Germany: LK Waldeck-Frankenberg (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 12:44:13 CEST

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

overview(country="Germany", subregion="LK Waldeck-Frankenberg", weeks=5);

overview(country="Germany", subregion="LK Waldeck-Frankenberg");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Waldeck-Frankenberg")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Waldeck-Frankenberg")
print(f'Population of country="Germany", subregion="LK Waldeck-Frankenberg": {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 Waldeck-Frankenberg": 156513 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	66839	11	223	0
2023-03-03	66828	17	223	0
2023-03-02	66811	12	223	0
2023-03-01	66799	41	223	0
2023-02-28	66758	30	223	0
2023-02-27	66728	57	223	0
2023-02-24	66671	38	223	0
2023-02-23	66633	41	223	0
2023-02-22	66592	28	223	0
2023-02-21	66564	21	223	0
2023-02-20	66543	43	223	0
2023-02-17	66500	20	223	0
2023-02-16	66480	18	223	0
2023-02-15	66462	28	223	0
2023-02-14	66434	41	223	0
2023-02-13	66393	35	223	0
2023-02-10	66358	11	223	0
2023-02-09	66347	28	223	1
2023-02-08	66319	26	222	0
2023-02-07	66293	28	222	0
2023-02-06	66265	27	222	0
2023-02-03	66238	19	222	0
2023-02-02	66219	8	222	0
2023-02-01	66211	22	222	0
2023-01-31	66189	9	222	0
2023-01-30	66180	11	222	0
2023-01-27	66169	8	222	0
2023-01-26	66161	27	222	0
2023-01-25	66134	22	222	0
2023-01-24	66112	23	222	0
2023-01-23	66089	17	222	0
2023-01-20	66072	8	222	0
2023-01-19	66064	10	222	0
2023-01-18	66054	17	222	0
2023-01-17	66037	19	222	0
2023-01-16	66018	14	222	0
2023-01-13	66004	62	222	0
2023-01-12	65942	18	222	0
2023-01-11	65924	27	222	0
2023-01-10	65897	38	222	0
2023-01-09	65859	31	222	0
2023-01-06	65828	22	222	0
2023-01-05	65806	31	222	1
2023-01-04	65775	49	221	0
2023-01-03	65726	66	221	0
2023-01-02	65660	226	221	1
2022-12-23	65434	57	220	0
2022-12-22	65377	75	220	0
2022-12-21	65302	67	220	0
2022-12-20	65235	56	220	0
2022-12-19	65179	91	220	0
2022-12-16	65088	45	220	0
2022-12-15	65043	25	220	0
2022-12-14	65018	66	220	0
2022-12-13	64952	47	220	0
2022-12-12	64905	94	220	1
2022-12-09	64811	42	219	0
2022-12-08	64769	51	219	0
2022-12-07	64718	51	219	0
2022-12-06	64667	81	219	0
2022-12-05	64586	104	219	0
2022-12-02	64482	27	219	0
2022-12-01	64455	48	219	0
2022-11-30	64407	122	219	0
2022-11-29	64285	45	219	0
2022-11-28	64240	56	219	0
2022-11-25	64184	35	219	0
2022-11-24	64149	40	219	0
2022-11-23	64109	83	219	0
2022-11-22	64026	48	219	0
2022-11-21	63978	60	219	0
2022-11-18	63918	24	219	0
2022-11-17	63894	43	219	0
2022-11-16	63851	33	219	0
2022-11-15	63818	64	219	0
2022-11-14	63754	65	219	0
2022-11-11	63689	10	219	0
2022-11-10	63679	61	219	0
2022-11-09	63618	56	219	1
2022-11-08	63562	79	218	0
2022-11-07	63483	85	218	0
2022-11-04	63398	41	218	0
2022-11-03	63357	83	218	0
