Germany: LK Goslar (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 13:14:58 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Goslar")
print(f'Population of country="Germany", subregion="LK Goslar": {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 Goslar": 134050 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	57338	14	322	0
2023-03-03	57324	10	322	0
2023-03-02	57314	15	322	0
2023-03-01	57299	15	322	0
2023-02-28	57284	48	322	0
2023-02-27	57236	24	322	0
2023-02-24	57212	10	322	0
2023-02-23	57202	24	322	0
2023-02-22	57178	17	322	0
2023-02-21	57161	50	322	0
2023-02-20	57111	20	322	0
2023-02-17	57091	13	322	0
2023-02-16	57078	27	322	0
2023-02-15	57051	36	322	0
2023-02-14	57015	26	322	0
2023-02-13	56989	29	322	1
2023-02-10	56960	13	321	0
2023-02-09	56947	14	321	0
2023-02-08	56933	23	321	0
2023-02-07	56910	23	321	0
2023-02-06	56887	18	321	1
2023-02-03	56869	4	320	0
2023-02-02	56865	21	320	1
2023-02-01	56844	28	319	0
2023-01-31	56816	46	319	0
2023-01-30	56770	50	319	0
2023-01-27	56720	12	319	0
2023-01-26	56708	24	319	0
2023-01-25	56684	17	319	0
2023-01-24	56667	32	319	0
2023-01-23	56635	54	319	0
2023-01-20	56581	13	319	0
2023-01-19	56568	41	319	0
2023-01-18	56527	35	319	0
2023-01-17	56492	20	319	0
2023-01-16	56472	37	319	0
2023-01-13	56435	17	319	0
2023-01-12	56418	26	319	1
2023-01-11	56392	45	318	0
2023-01-10	56347	30	318	0
2023-01-09	56317	86	318	0
2023-01-06	56231	26	318	0
2023-01-05	56205	53	318	1
2023-01-04	56152	55	317	2
2023-01-03	56097	74	315	1
2023-01-02	56023	136	314	1
2022-12-30	55887	75	313	3
2022-12-29	55812	96	310	1
2022-12-28	55716	128	309	0
2022-12-27	55588	244	309	6
2022-12-23	55344	92	303	0
2022-12-22	55252	161	303	1
2022-12-21	55091	171	302	4
2022-12-20	54920	190	298	3
2022-12-19	54730	245	295	2
2022-12-16	54485	68	293	2
2022-12-15	54417	103	291	0
2022-12-14	54314	125	291	0
2022-12-13	54189	117	291	0
2022-12-12	54072	234	291	1
2022-12-09	53838	70	290	0
2022-12-08	53768	106	290	1
2022-12-07	53662	138	289	0
2022-12-06	53524	164	289	0
2022-12-05	53360	163	289	2
2022-12-02	53197	75	287	0
2022-12-01	53122	79	287	0
2022-11-30	53043	114	287	0
2022-11-29	52929	151	287	0
2022-11-28	52778	157	287	1
2022-11-25	52621	86	286	1
2022-11-24	52535	53	285	0
2022-11-23	52482	72	285	1
2022-11-22	52410	99	284	0
2022-11-21	52311	113	284	0
2022-11-18	52198	28	284	0
2022-11-17	52170	73	284	0
2022-11-16	52097	45	284	0
2022-11-15	52052	110	284	1
2022-11-14	51942	107	283	0
2022-11-11	51835	45	283	0
2022-11-10	51790	63	283	0
2022-11-09	51727	74	283	1
2022-11-08	51653	108	282	0
2022-11-07	51545	137	282	0
2022-11-04	51408	93	282	0
2022-11-03	51315	87	282	0
2022-11-02	51228	141	282	1
2022-11-01	51087	276	281	2
2022-10-28	50811	75	279	0
2022-10-27	50736	111	279	1
2022-10-26	50625	126	278	1
2022-10-25	50499	220	277	1
2022-10-24	50279	268	276	1
