Germany: LK Hameln-Pyrmont (Niedersachsen)

• 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 13:15:05 CEST

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

overview(country="Germany", subregion="LK Hameln-Pyrmont", weeks=5);

overview(country="Germany", subregion="LK Hameln-Pyrmont");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Hameln-Pyrmont")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Hameln-Pyrmont")
print(f'Population of country="Germany", subregion="LK Hameln-Pyrmont": {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 Hameln-Pyrmont": 148963 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	69484	13	212	0
2023-03-03	69471	11	212	0
2023-03-02	69460	13	212	0
2023-03-01	69447	40	212	0
2023-02-28	69407	65	212	0
2023-02-27	69342	34	212	0
2023-02-24	69308	24	212	0
2023-02-23	69284	43	212	0
2023-02-22	69241	29	212	0
2023-02-21	69212	68	212	0
2023-02-20	69144	32	212	0
2023-02-17	69112	30	212	0
2023-02-16	69082	33	212	0
2023-02-15	69049	30	212	0
2023-02-14	69019	73	212	0
2023-02-13	68946	32	212	0
2023-02-10	68914	54	212	0
2023-02-08	68860	20	212	0
2023-02-07	68840	52	212	0
2023-02-06	68788	29	212	0
2023-02-03	68759	19	212	0
2023-02-02	68740	33	212	1
2023-02-01	68707	37	211	0
2023-01-31	68670	75	211	0
2023-01-30	68595	25	211	0
2023-01-27	68570	25	211	0
2023-01-26	68545	35	211	0
2023-01-25	68510	33	211	0
2023-01-24	68477	71	211	0
2023-01-23	68406	33	211	0
2023-01-20	68373	19	211	0
2023-01-19	68354	16	211	0
2023-01-18	68338	38	211	0
2023-01-17	68300	75	211	0
2023-01-16	68225	29	211	0
2023-01-13	68196	32	211	0
2023-01-12	68164	41	211	0
2023-01-11	68123	57	211	0
2023-01-10	68066	89	211	1
2023-01-09	67977	41	210	0
2023-01-06	67936	41	210	0
2023-01-05	67895	59	210	0
2023-01-04	67836	77	210	0
2023-01-03	67759	149	210	0
2023-01-02	67610	96	210	1
2022-12-30	67514	320	209	1
2022-12-29	67194	6	208	0
2022-12-28	67188	219	208	0
2022-12-23	66969	141	208	0
2022-12-22	66828	139	208	1
2022-12-21	66689	174	207	0
2022-12-20	66515	227	207	0
2022-12-19	66288	122	207	0
2022-12-16	66166	116	207	0
2022-12-15	66050	96	207	0
2022-12-14	65954	118	207	1
2022-12-13	65836	207	206	0
2022-12-12	65629	160	206	1
2022-12-09	65469	92	205	0
2022-12-08	65377	93	205	0
2022-12-07	65284	105	205	1
2022-12-06	65179	182	204	0
2022-12-05	64997	107	204	0
2022-12-02	64890	90	204	0
2022-12-01	64800	87	204	0
2022-11-30	64713	100	204	1
2022-11-29	64613	189	203	0
2022-11-28	64424	138	203	0
2022-11-25	64286	42	203	1
2022-11-24	64244	75	202	0
2022-11-23	64169	85	202	1
2022-11-22	64084	126	201	0
2022-11-21	63958	72	201	1
2022-11-18	63886	39	200	0
2022-11-17	63847	55	200	0
2022-11-16	63792	82	200	0
2022-11-15	63710	148	200	0
2022-11-14	63562	82	200	0
2022-11-11	63480	74	200	0
2022-11-10	63406	80	200	0
2022-11-09	63326	98	200	0
2022-11-08	63228	164	200	1
2022-11-07	63064	76	199	0
2022-11-04	62988	80	199	0
2022-11-03	62908	106	199	1
2022-11-02	62802	192	198	0
