Germany: LK Wolfenbüttel (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 13:30:38 CEST

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

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

overview(country="Germany", subregion="LK Wolfenbüttel");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Wolfenbüttel")
print(f'Population of country="Germany", subregion="LK Wolfenbüttel": {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 Wolfenbüttel": 119224 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	55849	37	212	0
2023-03-02	55812	1	212	0
2023-03-01	55811	23	212	0
2023-02-28	55788	21	212	1
2023-02-27	55767	41	211	0
2023-02-24	55726	25	211	0
2023-02-23	55701	17	211	0
2023-02-22	55684	35	211	0
2023-02-21	55649	28	211	0
2023-02-20	55621	38	211	0
2023-02-17	55583	27	211	0
2023-02-16	55556	16	211	0
2023-02-15	55540	34	211	0
2023-02-14	55506	29	211	0
2023-02-13	55477	38	211	0
2023-02-10	55439	13	211	0
2023-02-09	55426	15	211	0
2023-02-08	55411	35	211	0
2023-02-07	55376	23	211	0
2023-02-06	55353	31	211	1
2023-02-03	55322	33	210	0
2023-02-02	55289	14	210	0
2023-02-01	55275	46	210	0
2023-01-31	55229	36	210	0
2023-01-30	55193	59	210	0
2023-01-27	55134	35	210	0
2023-01-26	55099	27	210	0
2023-01-25	55072	42	210	1
2023-01-24	55030	33	209	0
2023-01-23	54997	68	209	0
2023-01-20	54929	32	209	0
2023-01-19	54897	28	209	0
2023-01-18	54869	36	209	0
2023-01-17	54833	28	209	0
2023-01-16	54805	39	209	0
2023-01-13	54766	33	209	0
2023-01-12	54733	41	209	1
2023-01-11	54692	39	208	1
2023-01-10	54653	55	207	0
2023-01-09	54598	78	207	0
2023-01-06	54520	48	207	0
2023-01-05	54472	35	207	1
2023-01-04	54437	70	206	0
2023-01-03	54367	69	206	0
2023-01-02	54298	101	206	0
2022-12-30	54197	73	206	0
2022-12-29	54124	85	206	1
2022-12-28	54039	128	205	1
2022-12-27	53911	193	204	1
2022-12-23	53718	89	203	1
2022-12-22	53629	205	202	4
2022-12-21	53424	105	198	0
2022-12-20	53319	204	198	3
2022-12-19	53115	128	195	2
2022-12-16	52987	123	193	0
2022-12-15	52864	87	193	0
2022-12-14	52777	131	193	1
2022-12-13	52646	136	192	0
2022-12-12	52510	156	192	0
2022-12-09	52354	106	192	0
2022-12-08	52248	106	192	1
2022-12-07	52142	117	191	0
2022-12-06	52025	186	191	0
2022-12-05	51839	151	191	1
2022-12-02	51688	81	190	1
2022-12-01	51607	116	189	1
2022-11-30	51491	117	188	0
2022-11-29	51374	117	188	1
2022-11-28	51257	158	187	0
2022-11-25	51099	80	187	0
2022-11-24	51019	68	187	0
2022-11-23	50951	106	187	0
2022-11-22	50845	137	187	1
2022-11-21	50708	99	186	0
2022-11-18	50609	59	186	0
2022-11-17	50550	84	186	0
