Germany: LK Cham (Bayern)

• 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 10:33:01 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Cham")
print(f'Population of country="Germany", subregion="LK Cham": {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 Cham": 128444 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	69080	30	328	0
2023-03-03	69050	28	328	0
2023-03-02	69022	35	328	0
2023-03-01	68987	14	328	0
2023-02-28	68973	45	328	0
2023-02-27	68928	68	328	0
2023-02-24	68860	31	328	0
2023-02-23	68829	41	328	0
2023-02-22	68788	105	328	0
2023-02-20	68683	50	328	3
2023-02-17	68633	41	325	0
2023-02-16	68592	32	325	0
2023-02-15	68560	33	325	0
2023-02-14	68527	59	325	0
2023-02-13	68468	52	325	0
2023-02-10	68416	38	325	0
2023-02-09	68378	31	325	0
2023-02-08	68347	43	325	0
2023-02-07	68304	71	325	0
2023-02-06	68233	41	325	0
2023-02-03	68192	35	325	0
2023-02-02	68157	34	325	0
2023-02-01	68123	35	325	0
2023-01-31	68088	59	325	0
2023-01-30	68029	37	325	0
2023-01-27	67992	24	325	0
2023-01-26	67968	28	325	0
2023-01-25	67940	29	325	0
2023-01-24	67911	40	325	0
2023-01-23	67871	28	325	0
2023-01-20	67843	28	325	0
2023-01-19	67815	21	325	0
2023-01-18	67794	24	325	0
2023-01-17	67770	40	325	0
2023-01-16	67730	36	325	1
2023-01-13	67694	15	324	0
2023-01-12	67679	17	324	0
2023-01-11	67662	38	324	0
2023-01-10	67624	59	324	0
2023-01-09	67565	42	324	0
2023-01-05	67523	27	324	0
2023-01-04	67496	31	324	1
2023-01-03	67465	30	323	0
2023-01-02	67435	31	323	0
2022-12-30	67404	21	323	0
2022-12-29	67383	24	323	1
2022-12-28	67359	45	322	0
2022-12-27	67314	47	322	0
2022-12-23	67267	16	322	1
2022-12-22	67251	23	321	0
2022-12-21	67228	31	321	0
2022-12-20	67197	58	321	0
2022-12-19	67139	53	321	1
2022-12-16	67086	28	320	0
2022-12-15	67058	32	320	1
2022-12-14	67026	52	319	3
2022-12-13	66974	73	316	0
2022-12-12	66901	74	316	1
2022-12-09	66827	28	315	1
2022-12-08	66799	41	314	0
2022-12-07	66758	61	314	0
2022-12-06	66697	72	314	0
2022-12-05	66625	61	314	0
2022-12-02	66564	23	314	1
2022-12-01	66541	27	313	0
2022-11-30	66514	34	313	1
2022-11-29	66480	49	312	0
2022-11-28	66431	30	312	0
2022-11-25	66401	18	312	0
2022-11-24	66383	18	312	0
2022-11-23	66365	18	312	0
2022-11-22	66347	40	312	0
2022-11-21	66307	45	312	0
2022-11-18	66262	9	312	0
2022-11-17	66253	25	312	0
2022-11-16	66228	26	312	0
2022-11-15	66202	46	312	0
2022-11-14	66156	36	312	1
2022-11-11	66120	23	311	1
2022-11-10	66097	25	310	0
2022-11-09	66072	45	310	1
2022-11-08	66027	75	309	1
2022-11-07	65952	93	308	0
2022-11-04	65859	42	308	0
2022-11-03	65817	39	308	0
2022-11-02	65778	96	308	2
2022-10-31	65682	96	306	1
2022-10-28	65586	49	305	0
2022-10-27	65537	75	305	0
2022-10-26	65462	87	305	0
2022-10-25	65375	189	305	0
2022-10-24	65186	153	305	0
2022-10-21	65033	85	305	0
2022-10-20	64948	118	305	0
2022-10-19	64830	175	305	0
2022-10-18	64655	573	305	2
2022-10-14	64082	125	303	1