2022-11-01	62610	184	198	4
2022-10-28	62426	109	194	0
2022-10-27	62317	143	194	0
2022-10-26	62174	154	194	0
2022-10-25	62020	333	194	0
2022-10-24	61687	170	194	0
2022-10-21	61517	215	194	0
2022-10-20	61302	182	194	0
2022-10-19	61120	162	194	0
2022-10-18	60958	396	194	1
2022-10-17	60562	264	193	0
2022-10-14	60298	199	193	0
2022-10-13	60099	224	193	1
2022-10-12	59875	373	192	1
2022-10-11	59502	425	191	0
2022-10-10	59077	253	191	0
2022-10-07	58824	328	191	0
2022-10-06	58496	399	191	0
2022-10-05	58097	499	191	0
2022-10-04	57598	218	191	0
2022-09-30	57380	158	191	0
2022-09-29	57222	157	191	0
2022-09-28	57065	165	191	0
2022-09-27	56900	261	191	1
2022-09-26	56639	101	190	0
2022-09-23	56538	88	190	0
2022-09-22	56450	87	190	0
2022-09-21	56363	122	190	0
2022-09-20	56241	115	190	0
2022-09-19	56126	94	190	0
2022-09-16	56032	76	190	0
2022-09-15	55956	90	190	0
2022-09-14	55866	104	190	0
2022-09-13	55762	158	190	1
2022-09-12	55604	67	189	0
2022-09-09	55537	64	189	0
2022-09-08	55473	89	189	0
2022-09-07	55384	90	189	0
2022-09-06	55294	141	189	0
2022-09-05	55153	86	189	1
2022-09-02	55067	44	188	0
2022-09-01	55023	66	188	0
2022-08-31	54957	73	188	0
2022-08-30	54884	128	188	0
2022-08-29	54756	78	188	0
2022-08-26	54678	58	188	1
2022-08-25	54620	76	187	0
2022-08-24	54544	101	187	0
2022-08-23	54443	189	187	0
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2022-08-19	54161	75	187	2
2022-08-18	54086	84	185	0
2022-08-17	54002	118	185	1
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2022-08-15	53695	90	184	1
2022-08-12	53605	84	183	0
2022-08-11	53521	101	183	1
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2022-08-03	52784	121	181	0
2022-08-02	52663	255	181	1
2022-08-01	52408	161	180	0
2022-07-29	52247	122	180	1
2022-07-28	52125	125	179	0
2022-07-27	52000	195	179	0
2022-07-26	51805	342	179	0
2022-07-25	51463	201	179	0
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2022-07-20	50923	238	179	1
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2022-07-18	50320	259	178	0
2022-07-15	50061	216	178	0
2022-07-14	49845	252	178	0
2022-07-13	49593	386	178	0
2022-07-12	49207	420	178	0
2022-07-11	48787	309	178	0
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2022-07-06	47973	335	178	0
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2022-07-04	47064	257	178	1
2022-07-01	46807	257	177	0
2022-06-30	46550	307	177	0
2022-06-29	46243	309	177	0
2022-06-28	45934	560	177	2
2022-06-27	45374	249	175	0
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2021-09-02	4666	31	108	0
2021-09-01	4635	20	108	0
2021-08-31	4615	36	108	0
2021-08-30	4579	3	108	0
2021-08-29	4576	4	108	0
2021-08-28	4572	15	108	0
2021-08-27	4557	21	108	0
2021-08-26	4536	22	108	0
2021-08-25	4514	16	108	0
2021-08-24	4498	33	108	0
2021-08-23	4465	6	108	0
2021-08-22	4459	1	108	0
2021-08-21	4458	12	108	0
2021-08-20	4446	12	108	0
2021-08-19	4434	7	108	0
2021-08-18	4427	15	108	0