2022-11-16	50466	80	186	0
2022-11-15	50386	74	186	0
2022-11-14	50312	101	186	0
2022-11-11	50211	63	186	0
2022-11-10	50148	73	186	0
2022-11-09	50075	86	186	1
2022-11-08	49989	118	185	0
2022-11-07	49871	123	185	0
2022-11-04	49748	60	185	0
2022-11-03	49688	79	185	0
2022-11-02	49609	189	185	0
2022-11-01	49420	224	185	1
2022-10-28	49196	82	184	1
2022-10-27	49114	111	183	0
2022-10-26	49003	199	183	4
2022-10-25	48804	175	179	1
2022-10-24	48629	243	178	0
2022-10-21	48386	138	178	1
2022-10-20	48248	139	177	1
2022-10-19	48109	200	176	0
2022-10-18	47909	252	176	1
2022-10-17	47657	288	175	2
2022-10-14	47369	173	173	0
2022-10-13	47196	214	173	2
2022-10-12	46982	251	171	0
2022-10-11	46731	306	171	2
2022-10-10	46425	348	169	1
2022-10-07	46077	243	168	1
2022-10-06	45834	246	167	2
2022-10-05	45588	287	165	0
2022-10-04	45301	308	165	2
2022-09-30	44993	137	163	1
2022-09-29	44856	129	162	0
2022-09-28	44727	153	162	1
2022-09-27	44574	172	161	0
2022-09-26	44402	152	161	0
2022-09-23	44250	94	161	2
2022-09-22	44156	113	159	0
2022-09-21	44043	75	159	0
2022-09-20	43968	116	159	1
2022-09-19	43852	118	158	0
2022-09-16	43734	55	158	0
2022-09-15	43679	70	158	0
2022-09-14	43609	66	158	1
2022-09-13	43543	109	157	0
2022-09-12	43434	111	157	1
2022-09-09	43323	48	156	0
2022-09-08	43275	92	156	0
2022-09-07	43183	52	156	0
2022-09-06	43131	96	156	0
2022-09-05	43035	112	156	0
2022-09-02	42923	48	156	0
2022-09-01	42875	56	156	0
2022-08-31	42819	91	156	0
2022-08-30	42728	59	156	0
2022-08-29	42669	122	156	1
2022-08-26	42547	86	155	0
2022-08-25	42461	46	155	0
2022-08-24	42415	101	155	0
2022-08-23	42314	103	155	1
2022-08-22	42211	127	154	0
2022-08-19	42084	45	154	0
2022-08-18	42039	100	154	2
2022-08-17	41939	107	152	0
2022-08-16	41832	95	152	0
2022-08-15	41737	209	152	1
2022-08-11	41528	44	151	0
2022-08-10	41484	114	151	1
2022-08-09	41370	142	150	0
2022-08-08	41228	129	150	0
2022-08-05	41099	79	150	0
2022-08-04	41020	76	150	1
2022-08-03	40944	119	149	0
2022-08-02	40825	126	149	0
2022-08-01	40699	195	149	0
2022-07-29	40504	86	149	0
2022-07-28	40418	126	149	1
2022-07-27	40292	167	148	1
2022-07-26	40125	236	147	2
2022-07-25	39889	239	145	0
2022-07-22	39650	187	145	0
2022-07-21	39463	193	145	0
2022-07-20	39270	219	145	2
2022-07-19	39051	382	143	2
2022-07-18	38669	343	141	0
2022-07-15	38326	175	141	2
2022-07-14	38151	263	139	0
2022-07-13	37888	263	139	0
2022-07-12	37625	270	139	1
2022-07-11	37355	349	138	1
2022-07-08	37006	163	137	0
2022-07-07	36843	205	137	0
2022-07-06	36638	240	137	0
2022-07-05	36398	259	137	0
2022-07-04	36139	336	137	0
