Germany: LK Neuburg-Schrobenhausen (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 11:13:00 CEST

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

overview(country="Germany", subregion="LK Neuburg-Schrobenhausen", weeks=5);

overview(country="Germany", subregion="LK Neuburg-Schrobenhausen");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Neuburg-Schrobenhausen")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Neuburg-Schrobenhausen")
print(f'Population of country="Germany", subregion="LK Neuburg-Schrobenhausen": {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 Neuburg-Schrobenhausen": 98503 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	51322	10	165	0
2023-03-03	51312	7	165	0
2023-03-01	51305	22	165	0
2023-02-28	51283	7	165	0
2023-02-27	51276	40	165	0
2023-02-24	51236	6	165	0
2023-02-23	51230	9	165	0
2023-02-22	51221	25	165	0
2023-02-21	51196	7	165	0
2023-02-20	51189	34	165	0
2023-02-17	51155	13	165	0
2023-02-16	51142	24	165	0
2023-02-15	51118	17	165	0
2023-02-14	51101	16	165	0
2023-02-13	51085	37	165	0
2023-02-10	51048	10	165	0
2023-02-09	51038	15	165	0
2023-02-08	51023	34	165	0
2023-02-07	50989	23	165	0
2023-02-06	50966	40	165	0
2023-02-03	50926	13	165	0
2023-02-02	50913	16	165	0
2023-02-01	50897	16	165	0
2023-01-31	50881	25	165	0
2023-01-30	50856	42	165	0
2023-01-27	50814	5	165	0
2023-01-26	50809	15	165	0
2023-01-25	50794	24	165	0
2023-01-24	50770	18	165	0
2023-01-23	50752	26	165	0
2023-01-20	50726	10	165	0
2023-01-19	50716	16	165	0
2023-01-18	50700	9	165	0
2023-01-17	50691	14	165	0
2023-01-16	50677	30	165	0
2023-01-13	50647	4	165	0
2023-01-12	50643	10	165	0
2023-01-11	50633	21	165	1
2023-01-10	50612	22	164	0
2023-01-09	50590	42	164	0
2023-01-05	50548	7	164	0
2023-01-04	50541	10	164	0
2023-01-03	50531	18	164	0
2023-01-02	50513	33	164	0
2022-12-30	50480	15	164	0
2022-12-29	50465	18	164	0
2022-12-28	50447	11	164	0
2022-12-27	50436	45	164	0
2022-12-23	50391	14	164	0
2022-12-22	50377	15	164	0
2022-12-21	50362	11	164	0
2022-12-20	50351	26	164	0
2022-12-19	50325	31	164	0
2022-12-16	50294	10	164	0
2022-12-15	50284	17	164	0
2022-12-14	50267	22	164	0
2022-12-13	50245	31	164	0
2022-12-12	50214	31	164	0
2022-12-09	50183	11	164	0
2022-12-08	50172	21	164	0
2022-12-07	50151	24	164	0
2022-12-06	50127	16	164	0
2022-12-05	50111	37	164	0
2022-12-02	50074	11	164	0
2022-12-01	50063	14	164	0
2022-11-30	50049	16	164	0
2022-11-29	50033	21	164	0
2022-11-28	50012	29	164	0
2022-11-25	49983	9	164	0
2022-11-24	49974	8	164	0
2022-11-23	49966	10	164	0
2022-11-22	49956	28	164	0
2022-11-21	49928	26	164	0
2022-11-18	49902	10	164	0
2022-11-17	49892	11	164	0
2022-11-16	49881	12	164	0
2022-11-15	49869	10	164	0
2022-11-14	49859	23	164	0
2022-11-11	49836	17	164	0
2022-11-10	49819	19	164	0
2022-11-09	49800	30	164	0
2022-11-08	49770	32	164	0