2022-10-13	63957	139	302	0
2022-10-12	63818	207	302	0
2022-10-11	63611	377	302	0
2022-10-10	63234	329	302	1
2022-10-07	62905	162	301	1
2022-10-06	62743	238	300	1
2022-10-05	62505	362	299	0
2022-10-04	62143	333	299	0
2022-09-30	61810	119	299	0
2022-09-29	61691	149	299	2
2022-09-28	61542	177	297	0
2022-09-27	61365	223	297	3
2022-09-26	61142	171	294	0
2022-09-23	60971	97	294	0
2022-09-22	60874	74	294	0
2022-09-21	60800	106	294	0
2022-09-20	60694	147	294	0
2022-09-19	60547	94	294	0
2022-09-16	60453	33	294	0
2022-09-15	60420	42	294	0
2022-09-14	60378	75	294	0
2022-09-13	60303	83	294	0
2022-09-12	60220	48	294	0
2022-09-09	60172	39	294	0
2022-09-08	60133	49	294	0
2022-09-07	60084	58	294	0
2022-09-06	60026	91	294	0
2022-09-05	59935	66	294	0
2022-09-02	59869	29	294	1
2022-09-01	59840	38	293	0
2022-08-31	59802	64	293	1
2022-08-30	59738	103	292	0
2022-08-29	59635	100	292	1
2022-08-26	59535	35	291	0
2022-08-25	59500	58	291	0
2022-08-24	59442	71	291	0
2022-08-23	59371	76	291	0
2022-08-22	59295	62	291	0
2022-08-19	59233	30	291	0
2022-08-18	59203	38	291	0
2022-08-17	59165	63	291	0
2022-08-16	59102	104	291	0
2022-08-12	58998	27	291	0
2022-08-11	58971	30	291	0
2022-08-10	58941	37	291	0
2022-08-09	58904	73	291	0
2022-08-08	58831	93	291	1
2022-08-05	58738	47	290	0
2022-08-04	58691	48	290	0
2022-08-03	58643	93	290	0
2022-08-02	58550	141	290	0
2022-08-01	58409	107	290	1
2022-07-29	58302	115	289	0
2022-07-28	58187	108	289	0
2022-07-27	58079	148	289	0
2022-07-26	57931	255	289	0
2022-07-25	57676	251	289	2
2022-07-22	57425	159	287	1
2022-07-21	57266	146	286	0
2022-07-20	57120	208	286	0
2022-07-19	56912	356	286	0
2022-07-18	56556	266	286	0
2022-07-15	56290	278	286	3
2022-07-14	56012	82	283	0
2022-07-13	55930	267	283	0
2022-07-12	55663	290	283	0
2022-07-11	55373	262	283	0
2022-07-08	55111	144	283	0
2022-07-07	54967	190	283	0
2022-07-06	54777	187	283	0
2022-07-05	54590	219	283	0
2022-07-04	54371	254	283	0
2022-07-01	54117	143	283	0
2022-06-30	53974	151	283	0
2022-06-29	53823	293	283	4
2022-06-28	53530	269	279	0
2022-06-27	53261	204	279	2
2022-06-24	53057	204	277	0
2022-06-23	52853	213	277	1
2022-06-22	52640	412	276	1
2022-06-21	52228	378	275	0
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2022-06-10	50952	61	274	1
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2021-08-27	7237	2	183	0
2021-08-26	7235	8	183	0
2021-08-25	7227	5	183	0
2021-08-24	7222	6	183	0
2021-08-21	7216	1	183	0
2021-08-20	7215	1	183	0
2021-08-19	7214	4	183	0
2021-08-17	7210	3	183	0
2021-08-15	7207	4	183	0
2021-08-14	7203	8	183	0
2021-08-12	7195	4	183	0
2021-08-11	7191	6	183	0
2021-08-10	7185	6	183	0
2021-08-08	7179	4	183	0
2021-08-07	7175	3	183	0
2021-08-06	7172	6	183	0
2021-08-05	7166	2	183	0
2021-08-04	7164	5	183	0
2021-08-03	7159	2	183	0
2021-07-31	7157	3	183	0
2021-07-30	7154	3	183	0
2021-07-29	7151	1	183	0
2021-07-27	7150	1	183	0
2021-07-25	7149	3	183	0