2022-10-21	50011	126	275	0
2022-10-20	49885	132	275	0
2022-10-19	49753	202	275	2
2022-10-18	49551	297	273	0
2022-10-17	49254	376	273	0
2022-10-14	48878	204	273	0
2022-10-13	48674	188	273	2
2022-10-12	48486	234	271	0
2022-10-11	48252	302	271	0
2022-10-10	47950	332	271	0
2022-10-07	47618	170	271	1
2022-10-06	47448	224	270	0
2022-10-05	47224	298	270	3
2022-10-04	46926	354	267	1
2022-09-30	46572	107	266	1
2022-09-29	46465	148	265	1
2022-09-28	46317	152	264	1
2022-09-27	46165	162	263	1
2022-09-26	46003	192	262	1
2022-09-23	45811	87	261	0
2022-09-22	45724	99	261	1
2022-09-21	45625	89	260	0
2022-09-20	45536	91	260	0
2022-09-19	45445	168	260	0
2022-09-16	45277	50	260	0
2022-09-15	45227	61	260	0
2022-09-14	45166	88	260	1
2022-09-13	45078	98	259	0
2022-09-12	44980	117	259	0
2022-09-09	44863	47	259	0
2022-09-08	44816	70	259	0
2022-09-07	44746	82	259	0
2022-09-06	44664	82	259	0
2022-09-05	44582	117	259	0
2022-09-02	44465	38	259	1
2022-09-01	44427	54	258	0
2022-08-31	44373	81	258	0
2022-08-30	44292	74	258	0
2022-08-29	44218	107	258	1
2022-08-26	44111	50	257	0
2022-08-25	44061	38	257	0
2022-08-24	44023	68	257	0
2022-08-23	43955	92	257	2
2022-08-22	43863	117	255	1
2022-08-19	43746	47	254	0
2022-08-18	43699	68	254	0
2022-08-17	43631	76	254	0
2022-08-16	43555	79	254	0
2022-08-15	43476	139	254	2
2022-08-12	43337	52	252	0
2022-08-11	43285	80	252	1
2022-08-10	43205	70	251	2
2022-08-09	43135	126	249	1
2022-08-08	43009	152	248	1
2022-08-05	42857	52	247	0
2022-08-04	42805	81	247	0
2022-08-03	42724	92	247	0
2022-08-02	42632	132	247	1
2022-08-01	42500	209	246	1
2022-07-29	42291	69	245	1
2022-07-28	42222	157	244	4
2022-07-27	42065	151	240	1
2022-07-26	41914	268	239	1
2022-07-25	41646	325	238	1
2022-07-22	41321	200	237	3
2022-07-21	41121	220	234	0
2022-07-20	40901	325	234	1
2022-07-19	40576	396	233	0
2022-07-18	40180	364	233	1
2022-07-15	39816	157	232	0
2022-07-14	39659	287	232	1
2022-07-13	39372	326	231	2
2022-07-12	39046	361	229	1
2022-07-11	38685	334	228	1
2022-07-10	38351	1	227	0
2022-07-08	38350	163	227	1
2022-07-07	38187	184	226	0
2022-07-06	38003	223	226	3
2022-07-05	37780	245	223	1
2022-07-04	37535	307	222	0
2022-07-01	37228	159	222	0
2022-06-30	37069	191	222	0
2022-06-29	36878	192	222	0
2022-06-28	36686	361	222	0
2022-06-27	36325	246	222	1
2022-06-24	36079	122	221	0
2022-06-23	35957	199	221	0
2022-06-22	35758	181	221	0
2022-06-21	35577	214	221	0
2022-06-20	35363	239	221	0
2022-06-17	35124	69	221	0
2022-06-16	35055	89	221	1
2022-06-15	34966	93	220	1
2022-06-14	34873	167	219	2
2022-06-13	34706	163	217	0
2022-06-10	34543	76	217	0
2022-06-09	34467	122	217	0
2022-06-08	34345	144	217	0
2022-06-07	34201	117	217	0
2022-06-03	34084	49	217	1
2022-06-02	34035	68	216	0
2022-06-01	33967	69	216	0
2022-05-31	33898	62	216	0
2022-05-30	33836	96	216	0
2022-05-27	33740	46	216	0
