Germany: SK Würzburg (Bayern)

• 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 11:58:18 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Würzburg")
print(f'Population of country="Germany", subregion="SK Würzburg": {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 Würzburg": 126933 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	68646	24	241	0
2023-03-03	68622	18	241	0
2023-03-02	68604	21	241	0
2023-03-01	68583	31	241	0
2023-02-28	68552	64	241	0
2023-02-27	68488	132	241	0
2023-02-24	68356	32	241	0
2023-02-23	68324	44	241	0
2023-02-22	68280	35	241	0
2023-02-21	68245	18	241	1
2023-02-20	68227	21	240	0
2023-02-17	68206	14	240	0
2023-02-16	68192	55	240	0
2023-02-15	68137	47	240	0
2023-02-14	68090	64	240	0
2023-02-13	68026	72	240	0
2023-02-10	67954	20	240	0
2023-02-09	67934	31	240	0
2023-02-08	67903	32	240	0
2023-02-07	67871	57	240	0
2023-02-06	67814	45	240	0
2023-02-03	67769	19	240	0
2023-02-02	67750	36	240	0
2023-02-01	67714	28	240	0
2023-01-31	67686	31	240	0
2023-01-30	67655	28	240	0
2023-01-27	67627	21	240	0
2023-01-26	67606	16	240	0
2023-01-25	67590	26	240	0
2023-01-24	67564	23	240	0
2023-01-23	67541	24	240	0
2023-01-20	67517	13	240	0
2023-01-19	67504	7	240	0
2023-01-18	67497	19	240	0
2023-01-17	67478	28	240	0
2023-01-16	67450	33	240	0
2023-01-13	67417	10	240	0
2023-01-12	67407	17	240	0
2023-01-11	67390	23	240	0
2023-01-10	67367	29	240	0
2023-01-09	67338	42	240	1
2023-01-05	67296	24	239	2
2023-01-04	67272	32	237	0
2023-01-03	67240	36	237	1
2023-01-02	67204	66	236	1
2022-12-30	67138	33	235	1
2022-12-29	67105	27	234	0
2022-12-28	67078	33	234	1
2022-12-27	67045	93	233	0
2022-12-23	66952	38	233	0
2022-12-22	66914	50	233	0
2022-12-21	66864	48	233	0
2022-12-20	66816	70	233	1
2022-12-19	66746	68	232	1
2022-12-16	66678	23	231	0
2022-12-15	66655	27	231	1
2022-12-14	66628	56	230	0
2022-12-13	66572	47	230	0
2022-12-12	66525	87	230	0
2022-12-09	66438	35	230	0
2022-12-08	66403	25	230	0
2022-12-07	66378	39	230	0
2022-12-06	66339	57	230	0
2022-12-05	66282	79	230	0
2022-12-02	66203	40	230	0
2022-12-01	66163	44	230	1
2022-11-30	66119	41	229	0
2022-11-29	66078	61	229	0
2022-11-28	66017	57	229	0
2022-11-25	65960	37	229	2
2022-11-24	65923	32	227	0
2022-11-23	65891	38	227	0
2022-11-22	65853	43	227	0
2022-11-21	65810	76	227	1
2022-11-18	65734	32	226	1
2022-11-17	65702	32	225	0
2022-11-16	65670	21	225	0
2022-11-15	65649	58	225	0
2022-11-14	65591	64	225	0
2022-11-11	65527	35	225	1
2022-11-10	65492	41	224	0
2022-11-09	65451	35	224	1
2022-11-08	65416	75	223	0
2022-11-07	65341	136	223	0
2022-11-04	65205	46	223	0
2022-11-03	65159	91	223	0
2022-11-02	65068	124	223	0
2022-10-31	64944	126	223	0
2022-10-28	64818	88	223	0
2022-10-27	64730	77	223	0
2022-10-26	64653	86	223	1
2022-10-25	64567	145	222	1
2022-10-24	64422	223	221	0
2022-10-21	64199	99	221	0
2022-10-20	64100	158	221	2
2022-10-19	63942	111	219	1
