Germany: LK Landsberg a.Lech (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 10:55:10 CEST

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

overview(country="Germany", subregion="LK Landsberg a.Lech", weeks=5);

overview(country="Germany", subregion="LK Landsberg a.Lech");

compare_plot(country="Germany", subregion="LK Landsberg a.Lech", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="LK Landsberg a.Lech")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Landsberg a.Lech")
print(f'Population of country="Germany", subregion="LK Landsberg a.Lech": {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 Landsberg a.Lech": 121466 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	58209	9	127	0
2023-03-03	58200	26	127	0
2023-03-02	58174	5	127	0
2023-03-01	58169	19	127	0
2023-02-28	58150	20	127	0
2023-02-27	58130	20	127	0
2023-02-24	58110	11	127	0
2023-02-23	58099	19	127	0
2023-02-22	58080	35	127	0
2023-02-21	58045	19	127	0
2023-02-20	58026	40	127	0
2023-02-17	57986	12	127	0
2023-02-16	57974	15	127	0
2023-02-15	57959	24	127	0
2023-02-14	57935	20	127	0
2023-02-13	57915	34	127	0
2023-02-10	57881	14	127	0
2023-02-09	57867	18	127	0
2023-02-08	57849	21	127	0
2023-02-07	57828	36	127	0
2023-02-06	57792	32	127	0
2023-02-03	57760	13	127	0
2023-02-02	57747	17	127	0
2023-02-01	57730	14	127	0
2023-01-31	57716	24	127	1
2023-01-30	57692	27	126	0
2023-01-27	57665	14	126	0
2023-01-26	57651	12	126	0
2023-01-25	57639	7	126	0
2023-01-24	57632	10	126	0
2023-01-23	57622	17	126	0
2023-01-20	57605	11	126	0
2023-01-19	57594	9	126	0
2023-01-18	57585	7	126	0
2023-01-17	57578	20	126	0
2023-01-16	57558	20	126	1
2023-01-13	57538	4	125	0
2023-01-12	57534	12	125	0
2023-01-11	57522	33	125	0
2023-01-10	57489	26	125	0
2023-01-09	57463	28	125	0
2023-01-05	57435	15	125	0
2023-01-04	57420	12	125	0
2023-01-03	57408	16	125	0
2023-01-02	57392	23	125	0
2022-12-30	57369	5	125	0
2022-12-29	57364	31	125	0
2022-12-28	57333	28	125	0
2022-12-27	57305	41	125	0
2022-12-23	57264	21	125	0
2022-12-22	57243	29	125	0
2022-12-21	57214	18	125	0
2022-12-20	57196	42	125	0
2022-12-19	57154	32	125	0
2022-12-16	57122	15	125	0
2022-12-15	57107	17	125	0
2022-12-14	57090	26	125	0
2022-12-13	57064	23	125	0
2022-12-12	57041	12	125	0
2022-12-09	57029	17	125	0
2022-12-08	57012	24	125	0
2022-12-07	56988	19	125	0
2022-12-06	56969	28	125	0
2022-12-05	56941	17	125	0
2022-12-02	56924	19	125	0
2022-12-01	56905	13	125	0
2022-11-30	56892	20	125	0
2022-11-29	56872	18	125	0
2022-11-28	56854	20	125	0
2022-11-25	56834	15	125	0
2022-11-24	56819	14	125	0
2022-11-23	56805	25	125	0
2022-11-22	56780	19	125	0
2022-11-21	56761	32	125	0
2022-11-18	56729	15	125	0
2022-11-17	56714	17	125	0
2022-11-16	56697	29	125	0
2022-11-15	56668	29	125	1
2022-11-14	56639	36	124	0
2022-11-11	56603	17	124	0
2022-11-10	56586	26	124	0
2022-11-09	56560	34	124	0
2022-11-08	56526	38	124	0
2022-11-07	56488	65	124	0
2022-11-04	56423	27	124	0