2022-11-07	49738	70	164	0
2022-11-04	49668	16	164	0
2022-11-03	49652	51	164	0
2022-11-02	49601	63	164	0
2022-10-31	49538	68	164	1
2022-10-28	49470	17	163	0
2022-10-27	49453	44	163	0
2022-10-26	49409	73	163	0
2022-10-25	49336	39	163	0
2022-10-24	49297	98	163	0
2022-10-21	49199	56	163	0
2022-10-20	49143	78	163	0
2022-10-19	49065	77	163	0
2022-10-18	48988	119	163	0
2022-10-17	48869	257	163	0
2022-10-14	48612	55	163	0
2022-10-13	48557	119	163	0
2022-10-12	48438	180	163	0
2022-10-11	48258	137	163	0
2022-10-10	48121	301	163	0
2022-10-07	47820	133	163	0
2022-10-06	47687	141	163	0
2022-10-05	47546	213	163	0
2022-10-04	47333	126	163	0
2022-10-02	47207	149	163	1
2022-09-30	47058	67	162	0
2022-09-29	46991	128	162	0
2022-09-28	46863	144	162	0
2022-09-27	46719	109	162	0
2022-09-26	46610	195	162	0
2022-09-23	46415	50	162	0
2022-09-22	46365	92	162	0
2022-09-21	46273	65	162	0
2022-09-20	46208	86	162	0
2022-09-19	46122	150	162	0
2022-09-16	45972	30	162	0
2022-09-15	45942	57	162	0
2022-09-14	45885	61	162	0
2022-09-13	45824	72	162	0
2022-09-12	45752	84	162	0
2022-09-09	45668	24	162	0
2022-09-08	45644	28	162	0
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2022-09-05	45499	116	162	0
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2022-09-01	45325	50	162	0
2022-08-31	45275	46	162	0
2022-08-30	45229	49	162	0
2022-08-29	45180	85	162	0
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2022-08-11	44668	31	162	1
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2022-08-03	44327	72	161	0
2022-08-02	44255	96	161	0
2022-08-01	44159	221	161	0
2022-07-29	43938	47	161	0
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2022-07-25	43480	308	160	0
2022-07-22	43172	63	160	0
2022-07-21	43109	140	160	0
2022-07-20	42969	244	160	0
2022-07-19	42725	165	160	1
2022-07-18	42560	295	159	1
2022-07-17	42265	1	158	0
2022-07-15	42264	117	158	0
2022-07-14	42147	179	158	0
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2021-09-14	4604	7	88	0
2021-09-13	4597	5	88	1
2021-09-12	4592	1	87	0
2021-09-11	4591	7	87	1
2021-09-10	4584	15	86	0
2021-09-09	4569	13	86	0
2021-09-08	4556	19	86	0
2021-09-07	4537	11	86	0
2021-09-06	4526	2	86	0
2021-09-05	4524	3	86	0
2021-09-04	4521	12	86	0
2021-09-03	4509	11	86	0
2021-09-02	4498	17	86	1
2021-09-01	4481	14	85	0
2021-08-31	4467	31	85	0
2021-08-30	4436	4	85	0
2021-08-29	4432	6	85	0
2021-08-28	4426	12	85	0
2021-08-27	4414	15	85	0
2021-08-26	4399	13	85	0
2021-08-25	4386	29	85	0
2021-08-24	4357	21	85	0
2021-08-23	4336	6	85	0
2021-08-22	4330	2	85	0
2021-08-21	4328	9	85	1
2021-08-20	4319	8	84	1
2021-08-19	4311	9	83	1
2021-08-18	4302	14	82	0
2021-08-17	4288	21	82	0
2021-08-16	4267	2	82	0
2021-08-14	4265	8	82	0
2021-08-13	4257	5	82	0
2021-08-12	4252	4	82	0
2021-08-11	4248	5	82	0
2021-08-10	4243	11	82	0
2021-08-09	4232	1	82	0
2021-08-08	4231	1	82	0