2022-10-18	63831	189	218	1
2022-10-17	63642	263	217	0
2022-10-14	63379	114	217	0
2022-10-13	63265	159	217	0
2022-10-12	63106	203	217	1
2022-10-11	62903	184	216	0
2022-10-10	62719	322	216	0
2022-10-07	62397	156	216	0
2022-10-06	62241	257	216	0
2022-10-05	61984	141	216	0
2022-10-04	61843	275	216	1
2022-10-03	61568	1	215	0
2022-09-30	61567	131	215	0
2022-09-29	61436	97	215	0
2022-09-28	61339	186	215	0
2022-09-27	61153	138	215	0
2022-09-26	61015	258	215	0
2022-09-23	60757	47	215	0
2022-09-22	60710	50	215	0
2022-09-21	60660	79	215	0
2022-09-20	60581	68	215	0
2022-09-19	60513	96	215	0
2022-09-16	60417	40	215	0
2022-09-15	60377	49	215	0
2022-09-14	60328	50	215	0
2022-09-13	60278	78	215	0
2022-09-12	60200	111	215	0
2022-09-09	60089	30	215	0
2022-09-08	60059	64	215	0
2022-09-07	59995	48	215	0
2022-09-06	59947	66	215	0
2022-09-05	59881	91	215	0
2022-09-02	59790	37	215	0
2022-09-01	59753	31	215	0
2022-08-31	59722	24	215	0
2022-08-30	59698	60	215	0
2022-08-29	59638	92	215	0
2022-08-26	59546	36	215	0
2022-08-25	59510	48	215	0
2022-08-24	59462	35	215	0
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2022-08-22	59368	94	215	0
2022-08-19	59274	38	215	0
2022-08-18	59236	86	215	0
2022-08-17	59150	72	215	1
2022-08-16	59078	178	214	0
2022-08-12	58900	71	214	0
2022-08-11	58829	75	214	1
2022-08-10	58754	74	213	0
2022-08-09	58680	99	213	0
2022-08-08	58581	169	213	1
2022-08-05	58412	107	212	0
2022-08-04	58305	118	212	0
2022-08-03	58187	115	212	0
2022-08-02	58072	166	212	1
2022-08-01	57906	252	211	2
2022-07-29	57654	157	209	0
2022-07-28	57497	212	209	0
2022-07-27	57285	262	209	0
2022-07-26	57023	290	209	0
2022-07-25	56733	459	209	1
2022-07-24	56274	2	208	0
2022-07-22	56272	233	208	0
2022-07-21	56039	273	208	0
2022-07-20	55766	310	208	0
2022-07-19	55456	311	208	1
2022-07-18	55145	508	207	0
2022-07-17	54637	2	207	0
2022-07-15	54635	236	207	0
2022-07-14	54399	288	207	0
2022-07-13	54111	262	207	0
2022-07-12	53849	276	207	2
2022-07-11	53573	428	205	1
2022-07-08	53145	162	204	0
2022-07-07	52983	214	204	0
2022-07-06	52769	219	204	0
2022-07-05	52550	212	204	1
2022-07-04	52338	398	203	2
2022-07-01	51940	126	201	2
2022-06-30	51814	195	199	0
2022-06-29	51619	187	199	0
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2022-06-23	50677	172	199	0
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2021-09-09	5106	16	128	0
2021-09-08	5090	23	128	0
2021-09-07	5067	31	128	0
2021-09-06	5036	6	128	0
2021-09-05	5030	18	128	0
2021-09-04	5012	14	128	0
2021-09-03	4998	15	128	0
2021-09-02	4983	17	128	0
2021-09-01	4966	30	128	0
2021-08-31	4936	23	128	0
2021-08-30	4913	7	128	0
2021-08-29	4906	7	128	0
2021-08-28	4899	28	128	0
2021-08-27	4871	23	128	0
2021-08-26	4848	19	128	0
2021-08-25	4829	15	128	2
2021-08-24	4814	34	126	1
2021-08-23	4780	10	125	0
2021-08-22	4770	7	125	0
2021-08-21	4763	9	125	0
2021-08-20	4754	11	125	0
2021-08-19	4743	8	125	0
