Germany: LK Vogelsbergkreis (Hessen)

• 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 12:44:37 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Vogelsbergkreis")
print(f'Population of country="Germany", subregion="LK Vogelsbergkreis": {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 Vogelsbergkreis": 105671 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	53202	25	131	0
2023-03-03	53177	24	131	0
2023-03-02	53153	12	131	0
2023-03-01	53141	41	131	0
2023-02-28	53100	58	131	0
2023-02-27	53042	91	131	0
2023-02-24	52951	35	131	0
2023-02-23	52916	70	131	0
2023-02-22	52846	43	131	0
2023-02-21	52803	62	131	0
2023-02-20	52741	54	131	0
2023-02-17	52687	29	131	0
2023-02-16	52658	40	131	0
2023-02-15	52618	40	131	0
2023-02-14	52578	59	131	0
2023-02-13	52519	55	131	0
2023-02-10	52464	13	131	0
2023-02-09	52451	23	131	0
2023-02-08	52428	30	131	0
2023-02-07	52398	57	131	0
2023-02-06	52341	62	131	0
2023-02-03	52279	22	131	0
2023-02-02	52257	23	131	0
2023-02-01	52234	31	131	0
2023-01-31	52203	42	131	0
2023-01-30	52161	44	131	0
2023-01-27	52117	16	131	0
2023-01-26	52101	13	131	0
2023-01-25	52088	18	131	0
2023-01-24	52070	21	131	0
2023-01-23	52049	32	131	0
2023-01-20	52017	12	131	0
2023-01-19	52005	16	131	0
2023-01-18	51989	16	131	0
2023-01-17	51973	23	131	0
2023-01-16	51950	29	131	0
2023-01-13	51921	15	131	0
2023-01-12	51906	20	131	0
2023-01-11	51886	32	131	0
2023-01-10	51854	29	131	0
2023-01-09	51825	47	131	0
2023-01-06	51778	6	131	0
2023-01-05	51772	46	131	0
2023-01-04	51726	46	131	0
2023-01-03	51680	45	131	0
2023-01-02	51635	85	131	0
2022-12-30	51550	31	131	0
2022-12-29	51519	91	131	0
2022-12-28	51428	49	131	0
2022-12-27	51379	125	131	0
2022-12-23	51254	42	131	0
2022-12-22	51212	71	131	0
2022-12-21	51141	71	131	0
2022-12-20	51070	46	131	0
2022-12-19	51024	70	131	0
2022-12-16	50954	24	131	0
2022-12-15	50930	37	131	0
2022-12-14	50893	62	131	0
2022-12-13	50831	47	131	0
2022-12-12	50784	67	131	0
2022-12-09	50717	21	131	0
2022-12-08	50696	51	131	0
2022-12-07	50645	43	131	0
2022-12-06	50602	73	131	0
2022-12-05	50529	9	131	0
2022-12-02	50520	20	131	0
2022-12-01	50500	50	131	0
2022-11-30	50450	29	131	0
2022-11-29	50421	58	131	0
2022-11-28	50363	71	131	0
2022-11-25	50292	47	131	0
2022-11-24	50245	50	131	0
2022-11-23	50195	54	131	0
2022-11-22	50141	46	131	0
2022-11-21	50095	64	131	0
2022-11-18	50031	40	131	0
2022-11-17	49991	30	131	0
2022-11-16	49961	68	131	0
2022-11-15	49893	40	131	0
2022-11-14	49853	99	131	0
2022-11-11	49754	49	131	0
2022-11-10	49705	51	131	0
2022-11-09	49654	49	131	0
2022-11-08	49605	80	131	0
2022-11-07	49525	82	131	0
2022-11-04	49443	36	131	0
2022-11-03	49407	74	131	0
2022-11-02	49333	109	131	0
2022-11-01	49224	79	131	0
2022-10-31	49145	171	131	0
2022-10-28	48974	64	131	0
2022-10-27	48910	96	131	0
2022-10-26	48814	72	131	0
2022-10-25	48742	198	131	0
2022-10-24	48544	253	131	0
2022-10-21	48291	160	131	0
2022-10-20	48131	145	131	0
2022-10-19	47986	306	131	0
2022-10-18	47680	145	131	0
2022-10-17	47535	388	131	0
2022-10-14	47147	184	131	0