2022-11-02	63274	89	218	0
2022-11-01	63185	122	218	1
2022-10-31	63063	101	217	1
2022-10-28	62962	66	216	0
2022-10-27	62896	110	216	0
2022-10-26	62786	108	216	0
2022-10-25	62678	149	216	0
2022-10-24	62529	207	216	0
2022-10-21	62322	127	216	0
2022-10-20	62195	213	216	0
2022-10-19	61982	271	216	0
2022-10-18	61711	272	216	0
2022-10-17	61439	250	216	1
2022-10-14	61189	174	215	0
2022-10-13	61015	167	215	0
2022-10-12	60848	328	215	0
2022-10-11	60520	287	215	0
2022-10-10	60233	287	215	0
2022-10-08	59946	1	215	0
2022-10-07	59945	139	215	1
2022-10-06	59806	418	214	1
2022-10-05	59388	157	213	0
2022-10-04	59231	218	213	0
2022-09-30	59013	139	213	0
2022-09-29	58874	125	213	0
2022-09-28	58749	202	213	0
2022-09-27	58547	120	213	0
2022-09-26	58427	91	213	0
2022-09-23	58336	77	213	0
2022-09-22	58259	52	213	0
2022-09-21	58207	84	213	0
2022-09-20	58123	75	213	0
2022-09-19	58048	84	213	1
2022-09-16	57964	47	212	0
2022-09-15	57917	61	212	0
2022-09-14	57856	106	212	0
2022-09-13	57750	63	212	0
2022-09-12	57687	50	212	0
2022-09-09	57637	39	212	0
2022-09-08	57598	43	212	1
2022-09-07	57555	83	211	0
2022-09-06	57472	61	211	0
2022-09-05	57411	62	211	0
2022-09-02	57349	47	211	0
2022-09-01	57302	70	211	0
2022-08-31	57232	62	211	0
2022-08-30	57170	55	211	0
2022-08-29	57115	65	211	0
2022-08-26	57050	50	211	0
2022-08-25	57000	55	211	0
2022-08-24	56945	64	211	0
2022-08-23	56881	65	211	0
2022-08-22	56816	86	211	1
2022-08-19	56730	48	210	0
2022-08-18	56682	56	210	1
2022-08-17	56626	118	209	1
2022-08-16	56508	93	208	0
2022-08-15	56415	126	208	0
2022-08-12	56289	75	208	0
2022-08-11	56214	139	208	0
2022-08-10	56075	129	208	1
2022-08-09	55946	122	207	0
2022-08-08	55824	119	207	0
2022-08-05	55705	51	207	0
2022-08-04	55654	110	207	0
2022-08-03	55544	179	207	0
2022-08-02	55365	128	207	0
2022-08-01	55237	199	207	0
2022-07-29	55038	123	207	1
2022-07-28	54915	166	206	0
2022-07-27	54749	248	206	0
2022-07-26	54501	217	206	0
2022-07-25	54284	297	206	0
2022-07-22	53987	122	206	0
2022-07-21	53865	294	206	0
2022-07-20	53571	384	206	1
2022-07-19	53187	177	205	0
2022-07-18	53010	332	205	0
2022-07-15	52678	339	205	0
2022-07-14	52339	365	205	0
2022-07-13	51974	440	205	0
2022-07-12	51534	305	205	1
2022-07-11	51229	424	204	0
2022-07-08	50805	248	204	0
2022-07-07	50557	322	204	1
2022-07-06	50235	455	203	2
2022-07-05	49780	211	201	0
2022-07-04	49569	410	201	0
2022-07-01	49159	246	201	1
2022-06-30	48913	203	200	1
2022-06-29	48710	294	199	0
2022-06-28	48416	408	199	0
2022-06-27	48008	324	199	0
2022-06-24	47684	274	199	0
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2021-07-24	6386	7	156	0
2021-07-23	6379	2	156	0
2021-07-22	6377	1	156	0
2021-07-21	6376	5	156	0
2021-07-18	6371	1	156	0
2021-07-17	6370	2	156	0
2021-07-16	6368	1	156	0
2021-07-14	6367	1	156	0
2021-07-08	6366	1	156	0
2021-07-07	6365	2	156	0
