Germany: LK Nienburg (Weser) (Niedersachsen)

• Homepage of project: https://oscovida.github.io
• Plots are explained at http://oscovida.github.io/plots.html
• Execute this Jupyter Notebook using myBinder.ipynb)

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 13:39:04 CEST

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

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

overview(country="Germany", subregion="LK Nienburg (Weser)");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Nienburg (Weser)")
print(f'Population of country="Germany", subregion="LK Nienburg (Weser)": {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 Nienburg (Weser)": 121773 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	57813	9	264	0
2023-03-03	57804	4	264	0
2023-03-02	57800	5	264	0
2023-03-01	57795	25	264	0
2023-02-28	57770	57	264	0
2023-02-27	57713	57	264	0
2023-02-24	57656	24	264	0
2023-02-23	57632	33	264	0
2023-02-22	57599	31	264	0
2023-02-21	57568	39	264	0
2023-02-20	57529	43	264	0
2023-02-17	57486	27	264	0
2023-02-16	57459	22	264	0
2023-02-15	57437	41	264	0
2023-02-14	57396	60	264	0
2023-02-13	57336	39	264	0
2023-02-10	57297	24	264	0
2023-02-09	57273	14	264	0
2023-02-08	57259	34	264	0
2023-02-07	57225	44	264	0
2023-02-06	57181	28	264	0
2023-02-03	57153	22	264	0
2023-02-02	57131	36	264	1
2023-02-01	57095	42	263	0
2023-01-31	57053	50	263	0
2023-01-30	57003	45	263	0
2023-01-27	56958	30	263	0
2023-01-26	56928	25	263	0
2023-01-25	56903	53	263	0
2023-01-24	56850	54	263	0
2023-01-23	56796	56	263	0
2023-01-20	56740	36	263	1
2023-01-19	56704	34	262	0
2023-01-18	56670	26	262	0
2023-01-17	56644	28	262	0
2023-01-16	56616	34	262	0
2023-01-13	56582	18	262	0
2023-01-12	56564	26	262	0
2023-01-11	56538	37	262	0
2023-01-10	56501	53	262	0
2023-01-09	56448	64	262	0
2023-01-06	56384	39	262	1
2023-01-05	56345	48	261	0
2023-01-04	56297	81	261	0
2023-01-03	56216	79	261	0
2023-01-02	56137	105	261	1
2022-12-30	56032	47	260	0
2022-12-29	55985	83	260	0
2022-12-28	55902	91	260	1
2022-12-27	55811	181	259	0
2022-12-23	55630	95	259	0
2022-12-22	55535	114	259	2
2022-12-21	55421	134	257	0
2022-12-20	55287	161	257	2
2022-12-19	55126	196	255	1
2022-12-16	54930	78	254	0
2022-12-15	54852	110	254	1
2022-12-14	54742	126	253	0
2022-12-13	54616	119	253	0
2022-12-12	54497	163	253	2
2022-12-09	54334	102	251	1
2022-12-08	54232	105	250	1
2022-12-07	54127	131	249	1
2022-12-06	53996	129	248	0
2022-12-05	53867	133	248	0
2022-12-02	53734	72	248	0
2022-12-01	53662	69	248	0
2022-11-30	53593	117	248	0
2022-11-29	53476	120	248	0
2022-11-28	53356	128	248	1
2022-11-25	53228	59	247	1
2022-11-24	53169	88	246	1
2022-11-23	53081	77	245	0
2022-11-22	53004	105	245	0
2022-11-21	52899	115	245	0
2022-11-18	52784	68	245	0
2022-11-17	52716	61	245	0
2022-11-16	52655	73	245	0
2022-11-15	52582	107	245	0
2022-11-14	52475	91	245	0
2022-11-11	52384	57	245	0
2022-11-10	52327	64	245	0
2022-11-09	52263	72	245	0
2022-11-08	52191	98	245	0
2022-11-07	52093	92	245	0
2022-11-04	52001	63	245	1
2022-11-03	51938	97	244	0