2021-08-18	4735	13	125	0
2021-08-17	4722	17	125	1
2021-08-16	4705	1	124	0
2021-08-15	4704	3	124	0
2021-08-14	4701	5	124	0
2021-08-13	4696	7	124	0
2021-08-12	4689	9	124	0
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2021-08-10	4674	8	124	0
2021-08-09	4666	3	124	0
2021-08-08	4663	2	124	0
2021-08-07	4661	5	124	0
2021-08-06	4656	9	124	0
2021-08-05	4647	5	124	0
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2021-08-01	4632	1	124	0
2021-07-31	4631	2	124	0
2021-07-30	4629	1	124	0
2021-07-29	4628	4	124	0
2021-07-28	4624	4	124	0
2021-07-27	4620	4	124	0
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2021-07-25	4614	2	124	0
2021-07-24	4612	3	124	0
2021-07-23	4609	2	124	0
2021-07-22	4607	6	124	0
2021-07-21	4601	7	124	0
2021-07-20	4594	5	124	0
2021-07-19	4589	4	124	0
2021-07-17	4585	4	124	0
2021-07-16	4581	3	124	0
2021-07-15	4578	4	124	0
2021-07-14	4574	2	124	0
2021-07-13	4572	1	124	0
2021-07-12	4571	3	124	0
2021-07-11	4568	2	124	0
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2021-07-09	4564	6	124	0
2021-07-08	4558	6	124	0
2021-07-07	4552	7	124	0
2021-07-06	4545	4	124	0
2021-07-03	4541	5	124	0
2021-07-01	4536	3	124	0
2021-06-30	4533	1	124	0
2021-06-29	4532	4	124	0
2021-06-28	4528	1	124	0
2021-06-27	4527	1	124	0
2021-06-26	4526	3	124	0
2021-06-25	4523	4	124	0
2021-06-24	4519	4	124	0
2021-06-23	4515	1	124	0
2021-06-22	4514	1	124	0
2021-06-21	4513	1	124	0
2021-06-20	4512	3	124	0
2021-06-19	4509	1	124	0
2021-06-18	4508	2	124	0
2021-06-17	4506	9	124	0
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2021-06-14	4494	2	124	0
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2021-06-11	4489	1	124	0
2021-06-10	4488	8	124	0
2021-06-09	4480	6	124	0
2021-06-08	4474	10	124	0
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2021-06-06	4458	10	124	0
2021-06-05	4448	4	124	0
2021-06-04	4444	3	124	0
2021-06-03	4441	2	124	0
2021-06-02	4439	10	124	0
2021-06-01	4429	5	124	0
2021-05-30	4424	1	124	0
2021-05-29	4423	3	124	0
2021-05-28	4420	8	124	0
2021-05-27	4412	11	124	2
2021-05-26	4401	7	122	0
2021-05-25	4394	2	122	0
2021-05-24	4392	4	122	0
2021-05-22	4388	12	122	0
2021-05-21	4376	11	122	1
2021-05-20	4365	10	121	0
2021-05-19	4355	14	121	0
2021-05-18	4341	19	121	0
2021-05-17	4322	12	121	0
2021-05-16	4310	9	121	0
2021-05-15	4301	25	121	0
2021-05-14	4276	7	121	0
2021-05-13	4269	14	121	0
2021-05-12	4255	7	121	0
2021-05-11	4248	24	121	0
2021-05-10	4224	4	121	0
2021-05-09	4220	8	121	0
2021-05-08	4212	9	121	0
2021-05-07	4203	23	121	1
2021-05-06	4180	17	120	0
2021-05-05	4163	7	120	0
2021-05-04	4156	31	120	0
2021-05-03	4125	10	120	0
2021-05-02	4115	15	120	1
2021-05-01	4100	14	119	1
2021-04-30	4086	17	118	1
2021-04-29	4069	15	117	0
2021-04-28	4054	26	117	1
2021-04-27	4028	37	116	0
2021-04-26	3991	18	116	0
2021-04-25	3973	17	116	0
2021-04-24	3956	29	116	0
2021-04-23	3927	18	116	0
2021-04-22	3909	36	116	1