2022-07-01	35803	235	137	1
2022-06-30	35568	252	136	0
2022-06-29	35316	284	136	0
2022-06-28	35032	315	136	1
2022-06-27	34717	355	135	0
2022-06-24	34362	123	135	0
2022-06-23	34239	223	135	1
2022-06-22	34016	247	134	0
2022-06-21	33769	185	134	0
2022-06-20	33584	376	134	1
2022-06-19	33208	1	133	0
2022-06-17	33207	126	133	1
2022-06-16	33081	161	132	0
2022-06-15	32920	193	132	0
2022-06-14	32727	194	132	0
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2021-12-27	5138	32	108	1
2021-12-26	5106	7	107	0
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2021-08-04	2975	1	101	0
2021-08-03	2974	1	101	0
2021-08-02	2973	1	101	0
2021-07-31	2972	4	101	0
2021-07-30	2968	1	101	0
2021-07-29	2967	3	101	0
2021-07-28	2964	5	101	0
2021-07-27	2959	1	101	0
2021-07-25	2958	1	101	0
2021-07-23	2957	2	101	0
2021-07-21	2955	5	101	0
2021-07-20	2950	1	101	0
2021-07-18	2949	10	101	0
2021-07-16	2939	1	101	1
2021-07-15	2938	3	100	0
2021-07-14	2935	2	100	0
2021-07-13	2933	3	100	0
2021-07-11	2930	2	100	0
2021-07-08	2928	1	100	0
2021-07-07	2927	2	100	0
2021-07-06	2925	1	100	0
2021-07-05	2924	1	100	0
2021-07-04	2923	1	100	0
2021-07-02	2922	1	100	0
2021-06-28	2921	1	100	0
2021-06-24	2920	3	100	0
2021-06-23	2917	2	100	0
2021-06-19	2915	1	100	0
2021-06-18	2914	2	100	0
2021-06-16	2912	2	100	0
2021-06-14	2910	2	100	0
2021-06-13	2908	3	100	0
2021-06-12	2905	2	100	0
2021-06-11	2903	1	100	0
2021-06-09	2902	1	100	0
2021-06-08	2901	7	100	0
2021-06-06	2894	6	100	0
2021-06-05	2888	1	100	0
2021-06-04	2887	1	100	0
2021-06-03	2886	6	100	0
2021-06-02	2880	7	100	0
2021-06-01	2873	4	100	0
2021-05-31	2869	4	100	0
2021-05-30	2865	9	100	0
2021-05-29	2856	4	100	0
2021-05-28	2852	3	100	0
2021-05-27	2849	14	100	0
2021-05-26	2835	5	100	0
2021-05-23	2830	5	100	0
2021-05-22	2825	6	100	0
2021-05-21	2819	14	100	0
2021-05-20	2805	9	100	0
2021-05-19	2796	12	100	0
2021-05-18	2784	14	100	0
2021-05-17	2770	2	100	0
2021-05-16	2768	7	100	0
2021-05-15	2761	15	100	0
2021-05-14	2746	8	100	0
2021-05-13	2738	14	100	0
2021-05-12	2724	18	100	0
2021-05-11	2706	10	100	0
2021-05-10	2696	1	100	0
2021-05-09	2695	7	100	0
2021-05-08	2688	14	100	0
2021-05-07	2674	4	100	0
2021-05-06	2670	41	100	0
2021-05-05	2629	19	100	0
2021-05-04	2610	14	100	1
2021-05-03	2596	14	99	0
2021-05-02	2582	22	99	0
2021-04-30	2560	13	99	0
2021-04-29	2547	17	99	0
2021-04-28	2530	22	99	1
2021-04-27	2508	12	98	0
2021-04-26	2496	32	98	0
2021-04-23	2464	9	98	0
2021-04-22	2455	18	98	1
2021-04-21	2437	39	97	0
2021-04-20	2398	15	97	0
2021-04-19	2383	5	97	0
2021-04-18	2378	26	97	0
2021-04-16	2352	25	97	0