2021-07-24	7146	3	183	0
2021-07-23	7143	2	183	0
2021-07-22	7141	2	183	0
2021-07-21	7139	3	183	0
2021-07-20	7136	1	183	0
2021-07-19	7135	1	183	0
2021-07-13	7134	1	183	0
2021-07-10	7133	1	183	0
2021-07-09	7132	1	183	0
2021-06-29	7131	1	183	0
2021-06-27	7130	2	183	0
2021-06-26	7128	2	183	0
2021-06-24	7126	2	183	0
2021-06-22	7124	6	183	0
2021-06-20	7118	1	183	0
2021-06-19	7117	1	183	0
2021-06-18	7116	1	183	0
2021-06-16	7115	2	183	0
2021-06-15	7113	1	183	0
2021-06-13	7112	3	183	0
2021-06-12	7109	2	183	0
2021-06-08	7107	1	183	0
2021-06-07	7106	2	183	0
2021-06-05	7104	1	183	0
2021-06-04	7103	1	183	0
2021-06-03	7102	1	183	0
2021-06-02	7101	1	183	0
2021-05-31	7100	1	183	0
2021-05-29	7099	5	183	0
2021-05-27	7094	1	183	0
2021-05-26	7093	6	183	0
2021-05-25	7087	1	183	0
2021-05-23	7086	3	183	0
2021-05-22	7083	7	183	0
2021-05-21	7076	7	183	0
2021-05-20	7069	11	183	0
2021-05-19	7058	13	183	0
2021-05-18	7045	23	183	0
2021-05-17	7022	3	183	0
2021-05-16	7019	10	183	0
2021-05-15	7009	26	183	2
2021-05-14	6983	21	181	0
2021-05-12	6962	17	181	0
2021-05-11	6945	26	181	0
2021-05-10	6919	6	181	0
2021-05-09	6913	12	181	1
2021-05-08	6901	20	180	0
2021-05-07	6881	44	180	0
2021-05-06	6837	21	180	0
2021-05-05	6816	12	180	0
2021-05-04	6804	52	180	0
2021-05-03	6752	1	180	0
2021-05-02	6751	21	180	0
2021-05-01	6730	24	180	0
2021-04-30	6706	23	180	1
2021-04-29	6683	50	179	0
2021-04-28	6633	53	179	1
2021-04-27	6580	60	178	0
2021-04-26	6520	14	178	0
2021-04-25	6506	27	178	0
2021-04-24	6479	42	178	0
2021-04-23	6437	41	178	1
2021-04-22	6396	47	177	0
2021-04-21	6349	35	177	0
2021-04-20	6314	73	177	1
2021-04-19	6241	30	176	1
2021-04-18	6211	42	175	0
2021-04-17	6169	30	175	0
2021-04-16	6139	29	175	0
2021-04-15	6110	48	175	0
2021-04-14	6062	61	175	2
2021-04-13	6001	73	173	0
2021-04-12	5928	19	173	1
2021-04-11	5909	46	172	1
2021-04-10	5863	46	171	1
2021-04-09	5817	41	170	4
2021-04-08	5776	57	166	4
2021-04-07	5719	114	162	0
2021-04-06	5605	37	162	1
2021-04-05	5568	30	161	0
2021-04-04	5538	34	161	0
2021-04-03	5504	55	161	2
2021-04-02	5449	26	159	0
2021-04-01	5423	66	159	0
2021-03-31	5357	88	159	4
2021-03-30	5269	74	155	2
2021-03-29	5195	21	153	2
2021-03-28	5174	47	151	1
2021-03-27	5127	65	150	1
2021-03-26	5062	58	149	2
2021-03-25	5004	72	147	1
2021-03-24	4932	62	146	1
2021-03-23	4870	103	145	2
2021-03-22	4767	16	143	1
2021-03-21	4751	35	142	0
2021-03-20	4716	51	142	1
2021-03-19	4665	48	141	0
2021-03-18	4617	58	141	0
2021-03-17	4559	66	141	1
2021-03-16	4493	88	140	1
2021-03-15	4405	15	139	3
2021-03-14	4390	23	136	0
2021-03-13	4367	64	136	0
2021-03-12	4303	25	136	0
2021-03-11	4278	43	136	3
2021-03-10	4235	48	133	1
2021-03-09	4187	38	132	5
2021-03-08	4149	11	127	0
2021-03-07	4138	23	127	1
2021-03-06	4115	35	126	0
2021-03-05	4080	30	126	1
2021-03-04	4050	26	125	1
2021-03-03	4024	31	124	1
2021-03-02	3993	45	123	0
2021-03-01	3948	4	123	0
2021-02-28	3944	12	123	1