2022-11-02	51841	110	244	2
2022-11-01	51731	178	242	1
2022-10-28	51553	73	241	0
2022-10-27	51480	78	241	2
2022-10-26	51402	110	239	0
2022-10-25	51292	155	239	0
2022-10-24	51137	195	239	0
2022-10-21	50942	104	239	0
2022-10-20	50838	143	239	0
2022-10-19	50695	195	239	1
2022-10-18	50500	216	238	3
2022-10-17	50284	211	235	1
2022-10-14	50073	126	234	1
2022-10-13	49947	126	233	0
2022-10-12	49821	171	233	0
2022-10-11	49650	234	233	0
2022-10-10	49416	262	233	2
2022-10-07	49154	173	231	1
2022-10-06	48981	160	230	0
2022-10-05	48821	203	230	1
2022-10-04	48618	301	229	1
2022-09-30	48317	117	228	0
2022-09-29	48200	125	228	0
2022-09-28	48075	111	228	0
2022-09-27	47964	126	228	0
2022-09-26	47838	137	228	0
2022-09-23	47701	71	228	0
2022-09-22	47630	81	228	0
2022-09-21	47549	94	228	0
2022-09-20	47455	98	228	0
2022-09-19	47357	99	228	1
2022-09-16	47258	59	227	0
2022-09-15	47199	59	227	0
2022-09-14	47140	51	227	0
2022-09-13	47089	107	227	0
2022-09-12	46982	115	227	0
2022-09-09	46867	56	227	0
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2022-09-07	46711	108	227	0
2022-09-06	46603	129	227	0
2022-09-05	46474	99	227	0
2022-09-02	46375	39	227	0
2022-09-01	46336	57	227	0
2022-08-31	46279	51	227	0
2022-08-30	46228	59	227	0
2022-08-29	46169	90	227	1
2022-08-26	46079	33	226	0
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2022-08-24	45993	93	226	0
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2022-08-10	45175	88	226	1
2022-08-09	45087	81	225	0
2022-08-08	45006	127	225	1
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2022-08-04	44772	68	223	0
2022-08-03	44704	93	223	0
2022-08-02	44611	160	223	0
2022-08-01	44451	191	223	1
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2022-07-22	43213	206	221	1
2022-07-21	43007	252	220	0
2022-07-20	42755	236	220	1
2022-07-19	42519	209	219	0
2022-07-18	42310	368	219	2
2022-07-15	41942	258	217	4
2022-07-14	41684	272	213	0
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2022-07-04	39750	359	211	0
2022-07-01	39391	193	211	0
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2021-06-10	3716	2	154	0
2021-06-08	3714	6	154	0
2021-06-06	3708	1	154	0
2021-06-05	3707	4	154	0
2021-06-04	3703	2	154	0
2021-06-02	3701	3	154	0
2021-06-01	3698	6	154	0
2021-05-31	3692	1	154	0
2021-05-29	3691	7	154	0
2021-05-28	3684	4	154	0
2021-05-27	3680	5	154	0
2021-05-26	3675	5	154	0
2021-05-25	3670	3	154	0
2021-05-22	3667	8	154	0
2021-05-21	3659	2	154	0
2021-05-20	3657	10	154	0
2021-05-19	3647	15	154	0
2021-05-18	3632	17	154	0
2021-05-17	3615	2	154	0
2021-05-16	3613	4	154	0
2021-05-15	3609	1	154	0
2021-05-14	3608	6	154	0
2021-05-13	3602	11	154	0
2021-05-12	3591	12	154	0
2021-05-11	3579	19	154	0
2021-05-10	3560	2	154	0
2021-05-09	3558	2	154	0
2021-05-08	3556	17	154	0
2021-05-07	3539	28	154	1
2021-05-06	3511	16	153	0
2021-05-05	3495	29	153	1
2021-05-04	3466	20	152	0
2021-05-02	3446	10	152	0
2021-05-01	3436	23	152	0
2021-04-30	3413	18	152	0
2021-04-29	3395	15	152	0
2021-04-28	3380	35	152	0
2021-04-27	3345	23	152	0
2021-04-26	3322	4	152	0