2022-05-25	33694	49	216	0
2022-05-24	33645	79	216	1
2022-05-23	33566	99	215	0
2022-05-20	33467	55	215	0
2022-05-19	33412	62	215	0
2022-05-18	33350	70	215	0
2022-05-17	33280	128	215	1
2022-05-16	33152	136	214	0
2022-05-13	33016	65	214	0
2022-05-12	32951	110	214	0
2022-05-11	32841	100	214	0
2022-05-10	32741	143	214	0
2022-05-09	32598	189	214	1
2022-05-06	32409	105	213	0
2022-05-05	32304	134	213	0
2022-05-04	32170	164	213	0
2022-05-03	32006	209	213	1
2022-05-02	31797	282	212	0
2022-04-29	31515	144	212	0
2022-04-28	31371	218	212	0
2022-04-27	31153	207	212	3
2022-04-26	30946	286	209	1
2022-04-25	30660	309	208	0
2022-04-22	30351	196	208	1
2022-04-21	30155	295	207	1
2022-04-20	29860	437	206	2
2022-04-19	29423	348	204	1
2022-04-14	29075	238	203	1
2022-04-13	28837	260	202	0
2022-04-12	28577	290	202	2
2022-04-11	28287	291	200	1
2022-04-08	27996	212	199	1
2022-04-07	27784	284	198	1
2022-04-06	27500	311	197	4
2022-04-05	27189	401	193	0
2022-04-04	26788	332	193	1
2022-04-01	26456	268	192	4
2022-03-31	26188	391	188	1
2022-03-30	25797	296	187	0
2022-03-29	25501	575	187	2
2022-03-28	24926	295	185	0
2022-03-26	24631	285	185	0
2022-03-25	24346	445	185	2
2022-03-24	23901	490	183	0
2022-03-23	23411	606	183	1
2022-03-22	22805	457	182	0
2022-03-21	22348	252	182	2
2022-03-19	22096	304	180	0
2022-03-18	21792	419	180	2
2022-03-17	21373	352	178	1
2022-03-16	21021	628	177	0
2022-03-15	20393	446	177	0
2022-03-14	19947	193	177	1
2022-03-12	19754	339	176	0
2022-03-11	19415	336	176	0
2022-03-10	19079	405	176	1
2022-03-09	18674	467	175	0
2022-03-08	18207	418	175	1
2022-03-07	17789	167	174	2
2022-03-05	17622	283	172	0
2022-03-04	17339	296	172	0
2022-03-03	17043	282	172	1
2022-03-02	16761	379	171	1
2022-03-01	16382	346	170	1
2022-02-28	16036	113	169	1
2022-02-26	15923	225	168	0
2022-02-25	15698	229	168	0
2022-02-24	15469	304	168	0
2022-02-23	15165	433	168	0
2022-02-22	14732	475	168	0
2022-02-21	14257	71	168	0
2022-02-19	14186	300	168	1
2022-02-18	13886	314	167	1
2022-02-17	13572	357	166	1
2022-02-16	13215	439	165	0
2022-02-15	12776	488	165	0
2022-02-14	12288	199	165	2
2022-02-12	12089	189	163	0
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2022-01-13	5281	67	161	0
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2022-01-04	4887	59	161	0
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2021-12-31	4793	5	161	0
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2021-12-28	4737	32	161	0
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2021-12-23	4670	16	161	0
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2021-12-21	4643	24	161	0
2021-12-20	4619	7	161	0
2021-12-18	4612	22	161	0
2021-12-17	4590	26	161	0
2021-12-16	4564	27	161	1
2021-12-15	4537	27	160	0
2021-12-14	4510	42	160	0
2021-12-13	4468	8	160	0
2021-12-11	4460	22	160	0
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2021-12-07	4333	63	160	0