2021-07-06	6363	1	156	0
2021-07-02	6362	1	156	0
2021-07-01	6361	1	156	0
2021-06-30	6360	2	156	0
2021-06-29	6358	1	156	0
2021-06-27	6357	1	156	0
2021-06-26	6356	1	156	0
2021-06-24	6355	4	156	0
2021-06-20	6351	1	156	0
2021-06-19	6350	1	156	0
2021-06-18	6349	4	156	0
2021-06-17	6345	2	156	0
2021-06-16	6343	4	156	0
2021-06-15	6339	1	156	0
2021-06-14	6338	1	156	0
2021-06-13	6337	2	156	0
2021-06-12	6335	3	156	0
2021-06-11	6332	6	156	0
2021-06-10	6326	9	156	0
2021-06-09	6317	6	156	0
2021-06-08	6311	9	156	0
2021-06-07	6302	1	156	0
2021-06-06	6301	1	156	0
2021-06-05	6300	5	156	0
2021-06-04	6295	2	156	0
2021-06-03	6293	11	156	0
2021-06-02	6282	23	156	0
2021-06-01	6259	16	156	0
2021-05-31	6243	3	156	0
2021-05-30	6240	6	156	0
2021-05-29	6234	6	156	0
2021-05-28	6228	17	156	0
2021-05-27	6211	40	156	0
2021-05-26	6171	19	156	0
2021-05-25	6152	1	156	0
2021-05-24	6151	1	156	0
2021-05-23	6150	4	156	0
2021-05-22	6146	55	156	0
2021-05-21	6091	22	156	0
2021-05-20	6069	54	156	0
2021-05-19	6015	60	156	0
2021-05-18	5955	26	156	0
2021-05-17	5929	1	156	0
2021-05-16	5928	37	156	0
2021-05-15	5891	8	156	0
2021-05-14	5883	18	156	1
2021-05-13	5865	43	155	0
2021-05-12	5822	54	155	0
2021-05-11	5768	17	155	0
2021-05-10	5751	2	155	0
2021-05-09	5749	26	155	0
2021-05-08	5723	29	155	0
2021-05-07	5694	32	155	0
2021-05-06	5662	35	155	0
2021-05-05	5627	30	155	0
2021-05-04	5597	28	155	0
2021-05-03	5569	10	155	0
2021-05-02	5559	10	155	0
2021-05-01	5549	15	155	0
2021-04-30	5534	40	155	0
2021-04-29	5494	36	155	0
2021-04-28	5458	37	155	0
2021-04-27	5421	30	155	0
2021-04-26	5391	5	155	0
2021-04-25	5386	12	155	0
2021-04-24	5374	31	155	1
2021-04-23	5343	40	154	1
2021-04-22	5303	25	153	0
2021-04-21	5278	65	153	3
2021-04-20	5213	13	150	0
2021-04-19	5200	12	150	0
2021-04-18	5188	15	150	0
2021-04-17	5173	29	150	0
2021-04-16	5144	25	150	1
2021-04-15	5119	49	149	0
2021-04-14	5070	31	149	0
2021-04-13	5039	15	149	1
2021-04-11	5024	29	148	0
2021-04-10	4995	25	148	1
2021-04-09	4970	27	147	1
2021-04-08	4943	72	146	0
2021-04-07	4871	7	146	0
2021-04-06	4864	5	146	0
2021-04-05	4859	13	146	0
2021-04-03	4846	18	146	0
2021-04-02	4828	26	146	1
2021-04-01	4802	43	145	0
2021-03-31	4759	42	145	1
2021-03-30	4717	13	144	0
2021-03-28	4704	12	144	0
2021-03-27	4692	34	144	0
2021-03-26	4658	24	144	0
2021-03-25	4634	37	144	1
2021-03-24	4597	55	143	0
2021-03-23	4542	15	143	0
2021-03-21	4527	15	143	0
2021-03-20	4512	24	143	0
2021-03-19	4488	27	143	1
2021-03-18	4461	21	142	1
2021-03-17	4440	22	141	0
2021-03-16	4418	8	141	1
2021-03-15	4410	11	140	1
2021-03-14	4399	17	139	0
2021-03-13	4382	19	139	0
2021-03-12	4363	26	139	1
2021-03-11	4337	26	138	1
2021-03-10	4311	18	137	0
2021-03-09	4293	5	137	0
2021-03-08	4288	1	137	0
2021-03-07	4287	14	137	0
2021-03-06	4273	14	137	0
2021-03-05	4259	18	137	0
2021-03-04	4241	7	137	0
