Germany: LK Rhön-Grabfeld (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 11:22:00 CEST

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

overview(country="Germany", subregion="LK Rhön-Grabfeld", weeks=5);

overview(country="Germany", subregion="LK Rhön-Grabfeld");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Rhön-Grabfeld")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Rhön-Grabfeld")
print(f'Population of country="Germany", subregion="LK Rhön-Grabfeld": {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 Rhön-Grabfeld": 79376 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	44086	25	185	0
2023-03-03	44061	13	185	0
2023-03-02	44048	19	185	0
2023-03-01	44029	49	185	0
2023-02-28	43980	40	185	0
2023-02-27	43940	41	185	1
2023-02-24	43899	34	184	0
2023-02-23	43865	47	184	0
2023-02-22	43818	28	184	0
2023-02-21	43790	9	184	1
2023-02-20	43781	61	183	4
2023-02-17	43720	23	179	0
2023-02-16	43697	15	179	0
2023-02-15	43682	19	179	0
2023-02-14	43663	22	179	0
2023-02-13	43641	21	179	0
2023-02-10	43620	28	179	0
2023-02-09	43592	6	179	0
2023-02-08	43586	29	179	0
2023-02-07	43557	22	179	0
2023-02-06	43535	37	179	0
2023-02-03	43498	16	179	0
2023-02-02	43482	13	179	0
2023-02-01	43469	20	179	0
2023-01-31	43449	19	179	0
2023-01-30	43430	15	179	1
2023-01-27	43415	36	178	0
2023-01-26	43379	5	178	0
2023-01-25	43374	19	178	0
2023-01-24	43355	10	178	0
2023-01-23	43345	16	178	0
2023-01-20	43329	13	178	1
2023-01-19	43316	6	177	1
2023-01-18	43310	12	176	0
2023-01-17	43298	9	176	0
2023-01-16	43289	14	176	0
2023-01-13	43275	19	176	0
2023-01-12	43256	3	176	0
2023-01-11	43253	24	176	0
2023-01-10	43229	15	176	0
2023-01-09	43214	7	176	0
2023-01-06	43207	43	176	0
2023-01-05	43164	24	176	0
2023-01-04	43140	29	176	0
2023-01-03	43111	18	176	0
2023-01-02	43093	36	176	0
2022-12-30	43057	12	176	0
2022-12-29	43045	29	176	0
2022-12-28	43016	18	176	0
2022-12-27	42998	18	176	0
2022-12-23	42980	8	176	0
2022-12-22	42972	27	176	0
2022-12-21	42945	14	176	0
2022-12-20	42931	18	176	1
2022-12-19	42913	19	175	0
2022-12-16	42894	15	175	0
2022-12-15	42879	11	175	0
2022-12-14	42868	21	175	0
2022-12-13	42847	10	175	0
2022-12-12	42837	20	175	0
2022-12-09	42817	13	175	0
2022-12-08	42804	11	175	0
2022-12-07	42793	11	175	0
2022-12-06	42782	19	175	0
2022-12-05	42763	22	175	1
2022-12-02	42741	17	174	0
2022-12-01	42724	25	174	0
2022-11-30	42699	18	174	0
2022-11-29	42681	17	174	0
2022-11-28	42664	12	174	0
2022-11-25	42652	11	174	0
2022-11-24	42641	14	174	0
2022-11-23	42627	24	174	0
2022-11-22	42603	19	174	0
2022-11-21	42584	15	174	0
2022-11-18	42569	18	174	0
2022-11-17	42551	14	174	0
2022-11-16	42537	19	174	0
2022-11-15	42518	23	174	0
2022-11-14	42495	35	174	0
2022-11-11	42460	50	174	0
2022-11-10	42410	11	174	0
2022-11-09	42399	23	174	0
2022-11-08	42376	57	174	0
2022-11-07	42319	42	174	0
2022-11-04	42277	51	174	0
2022-11-03	42226	26	174	0
2022-11-02	42200	76	174	0
2022-10-31	42124	67	174	0
2022-10-28	42057	70	174	0
2022-10-27	41987	76	174	1
2022-10-26	41911	97	173	0