2021-08-17	4412	18	108	0
2021-08-16	4394	2	108	0
2021-08-15	4392	2	108	0
2021-08-14	4390	7	108	0
2021-08-13	4383	8	108	0
2021-08-12	4375	8	108	0
2021-08-11	4367	7	108	0
2021-08-10	4360	2	108	0
2021-08-09	4358	1	108	0
2021-08-07	4357	6	108	0
2021-08-06	4351	3	108	0
2021-08-05	4348	14	108	0
2021-08-04	4334	7	108	0
2021-08-03	4327	14	108	0
2021-08-02	4313	6	108	0
2021-07-31	4307	1	108	0
2021-07-30	4306	10	108	0
2021-07-29	4296	4	108	0
2021-07-28	4292	6	108	0
2021-07-27	4286	5	108	0
2021-07-26	4281	1	108	0
2021-07-25	4280	1	108	0
2021-07-24	4279	1	108	0
2021-07-23	4278	1	108	0
2021-07-22	4277	11	108	0
2021-07-21	4266	3	108	0
2021-07-20	4263	1	108	0
2021-07-19	4262	5	108	0
2021-07-16	4257	1	108	0
2021-07-15	4256	1	108	0
2021-07-14	4255	1	108	0
2021-07-13	4254	1	108	0
2021-07-12	4253	2	108	0
2021-07-10	4251	1	108	0
2021-07-06	4250	2	108	0
2021-07-05	4248	1	108	0
2021-07-02	4247	2	108	0
2021-06-29	4245	1	108	0
2021-06-25	4244	1	108	0
2021-06-23	4243	2	108	0
2021-06-19	4241	2	108	0
2021-06-18	4239	5	108	0
2021-06-15	4234	1	108	0
2021-06-11	4233	1	108	0
2021-06-09	4232	2	108	0
2021-06-08	4230	3	108	0
2021-06-07	4227	1	108	0
2021-06-06	4226	1	108	0
2021-06-04	4225	2	108	0
2021-06-03	4223	2	108	0
2021-06-02	4221	2	108	0
2021-06-01	4219	5	108	0
2021-05-31	4214	2	108	0
2021-05-29	4212	1	108	0
2021-05-28	4211	3	108	0
2021-05-27	4208	1	108	0
2021-05-26	4207	5	108	0
2021-05-25	4202	3	108	0
2021-05-23	4199	1	108	0
2021-05-22	4198	8	108	0
2021-05-21	4190	7	108	1
2021-05-20	4183	7	107	0
2021-05-19	4176	10	107	0
2021-05-18	4166	19	107	1
2021-05-17	4147	6	106	0
2021-05-16	4141	4	106	0
2021-05-15	4137	18	106	0
2021-05-14	4119	4	106	0
2021-05-13	4115	10	106	0
2021-05-12	4105	13	106	0
2021-05-11	4092	16	106	0
2021-05-10	4076	11	106	0
2021-05-09	4065	1	106	0
2021-05-08	4064	14	106	0
2021-05-07	4050	15	106	0
2021-05-06	4035	10	106	0
2021-05-05	4025	22	106	0
2021-05-04	4003	25	106	0
2021-05-03	3978	6	106	0
2021-05-01	3972	14	106	0
2021-04-30	3958	14	106	0
2021-04-29	3944	15	106	0
2021-04-28	3929	22	106	0
2021-04-27	3907	16	106	0
2021-04-26	3891	9	106	0
2021-04-25	3882	13	106	0
2021-04-24	3869	23	106	0
2021-04-23	3846	14	106	0
2021-04-22	3832	21	106	0
2021-04-21	3811	48	106	1
2021-04-20	3763	45	105	0
2021-04-19	3718	20	105	0
2021-04-18	3698	9	105	0
2021-04-17	3689	18	105	0
2021-04-16	3671	34	105	0
2021-04-15	3637	32	105	0
2021-04-14	3605	23	105	0
2021-04-13	3582	26	105	0
2021-04-12	3556	13	105	0
2021-04-11	3543	12	105	0
2021-04-10	3531	22	105	1
2021-04-09	3509	29	104	0
2021-04-08	3480	19	104	0
2021-04-07	3461	23	104	2
2021-04-06	3438	21	102	0
2021-04-05	3417	1	102	0
2021-04-04	3416	9	102	0
2021-04-03	3407	14	102	0
2021-04-02	3393	6	102	0
2021-04-01	3387	14	102	0
2021-03-31	3373	22	102	0
2021-03-30	3351	28	102	1
2021-03-29	3323	15	101	0
2021-03-28	3308	2	101	0
2021-03-27	3306	25	101	0
2021-03-26	3281	19	101	0
2021-03-25	3262	31	101	0
2021-03-24	3231	25	101	2