2021-04-25	3318	7	152	0
2021-04-24	3311	21	152	0
2021-04-23	3290	13	152	1
2021-04-22	3277	21	151	1
2021-04-21	3256	26	150	0
2021-04-20	3230	24	150	0
2021-04-19	3206	7	150	1
2021-04-18	3199	8	149	2
2021-04-17	3191	35	147	0
2021-04-16	3156	12	147	0
2021-04-15	3144	29	147	0
2021-04-14	3115	33	147	0
2021-04-13	3082	17	147	0
2021-04-12	3065	1	147	0
2021-04-11	3064	2	147	0
2021-04-10	3062	29	147	0
2021-04-09	3033	20	147	0
2021-04-08	3013	21	147	0
2021-04-07	2992	15	147	0
2021-04-06	2977	1	147	0
2021-04-04	2976	4	147	0
2021-04-03	2972	7	147	0
2021-04-02	2965	25	147	0
2021-04-01	2940	19	147	0
2021-03-31	2921	20	147	0
2021-03-30	2901	15	147	0
2021-03-29	2886	2	147	0
2021-03-28	2884	7	147	0
2021-03-27	2877	3	147	0
2021-03-26	2874	11	147	0
2021-03-25	2863	14	147	1
2021-03-24	2849	6	146	0
2021-03-23	2843	9	146	0
2021-03-22	2834	6	146	0
2021-03-20	2828	10	146	0
2021-03-19	2818	11	146	0
2021-03-18	2807	8	146	1
2021-03-17	2799	12	145	1
2021-03-16	2787	7	144	0
2021-03-15	2780	5	144	0
2021-03-13	2775	8	144	0
2021-03-12	2767	5	144	0
2021-03-11	2762	18	144	0
2021-03-10	2744	6	144	0
2021-03-09	2738	10	144	0
2021-03-07	2728	1	144	0
2021-03-06	2727	10	144	0
2021-03-05	2717	6	144	0
2021-03-04	2711	16	144	1
2021-03-03	2695	16	143	0
2021-03-02	2679	15	143	1
2021-03-01	2664	1	142	0
2021-02-28	2663	2	142	0
2021-02-27	2661	12	142	0
2021-02-26	2649	18	142	0
2021-02-25	2631	7	142	0
2021-02-24	2624	34	142	1
2021-02-23	2590	16	141	0
2021-02-22	2574	4	141	1
2021-02-20	2570	20	140	1
2021-02-19	2550	20	139	0
2021-02-18	2530	21	139	1
2021-02-17	2509	36	138	3
2021-02-16	2473	16	135	0
2021-02-15	2457	1	135	0
2021-02-14	2456	14	135	0
2021-02-13	2442	8	135	0
2021-02-12	2434	21	135	1
2021-02-11	2413	19	134	1
2021-02-10	2394	42	133	10
2021-02-09	2352	29	123	1
2021-02-08	2323	9	122	3
2021-02-07	2314	4	119	0
2021-02-06	2310	29	119	4
2021-02-05	2281	35	115	7
2021-02-04	2246	27	108	3
2021-02-03	2219	32	105	0
2021-02-02	2187	31	105	1
2021-02-01	2156	34	104	3
2021-01-31	2122	9	101	1
2021-01-30	2113	29	100	3
2021-01-29	2084	41	97	1
2021-01-28	2043	52	96	6
2021-01-27	1991	57	90	6
2021-01-26	1934	57	84	3
2021-01-25	1877	6	81	1
2021-01-24	1871	12	80	2
2021-01-23	1859	32	78	4
2021-01-22	1827	46	74	5
2021-01-21	1781	45	69	9
2021-01-20	1736	43	60	4
2021-01-19	1693	51	56	6
2021-01-18	1642	11	50	1
2021-01-17	1631	25	49	3
2021-01-16	1606	35	46	2
2021-01-15	1571	20	44	2
2021-01-14	1551	21	42	3
2021-01-13	1530	29	39	0
2021-01-12	1501	18	39	0
2021-01-11	1483	11	39	2
2021-01-09	1472	23	37	1
2021-01-08	1449	17	36	2
2021-01-07	1432	19	34	0
2021-01-06	1413	51	34	1
2021-01-05	1362	21	33	2
2021-01-04	1341	6	31	0
2021-01-03	1335	1	31	0
2021-01-02	1334	2	31	0
2021-01-01	1332	5	31	0
2020-12-31	1327	21	31	0
2020-12-30	1306	23	31	1
2020-12-29	1283	17	30	2
2020-12-28	1266	11	28	2
2020-12-27	1255	18	26	1
2020-12-26	1237	6	25	0
2020-12-25	1231	25	25	4
2020-12-24	1206	33	21	0
2020-12-23	1173	44	21	1
2020-12-22	1129	33	20	0
2020-12-21	1096	19	20	1
2020-12-20	1077	1	19	0
2020-12-19	1076	26	19	1
2020-12-18	1050	35	18	1
2020-12-17	1015	36	17	1