2021-04-15	2327	32	97	1
2021-04-14	2295	45	96	0
2021-04-13	2250	6	96	0
2021-04-12	2244	28	96	0
2021-04-09	2216	35	96	1
2021-04-08	2181	45	95	0
2021-04-07	2136	14	95	0
2021-04-06	2122	8	95	0
2021-04-05	2114	8	95	0
2021-04-04	2106	19	95	1
2021-04-03	2087	17	94	0
2021-04-02	2070	10	94	0
2021-04-01	2060	40	94	0
2021-03-31	2020	27	94	0
2021-03-30	1993	11	94	0
2021-03-29	1982	34	94	2
2021-03-26	1948	22	92	0
2021-03-25	1926	14	92	0
2021-03-24	1912	29	92	1
2021-03-23	1883	3	91	0
2021-03-22	1880	37	91	2
2021-03-19	1843	6	89	0
2021-03-18	1837	6	89	0
2021-03-17	1831	9	89	0
2021-03-16	1822	5	89	0
2021-03-15	1817	26	89	0
2021-03-12	1791	1	89	0
2021-03-11	1790	5	89	1
2021-03-10	1785	12	88	0
2021-03-09	1773	8	88	0
2021-03-08	1765	18	88	0
2021-03-05	1747	13	88	0
2021-03-04	1734	9	88	0
2021-03-03	1725	7	88	0
2021-03-02	1718	7	88	0
2021-03-01	1711	34	88	1
2021-02-26	1677	6	87	0
2021-02-25	1671	8	87	0
2021-02-24	1663	20	87	0
2021-02-23	1643	4	87	1
2021-02-22	1639	22	86	0
2021-02-19	1617	17	86	0
2021-02-18	1600	15	86	0
2021-02-17	1585	29	86	6
2021-02-16	1556	1	80	0
2021-02-15	1555	7	80	0
2021-02-12	1548	6	80	0
2021-02-11	1542	20	80	3
2021-02-10	1522	7	77	1
2021-02-08	1515	5	76	1
2021-02-07	1510	22	75	3
2021-02-05	1488	1	72	0
2021-02-04	1487	24	72	5
2021-02-03	1463	7	67	1
2021-02-02	1456	20	66	1
2021-02-01	1436	32	65	0
2021-01-29	1404	19	65	0
2021-01-28	1385	6	65	0
2021-01-27	1379	42	65	7
2021-01-26	1337	3	58	0
2021-01-25	1334	32	58	4
2021-01-22	1302	3	54	0
2021-01-21	1299	11	54	0
2021-01-20	1288	7	54	0
2021-01-19	1281	12	54	0
2021-01-18	1269	28	54	1
2021-01-15	1241	7	53	0
2021-01-14	1234	16	53	0
2021-01-13	1218	13	53	0
2021-01-12	1205	15	53	0
2021-01-11	1190	3	53	1
2021-01-10	1187	7	52	0
2021-01-09	1180	14	52	0
2021-01-08	1166	15	52	0
2021-01-07	1151	6	52	0
2021-01-06	1145	13	52	0
2021-01-05	1132	4	52	0
2021-01-04	1128	2	52	0
2021-01-03	1126	3	52	0
2021-01-02	1123	4	52	0
2020-12-31	1119	18	52	0
2020-12-30	1101	13	52	0
2020-12-29	1088	12	52	0
2020-12-28	1076	7	52	1
2020-12-27	1069	2	51	0
2020-12-26	1067	7	51	0
2020-12-25	1060	17	51	1
2020-12-24	1043	11	50	0
2020-12-23	1032	16	50	0
2020-12-22	1016	4	50	0
2020-12-21	1012	14	50	1
2020-12-19	998	23	49	0
2020-12-18	975	9	49	0
2020-12-17	966	15	49	0
2020-12-16	951	15	49	0
2020-12-15	936	1	49	0
2020-12-14	935	32	49	0
2020-12-11	903	21	49	1
2020-12-10	882	53	48	7
2020-12-09	829	25	41	2
2020-12-08	804	9	39	1
2020-12-07	795	28	38	0
2020-12-06	767	2	38	0
2020-12-04	765	4	38	0
2020-12-03	761	12	38	0
2020-12-02	749	19	38	0
2020-12-01	730	5	38	0
2020-11-30	725	3	38	0
