06	2711	24	51	2
2021-03-05	2687	30	49	0
2021-03-04	2657	29	49	0
2021-03-03	2628	18	49	0
2021-03-02	2610	13	49	1
2021-03-01	2597	2	48	0
2021-02-27	2595	17	48	1
2021-02-26	2578	19	47	0
2021-02-25	2559	13	47	0
2021-02-24	2546	9	47	0
2021-02-23	2537	7	47	0
2021-02-22	2530	1	47	0
2021-02-20	2529	8	47	0
2021-02-19	2521	14	47	0
2021-02-18	2507	9	47	0
2021-02-17	2498	10	47	0
2021-02-16	2488	11	47	0
2021-02-15	2477	2	47	0
2021-02-14	2475	11	47	1
2021-02-13	2464	2	46	0
2021-02-12	2462	5	46	0
2021-02-11	2457	20	46	0
2021-02-10	2437	19	46	0
2021-02-09	2418	6	46	0
2021-02-06	2412	16	46	0
2021-02-05	2396	22	46	0
2021-02-04	2374	21	46	0
2021-02-03	2353	29	46	2
2021-02-02	2324	2	44	0
2021-02-01	2322	13	44	1
2021-01-31	2309	2	43	0
2021-01-30	2307	13	43	0
2021-01-29	2294	7	43	0
2021-01-28	2287	21	43	1
2021-01-27	2266	15	42	0
2021-01-26	2251	3	42	0
2021-01-25	2248	7	42	0
2021-01-23	2241	26	42	1
2021-01-22	2215	20	41	0
2021-01-21	2195	42	41	1
2021-01-20	2153	22	40	1
2021-01-19	2131	9	39	1
2021-01-18	2122	3	38	0
2021-01-16	2119	18	38	0
2021-01-15	2101	45	38	1
2021-01-14	2056	19	37	0
2021-01-13	2037	28	37	0
2021-01-12	2009	22	37	1
2021-01-11	1987	6	36	0
2021-01-10	1981	1	36	0
2021-01-09	1980	31	36	1
2021-01-08	1949	30	35	0
2021-01-07	1919	36	35	1
2021-01-06	1883	60	34	0
2021-01-05	1823	13	34	0
2021-01-04	1810	11	34	0
2021-01-02	1799	6	34	0
2020-12-31	1793	36	34	0
2020-12-30	1757	56	34	0
2020-12-29	1701	34	34	2
2020-12-28	1667	23	32	0
2020-12-26	1644	2	32	0
2020-12-25	1642	18	32	2
2020-12-24	1624	27	30	0
2020-12-23	1597	28	30	0
2020-12-22	1569	16	30	0
2020-12-21	1553	15	30	0
2020-12-19	1538	18	30	0
2020-12-18	1520	25	30	1
2020-12-17	1495	34	29	0
2020-12-16	1461	23	29	1
2020-12-15	1438	14	28	0
2020-12-14	1424	17	28	0
2020-12-12	1407	22	28	1
2020-12-11	1385	22	27	3
2020-12-10	1363	29	24	0
2020-12-09	1334	23	24	0
2020-12-08	1311	8	24	0
2020-12-07	1303	25	24	0
2020-12-06	1278	10	24	0
2020-12-05	1268	8	24	0
2020-12-04	1260	10	24	0
2020-12-03	1250	25	24	0
2020-12-02	1225	26	24	0
2020-12-01	1199	13	24	0
2020-11-30	1186	6	24	0
2020-11-28	1180	32	24	3
2020-11-27	1148	34	21	3
2020-11-26	1114	24	18	0
2020-11-25	1090	23	18	0
2020-11-24	1067	16	18	0
2020-11-23	1051	24	18	0
2020-11-21	1027	12	18	0
2020-11-20	1015	21	18	0
2020-11-19	994	44	18	0
2020-11-18	950	28	18	0
2020-11-17	922	15	18	0
2020-11-16	907	15	18	0
2020-11-14	892	28	18	0
2020-11-13	864	33	18	0
2020-11-12	831	22	18	0
2020-11-11	809	19	18	0
2020-11-10	790	23	18	0
2020-11-09	767	22	18	0
2020-11-07	745	24	18	0
2020-11-06	721	35	18	0
2020-11-05	686	27	18	0
2020-11-04	659	18	18	0
2020-11-03	641	21	18	0
2020-11-02	620	11	18	0
2020-10-31	609	15	18	0
2020-10-30	594	30	18	0
2020-10-29	564	17	18	0
2020-10-28	547	22	18	0
2020-10-27	525	11	18	0
2020-10-26	514	14	18	0
2020-10-24	500	13	18	0
2020-10-23	487	18	18	0