2021-12-06	4270	25	160	0
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2021-12-03	4228	35	160	0
2021-12-02	4193	34	160	2
2021-12-01	4159	40	158	1
2021-11-30	4119	51	157	1
2021-11-29	4068	21	156	0
2021-11-27	4047	36	156	0
2021-11-26	4011	42	156	1
2021-11-25	3969	62	155	0
2021-11-24	3907	44	155	0
2021-11-23	3863	65	155	2
2021-11-22	3798	13	153	0
2021-11-20	3785	43	153	0
2021-11-19	3742	37	153	0
2021-11-18	3705	31	153	1
2021-11-17	3674	59	152	3
2021-11-16	3615	40	149	1
2021-11-15	3575	5	148	0
2021-11-14	3570	10	148	0
2021-11-13	3560	32	148	1
2021-11-12	3528	20	147	3
2021-11-11	3508	25	144	2
2021-11-10	3483	26	142	0
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2021-11-08	3434	4	142	1
2021-11-06	3430	16	141	0
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2021-10-30	3319	17	141	0
2021-10-29	3302	20	141	0
2021-10-28	3282	15	141	0
2021-10-27	3267	20	141	1
2021-10-26	3247	17	140	0
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2021-10-23	3227	10	140	0
2021-10-22	3217	13	140	0
2021-10-21	3204	6	140	0
2021-10-20	3198	17	140	0
2021-10-19	3181	27	140	2
2021-10-18	3154	3	138	0
2021-10-16	3151	2	138	0
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2021-09-22	3036	5	138	0
2021-09-21	3031	2	138	0
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2021-08-25	2766	12	137	0
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2021-08-11	2676	5	137	0
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2021-07-29	2651	3	137	0
2021-07-28	2648	3	137	0
2021-07-27	2645	1	137	0
2021-07-24	2644	8	137	0
2021-07-23	2636	2	137	0
2021-07-22	2634	5	137	0
2021-07-21	2629	7	137	0
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2021-07-07	2613	2	137	1
2021-07-06	2611	1	136	0
2021-06-30	2610	2	136	0
2021-06-29	2608	1	136	0
2021-06-11	2607	1	136	0
2021-06-08	2606	2	136	0
2021-05-31	2604	1	136	0
2021-05-29	2603	2	136	0
2021-05-28	2601	3	136	0
2021-05-27	2598	6	136	0
2021-05-26	2592	11	136	0
2021-05-22	2581	10	136	0
2021-05-21	2571	11	136	0
2021-05-20	2560	8	136	0
2021-05-19	2552	9	136	0
2021-05-18	2543	9	136	0
2021-05-17	2534	1	136	0
2021-05-15	2533	10	136	0
2021-05-13	2523	15	136	1
2021-05-12	2508	18	135	1
2021-05-11	2490	14	134	0
2021-05-10	2476	8	134	1
2021-05-09	2468	2	133	0
2021-05-08	2466	8	133	0
2021-05-07	2458	3	133	0
2021-05-06	2455	9	133	0
2021-05-05	2446	10	133	0
2021-05-04	2436	14	133	0
2021-05-03	2422	4	133	0
2021-05-02	2418	9	133	0
2021-05-01	2409	7	133	0
2021-04-30	2402	31	133	1
2021-04-29	2371	13	132	1
2021-04-28	2358	17	131	0
2021-04-27	2341	44	131	0
2021-04-26	2297	1	131	0
2021-04-25	2296	14	131	0
2021-04-24	2282	33	131	0
2021-04-23	2249	4	131	0
2021-04-22	2245	26	131	0
2021-04-21	2219	20	131	0
2021-04-20	2199	29	131	0
2021-04-19	2170	2	131	1
2021-04-18	2168	4	130	2
2021-04-17	2164	21	128	0