2020-11-29	722	15	38	2
2020-11-27	707	12	36	1
2020-11-26	695	20	35	1
2020-11-25	675	11	34	0
2020-11-24	664	12	34	1
2020-11-23	652	16	33	0
2020-11-20	636	7	33	0
2020-11-19	629	18	33	1
2020-11-18	611	6	32	0
2020-11-17	605	9	32	0
2020-11-16	596	30	32	3
2020-11-13	566	9	29	0
2020-11-12	557	41	29	4
2020-11-11	516	25	25	0
2020-11-10	491	11	25	0
2020-11-09	480	20	25	1
2020-11-07	460	8	24	0
2020-11-06	452	20	24	2
2020-11-05	432	13	22	0
2020-11-04	419	26	22	7
2020-11-03	393	7	15	0
2020-11-02	386	3	15	0
2020-11-01	383	13	15	0
2020-10-31	370	12	15	0
2020-10-30	358	13	15	0
2020-10-29	345	9	15	0
2020-10-28	336	16	15	1
2020-10-27	320	12	14	0
2020-10-26	308	16	14	0
2020-10-24	292	2	14	0
2020-10-23	290	4	14	0
2020-10-22	286	6	14	0
2020-10-21	280	14	14	0
2020-10-20	266	2	14	0
2020-10-19	264	8	14	0
2020-10-17	256	1	14	0
2020-10-15	255	7	14	0
2020-10-14	248	1	14	0
2020-10-13	247	1	14	0
2020-10-12	246	4	14	0
2020-10-08	242	3	14	0
2020-10-07	239	1	14	0
2020-10-03	238	2	14	0
2020-10-01	236	2	14	0
2020-09-30	234	1	14	0
2020-09-29	233	1	14	0
2020-09-28	232	1	14	0
2020-09-24	231	1	14	0
2020-09-23	230	3	14	0
2020-09-22	227	2	14	0
2020-09-18	225	2	14	0
2020-09-17	223	2	14	0
2020-09-16	221	1	14	0
2020-09-15	220	1	14	0
2020-09-14	219	1	14	0
2020-08-27	218	1	14	0
2020-08-24	217	4	14	0
2020-08-20	213	1	14	0
2020-08-19	212	3	14	0
2020-08-17	209	4	14	0
2020-08-11	205	1	14	0
2020-08-10	204	3	14	0
2020-08-07	201	3	14	0
2020-08-06	198	2	14	0
2020-08-04	196	1	14	0
2020-08-03	195	4	14	0
2020-07-13	191	1	14	0
2020-06-08	190	1	14	0
2020-06-03	189	1	14	0
2020-05-30	188	3	14	0
2020-05-28	185	2	14	0
2020-05-25	183	1	14	0
2020-05-20	182	1	14	0
2020-05-14	181	1	14	0
2020-05-13	180	3	14	0
2020-05-12	177	1	14	1
2020-05-11	176	1	13	0
2020-05-08	175	1	13	0
2020-05-07	174	1	13	0
2020-05-03	173	2	13	0
2020-04-30	171	1	13	0
2020-04-29	170	2	13	0
2020-04-28	168	1	13	0
2020-04-27	167	6	13	0
2020-04-24	161	5	13	1
2020-04-22	156	4	12	0
2020-04-21	152	3	12	0
2020-04-19	149	12	12	2
2020-04-18	137	1	10	0
2020-04-17	136	11	10	1
2020-04-16	125	8	9	2
2020-04-15	117	5	7	2
2020-04-14	112	5	5	1
2020-04-11	107	1	4	0
2020-04-10	106	16	4	2
2020-04-09	90	7	2	2
2020-04-08	83	5	0	0
2020-04-07	78	4	0	0
2020-04-06	74	13	0	0
2020-04-05	61	2	0	0
2020-04-03	59	7	0	0
2020-04-02	52	8	0	0
2020-04-01	44	7	0	0
2020-03-31	37	3	0	0
2020-03-30	34	3	0	0
2020-03-27	31	5	0	0
2020-03-26	26	6	0	0
2020-03-25	20	4	0	0
2020-03-24	16	8	0	0
2020-03-23	8	4	0	0
2020-03-20	4	1	0	0
2020-03-19	3	1	0	0
2020-03-18	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: 0:03:03.341819