2022-10-25	41814	162	173	0
2022-10-24	41652	94	173	0
2022-10-21	41558	126	173	1
2022-10-20	41432	84	172	0
2022-10-19	41348	171	172	0
2022-10-18	41177	201	172	0
2022-10-17	40976	243	172	0
2022-10-14	40733	164	172	0
2022-10-13	40569	126	172	0
2022-10-12	40443	238	172	0
2022-10-11	40205	246	172	0
2022-10-10	39959	279	172	0
2022-10-07	39680	261	172	0
2022-10-06	39419	183	172	0
2022-10-05	39236	133	172	1
2022-10-04	39103	289	171	0
2022-09-30	38814	125	171	0
2022-09-29	38689	114	171	1
2022-09-28	38575	121	170	1
2022-09-27	38454	113	169	1
2022-09-26	38341	81	168	0
2022-09-23	38260	47	168	0
2022-09-22	38213	38	168	0
2022-09-21	38175	47	168	0
2022-09-20	38128	64	168	0
2022-09-19	38064	75	168	0
2022-09-16	37989	43	168	0
2022-09-15	37946	60	168	0
2022-09-14	37886	27	168	0
2022-09-13	37859	38	168	0
2022-09-12	37821	53	168	1
2022-09-09	37768	23	167	0
2022-09-08	37745	16	167	0
2022-09-07	37729	47	167	0
2022-09-06	37682	51	167	0
2022-09-05	37631	43	167	0
2022-09-02	37588	33	167	0
2022-09-01	37555	17	167	0
2022-08-31	37538	34	167	0
2022-08-30	37504	43	167	0
2022-08-29	37461	49	167	0
2022-08-26	37412	30	167	0
2022-08-25	37382	40	167	0
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2022-08-19	37211	32	167	0
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2022-08-12	36994	39	167	0
2022-08-11	36955	53	167	0
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2022-08-04	36616	31	167	0
2022-08-03	36585	126	167	0
2022-08-02	36459	88	167	0
2022-08-01	36371	115	167	2
2022-07-29	36256	124	165	1
2022-07-28	36132	104	164	0
2022-07-27	36028	146	164	0
2022-07-26	35882	177	164	0
2022-07-25	35705	186	164	1
2022-07-22	35519	147	163	0
2022-07-21	35372	99	163	0
2022-07-20	35273	241	163	0
2022-07-19	35032	158	163	0
2022-07-18	34874	198	163	0
2022-07-15	34676	127	163	1
2022-07-14	34549	137	162	0
2022-07-13	34412	159	162	1
2022-07-12	34253	140	161	0
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2022-07-01	33264	51	161	0
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2022-06-29	33021	104	161	0
2022-06-28	32917	71	161	0
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2021-06-23	3544	1	89	0
2021-06-21	3543	1	89	0
2021-06-18	3542	3	89	0
2021-06-16	3539	1	89	0
2021-06-15	3538	4	89	0
2021-06-14	3534	1	89	0
2021-06-11	3533	2	89	0
2021-06-10	3531	1	89	0
2021-06-08	3530	3	89	0
2021-06-07	3527	1	89	0
2021-06-04	3526	2	89	0
2021-06-03	3524	4	89	0
2021-06-02	3520	4	89	0
2021-06-01	3516	7	89	0
2021-05-31	3509	2	89	0
2021-05-28	3507	3	89	1
2021-05-27	3504	5	88	0
2021-05-26	3499	4	88	0
2021-05-25	3495	3	88	0
2021-05-24	3492	1	88	0
2021-05-22	3491	1	88	0
2021-05-21	3490	7	88	0
2021-05-20	3483	9	88	0
2021-05-19	3474	8	88	0
2021-05-18	3466	25	88	0
2021-05-17	3441	2	88	0
2021-05-15	3439	11	88	0
2021-05-14	3428	6	88	0
2021-05-13	3422	11	88	0
2021-05-12	3411	31	88	0
2021-05-11	3380	20	88	0
2021-05-10	3360	5	88	0
2021-05-08	3355	33	88	0
2021-05-07	3322	10	88	0
2021-05-06	3312	13	88	0
2021-05-05	3299	16	88	1
2021-05-04	3283	41	87	0
2021-05-03	3242	1	87	0
2021-05-01	3241	6	87	0