2021-04-16	2143	21	128	1
2021-04-15	2122	27	127	0
2021-04-14	2095	24	127	0
2021-04-13	2071	40	127	0
2021-04-12	2031	6	127	0
2021-04-10	2025	16	127	0
2021-04-09	2009	15	127	0
2021-04-08	1994	20	127	0
2021-04-07	1974	17	127	1
2021-04-06	1957	11	126	0
2021-04-05	1946	3	126	0
2021-04-04	1943	1	126	0
2021-04-03	1942	5	126	0
2021-04-02	1937	9	126	0
2021-04-01	1928	12	126	0
2021-03-31	1916	18	126	0
2021-03-30	1898	17	126	2
2021-03-29	1881	7	124	0
2021-03-28	1874	7	124	1
2021-03-27	1867	7	123	0
2021-03-26	1860	10	123	0
2021-03-25	1850	10	123	1
2021-03-24	1840	22	122	1
2021-03-23	1818	6	121	1
2021-03-22	1812	1	120	0
2021-03-20	1811	9	120	0
2021-03-19	1802	3	120	0
2021-03-18	1799	7	120	0
2021-03-17	1792	7	120	0
2021-03-16	1785	7	120	0
2021-03-15	1778	3	120	1
2021-03-13	1775	2	119	0
2021-03-12	1773	4	119	0
2021-03-11	1769	4	119	0
2021-03-10	1765	4	119	0
2021-03-09	1761	14	119	1
2021-03-08	1747	3	118	0
2021-03-06	1744	3	118	0
2021-03-05	1741	9	118	0
2021-03-04	1732	3	118	1
2021-03-03	1729	5	117	0
2021-03-02	1724	7	117	0
2021-03-01	1717	3	117	0
2021-02-27	1714	9	117	1
2021-02-26	1705	8	116	0
2021-02-25	1697	13	116	1
2021-02-24	1684	20	115	3
2021-02-23	1664	12	112	1
2021-02-22	1652	5	111	2
2021-02-20	1647	9	109	2
2021-02-19	1638	14	107	0
2021-02-18	1624	17	107	0
2021-02-17	1607	3	107	0
2021-02-16	1604	15	107	1
2021-02-15	1589	7	106	1
2021-02-14	1582	6	105	0
2021-02-12	1576	16	105	3
2021-02-11	1560	14	102	0
2021-02-10	1546	15	102	2
2021-02-09	1531	6	100	0
2021-02-08	1525	8	100	0
2021-02-06	1517	8	100	0
2021-02-05	1509	18	100	0
2021-02-04	1491	17	100	0
2021-02-03	1474	25	100	2
2021-02-02	1449	31	98	3
2021-02-01	1418	10	95	1
2021-01-30	1408	22	94	1
2021-01-29	1386	10	93	0
2021-01-28	1376	18	93	2
2021-01-27	1358	18	91	0
2021-01-26	1340	14	91	1
2021-01-25	1326	11	90	4
2021-01-23	1315	16	86	1
2021-01-22	1299	13	85	0
2021-01-21	1286	10	85	1
2021-01-20	1276	15	84	0
2021-01-19	1261	13	84	3
2021-01-18	1248	6	81	1
2021-01-16	1242	15	80	0
2021-01-15	1227	9	80	2
2021-01-14	1218	15	78	2
2021-01-13	1203	36	76	5
2021-01-12	1167	22	71	4
2021-01-09	1145	18	67	1
2021-01-08	1127	19	66	3
2021-01-07	1108	19	63	2
2021-01-06	1089	44	61	4
2021-01-05	1045	12	57	2
2021-01-04	1033	9	55	1
2021-01-01	1024	3	54	1
2020-12-31	1021	8	53	0
2020-12-30	1013	12	53	0
2020-12-29	1001	14	53	3
2020-12-28	987	27	50	1
2020-12-24	960	12	49	0
2020-12-23	948	16	49	0
2020-12-22	932	15	49	1
2020-12-21	917	4	48	0
2020-12-19	913	11	48	0
2020-12-18	902	39	48	3
2020-12-17	863	12	45	1
2020-12-16	851	17	44	0
2020-12-15	834	17	44	0
2020-12-14	817	16	44	0
2020-12-11	801	6	44	1
2020-12-10	795	7	43	0
2020-12-09	788	19	43	2
2020-12-08	769	57	41	4
2020-12-07	712	9	37	2
2020-12-05	703	7	35	0
2020-12-04	696	9	35	1
2020-12-03	687	11	34	0
2020-12-02	676	5	34	0
2020-12-01	671	5	34	1
2020-11-30	666	8	33	0
2020-11-27	658	4	33	0
2020-11-26	654	10	33	0