2021-08-07	4230	2	82	0
2021-08-06	4228	1	82	0
2021-08-04	4227	4	82	0
2021-08-03	4223	7	82	0
2021-07-31	4216	1	82	0
2021-07-28	4215	3	82	0
2021-07-27	4212	1	82	0
2021-07-25	4211	1	82	0
2021-07-24	4210	1	82	0
2021-07-21	4209	3	82	0
2021-07-20	4206	7	82	0
2021-07-17	4199	4	82	0
2021-07-16	4195	10	82	0
2021-07-14	4185	2	82	0
2021-07-13	4183	9	82	0
2021-07-03	4174	1	82	0
2021-06-29	4173	3	82	0
2021-06-27	4170	1	82	0
2021-06-23	4169	1	82	0
2021-06-22	4168	3	82	0
2021-06-19	4165	1	82	0
2021-06-18	4164	2	82	0
2021-06-16	4162	1	82	0
2021-06-12	4161	8	82	0
2021-06-11	4153	2	82	0
2021-06-10	4151	2	82	0
2021-06-09	4149	9	82	0
2021-06-08	4140	5	82	0
2021-06-05	4135	9	82	0
2021-06-04	4126	1	82	0
2021-06-03	4125	4	82	0
2021-06-02	4121	2	82	0
2021-06-01	4119	8	82	0
2021-05-29	4111	4	82	0
2021-05-28	4107	7	82	0
2021-05-27	4100	4	82	0
2021-05-26	4096	9	82	0
2021-05-25	4087	5	82	0
2021-05-23	4082	4	82	0
2021-05-22	4078	3	82	0
2021-05-21	4075	9	82	0
2021-05-20	4066	7	82	1
2021-05-19	4059	7	81	0
2021-05-18	4052	16	81	0
2021-05-17	4036	4	81	0
2021-05-16	4032	3	81	0
2021-05-15	4029	9	81	0
2021-05-14	4020	17	81	1
2021-05-13	4003	6	80	2
2021-05-12	3997	10	78	0
2021-05-11	3987	19	78	0
2021-05-10	3968	7	78	0
2021-05-08	3961	8	78	0
2021-05-07	3953	10	78	0
2021-05-06	3943	25	78	0
2021-05-05	3918	15	78	0
2021-05-04	3903	17	78	0
2021-05-03	3886	13	78	0
2021-05-02	3873	7	78	0
2021-05-01	3866	4	78	0
2021-04-30	3862	15	78	0
2021-04-29	3847	21	78	0
2021-04-28	3826	18	78	0
2021-04-27	3808	30	78	0
2021-04-26	3778	11	78	0
2021-04-25	3767	6	78	0
2021-04-24	3761	33	78	0
2021-04-23	3728	12	78	0
2021-04-22	3716	32	78	0
2021-04-21	3684	22	78	0
2021-04-20	3662	47	78	0
2021-04-19	3615	14	78	0
2021-04-18	3601	6	78	0
2021-04-17	3595	22	78	2
2021-04-16	3573	35	76	1
2021-04-15	3538	43	75	1
2021-04-14	3495	18	74	0
2021-04-13	3477	49	74	0
2021-04-12	3428	8	74	1
2021-04-11	3420	10	73	0
2021-04-10	3410	23	73	1
2021-04-09	3387	24	72	0
2021-04-08	3363	22	72	0
2021-04-07	3341	26	72	0
2021-04-06	3315	21	72	0
2021-04-05	3294	27	72	0
2021-04-04	3267	16	72	0
2021-04-03	3251	15	72	0
2021-04-02	3236	28	72	1
2021-04-01	3208	22	71	0
2021-03-31	3186	26	71	0
2021-03-30	3160	36	71	0
2021-03-29	3124	4	71	0
2021-03-28	3120	1	71	0
2021-03-27	3119	33	71	1
2021-03-26	3086	24	70	0
2021-03-25	3062	29	70	0
2021-03-24	3033	17	70	0
2021-03-23	3016	25	70	1
2021-03-22	2991	9	69	0
2021-03-21	2982	9	69	0
2021-03-20	2973	13	69	0
2021-03-19	2960	23	69	0
2021-03-18	2937	13	69	0
2021-03-17	2924	16	69	0
2021-03-16	2908	26	69	0
2021-03-15	2882	7	69	1
2021-03-14	2875	1	68	0
2021-03-13	2874	14	68	0
2021-03-12	2860	20	68	0
2021-03-11	2840	11	68	0
2021-03-10	2829	11	68	1
2021-03-09	2818	16	67	0
2021-03-08	2802	3	67	0
2021-03-07	2799	1	67	0
2021-03-06	2798	3	67	0
2021-03-05	2795	7	67	0
2021-03-04	2788	12	67	0
2021-03-03	2776	2	67	0