2021-04-30	3235	16	87	0
2021-04-29	3219	19	87	0
2021-04-28	3200	31	87	0
2021-04-27	3169	36	87	1
2021-04-26	3133	3	86	0
2021-04-24	3130	6	86	0
2021-04-23	3124	29	86	0
2021-04-22	3095	22	86	0
2021-04-21	3073	29	86	0
2021-04-20	3044	44	86	1
2021-04-19	3000	6	85	1
2021-04-17	2994	1	84	0
2021-04-16	2993	32	84	1
2021-04-15	2961	24	83	0
2021-04-14	2937	54	83	2
2021-04-13	2883	57	81	0
2021-04-12	2826	6	81	0
2021-04-10	2820	15	81	1
2021-04-09	2805	49	80	0
2021-04-08	2756	32	80	0
2021-04-07	2724	43	80	0
2021-04-06	2681	41	80	0
2021-04-05	2640	5	80	2
2021-04-03	2635	3	78	0
2021-04-02	2632	38	78	1
2021-04-01	2594	38	77	1
2021-03-31	2556	26	76	2
2021-03-30	2530	51	74	0
2021-03-29	2479	8	74	0
2021-03-27	2471	11	74	1
2021-03-26	2460	20	73	0
2021-03-25	2440	28	73	0
2021-03-24	2412	31	73	1
2021-03-23	2381	43	72	0
2021-03-22	2338	4	72	0
2021-03-21	2334	2	72	0
2021-03-20	2332	15	72	0
2021-03-19	2317	20	72	2
2021-03-18	2297	13	70	0
2021-03-17	2284	17	70	0
2021-03-16	2267	20	70	0
2021-03-15	2247	4	70	0
2021-03-13	2243	1	70	0
2021-03-12	2242	10	70	0
2021-03-11	2232	11	70	0
2021-03-10	2221	14	70	0
2021-03-09	2207	14	70	0
2021-03-08	2193	8	70	1
2021-03-06	2185	7	69	0
2021-03-05	2178	11	69	1
2021-03-04	2167	13	68	1
2021-03-03	2154	6	67	0
2021-03-02	2148	14	67	0
2021-02-28	2134	1	67	0
2021-02-27	2133	1	67	0
2021-02-26	2132	8	67	0
2021-02-25	2124	7	67	0
2021-02-24	2117	10	67	0
2021-02-23	2107	7	67	0
2021-02-20	2100	10	67	0
2021-02-19	2090	6	67	0
2021-02-18	2084	6	67	0
2021-02-17	2078	4	67	0
2021-02-16	2074	14	67	0
2021-02-15	2060	2	67	0
2021-02-13	2058	1	67	0
2021-02-12	2057	12	67	0
2021-02-11	2045	12	67	1
2021-02-10	2033	14	66	0
2021-02-09	2019	6	66	0
2021-02-08	2013	7	66	1
2021-02-06	2006	14	65	1
2021-02-05	1992	9	64	0
2021-02-04	1983	1	64	0
2021-02-03	1982	5	64	0
2021-02-02	1977	14	64	0
2021-02-01	1963	20	64	1
2021-01-31	1943	1	63	0
2021-01-30	1942	3	63	0
2021-01-29	1939	12	63	0
2021-01-28	1927	16	63	0
2021-01-27	1911	4	63	0
2021-01-26	1907	24	63	1
2021-01-25	1883	17	62	1
2021-01-23	1866	3	61	0
2021-01-22	1863	2	61	0
2021-01-21	1861	31	61	0
2021-01-20	1830	10	61	0
2021-01-19	1820	25	61	1
2021-01-18	1795	29	60	0
2021-01-16	1766	3	60	0
2021-01-15	1763	15	60	0
2021-01-14	1748	10	60	0
2021-01-13	1738	45	60	4
2021-01-12	1693	26	56	1
2021-01-10	1667	1	55	0
2021-01-09	1666	4	55	0
2021-01-08	1662	20	55	0
2021-01-07	1642	10	55	0
2021-01-06	1632	34	55	1
2021-01-05	1598	47	54	1
2021-01-04	1551	11	53	1
2021-01-03	1540	14	52	0
2021-01-02	1526	11	52	1
2020-12-31	1515	37	51	3
2020-12-30	1478	19	48	0
2020-12-29	1459	69	48	13
2020-12-28	1390	28	35	0
2020-12-27	1362	4	35	0
2020-12-26	1358	14	35	0
2020-12-24	1344	16	35	1
2020-12-23	1328	36	34	2
2020-12-22	1292	68	32	7
2020-12-21	1224	9	25	2
2020-12-20	1215	2	23	0
2020-12-19	1213	14	23	0
2020-12-18	1199	18	23	1
2020-12-17	1181	25	22	0
2020-12-16	1156	18	22	0
2020-12-15	1138	25	22	0
2020-12-14	1113	5	22	1
2020-12-13	1108	1	21	0
2020-12-12	1107	9	21	0
2020-12-11	1098	17	21	0
2020-12-10	1081	15	21	1
2020-12-09	1066	27	20	0
2020-12-08	1039	41	20	1