2021-03-03	4234	34	137	1
2021-03-02	4200	7	136	0
2021-03-01	4193	1	136	0
2021-02-28	4192	15	136	0
2021-02-27	4177	17	136	0
2021-02-26	4160	5	136	0
2021-02-25	4155	22	136	0
2021-02-24	4133	14	136	1
2021-02-23	4119	10	135	1
2021-02-22	4109	3	134	0
2021-02-21	4106	8	134	0
2021-02-20	4098	19	134	1
2021-02-19	4079	11	133	1
2021-02-18	4068	21	132	1
2021-02-17	4047	18	131	0
2021-02-16	4029	10	131	0
2021-02-15	4019	3	131	1
2021-02-14	4016	12	130	0
2021-02-13	4004	16	130	0
2021-02-12	3988	15	130	0
2021-02-11	3973	31	130	0
2021-02-10	3942	24	130	0
2021-02-09	3918	4	130	2
2021-02-08	3914	7	128	1
2021-02-07	3907	4	127	1
2021-02-06	3903	16	126	0
2021-02-05	3887	24	126	0
2021-02-04	3863	16	126	3
2021-02-03	3847	25	123	1
2021-02-02	3822	11	122	0
2021-02-01	3811	4	122	0
2021-01-31	3807	12	122	0
2021-01-30	3795	22	122	2
2021-01-29	3773	23	120	0
2021-01-28	3750	16	120	0
2021-01-27	3734	29	120	0
2021-01-26	3705	22	120	1
2021-01-25	3683	14	119	3
2021-01-24	3669	15	116	0
2021-01-23	3654	14	116	0
2021-01-22	3640	55	116	2
2021-01-21	3585	30	114	0
2021-01-20	3555	39	114	2
2021-01-19	3516	61	112	4
2021-01-18	3455	15	108	2
2021-01-17	3440	15	106	1
2021-01-16	3425	20	105	1
2021-01-15	3405	21	104	1
2021-01-14	3384	37	103	2
2021-01-13	3347	49	101	4
2021-01-12	3298	64	97	2
2021-01-11	3234	24	95	1
2021-01-10	3210	23	94	0
2021-01-09	3187	14	94	0
2021-01-08	3173	50	94	1
2021-01-07	3123	109	93	4
2021-01-06	3014	39	89	0
2021-01-05	2975	50	89	3
2021-01-04	2925	2	86	1
2021-01-03	2923	4	85	0
2021-01-02	2919	12	85	1
2021-01-01	2907	50	84	1
2020-12-31	2857	57	83	2
2020-12-30	2800	70	81	5
2020-12-29	2730	81	76	5
2020-12-28	2649	14	71	0
2020-12-27	2635	19	71	1
2020-12-26	2616	31	70	1
2020-12-25	2585	14	69	1
2020-12-24	2571	110	68	6
2020-12-23	2461	132	62	1
2020-12-22	2329	110	61	8
2020-12-21	2219	25	53	4
2020-12-20	2194	13	49	1
2020-12-19	2181	99	48	1
2020-12-18	2082	90	47	4
2020-12-17	1992	124	43	0
2020-12-16	1868	97	43	3
2020-12-15	1771	44	40	2
2020-12-14	1727	9	38	1
2020-12-13	1718	17	37	0
2020-12-12	1701	39	37	0
2020-12-11	1662	63	37	1
2020-12-10	1599	53	36	2
2020-12-09	1546	45	34	1
2020-12-08	1501	28	33	1
2020-12-07	1473	15	32	1
2020-12-06	1458	12	31	1
2020-12-05	1446	19	30	1
2020-12-04	1427	17	29	0
2020-12-03	1410	53	29	1
2020-12-02	1357	42	28	1
2020-12-01	1315	24	27	1
2020-11-30	1291	14	26	0
2020-11-29	1277	6	26	0
2020-11-28	1271	25	26	1
2020-11-27	1246	13	25	0
2020-11-26	1233	40	25	0
2020-11-25	1193	34	25	0
2020-11-24	1159	8	25	1
2020-11-23	1151	6	24	0
2020-11-22	1145	10	24	0
2020-11-21	1135	15	24	0
2020-11-20	1120	24	24	0
2020-11-19	1096	74	24	0
2020-11-18	1022	35	24	0
2020-11-17	987	11	24	0
2020-11-16	976	12	24	1
2020-11-15	964	15	23	2
2020-11-14	949	16	21	0
2020-11-13	933	26	21	2
2020-11-12	907	32	19	1
2020-11-11	875	31	18	1
2020-11-10	844	36	17	0
2020-11-09	808	20	17	1
2020-11-08	788	10	16	1