2022-11-03	56396	43	124	0
2022-11-02	56353	69	124	0
2022-10-31	56284	74	124	0
2022-10-28	56210	31	124	0
2022-10-27	56179	74	124	0
2022-10-26	56105	85	124	0
2022-10-25	56020	80	124	0
2022-10-24	55940	140	124	0
2022-10-21	55800	74	124	0
2022-10-20	55726	113	124	0
2022-10-19	55613	166	124	0
2022-10-18	55447	177	124	0
2022-10-17	55270	254	124	0
2022-10-14	55016	150	124	0
2022-10-13	54866	197	124	0
2022-10-12	54669	314	124	0
2022-10-11	54355	332	124	0
2022-10-10	54023	479	124	0
2022-10-07	53544	289	124	0
2022-10-06	53255	495	124	0
2022-10-05	52760	291	124	0
2022-10-04	52469	380	124	0
2022-09-30	52089	169	124	0
2022-09-29	51920	182	124	0
2022-09-28	51738	249	124	0
2022-09-27	51489	157	124	0
2022-09-26	51332	272	124	1
2022-09-23	51060	1	123	0
2022-09-22	51059	42	123	0
2022-09-21	51017	56	123	0
2022-09-20	50961	97	123	0
2022-09-19	50864	79	123	0
2022-09-16	50785	30	123	0
2022-09-15	50755	60	123	0
2022-09-14	50695	46	123	0
2022-09-13	50649	55	123	0
2022-09-12	50594	54	123	0
2022-09-09	50540	31	123	0
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2022-09-06	50428	44	123	0
2022-09-05	50384	59	123	0
2022-09-02	50325	32	123	0
2022-09-01	50293	41	123	0
2022-08-31	50252	48	123	0
2022-08-30	50204	63	123	0
2022-08-29	50141	65	123	0
2022-08-26	50076	38	123	0
2022-08-25	50038	37	123	0
2022-08-24	50001	53	123	0
2022-08-23	49948	58	123	0
2022-08-22	49890	66	123	0
2022-08-19	49824	56	123	0
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2022-08-16	49659	72	123	0
2022-08-12	49587	39	123	0
2022-08-11	49548	48	123	1
2022-08-10	49500	49	122	0
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2022-08-08	49372	90	122	0
2022-08-05	49282	97	122	0
2022-08-04	49185	73	122	0
2022-08-03	49112	89	122	0
2022-08-02	49023	99	122	0
2022-08-01	48924	141	122	0
2022-07-29	48783	72	122	0
2022-07-28	48711	108	122	0
2022-07-27	48603	134	122	0
2022-07-26	48469	236	122	0
2022-07-25	48233	227	122	0
2022-07-22	48006	162	122	0
2022-07-21	47844	127	122	0
2022-07-20	47717	220	122	0
2022-07-19	47497	244	122	0
2022-07-18	47253	271	122	0
2022-07-15	46982	157	122	0
2022-07-14	46825	183	122	0
2022-07-13	46642	354	122	0
2022-07-12	46288	213	122	0
2022-07-11	46075	269	122	0
2022-07-08	45806	176	122	0
2022-07-07	45630	197	122	0
2022-07-06	45433	180	122	0
2022-07-05	45253	198	122	0
2022-07-04	45055	158	122	0
2022-07-01	44897	114	122	0
2022-06-30	44783	135	122	0
2022-06-29	44648	170	122	0
2022-06-28	44478	131	122	0
2022-06-27	44347	79	122	0
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2022-06-23	44120	103	122	0
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2022-06-20	43790	120	122	0
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2021-12-31	9524	31	118	0
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2021-09-05	4414	14	72	0
2021-09-04	4400	11	72	0
2021-09-03	4389	6	72	0
2021-09-02	4383	25	72	0
2021-09-01	4358	19	72	1
2021-08-31	4339	13	71	0
2021-08-30	4326	1	71	0
2021-08-29	4325	2	71	0