2022-10-13	46963	246	131	0
2022-10-12	46717	334	131	0
2022-10-11	46383	181	131	0
2022-10-10	46202	542	131	0
2022-10-07	45660	127	131	0
2022-10-06	45533	484	131	0
2022-10-05	45049	216	131	0
2022-10-04	44833	352	131	2
2022-09-30	44481	77	129	0
2022-09-29	44404	175	129	0
2022-09-28	44229	245	129	0
2022-09-27	43984	123	129	0
2022-09-26	43861	194	129	0
2022-09-23	43667	69	129	0
2022-09-22	43598	61	129	0
2022-09-21	43537	89	129	0
2022-09-20	43448	95	129	0
2022-09-19	43353	141	129	1
2022-09-16	43212	48	128	0
2022-09-15	43164	67	128	0
2022-09-14	43097	57	128	1
2022-09-13	43040	83	127	0
2022-09-12	42957	84	127	0
2022-09-09	42873	34	127	0
2022-09-08	42839	37	127	0
2022-09-07	42802	74	127	0
2022-09-06	42728	76	127	0
2022-09-05	42652	80	127	0
2022-09-02	42572	48	127	0
2022-09-01	42524	32	127	0
2022-08-31	42492	91	127	0
2022-08-30	42401	38	127	0
2022-08-29	42363	92	127	0
2022-08-26	42271	28	127	0
2022-08-25	42243	40	127	0
2022-08-24	42203	55	127	0
2022-08-23	42148	76	127	0
2022-08-22	42072	147	127	0
2022-08-19	41925	56	127	0
2022-08-18	41869	83	127	0
2022-08-17	41786	122	127	0
2022-08-16	41664	94	127	0
2022-08-15	41570	150	127	0
2022-08-12	41420	54	127	0
2022-08-11	41366	139	127	0
2022-08-10	41227	146	127	0
2022-08-09	41081	70	127	0
2022-08-08	41011	139	127	0
2022-08-05	40872	41	127	0
2022-08-04	40831	97	127	0
2022-08-03	40734	179	127	0
2022-08-02	40555	120	127	0
2022-08-01	40435	211	127	0
2022-07-29	40224	77	127	0
2022-07-28	40147	145	127	0
2022-07-27	40002	212	127	0
2022-07-26	39790	256	127	1
2022-07-25	39534	392	126	0
2022-07-22	39142	100	126	0
2022-07-21	39042	209	126	0
2022-07-20	38833	326	126	0
2022-07-19	38507	270	126	0
2022-07-18	38237	384	126	0
2022-07-15	37853	152	126	0
2022-07-14	37701	224	126	0
2022-07-13	37477	255	126	0
2022-07-12	37222	278	126	0
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2022-07-07	36568	220	126	0
2022-07-06	36348	191	126	0
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2022-07-04	35975	241	126	0
2022-07-01	35734	77	126	0
2022-06-30	35657	152	126	0
2022-06-29	35505	176	126	0
2022-06-28	35329	296	126	0
2022-06-27	35033	316	126	0
2022-06-24	34717	95	126	0
2022-06-23	34622	189	126	0
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2022-06-21	34193	276	126	0
2022-06-20	33917	249	126	0
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2021-12-27	6090	49	120	1
2021-12-23	6041	32	119	0
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2021-12-20	5908	42	119	0
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2021-11-30	5447	30	118	0
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2021-11-11	4960	37	112	0
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2021-11-09	4870	33	112	2
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2021-05-13	3908	13	106	0
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2021-05-04	3773	6	106	1
2021-05-03	3767	2	105	0
2021-05-02	3765	3	105	0
2021-05-01	3762	16	105	0
2021-04-30	3746	22	105	0
2021-04-29	3724	21	105	0
2021-04-28	3703	29	105	0
2021-04-27	3674	41	105	0