2021-03-23	3206	29	99	0
2021-03-22	3177	18	99	0
2021-03-21	3159	6	99	0
2021-03-20	3153	16	99	0
2021-03-19	3137	11	99	0
2021-03-18	3126	36	99	1
2021-03-17	3090	25	98	2
2021-03-16	3065	22	96	0
2021-03-15	3043	22	96	1
2021-03-14	3021	6	95	0
2021-03-13	3015	20	95	1
2021-03-12	2995	23	94	0
2021-03-11	2972	20	94	0
2021-03-10	2952	19	94	0
2021-03-09	2933	29	94	1
2021-03-08	2904	24	93	1
2021-03-07	2880	3	92	0
2021-03-06	2877	19	92	1
2021-03-05	2858	19	91	1
2021-03-04	2839	21	90	0
2021-03-03	2818	18	90	0
2021-03-02	2800	17	90	0
2021-03-01	2783	7	90	0
2021-02-28	2776	2	90	1
2021-02-27	2774	18	89	0
2021-02-26	2756	20	89	0
2021-02-25	2736	33	89	3
2021-02-24	2703	12	86	0
2021-02-23	2691	22	86	0
2021-02-22	2669	6	86	1
2021-02-21	2663	1	85	0
2021-02-20	2662	9	85	0
2021-02-19	2653	14	85	0
2021-02-18	2639	7	85	0
2021-02-17	2632	17	85	0
2021-02-16	2615	11	85	1
2021-02-15	2604	9	84	1
2021-02-14	2595	2	83	1
2021-02-13	2593	3	82	0
2021-02-12	2590	12	82	0
2021-02-11	2578	8	82	0
2021-02-10	2570	13	82	0
2021-02-09	2557	19	82	1
2021-02-08	2538	5	81	0
2021-02-07	2533	1	81	0
2021-02-06	2532	13	81	1
2021-02-05	2519	23	80	3
2021-02-04	2496	15	77	1
2021-02-03	2481	30	76	0
2021-02-02	2451	36	76	1
2021-02-01	2415	19	75	2
2021-01-31	2396	3	73	0
2021-01-30	2393	15	73	2
2021-01-29	2378	17	71	1
2021-01-28	2361	12	70	0
2021-01-27	2349	30	70	1
2021-01-26	2319	24	69	1
2021-01-25	2295	17	68	2
2021-01-24	2278	1	66	0
2021-01-23	2277	20	66	0
2021-01-22	2257	24	66	0
2021-01-21	2233	39	66	1
2021-01-20	2194	35	65	3
2021-01-19	2159	67	62	6
2021-01-18	2092	14	56	1
2021-01-17	2078	4	55	0
2021-01-16	2074	35	55	2
2021-01-15	2039	27	53	0
2021-01-14	2012	35	53	1
2021-01-13	1977	17	52	1
2021-01-12	1960	31	51	0
2021-01-11	1929	16	51	1
2021-01-10	1913	2	50	0
2021-01-09	1911	15	50	2
2021-01-08	1896	21	48	1
2021-01-07	1875	28	47	0
2021-01-06	1847	30	47	0
2021-01-05	1817	71	47	7
2021-01-04	1746	23	40	0
2021-01-03	1723	9	40	0
2021-01-02	1714	10	40	1
2021-01-01	1704	9	39	0
2020-12-31	1695	24	39	0
2020-12-30	1671	33	39	0
2020-12-29	1638	64	39	1
2020-12-28	1574	19	38	0
2020-12-27	1555	4	38	0
2020-12-26	1551	8	38	0
2020-12-25	1543	15	38	1
2020-12-24	1528	24	37	1
2020-12-23	1504	28	36	0
2020-12-22	1476	43	36	1
2020-12-21	1433	38	35	7
2020-12-20	1395	14	28	0
2020-12-19	1381	7	28	0
2020-12-18	1374	41	28	4
2020-12-17	1333	24	24	1
2020-12-16	1309	31	23	0
2020-12-15	1278	26	23	0
2020-12-14	1252	11	23	0
2020-12-13	1241	1	23	0
2020-12-12	1240	18	23	1
2020-12-11	1222	12	22	0
2020-12-10	1210	17	22	0
2020-12-09	1193	24	22	0
2020-12-08	1169	11	22	0
2020-12-07	1158	16	22	0
2020-12-06	1142	2	22	0
2020-12-05	1140	13	22	0
2020-12-04	1127	14	22	2
2020-12-03	1113	9	20	0
2020-12-02	1104	16	20	1
2020-12-01	1088	10	19	0
2020-11-30	1078	14	19	0
2020-11-29	1064	12	19	0
2020-11-28	1052	5	19	0
2020-11-27	1047	23	19	0
2020-11-26	1024	22	19	0
2020-11-25	1002	7	19	0
2020-11-24	995	23	19	0
2020-11-23	972	21	19	0
