Germany: SK Delmenhorst (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 13:39:01 CEST

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

overview(country="Germany", subregion="SK Delmenhorst", weeks=5);

overview(country="Germany", subregion="SK Delmenhorst");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Delmenhorst")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Delmenhorst")
print(f'Population of country="Germany", subregion="SK Delmenhorst": {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="SK Delmenhorst": 77522 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	37205	11	133	0
2023-03-03	37194	3	133	0
2023-03-02	37191	8	133	0
2023-03-01	37183	29	133	0
2023-02-27	37154	19	133	0
2023-02-24	37135	10	133	0
2023-02-23	37125	23	133	0
2023-02-22	37102	9	133	0
2023-02-21	37093	21	133	0
2023-02-20	37072	26	133	1
2023-02-17	37046	22	132	0
2023-02-16	37024	13	132	0
2023-02-15	37011	14	132	0
2023-02-14	36997	23	132	0
2023-02-13	36974	38	132	0
2023-02-10	36936	7	132	0
2023-02-09	36929	5	132	0
2023-02-08	36924	12	132	0
2023-02-07	36912	17	132	0
2023-02-06	36895	21	132	0
2023-02-03	36874	11	132	0
2023-02-02	36863	24	132	0
2023-02-01	36839	11	132	0
2023-01-31	36828	22	132	0
2023-01-30	36806	28	132	0
2023-01-27	36778	13	132	0
2023-01-26	36765	16	132	0
2023-01-25	36749	14	132	0
2023-01-24	36735	29	132	0
2023-01-23	36706	20	132	0
2023-01-20	36686	7	132	0
2023-01-19	36679	16	132	0
2023-01-18	36663	8	132	0
2023-01-17	36655	32	132	0
2023-01-16	36623	34	132	1
2023-01-13	36589	26	131	1
2023-01-12	36563	13	130	0
2023-01-11	36550	20	130	0
2023-01-10	36530	31	130	0
2023-01-09	36499	53	130	0
2023-01-06	36446	28	130	0
2023-01-05	36418	26	130	0
2023-01-04	36392	58	130	1
2023-01-03	36334	43	129	0
2023-01-02	36291	52	129	1
2022-12-30	36239	40	128	1
2022-12-29	36199	50	127	0
2022-12-28	36149	103	127	0
2022-12-27	36046	80	127	0
2022-12-26	35966	1	127	0
2022-12-23	35965	49	127	0
2022-12-22	35916	57	127	0
2022-12-21	35859	82	127	0
2022-12-20	35777	188	127	0
2022-12-19	35589	62	127	0
2022-12-16	35527	43	127	1
2022-12-15	35484	69	126	0
2022-12-14	35415	100	126	0
2022-12-13	35315	103	126	0
2022-12-12	35212	108	126	0
2022-12-09	35104	80	126	0
2022-12-08	35024	84	126	0
2022-12-07	34940	102	126	0
2022-12-06	34838	54	126	0
2022-12-05	34784	70	126	0
2022-12-02	34714	42	126	0
2022-12-01	34672	53	126	1
2022-11-30	34619	44	125	0
2022-11-29	34575	73	125	0
2022-11-28	34502	102	125	0
2022-11-25	34400	66	125	0
2022-11-24	34334	40	125	0
2022-11-23	34294	53	125	0
2022-11-22	34241	61	125	0
2022-11-21	34180	86	125	0
2022-11-18	34094	43	125	0
2022-11-17	34051	46	125	0
2022-11-16	34005	59	125	0
2022-11-15	33946	50	125	0
2022-11-14	33896	82	125	0
2022-11-11	33814	36	125	0
2022-11-10	33778	44	125	0
2022-11-09	33734	38	125	0
2022-11-08	33696	77	125	1
2022-11-07	33619	74	124	0
2022-11-04	33545	46	124	0
2022-11-03	33499	78	124	0
2022-11-02	33421	99	124	1
2022-11-01	33322	147	123	0
2022-10-30	33175	1	123	1
2022-10-28	33174	67	122	1
2022-10-27	33107	56	121	0
2022-10-26	33051	70	121	0
2022-10-25	32981	100	121	0