2021-03-02	2774	4	67	0
2021-02-27	2770	12	67	0
2021-02-26	2758	4	67	0
2021-02-25	2754	4	67	0
2021-02-24	2750	3	67	1
2021-02-23	2747	4	66	0
2021-02-22	2743	1	66	0
2021-02-21	2742	1	66	0
2021-02-20	2741	3	66	0
2021-02-19	2738	4	66	0
2021-02-18	2734	8	66	0
2021-02-17	2726	7	66	0
2021-02-16	2719	4	66	0
2021-02-13	2715	3	66	0
2021-02-12	2712	3	66	0
2021-02-11	2709	4	66	0
2021-02-10	2705	6	66	0
2021-02-09	2699	1	66	0
2021-02-06	2698	2	66	0
2021-02-05	2696	6	66	0
2021-02-04	2690	6	66	1
2021-02-03	2684	3	65	0
2021-02-02	2681	5	65	0
2021-01-31	2676	3	65	0
2021-01-30	2673	21	65	2
2021-01-29	2652	5	63	0
2021-01-28	2647	5	63	0
2021-01-27	2642	7	63	0
2021-01-26	2635	25	63	1
2021-01-25	2610	1	62	0
2021-01-24	2609	4	62	0
2021-01-23	2605	10	62	0
2021-01-22	2595	17	62	0
2021-01-21	2578	16	62	0
2021-01-20	2562	33	62	1
2021-01-19	2529	12	61	0
2021-01-18	2517	2	61	0
2021-01-17	2515	4	61	0
2021-01-16	2511	17	61	0
2021-01-15	2494	13	61	0
2021-01-14	2481	26	61	1
2021-01-13	2455	27	60	0
2021-01-12	2428	17	60	0
2021-01-11	2411	11	60	0
2021-01-10	2400	17	60	0
2021-01-09	2383	26	60	0
2021-01-08	2357	16	60	1
2021-01-07	2341	26	59	0
2021-01-06	2315	21	59	0
2021-01-05	2294	40	59	1
2021-01-04	2254	3	58	0
2021-01-03	2251	27	58	1
2021-01-02	2224	4	57	0
2021-01-01	2220	5	57	0
2020-12-31	2215	28	57	0
2020-12-30	2187	34	57	0
2020-12-29	2153	33	57	1
2020-12-28	2120	4	56	0
2020-12-27	2116	14	56	0
2020-12-26	2102	9	56	0
2020-12-25	2093	12	56	1
2020-12-24	2081	30	55	1
2020-12-23	2051	49	54	0
2020-12-22	2002	27	54	0
2020-12-21	1975	15	54	0
2020-12-20	1960	21	54	0
2020-12-19	1939	21	54	1
2020-12-18	1918	24	53	1
2020-12-17	1894	33	52	0
2020-12-16	1861	37	52	1
2020-12-15	1824	45	51	0
2020-12-14	1779	16	51	0
2020-12-13	1763	6	51	1
2020-12-12	1757	29	50	1
2020-12-11	1728	41	49	1
2020-12-10	1687	38	48	2
2020-12-09	1649	34	46	0
2020-12-08	1615	46	46	0
2020-12-07	1569	5	46	0
2020-12-06	1564	11	46	1
2020-12-05	1553	21	45	0
2020-12-04	1532	32	45	0
2020-12-03	1500	42	45	0
2020-12-02	1458	35	45	0
2020-12-01	1423	37	45	0
2020-11-30	1386	12	45	2
2020-11-29	1374	7	43	0
2020-11-28	1367	20	43	0
2020-11-27	1347	33	43	0
2020-11-26	1314	17	43	0
2020-11-25	1297	36	43	0
2020-11-24	1261	21	43	0
2020-11-23	1240	8	43	0
2020-11-22	1232	5	43	1
2020-11-21	1227	19	42	1
2020-11-20	1208	21	41	1
2020-11-19	1187	29	40	0
2020-11-18	1158	34	40	0
2020-11-17	1124	20	40	3
2020-11-16	1104	12	37	0
2020-11-15	1092	5	37	0
2020-11-14	1087	16	37	0
2020-11-13	1071	26	37	0
2020-11-12	1045	23	37	2
2020-11-11	1022	25	35	2
2020-11-10	997	13	33	1
2020-11-09	984	16	32	1
2020-11-08	968	11	31	0
2020-11-07	957	21	31	0
2020-11-06	936	34	31	0
2020-11-05	902	17	31	0
2020-11-04	885	41	31	2
2020-11-03	844	23	29	2
2020-11-02	821	15	27	0
2020-11-01	806	8	27	2
2020-10-31	798	23	25	0
2020-10-30	775	22	25	0
2020-10-29	753	48	25	4
2020-10-28	705	27	21	1