2020-11-22	951	23	19	0
2020-11-21	928	23	19	0
2020-11-20	905	37	19	0
2020-11-19	868	23	19	0
2020-11-18	845	21	19	3
2020-11-17	824	32	16	1
2020-11-16	792	24	15	0
2020-11-15	768	9	15	0
2020-11-14	759	30	15	2
2020-11-13	729	46	13	1
2020-11-12	683	31	12	0
2020-11-11	652	24	12	2
2020-11-10	628	29	10	0
2020-11-09	599	3	10	0
2020-11-07	596	13	10	1
2020-11-06	583	23	9	1
2020-11-05	560	20	8	1
2020-11-04	540	19	7	0
2020-11-03	521	17	7	1
2020-11-02	504	45	6	0
2020-11-01	459	27	6	0
2020-10-30	432	31	6	0
2020-10-29	401	24	6	0
2020-10-28	377	29	6	0
2020-10-27	348	21	6	0
2020-10-26	327	8	6	0
2020-10-25	319	1	6	0
2020-10-24	318	8	6	0
2020-10-23	310	11	6	0
2020-10-22	299	13	6	0
2020-10-21	286	15	6	0
2020-10-20	271	6	6	0
2020-10-19	265	1	6	0
2020-10-17	264	1	6	0
2020-10-16	263	2	6	0
2020-10-15	261	4	6	0
2020-10-14	257	5	6	0
2020-10-13	252	3	6	0
2020-10-12	249	2	6	0
2020-10-10	247	1	6	0
2020-10-09	246	1	6	0
2020-10-08	245	1	6	0
2020-10-07	244	1	6	0
2020-10-06	243	7	6	0
2020-10-05	236	3	6	0
2020-10-02	233	2	6	0
2020-10-01	231	2	6	0
2020-09-30	229	5	6	0
2020-09-29	224	1	6	0
2020-09-26	223	1	6	0
2020-09-24	222	5	6	0
2020-09-23	217	3	6	0
2020-09-22	214	1	6	0
2020-09-21	213	5	6	0
2020-09-17	208	2	6	0
2020-09-16	206	2	6	0
2020-09-15	204	2	6	0
2020-09-14	202	4	6	0
2020-09-11	198	1	6	0
2020-09-10	197	4	6	0
2020-09-08	193	3	6	0
2020-09-07	190	1	6	0
2020-09-02	189	3	6	0
2020-08-31	186	3	6	0
2020-08-28	183	4	6	0
2020-08-27	179	1	6	0
2020-08-26	178	1	6	0
2020-08-25	177	2	6	0
2020-08-24	175	3	6	0
2020-08-21	172	3	6	0
2020-08-14	169	1	6	0
2020-08-13	168	5	6	0
2020-08-12	163	2	6	0
2020-08-11	161	1	6	0
2020-08-10	160	1	6	0
2020-08-06	159	1	6	0
2020-08-05	158	3	6	0
2020-08-04	155	6	6	0
2020-07-30	149	1	6	0
2020-07-29	148	1	6	0
2020-07-28	147	4	6	0
2020-07-24	143	1	6	0
2020-07-21	142	1	6	0
2020-07-15	141	1	6	0
2020-07-03	140	1	6	0
2020-07-02	139	3	6	0
2020-07-01	136	1	6	0
2020-06-29	135	1	6	0
2020-06-23	134	2	6	0
2020-06-16	132	3	6	0
2020-06-05	129	6	6	0
2020-06-04	123	1	6	0
2020-06-02	122	1	6	0
2020-05-19	121	1	6	0
2020-05-15	120	1	6	0
2020-05-14	119	1	6	0
2020-05-04	118	1	6	0
2020-04-29	117	1	6	0
2020-04-28	116	2	6	0
2020-04-26	114	1	6	0
2020-04-24	113	1	6	0
2020-04-22	112	1	6	0
2020-04-21	111	5	6	0
2020-04-19	106	3	6	0
2020-04-18	103	1	6	0
2020-04-17	102	2	6	0
2020-04-16	100	3	6	0
2020-04-15	97	2	6	0
2020-04-14	95	1	6	0
2020-04-13	94	2	6	0
2020-04-10	92	1	6	0
2020-04-09	91	2	6	0
2020-04-08	89	1	6	0
2020-04-07	88	2	6	0
2020-04-04	86	6	6	0
2020-04-03	80	3	6	0
2020-04-02	77	1	6	0
2020-04-01	76	6	6	0
2020-03-31	70	16	6	0
2020-03-30	54	7	6	0
2020-03-28	47	8	6	3
2020-03-27	39	4	3	1
2020-03-26	35	4	2	1
2020-03-25	31	3	1	1
2020-03-24	28	1	0	0
2020-03-23	27	1	0	0
2020-03-21	26	3	0	0
2020-03-20	23	5	0	0
2020-03-19	18	5	0	0
2020-03-18	13	4	0	0
2020-03-16	9	5	0	0
2020-03-15	4	1	0	0
2020-03-14	3	1	0	0
2020-03-12	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: 0:03:23.490894