2021-04-26	3633	5	105	0
2021-04-25	3628	6	105	0
2021-04-24	3622	26	105	0
2021-04-23	3596	30	105	0
2021-04-22	3566	21	105	0
2021-04-21	3545	34	105	0
2021-04-20	3511	31	105	1
2021-04-19	3480	2	104	0
2021-04-18	3478	3	104	0
2021-04-17	3475	36	104	0
2021-04-16	3439	55	104	1
2021-04-15	3384	23	103	0
2021-04-14	3361	51	103	0
2021-04-13	3310	52	103	0
2021-04-12	3258	9	103	0
2021-04-11	3249	14	103	0
2021-04-10	3235	32	103	0
2021-04-09	3203	34	103	1
2021-04-08	3169	60	102	0
2021-04-07	3109	29	102	0
2021-04-06	3080	31	102	1
2021-04-03	3049	13	101	0
2021-04-02	3036	37	101	0
2021-04-01	2999	22	101	0
2021-03-31	2977	43	101	0
2021-03-30	2934	28	101	0
2021-03-29	2906	24	101	0
2021-03-28	2882	10	101	1
2021-03-27	2872	11	100	0
2021-03-26	2861	38	100	0
2021-03-25	2823	41	100	0
2021-03-24	2782	24	100	0
2021-03-23	2758	19	100	1
2021-03-22	2739	5	99	1
2021-03-21	2734	8	98	0
2021-03-20	2726	20	98	0
2021-03-19	2706	6	98	0
2021-03-18	2700	10	98	0
2021-03-17	2690	18	98	0
2021-03-16	2672	15	98	0
2021-03-15	2657	2	98	0
2021-03-14	2655	4	98	0
2021-03-13	2651	12	98	0
2021-03-12	2639	4	98	0
2021-03-11	2635	9	98	0
2021-03-10	2626	7	98	0
2021-03-09	2619	9	98	0
2021-03-08	2610	1	98	0
2021-03-07	2609	2	98	0
2021-03-06	2607	6	98	0
2021-03-05	2601	4	98	0
2021-03-04	2597	5	98	0
2021-03-03	2592	4	98	0
2021-03-02	2588	9	98	1
2021-03-01	2579	9	97	0
2021-02-28	2570	1	97	0
2021-02-27	2569	5	97	0
2021-02-26	2564	9	97	0
2021-02-25	2555	13	97	0
2021-02-24	2542	6	97	0
2021-02-23	2536	16	97	0
2021-02-22	2520	2	97	0
2021-02-20	2518	15	97	0
2021-02-19	2503	3	97	0
2021-02-18	2500	10	97	0
2021-02-17	2490	7	97	1
2021-02-16	2483	18	96	0
2021-02-15	2465	6	96	0
2021-02-13	2459	12	96	0
2021-02-12	2447	9	96	0
2021-02-11	2438	10	96	1
2021-02-10	2428	10	95	0
2021-02-09	2418	9	95	0
2021-02-08	2409	2	95	1
2021-02-07	2407	3	94	1
2021-02-06	2404	13	93	0
2021-02-05	2391	9	93	1
2021-02-04	2382	13	92	0
2021-02-03	2369	22	92	0
2021-02-02	2347	9	92	1
2021-02-01	2338	3	91	0
2021-01-31	2335	10	91	0
2021-01-30	2325	2	91	0
2021-01-29	2323	14	91	1
2021-01-28	2309	18	90	0
2021-01-27	2291	25	90	1
2021-01-26	2266	16	89	0
2021-01-24	2250	2	89	0
2021-01-23	2248	14	89	1
2021-01-22	2234	8	88	0
2021-01-21	2226	40	88	2
2021-01-20	2186	23	86	0
2021-01-19	2163	23	86	0
2021-01-18	2140	4	86	0
2021-01-17	2136	6	86	1
2021-01-16	2130	24	85	0
2021-01-15	2106	31	85	1
2021-01-14	2075	34	84	2
2021-01-13	2041	39	82	1
2021-01-12	2002	33	81	2
2021-01-11	1969	10	79	0
2021-01-10	1959	5	79	1
2021-01-09	1954	25	78	0
2021-01-08	1929	39	78	2
2021-01-07	1890	82	76	9
2021-01-06	1808	65	67	0
2021-01-05	1743	53	67	1
2021-01-04	1690	19	66	1
2021-01-03	1671	5	65	1
2021-01-02	1666	18	64	1
2020-12-31	1648	59	63	1
2020-12-30	1589	48	62	0
2020-12-29	1541	36	62	0
2020-12-28	1505	9	62	2
2020-12-27	1496	19	60	2
2020-12-26	1477	12	58	1
2020-12-24	1465	37	57	1
2020-12-23	1428	63	56	5
2020-12-22	1365	36	51	2
2020-12-21	1329	12	49	0
2020-12-20	1317	10	49	1
2020-12-19	1307	26	48	0
2020-12-18	1281	48	48	0
2020-12-17	1233	65	48	2
2020-12-16	1168	92	46	4
2020-12-15	1076	48	42	4