2022-10-24	32881	167	121	2
2022-10-21	32714	63	119	1
2022-10-20	32651	95	118	0
2022-10-19	32556	112	118	0
2022-10-18	32444	131	118	1
2022-10-17	32313	174	117	0
2022-10-14	32139	90	117	0
2022-10-13	32049	84	117	0
2022-10-12	31965	98	117	0
2022-10-11	31867	118	117	1
2022-10-10	31749	210	116	0
2022-10-07	31539	91	116	0
2022-10-06	31448	172	116	3
2022-10-05	31276	143	113	2
2022-10-04	31133	150	111	0
2022-09-30	30983	76	111	0
2022-09-29	30907	46	111	0
2022-09-28	30861	60	111	0
2022-09-27	30801	67	111	0
2022-09-26	30734	121	111	0
2022-09-23	30613	35	111	0
2022-09-22	30578	53	111	0
2022-09-21	30525	63	111	0
2022-09-20	30462	39	111	0
2022-09-19	30423	90	111	0
2022-09-16	30333	59	111	0
2022-09-15	30274	54	111	0
2022-09-14	30220	89	111	0
2022-09-13	30131	79	111	0
2022-09-12	30052	80	111	0
2022-09-09	29972	38	111	0
2022-09-08	29934	43	111	0
2022-09-07	29891	51	111	0
2022-09-06	29840	52	111	0
2022-09-05	29788	87	111	0
2022-09-02	29701	48	111	0
2022-09-01	29653	27	111	1
2022-08-31	29626	40	110	1
2022-08-30	29586	76	109	0
2022-08-29	29510	65	109	0
2022-08-26	29445	35	109	0
2022-08-25	29410	53	109	0
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2022-08-22	29241	78	109	0
2022-08-19	29163	45	109	0
2022-08-18	29118	43	109	0
2022-08-17	29075	58	109	0
2022-08-16	29017	56	109	0
2022-08-15	28961	70	109	0
2022-08-12	28891	26	109	0
2022-08-11	28865	71	109	0
2022-08-10	28794	45	109	1
2022-08-09	28749	46	108	0
2022-08-08	28703	115	108	1
2022-08-05	28588	47	107	0
2022-08-04	28541	50	107	0
2022-08-03	28491	69	107	0
2022-08-02	28422	77	107	0
2022-08-01	28345	142	107	0
2022-07-29	28203	83	107	0
2022-07-28	28120	81	107	1
2022-07-27	28039	150	106	0
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2022-07-25	27791	206	106	1
2022-07-22	27585	55	105	0
2022-07-21	27530	99	105	1
2022-07-20	27431	213	104	0
2022-07-19	27218	25	104	0
2022-07-18	27193	213	104	0
2022-07-15	26980	134	104	0
2022-07-14	26846	181	104	0
2022-07-13	26665	141	104	0
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2022-07-01	25435	144	102	0
2022-06-30	25291	130	102	2
2022-06-29	25161	208	100	0
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2022-06-24	24618	79	100	0
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2022-06-20	24277	166	100	1
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2021-06-26	3546	1	69	0
2021-06-18	3545	2	69	0
2021-06-17	3543	1	69	0
2021-06-16	3542	4	69	0
2021-06-14	3538	1	69	0
2021-06-12	3537	5	69	0
2021-06-11	3532	3	69	0
2021-06-10	3529	6	69	0
2021-06-09	3523	11	69	0
2021-06-08	3512	2	69	0
2021-06-07	3510	4	69	0
2021-06-05	3506	3	69	0
2021-06-04	3503	3	69	0
2021-06-03	3500	2	69	0
2021-06-02	3498	3	69	0
2021-06-01	3495	10	69	0
2021-05-31	3485	3	69	0
2021-05-29	3482	9	69	0
2021-05-28	3473	7	69	0
2021-05-27	3466	6	69	0
2021-05-26	3460	5	69	0
2021-05-25	3455	1	69	0
2021-05-24	3454	4	69	0
2021-05-22	3450	15	69	0
2021-05-21	3435	8	69	0
2021-05-20	3427	3	69	0
2021-05-19	3424	20	69	0
2021-05-18	3404	13	69	0
2021-05-17	3391	10	69	1
2021-05-15	3381	2	68	0
2021-05-14	3379	10	68	0
2021-05-13	3369	19	68	0
2021-05-12	3350	21	68	0