2020-11-25	644	12	33	0
2020-11-24	632	4	33	0
2020-11-23	628	1	33	0
2020-11-21	627	9	33	0
2020-11-20	618	13	33	0
2020-11-19	605	3	33	0
2020-11-18	602	8	33	0
2020-11-17	594	15	33	1
2020-11-16	579	10	32	0
2020-11-13	569	7	32	0
2020-11-12	562	6	32	0
2020-11-11	556	14	32	1
2020-11-10	542	7	31	0
2020-11-09	535	7	31	0
2020-11-07	528	9	31	0
2020-11-06	519	10	31	0
2020-11-05	509	6	31	0
2020-11-04	503	22	31	0
2020-11-03	481	17	31	1
2020-11-02	464	22	30	0
2020-10-30	442	18	30	1
2020-10-29	424	9	29	0
2020-10-28	415	17	29	0
2020-10-27	398	10	29	0
2020-10-26	388	9	29	0
2020-10-24	379	8	29	1
2020-10-23	371	6	28	0
2020-10-22	365	6	28	0
2020-10-21	359	3	28	0
2020-10-20	356	9	28	0
2020-10-19	347	3	28	0
2020-10-17	344	1	28	0
2020-10-16	343	8	28	0
2020-10-15	335	2	28	0
2020-10-14	333	2	28	0
2020-10-13	331	6	28	0
2020-10-12	325	1	28	0
2020-10-10	324	3	28	0
2020-10-09	321	1	28	0
2020-10-08	320	1	28	0
2020-10-05	319	2	28	0
2020-10-02	317	1	28	0
2020-10-01	316	1	28	0
2020-09-30	315	1	28	0
2020-09-28	314	1	28	0
2020-09-25	313	1	28	0
2020-09-24	312	2	28	0
2020-09-23	310	3	28	0
2020-09-22	307	4	28	0
2020-09-21	303	2	28	0
2020-09-18	301	6	28	0
2020-09-16	295	2	28	0
2020-09-15	293	2	28	0
2020-09-14	291	1	28	0
2020-09-09	290	4	28	0
2020-09-07	286	1	28	0
2020-09-03	285	2	28	0
2020-09-01	283	2	28	0
2020-08-31	281	1	28	0
2020-08-28	280	1	28	0
2020-08-27	279	1	28	0
2020-08-24	278	1	28	0
2020-08-21	277	1	28	0
2020-08-19	276	1	28	0
2020-08-18	275	2	28	0
2020-08-13	273	1	28	0
2020-08-01	272	5	28	0
2020-07-31	267	2	28	0
2020-07-30	265	2	28	0
2020-07-29	263	1	28	0
2020-07-13	262	2	28	0
2020-06-30	260	1	28	0
2020-06-29	259	2	28	0
2020-06-17	257	2	28	0
2020-06-16	255	1	28	0
2020-06-02	254	1	28	0
2020-06-01	253	2	28	0
2020-05-27	251	1	28	0
2020-05-26	250	1	28	0
2020-05-25	249	2	28	0
2020-05-22	247	3	28	1
2020-05-20	244	1	27	0
2020-05-19	243	2	27	1
2020-05-18	241	2	26	0
2020-05-15	239	3	26	0
2020-05-13	236	3	26	1
2020-05-11	233	3	25	1
2020-05-07	230	2	24	0
2020-05-06	228	9	24	1
2020-05-05	219	3	23	1
2020-05-04	216	10	22	1
2020-04-30	206	2	21	0
2020-04-29	204	3	21	2
2020-04-28	201	7	19	1
2020-04-27	194	14	18	3
2020-04-24	180	2	15	0
2020-04-23	178	5	15	0
2020-04-22	173	8	15	0
2020-04-21	165	5	15	0
2020-04-20	160	23	15	1
2020-04-17	137	5	14	0
2020-04-16	132	4	14	1
2020-04-15	128	9	13	2
2020-04-14	119	9	11	0
2020-04-09	110	15	11	1
2020-04-08	95	8	10	3
2020-04-07	87	3	7	0
2020-04-05	84	2	7	0
2020-04-04	82	8	7	2
2020-04-03	74	4	5	0
2020-04-02	70	10	5	1
2020-04-01	60	1	4	0
2020-03-31	59	1	4	0
2020-03-30	58	7	4	1
2020-03-27	51	6	3	1
2020-03-26	45	9	2	2
2020-03-25	36	6	0	0
2020-03-24	30	8	0	0
2020-03-23	22	1	0	0
2020-03-21	21	3	0	0
2020-03-20	18	2	0	0
2020-03-19	16	2	0	0
2020-03-18	14	5	0	0
2020-03-17	9	2	0	0
2020-03-14	7	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: 0:03:30.990307