2020-11-07	778	32	15	1
2020-11-06	746	13	14	0
2020-11-05	733	41	14	3
2020-11-04	692	45	11	1
2020-11-03	647	14	10	1
2020-11-02	633	37	9	1
2020-11-01	596	11	8	1
2020-10-31	585	23	7	0
2020-10-30	562	28	7	0
2020-10-29	534	48	7	1
2020-10-28	486	22	6	1
2020-10-27	464	30	5	0
2020-10-26	434	13	5	0
2020-10-25	421	6	5	0
2020-10-24	415	12	5	0
2020-10-23	403	17	5	0
2020-10-22	386	11	5	0
2020-10-21	375	22	5	0
2020-10-20	353	13	5	0
2020-10-19	340	4	5	0
2020-10-18	336	2	5	0
2020-10-17	334	7	5	0
2020-10-16	327	11	5	0
2020-10-15	316	9	5	0
2020-10-14	307	3	5	0
2020-10-13	304	14	5	0
2020-10-11	290	6	5	0
2020-10-09	284	5	5	0
2020-10-08	279	2	5	0
2020-10-07	277	1	5	0
2020-10-06	276	8	5	0
2020-10-05	268	2	5	0
2020-10-04	266	2	5	0
2020-10-02	264	3	5	0
2020-10-01	261	1	5	0
2020-09-30	260	3	5	0
2020-09-29	257	2	5	0
2020-09-25	255	2	5	0
2020-09-23	253	1	5	0
2020-09-22	252	4	5	0
2020-09-21	248	1	5	0
2020-09-19	247	3	5	0
2020-09-18	244	1	5	0
2020-09-17	243	2	5	0
2020-09-14	241	2	5	0
2020-09-12	239	1	5	0
2020-09-11	238	2	5	0
2020-09-10	236	1	5	0
2020-09-08	235	2	5	0
2020-09-04	233	1	5	0
2020-09-03	232	3	5	0
2020-08-28	229	2	5	0
2020-08-27	227	1	5	0
2020-08-26	226	3	5	0
2020-08-25	223	1	5	0
2020-08-23	222	4	5	0
2020-08-21	218	5	5	0
2020-08-17	213	3	5	0
2020-08-16	210	1	5	0
2020-08-13	209	1	5	0
2020-08-12	208	1	5	0
2020-08-10	207	1	5	0
2020-08-08	206	1	5	0
2020-08-06	205	2	5	0
2020-08-05	203	2	5	0
2020-07-30	201	1	5	0
2020-07-27	200	2	5	0
2020-07-23	198	1	5	0
2020-07-18	197	6	5	0
2020-07-17	191	1	5	0
2020-07-16	190	1	5	0
2020-07-14	189	4	5	0
2020-07-11	185	5	5	0
2020-07-10	180	4	5	0
2020-07-08	176	2	5	0
2020-06-23	174	1	5	0
2020-06-16	173	1	5	0
2020-06-05	172	2	5	0
2020-06-03	170	2	5	0
2020-05-27	168	2	5	0
2020-05-26	166	4	5	0
2020-05-25	162	2	5	0
2020-05-20	160	1	5	0
2020-05-19	159	1	5	0
2020-05-16	158	2	5	1
2020-05-15	156	1	4	0
2020-05-13	155	1	4	0
2020-05-12	154	1	4	0
2020-05-11	153	1	4	0
2020-05-08	152	3	4	0
2020-05-07	149	2	4	0
2020-05-05	147	1	4	0
2020-05-01	146	3	4	0
2020-04-27	143	1	4	0
2020-04-23	142	4	4	0
2020-04-22	138	1	4	0
2020-04-21	137	1	4	0
2020-04-20	136	3	4	0
2020-04-17	133	4	4	0
2020-04-16	129	7	4	1
2020-04-15	122	8	3	0
2020-04-14	114	1	3	0
2020-04-13	113	1	3	0
2020-04-10	112	3	3	0
2020-04-09	109	6	3	2
2020-04-08	103	1	1	0
2020-04-07	102	6	1	0
2020-04-06	96	3	1	1
2020-04-05	93	1	0	0
2020-04-04	92	5	0	0
2020-04-03	87	5	0	0
2020-04-02	82	2	0	0
2020-04-01	80	12	0	0
2020-03-31	68	4	0	0
2020-03-30	64	7	0	0
2020-03-29	57	1	0	0
2020-03-27	56	10	0	0
2020-03-26	46	4	0	0
2020-03-25	42	4	0	0
2020-03-24	38	4	0	0
2020-03-23	34	2	0	0
2020-03-21	32	4	0	0
2020-03-20	28	1	0	0
2020-03-19	27	5	0	0
2020-03-18	22	3	0	0
2020-03-17	19	13	0	0
2020-03-14	6	1	0	0
2020-03-13	5	1	0	0
2020-03-12	4	1	0	0
2020-03-10	3	2	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: 0:03:18.253770