2021-08-28	4323	41	71	0
2021-08-27	4282	14	71	0
2021-08-26	4268	19	71	0
2021-08-25	4249	9	71	0
2021-08-24	4240	21	71	0
2021-08-23	4219	1	71	0
2021-08-22	4218	10	71	0
2021-08-21	4208	1	71	0
2021-08-20	4207	7	71	0
2021-08-19	4200	6	71	0
2021-08-18	4194	1	71	0
2021-08-17	4193	8	71	0
2021-08-15	4185	1	71	0
2021-08-14	4184	6	71	0
2021-08-13	4178	3	71	0
2021-08-12	4175	5	71	0
2021-08-10	4170	2	71	0
2021-08-09	4168	2	71	0
2021-08-08	4166	1	71	0
2021-08-07	4165	4	71	0
2021-08-05	4161	6	71	0
2021-08-04	4155	2	71	0
2021-07-31	4153	3	71	0
2021-07-30	4150	1	71	0
2021-07-29	4149	3	71	0
2021-07-28	4146	1	71	0
2021-07-27	4145	7	71	0
2021-07-24	4138	8	71	0
2021-07-23	4130	3	71	0
2021-07-22	4127	3	71	0
2021-07-21	4124	4	71	0
2021-07-20	4120	3	71	0
2021-07-19	4117	1	71	0
2021-07-18	4116	1	71	0
2021-07-16	4115	8	71	0
2021-07-15	4107	1	71	0
2021-07-13	4106	2	71	0
2021-07-10	4104	2	71	0
2021-07-08	4102	2	71	0
2021-07-07	4100	4	71	0
2021-07-03	4096	2	71	0
2021-06-24	4094	1	71	0
2021-06-21	4093	1	71	0
2021-06-18	4092	1	71	0
2021-06-17	4091	2	71	0
2021-06-16	4089	1	71	0
2021-06-15	4088	3	71	0
2021-06-14	4085	1	71	0
2021-06-12	4084	2	71	0
2021-06-10	4082	2	71	0
2021-06-09	4080	3	71	0
2021-06-08	4077	2	71	0
2021-06-06	4075	2	71	0
2021-06-05	4073	1	71	0
2021-06-04	4072	1	71	0
2021-06-03	4071	1	71	0
2021-06-02	4070	1	71	0
2021-06-01	4069	7	71	0
2021-05-30	4062	4	71	0
2021-05-29	4058	4	71	0
2021-05-28	4054	4	71	1
2021-05-27	4050	4	70	0
2021-05-26	4046	5	70	0
2021-05-25	4041	2	70	0
2021-05-23	4039	7	70	0
2021-05-22	4032	3	70	0
2021-05-21	4029	14	70	1
2021-05-20	4015	2	69	0
2021-05-19	4013	9	69	0
2021-05-18	4004	4	69	0
2021-05-17	4000	5	69	1
2021-05-16	3995	14	68	0
2021-05-15	3981	1	68	0
2021-05-14	3980	13	68	0
2021-05-13	3967	6	68	0
2021-05-12	3961	13	68	0
2021-05-11	3948	5	68	0
2021-05-10	3943	1	68	0
2021-05-09	3942	4	68	0
2021-05-08	3938	9	68	0
2021-05-07	3929	8	68	1
2021-05-06	3921	18	67	1
2021-05-05	3903	17	66	0
2021-05-04	3886	15	66	0
2021-05-03	3871	18	66	0
2021-05-01	3853	9	66	0
2021-04-30	3844	11	66	0
2021-04-29	3833	11	66	0
2021-04-28	3822	17	66	1
2021-04-27	3805	15	65	0
2021-04-26	3790	12	65	0
2021-04-25	3778	2	65	0
2021-04-24	3776	6	65	0
2021-04-23	3770	19	65	0
2021-04-22	3751	19	65	0
2021-04-21	3732	22	65	0
2021-04-20	3710	24	65	1
2021-04-19	3686	5	64	0
2021-04-18	3681	24	64	0
2021-04-17	3657	23	64	0
2021-04-16	3634	16	64	0
2021-04-15	3618	30	64	0
2021-04-14	3588	20	64	0
2021-04-13	3568	47	64	0
2021-04-12	3521	12	64	0
2021-04-11	3509	45	64	0
2021-04-10	3464	9	64	0
2021-04-09	3455	6	64	0
2021-04-08	3449	51	64	1
2021-04-07	3398	19	63	0
2021-04-06	3379	9	63	0
2021-04-05	3370	1	63	0
2021-04-04	3369	18	63	0
2021-04-03	3351	4	63	0
2021-04-02	3347	16	63	0
2021-04-01	3331	25	63	0
2021-03-31	3306	39	63	1
2021-03-30	3267	19	62	0
2021-03-29	3248	7	62	0
2021-03-28	3241	12	62	0
2021-03-27	3229	15	62	0
2021-03-26	3214	19	62	1
2021-03-25	3195	24	61	0
2021-03-24	3171	18	61	0