2020-12-07	998	15	19	1
2020-12-06	983	2	18	0
2020-12-05	981	7	18	0
2020-12-04	974	30	18	0
2020-12-03	944	17	18	0
2020-12-02	927	23	18	0
2020-12-01	904	19	18	0
2020-11-29	885	5	18	0
2020-11-28	880	8	18	0
2020-11-27	872	14	18	0
2020-11-26	858	29	18	1
2020-11-25	829	24	17	0
2020-11-24	805	52	17	0
2020-11-23	753	26	17	2
2020-11-22	727	3	15	0
2020-11-20	724	40	15	0
2020-11-19	684	17	15	1
2020-11-18	667	24	14	0
2020-11-17	643	12	14	0
2020-11-16	631	8	14	1
2020-11-15	623	4	13	0
2020-11-13	619	33	13	0
2020-11-12	586	15	13	0
2020-11-11	571	16	13	0
2020-11-10	555	14	13	0
2020-11-09	541	24	13	0
2020-11-06	517	22	13	0
2020-11-05	495	12	13	0
2020-11-04	483	22	13	1
2020-11-03	461	15	12	0
2020-11-02	446	9	12	1
2020-10-31	437	13	11	0
2020-10-30	424	8	11	0
2020-10-29	416	29	11	0
2020-10-28	387	2	11	1
2020-10-27	385	9	10	0
2020-10-26	376	7	10	0
2020-10-23	369	17	10	0
2020-10-22	352	11	10	0
2020-10-21	341	8	10	0
2020-10-20	333	5	10	0
2020-10-19	328	4	10	0
2020-10-16	324	4	10	0
2020-10-14	320	2	10	0
2020-10-13	318	1	10	0
2020-10-12	317	2	10	0
2020-10-09	315	2	10	0
2020-10-08	313	5	10	0
2020-10-07	308	3	10	0
2020-10-06	305	1	10	0
2020-10-05	304	1	10	0
2020-10-03	303	2	10	0
2020-10-01	301	3	10	0
2020-09-30	298	15	10	2
2020-09-29	283	7	8	0
2020-09-28	276	2	8	0
2020-09-26	274	4	8	0
2020-09-25	270	10	8	0
2020-09-24	260	3	8	0
2020-09-23	257	6	8	0
2020-09-22	251	8	8	0
2020-09-19	243	16	8	0
2020-09-18	227	4	8	0
2020-09-16	223	2	8	0
2020-09-15	221	1	8	0
2020-09-14	220	1	8	0
2020-09-09	219	1	8	0
2020-09-08	218	2	8	0
2020-09-04	216	1	8	0
2020-09-03	215	1	8	0
2020-09-02	214	1	8	0
2020-08-31	213	1	8	0
2020-08-24	212	3	8	0
2020-08-13	209	4	8	0
2020-08-12	205	1	8	0
2020-08-10	204	1	8	0
2020-08-05	203	1	8	0
2020-08-04	202	1	8	0
2020-08-03	201	2	8	0
2020-07-10	199	1	8	0
2020-07-07	198	1	8	0
2020-07-06	197	1	8	0
2020-06-29	196	1	8	0
2020-06-11	195	1	8	0
2020-06-04	194	1	8	0
2020-05-30	193	1	8	0
2020-05-26	192	2	8	0
2020-05-23	190	1	8	0
2020-05-20	189	2	8	0
2020-05-19	187	1	8	0
2020-05-09	186	1	8	0
2020-05-07	185	1	8	0
2020-05-03	184	1	8	0
2020-05-02	183	1	8	0
2020-04-30	182	2	8	0
2020-04-28	180	6	8	0
2020-04-27	174	2	8	0
2020-04-26	172	1	8	0
2020-04-25	171	7	8	1
2020-04-24	164	5	7	0
2020-04-23	159	8	7	0
2020-04-22	151	5	7	0
2020-04-21	146	4	7	0
2020-04-20	142	4	7	2
2020-04-19	138	4	5	0
2020-04-18	134	2	5	0
2020-04-17	132	2	5	0
2020-04-16	130	1	5	0
2020-04-15	129	5	5	0
2020-04-14	124	5	5	0
2020-04-13	119	1	5	0
2020-04-12	118	6	5	0
2020-04-11	112	3	5	0
2020-04-10	109	7	5	0
2020-04-09	102	5	5	0
2020-04-08	97	15	5	2
2020-04-07	82	3	3	1
2020-04-06	79	2	2	0
2020-04-05	77	2	2	0
2020-04-04	75	9	2	1
2020-04-03	66	8	1	0
2020-04-02	58	7	1	0
2020-04-01	51	6	1	0
2020-03-31	45	5	1	0
2020-03-30	40	2	1	0
2020-03-29	38	2	1	1
2020-03-28	36	3	0	0
2020-03-27	33	3	0	0
2020-03-26	30	6	0	0
2020-03-25	24	3	0	0
2020-03-24	21	3	0	0
2020-03-23	18	4	0	0
2020-03-22	14	1	0	0
2020-03-21	13	3	0	0
2020-03-20	10	2	0	0
2020-03-19	8	5	0	0
2020-03-17	3	1	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: 0:19:44.084322