2021-05-11	3329	14	68	0
2021-05-10	3315	4	68	0
2021-05-08	3311	23	68	1
2021-05-07	3288	31	67	0
2021-05-06	3257	22	67	1
2021-05-05	3235	34	66	0
2021-05-04	3201	12	66	0
2021-05-03	3189	15	66	1
2021-05-01	3174	23	65	0
2021-04-30	3151	29	65	0
2021-04-29	3122	27	65	0
2021-04-28	3095	41	65	0
2021-04-27	3054	15	65	1
2021-04-26	3039	14	64	0
2021-04-24	3025	27	64	0
2021-04-23	2998	21	64	0
2021-04-22	2977	34	64	0
2021-04-21	2943	39	64	0
2021-04-20	2904	7	64	0
2021-04-19	2897	25	64	1
2021-04-17	2872	26	63	0
2021-04-16	2846	30	63	0
2021-04-15	2816	37	63	0
2021-04-14	2779	34	63	0
2021-04-13	2745	10	63	0
2021-04-12	2735	11	63	0
2021-04-10	2724	16	63	1
2021-04-09	2708	19	62	0
2021-04-08	2689	26	62	0
2021-04-07	2663	6	62	0
2021-04-06	2657	11	62	0
2021-04-04	2646	13	62	1
2021-04-02	2633	22	61	0
2021-04-01	2611	16	61	0
2021-03-31	2595	26	61	0
2021-03-30	2569	7	61	0
2021-03-29	2562	17	61	0
2021-03-27	2545	30	61	0
2021-03-26	2515	17	61	0
2021-03-25	2498	9	61	0
2021-03-24	2489	28	61	0
2021-03-23	2461	4	61	0
2021-03-22	2457	14	61	0
2021-03-20	2443	8	61	0
2021-03-19	2435	16	61	0
2021-03-18	2419	11	61	1
2021-03-17	2408	6	60	0
2021-03-16	2402	5	60	0
2021-03-15	2397	8	60	1
2021-03-13	2389	9	59	0
2021-03-12	2380	8	59	1
2021-03-11	2372	13	58	0
2021-03-10	2359	23	58	0
2021-03-09	2336	8	58	1
2021-03-08	2328	2	57	0
2021-03-06	2326	9	57	0
2021-03-05	2317	7	57	0
2021-03-04	2310	7	57	0
2021-03-03	2303	12	57	0
2021-03-02	2291	4	57	0
2021-03-01	2287	10	57	0
2021-02-27	2277	5	57	0
2021-02-26	2272	14	57	0
2021-02-25	2258	9	57	2
2021-02-24	2249	14	55	0
2021-02-23	2235	8	55	0
2021-02-22	2227	5	55	0
2021-02-20	2222	3	55	0
2021-02-19	2219	6	55	0
2021-02-18	2213	4	55	0
2021-02-17	2209	6	55	0
2021-02-16	2203	3	55	0
2021-02-15	2200	6	55	0
2021-02-13	2194	6	55	0
2021-02-12	2188	8	55	0
2021-02-11	2180	6	55	0
2021-02-10	2174	12	55	0
2021-02-09	2162	2	55	1
2021-02-08	2160	4	54	0
2021-02-06	2156	15	54	0
2021-02-05	2141	8	54	1
2021-02-04	2133	6	53	1
2021-02-03	2127	8	52	1
2021-02-02	2119	7	51	0
2021-02-01	2112	10	51	0
2021-01-30	2102	10	51	1
2021-01-29	2092	22	50	1
2021-01-28	2070	10	49	0
2021-01-27	2060	12	49	0
2021-01-26	2048	7	49	1
2021-01-25	2041	5	48	0
2021-01-23	2036	14	48	0
2021-01-22	2022	3	48	0
2021-01-21	2019	5	48	0
2021-01-20	2014	10	48	0
2021-01-19	2004	7	48	0
2021-01-18	1997	4	48	0
2021-01-17	1993	1	48	0
2021-01-16	1992	8	48	0
2021-01-15	1984	13	48	2
2021-01-14	1971	10	46	0
2021-01-13	1961	13	46	1
2021-01-12	1948	9	45	1
2021-01-11	1939	12	44	0
2021-01-09	1927	9	44	0
2021-01-08	1918	22	44	0
2021-01-07	1896	8	44	0
2021-01-06	1888	32	44	0
2021-01-05	1856	7	44	0
2021-01-04	1849	35	44	3
2020-12-31	1814	19	41	0
2020-12-30	1795	61	41	4
2020-12-29	1734	17	37	4
2020-12-28	1717	17	33	1
2020-12-24	1700	17	32	0
2020-12-23	1683	27	32	0
2020-12-22	1656	7	32	1
2020-12-21	1649	10	31	0
2020-12-19	1639	9	31	0
2020-12-18	1630	19	31	1
2020-12-17	1611	20	30	0
2020-12-16	1591	52	30	1
2020-12-15	1539	18	29	1
2020-12-14	1521	20	28	1
2020-12-12	1501	13	27	1
2020-12-11	1488	22	26	0
2020-12-10	1466	21	26	0
2020-12-09	1445	22	26	0
2020-12-08	1423	7	26	1