2021-02-27	3932	27	122	0
2021-02-26	3905	34	122	0
2021-02-25	3871	30	122	0
2021-02-24	3841	51	122	1
2021-02-23	3790	29	121	2
2021-02-22	3761	7	119	0
2021-02-21	3754	11	119	0
2021-02-20	3743	32	119	1
2021-02-19	3711	28	118	0
2021-02-18	3683	12	118	0
2021-02-17	3671	27	118	0
2021-02-16	3644	11	118	0
2021-02-15	3633	12	118	0
2021-02-14	3621	16	118	0
2021-02-13	3605	14	118	1
2021-02-12	3591	13	117	1
2021-02-11	3578	19	116	0
2021-02-10	3559	28	116	0
2021-02-09	3531	12	116	0
2021-02-08	3519	3	116	1
2021-02-07	3516	21	115	1
2021-02-06	3495	14	114	0
2021-02-05	3481	18	114	1
2021-02-04	3463	17	113	0
2021-02-03	3446	36	113	1
2021-02-02	3410	13	112	0
2021-02-01	3397	12	112	0
2021-01-31	3385	6	112	0
2021-01-30	3379	28	112	0
2021-01-29	3351	45	112	0
2021-01-28	3306	16	112	2
2021-01-27	3290	32	110	1
2021-01-26	3258	39	109	1
2021-01-25	3219	3	108	0
2021-01-24	3216	21	108	0
2021-01-23	3195	6	108	1
2021-01-22	3189	32	107	0
2021-01-21	3157	25	107	1
2021-01-20	3132	23	106	1
2021-01-19	3109	29	105	1
2021-01-18	3080	9	104	2
2021-01-17	3071	21	102	0
2021-01-16	3050	20	102	0
2021-01-15	3030	31	102	3
2021-01-14	2999	31	99	0
2021-01-13	2968	28	99	0
2021-01-12	2940	38	99	1
2021-01-11	2902	9	98	2
2021-01-10	2893	41	96	3
2021-01-09	2852	26	93	0
2021-01-08	2826	62	93	5
2021-01-07	2764	44	88	2
2021-01-06	2720	79	86	12
2021-01-05	2641	26	74	3
2021-01-04	2615	24	71	0
2021-01-03	2591	7	71	1
2021-01-02	2584	18	70	0
2021-01-01	2566	2	70	1
2020-12-31	2564	16	69	1
2020-12-30	2548	57	68	2
2020-12-29	2491	42	66	0
2020-12-28	2449	32	66	2
2020-12-26	2417	13	64	2
2020-12-25	2404	39	62	0
2020-12-24	2365	27	62	2
2020-12-23	2338	31	60	1
2020-12-22	2307	36	59	1
2020-12-21	2271	14	58	0
2020-12-20	2257	27	58	1
2020-12-19	2230	27	57	0
2020-12-18	2203	34	57	2
2020-12-17	2169	38	55	2
2020-12-16	2131	30	53	2
2020-12-15	2101	21	51	1
2020-12-14	2080	8	50	0
2020-12-13	2072	15	50	0
2020-12-12	2057	34	50	1
2020-12-11	2023	38	49	0
2020-12-10	1985	45	49	1
2020-12-09	1940	32	48	1
2020-12-08	1908	34	47	4
2020-12-07	1874	16	43	0
2020-12-06	1858	21	43	2
2020-12-05	1837	10	41	0
2020-12-04	1827	10	41	0
2020-12-03	1817	21	41	1
2020-12-02	1796	28	40	1
2020-12-01	1768	9	39	0
2020-11-30	1759	9	39	1
2020-11-29	1750	14	38	0
2020-11-28	1736	29	38	2
2020-11-27	1707	36	36	0
2020-11-26	1671	46	36	1
2020-11-25	1625	22	35	0
2020-11-24	1603	32	35	1
2020-11-23	1571	15	34	0
2020-11-22	1556	23	34	0
2020-11-21	1533	21	34	0
2020-11-20	1512	24	34	2
2020-11-19	1488	30	32	0
2020-11-18	1458	40	32	2
2020-11-17	1418	29	30	0
2020-11-16	1389	6	30	0
2020-11-15	1383	29	30	2
2020-11-14	1354	27	28	0
2020-11-13	1327	43	28	0
2020-11-12	1284	25	28	0
2020-11-11	1259	44	28	1
2020-11-10	1215	26	27	0
2020-11-09	1189	31	27	0
2020-11-08	1158	25	27	0
2020-11-07	1133	24	27	0
2020-11-06	1109	45	27	1
2020-11-05	1064	42	26	0
2020-11-04	1022	35	26	1
2020-11-03	987	20	25	1
2020-11-02	967	29	24	0
2020-11-01	938	23	24	0