2020-10-27	678	17	20	0
2020-10-26	661	12	20	0
2020-10-25	649	15	20	0
2020-10-24	634	34	20	0
2020-10-23	600	15	20	1
2020-10-22	585	20	19	1
2020-10-21	565	16	18	0
2020-10-20	549	12	18	0
2020-10-18	537	7	18	0
2020-10-17	530	15	18	0
2020-10-16	515	8	18	0
2020-10-15	507	12	18	0
2020-10-14	495	9	18	0
2020-10-13	486	7	18	0
2020-10-12	479	5	18	0
2020-10-11	474	1	18	0
2020-10-10	473	12	18	0
2020-10-09	461	16	18	0
2020-10-06	445	1	18	0
2020-10-05	444	2	18	0
2020-10-03	442	3	18	0
2020-10-02	439	2	18	0
2020-10-01	437	6	18	0
2020-09-30	431	1	18	0
2020-09-29	430	3	18	0
2020-09-28	427	1	18	0
2020-09-25	426	2	18	0
2020-09-23	424	1	18	0
2020-09-22	423	2	18	0
2020-09-21	421	1	18	0
2020-09-19	420	4	18	0
2020-09-18	416	2	18	0
2020-09-17	414	1	18	0
2020-09-16	413	2	18	0
2020-09-14	411	1	18	0
2020-09-12	410	1	18	0
2020-09-11	409	2	18	0
2020-09-10	407	4	18	0
2020-09-09	403	2	18	0
2020-09-08	401	1	18	0
2020-09-06	400	2	18	0
2020-09-04	398	7	18	0
2020-09-03	391	3	18	0
2020-09-02	388	3	18	0
2020-09-01	385	1	18	0
2020-08-31	384	2	18	0
2020-08-29	382	2	18	0
2020-08-27	380	2	18	0
2020-08-26	378	7	18	0
2020-08-25	371	4	18	0
2020-08-24	367	2	18	0
2020-08-22	365	4	18	0
2020-08-21	361	3	18	0
2020-08-20	358	4	18	0
2020-08-19	354	4	18	0
2020-08-18	350	1	18	0
2020-08-17	349	2	18	0
2020-08-14	347	1	18	0
2020-08-12	346	1	18	0
2020-08-11	345	2	18	0
2020-08-10	343	2	18	0
2020-08-09	341	3	18	0
2020-08-07	338	3	18	0
2020-07-23	335	1	18	0
2020-07-08	334	1	18	0
2020-06-24	333	1	18	0
2020-06-10	332	1	18	0
2020-06-05	331	2	18	1
2020-06-03	329	2	17	0
2020-06-01	327	1	17	0
2020-05-22	326	1	17	0
2020-05-20	325	9	17	0
2020-05-19	316	3	17	0
2020-05-16	313	1	17	0
2020-05-14	312	3	17	0
2020-05-13	309	3	17	1
2020-05-10	306	2	16	0
2020-05-09	304	5	16	0
2020-05-08	299	2	16	0
2020-05-07	297	1	16	1
2020-05-06	296	10	15	0
2020-05-04	286	2	15	0
2020-05-02	284	14	15	0
2020-05-01	270	3	15	0
2020-04-30	267	2	15	0
2020-04-29	265	2	15	0
2020-04-28	263	1	15	0
2020-04-27	262	1	15	0
2020-04-26	261	8	15	0
2020-04-25	253	4	15	1
2020-04-24	249	4	14	0
2020-04-23	245	1	14	0
2020-04-22	244	4	14	0
2020-04-21	240	16	14	2
2020-04-20	224	2	12	0
2020-04-19	222	3	12	0
2020-04-18	219	4	12	0
2020-04-17	215	1	12	0
2020-04-16	214	14	12	1
2020-04-15	200	1	11	0
2020-04-14	199	3	11	1
2020-04-13	196	2	10	0
2020-04-12	194	3	10	2
2020-04-11	191	2	8	0
2020-04-10	189	25	8	1
2020-04-09	164	5	7	0
2020-04-08	159	19	7	0
2020-04-07	140	10	7	2
2020-04-06	130	13	5	0
2020-04-03	117	9	5	0
2020-04-02	108	7	5	1
2020-04-01	101	7	4	0
2020-03-31	94	12	4	1
2020-03-30	82	5	3	0
2020-03-29	77	9	3	2
2020-03-28	68	7	1	0
2020-03-27	61	1	1	0
2020-03-26	60	9	1	1
2020-03-25	51	11	0	0
2020-03-24	40	8	0	0
2020-03-23	32	5	0	0
2020-03-21	27	5	0	0
2020-03-20	22	14	0	0
2020-03-19	8	6	0	0
2020-03-16	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: 0:03:21.698039