2020-12-14	1028	8	38	1
2020-12-13	1020	12	37	0
2020-12-12	1008	31	37	0
2020-12-11	977	57	37	2
2020-12-10	920	37	35	1
2020-12-09	883	38	34	1
2020-12-08	845	30	33	2
2020-12-07	815	5	31	0
2020-12-06	810	3	31	0
2020-12-05	807	29	31	1
2020-12-04	778	15	30	1
2020-12-03	763	18	29	3
2020-12-02	745	18	26	0
2020-12-01	727	20	26	3
2020-11-30	707	14	23	0
2020-11-29	693	4	23	0
2020-11-28	689	9	23	1
2020-11-27	680	24	22	2
2020-11-26	656	24	20	2
2020-11-25	632	23	18	4
2020-11-24	609	15	14	1
2020-11-23	594	6	13	0
2020-11-22	588	5	13	1
2020-11-21	583	6	12	0
2020-11-20	577	20	12	0
2020-11-19	557	21	12	1
2020-11-18	536	24	11	0
2020-11-17	512	22	11	0
2020-11-16	490	10	11	0
2020-11-15	480	1	11	0
2020-11-14	479	7	11	0
2020-11-13	472	9	11	0
2020-11-12	463	24	11	1
2020-11-11	439	15	10	0
2020-11-10	424	9	10	2
2020-11-09	415	7	8	0
2020-11-08	408	3	8	0
2020-11-07	405	10	8	0
2020-11-06	395	12	8	0
2020-11-05	383	5	8	0
2020-11-04	378	11	8	0
2020-11-03	367	8	8	0
2020-11-02	359	4	8	0
2020-11-01	355	4	8	1
2020-10-31	351	15	7	0
2020-10-30	336	10	7	0
2020-10-29	326	13	7	0
2020-10-28	313	20	7	1
2020-10-27	293	8	6	0
2020-10-26	285	15	6	0
2020-10-25	270	2	6	0
2020-10-24	268	9	6	0
2020-10-23	259	9	6	0
2020-10-22	250	7	6	0
2020-10-21	243	9	6	0
2020-10-20	234	7	6	0
2020-10-19	227	12	6	0
2020-10-16	215	3	6	0
2020-10-15	212	7	6	0
2020-10-14	205	7	6	0
2020-10-13	198	1	6	0
2020-10-12	197	2	6	0
2020-10-09	195	1	6	0
2020-10-08	194	1	6	0
2020-10-07	193	1	6	0
2020-10-05	192	1	6	0
2020-10-01	191	2	6	0
2020-09-30	189	3	6	0
2020-09-28	186	4	6	0
2020-09-25	182	1	6	0
2020-09-23	181	1	6	0
2020-09-21	180	3	6	0
2020-09-17	177	2	6	0
2020-09-15	175	4	6	0
2020-09-14	171	1	6	0
2020-09-10	170	1	6	0
2020-09-08	169	2	6	0
2020-09-03	167	1	6	0
2020-09-02	166	1	6	0
2020-09-01	165	1	6	0
2020-08-31	164	1	6	0
2020-08-28	163	1	6	0
2020-08-25	162	1	6	0
2020-08-24	161	1	6	0
2020-08-21	160	6	6	0
2020-08-17	154	5	6	0
2020-08-06	149	4	6	0
2020-07-30	145	1	6	0
2020-07-29	144	4	6	0
2020-07-28	140	2	6	0
2020-07-27	138	3	6	1
2020-07-24	135	2	5	0
2020-07-23	133	2	5	0
2020-07-20	131	2	5	0
2020-07-17	129	1	5	0
2020-07-16	128	1	5	0
2020-07-15	127	1	5	0
2020-07-14	126	1	5	0
2020-07-10	125	2	5	0
2020-07-08	123	1	5	0
2020-07-03	122	1	5	0
2020-04-28	121	1	5	0
2020-04-25	120	1	5	0
2020-04-24	119	1	5	0
2020-04-23	118	1	5	0
2020-04-22	117	4	5	0
2020-04-21	113	3	5	0
2020-04-19	110	2	5	0
2020-04-18	108	2	5	0
2020-04-17	106	3	5	0
2020-04-16	103	1	5	1
2020-04-15	102	2	4	0
2020-04-10	100	4	4	0
2020-04-09	96	5	4	0
2020-04-08	91	6	4	0
2020-04-07	85	7	4	2
2020-04-05	78	2	2	0
2020-04-04	76	3	2	0
2020-04-03	73	4	2	0
2020-04-02	69	8	2	0
2020-04-01	61	3	2	0
2020-03-31	58	5	2	1
2020-03-29	53	2	1	0
2020-03-28	51	6	1	0
2020-03-27	45	4	1	0
2020-03-26	41	3	1	0
2020-03-25	38	7	1	0
2020-03-24	31	1	1	0
2020-03-23	30	6	1	0
2020-03-22	24	2	1	0
2020-03-21	22	5	1	0
2020-03-20	17	2	1	0
2020-03-19	15	3	1	0
2020-03-18	12	7	1	0
2020-03-17	5	1	1	0
2020-03-16	4	1	1	1
2020-03-13	3	1	0	0
2020-03-11	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: 0:03:12.899356