2020-10-31	915	37	24	0
2020-10-30	878	33	24	1
2020-10-29	845	21	23	1
2020-10-28	824	38	22	1
2020-10-27	786	6	21	0
2020-10-26	780	29	21	0
2020-10-25	751	22	21	0
2020-10-24	729	19	21	0
2020-10-23	710	17	21	0
2020-10-22	693	11	21	0
2020-10-21	682	20	21	0
2020-10-20	662	10	21	0
2020-10-19	652	9	21	0
2020-10-18	643	16	21	0
2020-10-17	627	10	21	0
2020-10-16	617	9	21	0
2020-10-15	608	7	21	0
2020-10-14	601	11	21	0
2020-10-13	590	5	21	0
2020-10-12	585	3	21	0
2020-10-11	582	12	21	0
2020-10-10	570	9	21	0
2020-10-09	561	1	21	0
2020-10-08	560	6	21	0
2020-10-07	554	18	21	0
2020-10-06	536	4	21	0
2020-10-05	532	5	21	0
2020-10-04	527	4	21	0
2020-10-03	523	1	21	0
2020-10-02	522	4	21	0
2020-10-01	518	2	21	0
2020-09-30	516	2	21	0
2020-09-29	514	1	21	0
2020-09-26	513	1	21	0
2020-09-24	512	2	21	0
2020-09-21	510	2	21	0
2020-09-20	508	3	21	0
2020-09-19	505	1	21	0
2020-09-18	504	2	21	0
2020-09-16	502	1	21	0
2020-09-15	501	2	21	0
2020-09-14	499	1	21	0
2020-09-12	498	4	21	0
2020-09-11	494	5	21	0
2020-09-10	489	3	21	0
2020-09-09	486	5	21	0
2020-09-08	481	1	21	0
2020-09-05	480	2	21	0
2020-09-04	478	2	21	0
2020-08-30	476	1	21	0
2020-08-28	475	5	21	0
2020-08-27	470	2	21	0
2020-08-26	468	2	21	0
2020-08-25	466	1	21	0
2020-08-23	465	7	21	0
2020-08-22	458	1	21	0
2020-08-21	457	4	21	0
2020-08-19	453	2	21	0
2020-08-17	451	2	21	0
2020-08-16	449	1	21	0
2020-08-15	448	5	21	0
2020-08-14	443	2	21	0
2020-08-10	441	2	21	0
2020-08-07	439	3	21	0
2020-08-05	436	1	21	0
2020-07-28	435	2	21	0
2020-06-23	433	1	21	0
2020-05-27	432	1	21	0
2020-05-24	431	1	21	0
2020-05-22	430	2	21	0
2020-05-21	428	1	21	0
2020-05-20	427	7	21	0
2020-05-19	420	1	21	0
2020-05-17	419	1	21	0
2020-05-14	418	1	21	0
2020-05-12	417	1	21	0
2020-05-10	416	1	21	0
2020-05-05	415	2	21	0
2020-05-04	413	1	21	0
2020-04-30	412	1	21	0
2020-04-29	411	1	21	0
2020-04-28	410	3	21	0
2020-04-27	407	4	21	0
2020-04-26	403	1	21	1
2020-04-24	402	14	20	1
2020-04-23	388	2	19	0
2020-04-21	386	1	19	0
2020-04-19	385	1	19	0
2020-04-18	384	4	19	0
2020-04-17	380	4	19	0
2020-04-16	376	6	19	0
2020-04-15	370	5	19	0
2020-04-14	365	8	19	0
2020-04-10	357	2	19	1
2020-04-09	355	10	18	0
2020-04-08	345	11	18	2
2020-04-07	334	11	16	0
2020-04-06	323	5	16	0
2020-04-05	318	11	16	3
2020-04-04	307	8	13	1
2020-04-03	299	11	12	0
2020-04-02	288	28	12	0
2020-04-01	260	20	12	0
2020-03-31	240	25	12	6
2020-03-30	215	8	6	0
2020-03-29	207	11	6	1
2020-03-28	196	12	5	2
2020-03-27	184	29	3	2
2020-03-26	155	21	1	0
2020-03-25	134	18	1	0
2020-03-24	116	7	1	0
2020-03-23	109	9	1	1
2020-03-22	100	11	0	0
2020-03-21	89	12	0	0
2020-03-20	77	11	0	0
2020-03-19	66	16	0	0
2020-03-18	50	12	0	0
2020-03-17	38	7	0	0
2020-03-16	31	2	0	0
2020-03-15	29	4	0	0
2020-03-14	25	2	0	0
2020-03-13	23	1	0	0
2020-03-12	22	1	0	0
2020-03-11	21	1	0	0
2020-03-09	20	8	0	0
2020-03-07	12	5	0	0
2020-03-06	7	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: 0:03:32.977257