2020-10-22	469	14	18	0
2020-10-21	455	18	18	0
2020-10-20	437	3	18	0
2020-10-19	434	9	18	0
2020-10-17	425	13	18	0
2020-10-16	412	26	18	0
2020-10-15	386	12	18	0
2020-10-14	374	10	18	0
2020-10-13	364	14	18	0
2020-10-12	350	3	18	0
2020-10-10	347	7	18	1
2020-10-09	340	4	17	0
2020-10-08	336	7	17	0
2020-10-07	329	4	17	0
2020-10-06	325	6	17	0
2020-10-03	319	1	17	0
2020-10-02	318	15	17	0
2020-10-01	303	5	17	0
2020-09-30	298	4	17	0
2020-09-29	294	2	17	0
2020-09-26	292	1	17	0
2020-09-25	291	3	17	0
2020-09-21	288	1	17	0
2020-09-19	287	2	17	0
2020-09-18	285	4	17	0
2020-09-17	281	3	17	0
2020-09-16	278	1	17	0
2020-09-15	277	1	17	0
2020-09-14	276	1	17	0
2020-09-12	275	1	17	0
2020-09-11	274	3	17	0
2020-09-10	271	3	17	0
2020-09-09	268	1	17	0
2020-09-08	267	3	17	1
2020-09-07	264	1	16	0
2020-09-06	263	1	16	0
2020-09-05	262	2	16	0
2020-09-04	260	5	16	0
2020-09-03	255	11	16	0
2020-09-02	244	3	16	0
2020-09-01	241	1	16	0
2020-08-31	240	2	16	0
2020-08-27	238	1	16	0
2020-08-25	237	2	16	0
2020-08-24	235	2	16	1
2020-08-23	233	1	15	0
2020-08-22	232	1	15	0
2020-08-21	231	1	15	0
2020-08-17	230	1	15	0
2020-08-14	229	1	15	0
2020-08-10	228	1	15	0
2020-08-08	227	1	15	0
2020-08-07	226	1	15	0
2020-07-31	225	1	15	0
2020-07-30	224	3	15	0
2020-07-29	221	1	15	0
2020-07-20	220	1	15	0
2020-06-17	219	1	15	0
2020-06-12	218	1	15	1
2020-06-11	217	1	14	0
2020-06-10	216	1	14	0
2020-06-09	215	1	14	0
2020-06-08	214	2	14	0
2020-06-06	212	4	14	0
2020-06-03	208	3	14	0
2020-06-02	205	2	14	0
2020-05-30	203	1	14	1
2020-05-28	202	1	13	0
2020-05-27	201	8	13	0
2020-05-25	193	1	13	0
2020-05-22	192	1	13	0
2020-05-15	191	3	13	0
2020-05-14	188	2	13	0
2020-05-13	186	1	13	0
2020-05-12	185	1	13	1
2020-05-08	184	1	12	0
2020-05-06	183	2	12	0
2020-05-05	181	2	12	0
2020-05-01	179	1	12	0
2020-04-30	178	2	12	0
2020-04-29	176	9	12	0
2020-04-28	167	4	12	1
2020-04-27	163	2	11	0
2020-04-26	161	3	11	0
2020-04-25	158	3	11	0
2020-04-24	155	3	11	0
2020-04-23	152	2	11	1
2020-04-22	150	3	10	0
2020-04-21	147	1	10	1
2020-04-18	146	1	9	0
2020-04-17	145	1	9	0
2020-04-16	144	2	9	0
2020-04-15	142	7	9	0
2020-04-14	135	4	9	0
2020-04-13	131	1	9	1
2020-04-12	130	4	8	1
2020-04-11	126	1	7	0
2020-04-10	125	4	7	0
2020-04-09	121	4	7	0
2020-04-08	117	6	7	0
2020-04-07	111	1	7	0
2020-04-06	110	4	7	0
2020-04-04	106	4	7	1
2020-04-03	102	3	6	1
2020-04-02	99	2	5	0
2020-04-01	97	4	5	0
2020-03-31	93	8	5	0
2020-03-30	85	12	5	2
2020-03-29	73	1	3	0
2020-03-28	72	2	3	1
2020-03-27	70	8	2	2
2020-03-26	62	9	0	0
2020-03-25	53	8	0	0
2020-03-24	45	6	0	0
2020-03-23	39	8	0	0
2020-03-21	31	1	0	0
2020-03-20	30	4	0	0
2020-03-19	26	1	0	0
2020-03-18	25	5	0	0
2020-03-17	20	6	0	0
2020-03-16	14	6	0	0
2020-03-13	8	2	0	0
2020-03-11	6	1	0	0
2020-03-10	5	1	0	0
2020-03-09	4	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: 0:03:06.399900