2020-12-07	1416	14	25	0
2020-12-05	1402	13	25	0
2020-12-04	1389	22	25	0
2020-12-03	1367	29	25	0
2020-12-02	1338	47	25	0
2020-12-01	1291	15	25	0
2020-11-30	1276	18	25	1
2020-11-28	1258	6	24	0
2020-11-27	1252	17	24	1
2020-11-26	1235	16	23	0
2020-11-25	1219	23	23	2
2020-11-24	1196	9	21	0
2020-11-23	1187	8	21	0
2020-11-21	1179	26	21	1
2020-11-20	1153	13	20	1
2020-11-19	1140	45	19	3
2020-11-18	1095	20	16	0
2020-11-17	1075	6	16	0
2020-11-16	1069	6	16	0
2020-11-15	1063	3	16	0
2020-11-14	1060	12	16	0
2020-11-13	1048	12	16	0
2020-11-12	1036	21	16	1
2020-11-11	1015	47	15	3
2020-11-10	968	10	12	0
2020-11-09	958	2	12	0
2020-11-08	956	15	12	0
2020-11-07	941	28	12	1
2020-11-06	913	12	11	0
2020-11-05	901	39	11	1
2020-11-04	862	45	10	0
2020-11-03	817	15	10	0
2020-11-02	802	4	10	1
2020-11-01	798	11	9	0
2020-10-31	787	36	9	0
2020-10-30	751	28	9	0
2020-10-29	723	36	9	0
2020-10-28	687	20	9	0
2020-10-27	667	19	9	1
2020-10-26	648	3	8	0
2020-10-25	645	12	8	2
2020-10-24	633	40	6	0
2020-10-23	593	15	6	0
2020-10-22	578	69	6	0
2020-10-21	509	45	6	0
2020-10-20	464	3	6	0
2020-10-19	461	4	6	0
2020-10-18	457	74	6	0
2020-10-15	383	21	6	0
2020-10-14	362	63	6	2
2020-10-13	299	7	4	0
2020-10-12	292	9	4	0
2020-10-11	283	8	4	0
2020-10-10	275	13	4	0
2020-10-09	262	17	4	0
2020-10-08	245	18	4	0
2020-10-07	227	15	4	0
2020-10-06	212	12	4	0
2020-10-03	200	2	4	0
2020-10-02	198	2	4	0
2020-10-01	196	6	4	0
2020-09-30	190	6	4	0
2020-09-29	184	2	4	0
2020-09-28	182	3	4	0
2020-09-23	179	3	4	0
2020-09-18	176	1	4	0
2020-09-16	175	1	4	0
2020-09-15	174	1	4	0
2020-09-13	173	4	4	0
2020-09-10	169	4	4	0
2020-09-09	165	5	4	0
2020-09-08	160	1	4	0
2020-09-07	159	4	4	0
2020-09-02	155	6	4	0
2020-08-31	149	1	4	0
2020-08-29	148	1	4	0
2020-08-26	147	2	4	0
2020-08-24	145	3	4	0
2020-08-18	142	5	4	0
2020-08-16	137	2	4	1
2020-08-14	135	3	3	0
2020-08-12	132	3	3	0
2020-08-05	129	1	3	0
2020-08-04	128	1	3	0
2020-07-21	127	3	3	0
2020-07-10	124	1	3	0
2020-07-09	123	1	3	0
2020-07-08	122	5	3	0
2020-07-07	117	2	3	0
2020-07-01	115	2	3	0
2020-06-30	113	1	3	0
2020-06-28	112	5	3	0
2020-06-27	107	1	3	0
2020-06-26	106	7	3	0
2020-06-25	99	2	3	0
2020-06-24	97	2	3	0
2020-06-23	95	8	3	0
2020-06-17	87	2	3	0
2020-06-10	85	1	3	0
2020-06-08	84	2	3	0
2020-06-05	82	1	3	0
2020-06-04	81	6	3	0
2020-06-03	75	6	3	0
2020-05-29	69	3	3	0
2020-05-28	66	1	3	0
2020-05-27	65	3	3	0
2020-05-21	62	1	3	0
2020-05-19	61	7	3	0
2020-05-13	54	1	3	0
2020-05-12	53	1	3	0
2020-05-09	52	1	3	1
2020-05-08	51	2	2	0
2020-05-05	49	2	2	0
2020-05-01	47	1	2	0
2020-04-27	46	1	2	0
2020-04-26	45	3	2	0
2020-04-23	42	1	2	0
2020-04-22	41	3	2	0
2020-04-19	38	3	2	0
2020-04-18	35	1	2	0
2020-04-16	34	1	2	0
2020-04-15	33	1	2	0
2020-04-13	32	2	2	0
2020-04-09	30	1	2	0
2020-04-08	29	2	2	0
2020-04-04	27	1	2	0
2020-04-03	26	1	2	1
2020-04-02	25	1	1	0
2020-03-31	24	3	1	0
2020-03-30	21	1	1	0
2020-03-29	20	2	1	0
2020-03-27	18	1	1	1
2020-03-26	17	1	0	0
2020-03-25	16	2	0	0
2020-03-23	14	4	0	0
2020-03-19	10	3	0	0
2020-03-17	7	1	0	0
2020-03-16	6	1	0	0
2020-03-11	5	4	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: 0:02:33.807368