2021-03-23	3153	6	61	0
2021-03-22	3147	3	61	0
2021-03-21	3144	11	61	0
2021-03-20	3133	4	61	0
2021-03-19	3129	6	61	0
2021-03-18	3123	17	61	1
2021-03-17	3106	7	60	0
2021-03-16	3099	2	60	0
2021-03-15	3097	7	60	0
2021-03-13	3090	10	60	0
2021-03-12	3080	1	60	0
2021-03-11	3079	13	60	0
2021-03-10	3066	10	60	1
2021-03-09	3056	3	59	0
2021-03-08	3053	2	59	0
2021-03-07	3051	13	59	0
2021-03-05	3038	10	59	0
2021-03-04	3028	13	59	0
2021-03-03	3015	18	59	0
2021-03-02	2997	10	59	1
2021-03-01	2987	2	58	0
2021-02-28	2985	8	58	1
2021-02-27	2977	5	57	0
2021-02-26	2972	9	57	0
2021-02-25	2963	10	57	0
2021-02-24	2953	7	57	1
2021-02-23	2946	8	56	2
2021-02-22	2938	7	54	1
2021-02-20	2931	1	53	0
2021-02-19	2930	6	53	0
2021-02-18	2924	9	53	0
2021-02-17	2915	12	53	0
2021-02-16	2903	14	53	2
2021-02-15	2889	8	51	1
2021-02-14	2881	4	50	0
2021-02-13	2877	3	50	0
2021-02-12	2874	4	50	2
2021-02-11	2870	5	48	0
2021-02-10	2865	16	48	1
2021-02-09	2849	4	47	0
2021-02-08	2845	9	47	0
2021-02-06	2836	11	47	1
2021-02-05	2825	6	46	0
2021-02-04	2819	11	46	0
2021-02-03	2808	8	46	0
2021-02-02	2800	21	46	0
2021-02-01	2779	1	46	0
2021-01-31	2778	8	46	0
2021-01-30	2770	12	46	1
2021-01-29	2758	25	45	2
2021-01-28	2733	29	43	2
2021-01-27	2704	13	41	1
2021-01-26	2691	20	40	1
2021-01-25	2671	7	39	0
2021-01-24	2664	4	39	0
2021-01-23	2660	13	39	0
2021-01-22	2647	4	39	0
2021-01-21	2643	21	39	0
2021-01-20	2622	7	39	0
2021-01-19	2615	17	39	0
2021-01-18	2598	10	39	0
2021-01-16	2588	12	39	0
2021-01-15	2576	22	39	0
2021-01-14	2554	9	39	0
2021-01-13	2545	9	39	0
2021-01-12	2536	24	39	0
2021-01-11	2512	19	39	0
2021-01-10	2493	8	39	0
2021-01-09	2485	9	39	0
2021-01-08	2476	16	39	0
2021-01-07	2460	19	39	0
2021-01-06	2441	6	39	0
2021-01-05	2435	16	39	0
2021-01-04	2419	3	39	0
2021-01-03	2416	43	39	0
2021-01-01	2373	9	39	0
2020-12-31	2364	10	39	1
2020-12-30	2354	15	38	0
2020-12-29	2339	26	38	1
2020-12-28	2313	16	37	0
2020-12-25	2297	13	37	0
2020-12-24	2284	21	37	0
2020-12-23	2263	33	37	0
2020-12-22	2230	17	37	0
2020-12-21	2213	55	37	0
2020-12-18	2158	32	37	2
2020-12-17	2126	33	35	1
2020-12-16	2093	45	34	0
2020-12-15	2048	21	34	0
2020-12-14	2027	23	34	1
2020-12-13	2004	19	33	0
2020-12-12	1985	12	33	0
2020-12-11	1973	41	33	1
2020-12-10	1932	64	32	4
2020-12-09	1868	43	28	1
2020-12-08	1825	21	27	0
2020-12-07	1804	40	27	0
2020-12-05	1764	24	27	1
2020-12-04	1740	30	26	0
2020-12-03	1710	45	26	0
2020-12-02	1665	42	26	1
2020-12-01	1623	26	25	1
2020-11-30	1597	42	24	0
2020-11-28	1555	15	24	1
2020-11-27	1540	30	23	0
2020-11-26	1510	41	23	1
2020-11-25	1469	53	22	1
2020-11-24	1416	17	21	0
2020-11-23	1399	60	21	0
2020-11-20	1339	30	21	0
2020-11-19	1309	32	21	0
2020-11-18	1277	12	21	1
2020-11-17	1265	22	20	0
2020-11-16	1243	12	20	0
2020-11-15	1231	29	20	0
2020-11-14	1202	21	20	0
2020-11-13	1181	29	20	0
2020-11-12	1152	32	20	0
2020-11-11	1120	35	20	1
2020-11-10	1085	13	19	1
2020-11-09	1072	50	18	4
2020-11-07	1022	22	14	0
2020-11-06	1000	42	14	0