2020-12-16	979	25	16	1
2020-12-15	954	34	15	1
2020-12-14	920	8	14	0
2020-12-12	912	20	14	0
2020-12-11	892	20	14	0
2020-12-10	872	16	14	1
2020-12-09	856	24	13	0
2020-12-08	832	13	13	0
2020-12-07	819	4	13	0
2020-12-05	815	19	13	1
2020-12-04	796	9	12	0
2020-12-03	787	20	12	2
2020-12-02	767	20	10	0
2020-12-01	747	11	10	0
2020-11-30	736	6	10	0
2020-11-29	730	1	10	0
2020-11-28	729	19	10	0
2020-11-27	710	18	10	0
2020-11-26	692	21	10	0
2020-11-25	671	28	10	1
2020-11-24	643	25	9	0
2020-11-23	618	12	9	0
2020-11-22	606	2	9	0
2020-11-21	604	28	9	2
2020-11-20	576	14	7	0
2020-11-19	562	23	7	0
2020-11-18	539	17	7	0
2020-11-17	522	34	7	1
2020-11-16	488	10	6	0
2020-11-14	478	14	6	0
2020-11-13	464	13	6	0
2020-11-12	451	16	6	0
2020-11-11	435	19	6	1
2020-11-10	416	18	5	0
2020-11-09	398	3	5	0
2020-11-08	395	7	5	0
2020-11-07	388	16	5	1
2020-11-06	372	13	4	0
2020-11-05	359	15	4	0
2020-11-04	344	16	4	0
2020-11-03	328	7	4	0
2020-11-02	321	4	4	0
2020-11-01	317	7	4	0
2020-10-31	310	5	4	0
2020-10-30	305	9	4	0
2020-10-29	296	14	4	0
2020-10-28	282	11	4	0
2020-10-27	271	6	4	0
2020-10-26	265	2	4	0
2020-10-25	263	9	4	0
2020-10-24	254	10	4	0
2020-10-23	244	13	4	0
2020-10-22	231	7	4	0
2020-10-21	224	7	4	0
2020-10-20	217	10	4	0
2020-10-19	207	2	4	0
2020-10-18	205	6	4	0
2020-10-17	199	10	4	0
2020-10-16	189	7	4	0
2020-10-15	182	7	4	0
2020-10-14	175	6	4	0
2020-10-13	169	9	4	0
2020-10-12	160	3	4	0
2020-10-11	157	4	4	0
2020-10-10	153	12	4	0
2020-10-09	141	6	4	0
2020-10-08	135	3	4	0
2020-10-07	132	5	4	0
2020-10-06	127	3	4	0
2020-10-03	124	2	4	0
2020-10-02	122	3	4	0
2020-09-28	119	1	4	0
2020-09-25	118	2	4	0
2020-09-24	116	1	4	0
2020-09-21	115	3	4	0
2020-09-19	112	1	4	0
2020-09-18	111	1	4	0
2020-09-17	110	1	4	0
2020-09-16	109	1	4	0
2020-09-15	108	2	4	0
2020-09-13	106	1	4	0
2020-08-28	105	1	4	0
2020-08-19	104	1	4	0
2020-08-18	103	1	4	0
2020-08-16	102	2	4	0
2020-08-15	100	3	4	0
2020-08-13	97	1	4	0
2020-07-31	96	2	4	0
2020-07-30	94	2	4	0
2020-07-29	92	3	4	0
2020-07-28	89	1	4	0
2020-07-25	88	1	4	0
2020-07-24	87	1	4	0
2020-07-23	86	1	4	0
2020-07-22	85	3	4	0
2020-07-03	82	1	4	0
2020-06-29	81	1	4	0
2020-06-26	80	2	4	0
2020-06-25	78	1	4	0
2020-06-24	77	1	4	0
2020-06-17	76	1	4	0
2020-06-05	75	1	4	0
2020-05-26	74	1	4	0
2020-05-22	73	2	4	0
2020-05-06	71	1	4	0
2020-04-30	70	1	4	0
2020-04-28	69	5	4	0
2020-04-20	64	1	4	1
2020-04-17	63	1	3	1
2020-04-15	62	2	2	1
2020-04-09	60	4	1	0
2020-04-08	56	3	1	0
2020-04-07	53	1	1	0
2020-04-05	52	2	1	0
2020-04-04	50	8	1	0
2020-04-03	42	2	1	0
2020-04-01	40	4	1	0
2020-03-31	36	7	1	0
2020-03-30	29	1	1	0
2020-03-29	28	1	1	1
2020-03-28	27	1	0	0
2020-03-27	26	1	0	0
2020-03-26	25	3	0	0
2020-03-25	22	1	0	0
2020-03-24	21	2	0	0
2020-03-23	19	2	0	0
2020-03-22	17	1	0	0
2020-03-21	16	1	0	0
2020-03-20	15	3	0	0
2020-03-19	12	3	0	0
2020-03-18	9	2	0	0
2020-03-17	7	1	0	0
2020-03-16	6	2	0	0
2020-03-15	4	2	0	0

Explore the data in your web browser

• If you want to execute this notebook, click here to use myBinder.ipynb)
• 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: 0:02:40.989088