2020-11-05	958	24	14	0
2020-11-04	934	53	14	3
2020-11-03	881	46	11	0
2020-11-02	835	16	11	0
2020-10-31	819	19	11	0
2020-10-30	800	67	11	0
2020-10-29	733	21	11	0
2020-10-28	712	17	11	0
2020-10-27	695	16	11	0
2020-10-26	679	36	11	0
2020-10-23	643	16	11	0
2020-10-22	627	17	11	1
2020-10-21	610	18	10	0
2020-10-20	592	4	10	0
2020-10-19	588	26	10	0
2020-10-16	562	23	10	0
2020-10-15	539	6	10	0
2020-10-14	533	9	10	0
2020-10-13	524	5	10	0
2020-10-12	519	14	10	0
2020-10-09	505	6	10	0
2020-10-08	499	4	10	0
2020-10-07	495	5	10	0
2020-10-06	490	2	10	0
2020-10-05	488	3	10	0
2020-10-02	485	1	10	0
2020-10-01	484	1	10	0
2020-09-30	483	1	10	0
2020-09-29	482	2	10	0
2020-09-28	480	1	10	0
2020-09-25	479	2	10	0
2020-09-24	477	2	10	0
2020-09-23	475	1	10	0
2020-09-22	474	1	10	0
2020-09-21	473	2	10	0
2020-09-18	471	5	10	0
2020-09-16	466	1	10	0
2020-09-15	465	2	10	0
2020-09-14	463	3	10	0
2020-09-11	460	2	10	0
2020-09-10	458	5	10	0
2020-09-09	453	2	10	0
2020-09-08	451	3	10	0
2020-09-07	448	9	10	0
2020-09-04	439	3	10	0
2020-09-03	436	6	10	0
2020-09-02	430	9	10	0
2020-09-01	421	1	10	0
2020-08-31	420	3	10	0
2020-08-28	417	2	10	0
2020-08-27	415	6	10	0
2020-08-26	409	4	10	0
2020-08-24	405	2	10	0
2020-08-21	403	4	10	0
2020-08-20	399	4	10	0
2020-08-19	395	4	10	0
2020-08-18	391	1	10	0
2020-08-17	390	7	10	0
2020-08-14	383	1	10	0
2020-08-12	382	1	10	0
2020-08-10	381	2	10	0
2020-07-31	379	1	10	0
2020-07-28	378	1	10	0
2020-07-27	377	1	10	0
2020-07-23	376	1	10	0
2020-07-22	375	1	10	0
2020-07-10	374	1	10	0
2020-07-01	373	1	10	0
2020-06-30	372	1	10	0
2020-06-26	371	2	10	0
2020-06-25	369	1	10	0
2020-06-24	368	1	10	0
2020-06-23	367	1	10	0
2020-06-19	366	1	10	0
2020-06-16	365	2	10	0
2020-05-22	363	2	10	0
2020-05-20	361	1	10	0
2020-05-19	360	3	10	0
2020-05-18	357	2	10	0
2020-05-15	355	2	10	0
2020-05-14	353	2	10	0
2020-05-13	351	1	10	0
2020-05-12	350	2	10	0
2020-05-10	348	3	10	0
2020-05-08	345	6	10	0
2020-05-07	339	1	10	0
2020-05-06	338	4	10	0
2020-05-05	334	4	10	0
2020-05-04	330	1	10	0
2020-04-30	329	1	10	0
2020-04-28	328	6	10	0
2020-04-25	322	1	10	0
2020-04-22	321	16	10	0
2020-04-21	305	1	10	0
2020-04-20	304	3	10	0
2020-04-18	301	2	10	0
2020-04-17	299	1	10	0
2020-04-16	298	1	10	0
2020-04-15	297	9	10	0
2020-04-13	288	4	10	1
2020-04-11	284	6	9	0
2020-04-09	278	11	9	0
2020-04-08	267	14	9	1
2020-04-07	253	18	8	1
2020-04-06	235	15	7	2
2020-04-05	220	6	5	0
2020-04-04	214	11	5	0
2020-04-03	203	27	5	0
2020-04-02	176	16	5	0
2020-04-01	160	7	5	0
2020-03-31	153	17	5	0
2020-03-30	136	4	5	1
2020-03-29	132	10	4	0
2020-03-28	122	14	4	1
2020-03-27	108	1	3	0
2020-03-26	107	38	3	1
2020-03-25	69	15	2	0
2020-03-24	54	5	2	1
2020-03-23	49	2	1	0
2020-03-22	47	4	1	0
2020-03-21	43	20	1	0
2020-03-20	23	5	1	0
2020-03-19	18	3	1	0
2020-03-18	15	4	1	0
2020-03-17	11	4	1	0
2020-03-16	7	2	1	1
2020-03-15	5	1	0	0
2020-03-14	4	1	0	0
2020-03-11	3	1	0	0
2020-02-04	2	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: 0:03:13.064540