2021-04-21	3873	25	115	0
2021-04-20	3848	41	115	1
2021-04-19	3807	10	114	0
2021-04-18	3797	18	114	0
2021-04-17	3779	19	114	0
2021-04-16	3760	26	114	0
2021-04-15	3734	57	114	0
2021-04-14	3677	44	114	0
2021-04-13	3633	66	114	0
2021-04-12	3567	20	114	1
2021-04-11	3547	8	113	0
2021-04-10	3539	26	113	0
2021-04-09	3513	36	113	0
2021-04-08	3477	38	113	1
2021-04-07	3439	21	112	0
2021-04-06	3418	10	112	1
2021-04-05	3408	7	111	0
2021-04-04	3401	9	111	0
2021-04-03	3392	9	111	0
2021-04-02	3383	21	111	1
2021-04-01	3362	14	110	0
2021-03-31	3348	17	110	1
2021-03-30	3331	14	109	1
2021-03-29	3317	10	108	1
2021-03-28	3307	5	107	0
2021-03-27	3302	13	107	0
2021-03-26	3289	20	107	0
2021-03-25	3269	16	107	0
2021-03-24	3253	13	107	0
2021-03-23	3240	19	107	0
2021-03-22	3221	3	107	0
2021-03-20	3218	21	107	1
2021-03-19	3197	15	106	0
2021-03-18	3182	14	106	0
2021-03-17	3168	21	106	1
2021-03-16	3147	16	105	0
2021-03-15	3131	5	105	0
2021-03-14	3126	6	105	0
2021-03-13	3120	8	105	1
2021-03-12	3112	9	104	0
2021-03-11	3103	11	104	0
2021-03-10	3092	26	104	1
2021-03-09	3066	15	103	0
2021-03-08	3051	6	103	0
2021-03-07	3045	6	103	0
2021-03-06	3039	12	103	0
2021-03-05	3027	3	103	0
2021-03-04	3024	12	103	0
2021-03-03	3012	11	103	0
2021-03-02	3001	11	103	0
2021-03-01	2990	3	103	0
2021-02-28	2987	3	103	0
2021-02-27	2984	10	103	0
2021-02-26	2974	12	103	0
2021-02-25	2962	8	103	1
2021-02-24	2954	8	102	0
2021-02-23	2946	13	102	0
2021-02-22	2933	2	102	0
2021-02-21	2931	5	102	0
2021-02-20	2926	6	102	0
2021-02-19	2920	12	102	0
2021-02-18	2908	18	102	1
2021-02-17	2890	12	101	0
2021-02-16	2878	1	101	0
2021-02-15	2877	4	101	0
2021-02-14	2873	4	101	0
2021-02-13	2869	1	101	0
2021-02-12	2868	15	101	0
2021-02-11	2853	9	101	0
2021-02-10	2844	8	101	1
2021-02-09	2836	7	100	0
2021-02-08	2829	3	100	0
2021-02-07	2826	5	100	0
2021-02-06	2821	3	100	0
2021-02-05	2818	12	100	0
2021-02-04	2806	12	100	2
2021-02-03	2794	12	98	0
2021-02-02	2782	17	98	0
2021-02-01	2765	2	98	0
2021-01-31	2763	9	98	0
2021-01-30	2754	15	98	0
2021-01-29	2739	10	98	0
2021-01-28	2729	12	98	0
2021-01-27	2717	12	98	0
2021-01-26	2705	25	98	3
2021-01-25	2680	7	95	0
2021-01-24	2673	6	95	1
2021-01-23	2667	13	94	0
2021-01-22	2654	17	94	2
2021-01-21	2637	12	92	1
2021-01-20	2625	24	91	3
2021-01-19	2601	32	88	1
2021-01-18	2569	6	87	0
2021-01-17	2563	7	87	0
2021-01-16	2556	7	87	0
2021-01-15	2549	23	87	0
2021-01-14	2526	28	87	3
2021-01-13	2498	18	84	0
2021-01-12	2480	18	84	0
2021-01-11	2462	6	84	0
2021-01-09	2456	14	84	0
2021-01-08	2442	30	84	1
2021-01-07	2412	20	83	0
2021-01-06	2392	11	83	0
2021-01-05	2381	21	83	0
2021-01-04	2360	6	83	1
2021-01-03	2354	4	82	0
2021-01-02	2350	6	82	0
2021-01-01	2344	6	82	0
2020-12-31	2338	31	82	0
2020-12-30	2307	38	82	1
2020-12-29	2269	13	81	1
2020-12-28	2256	12	80	1
2020-12-27	2244	14	79	0
2020-12-26	2230	4	79	1
2020-12-25	2226	2	78	0
2020-12-24	2224	38	78	0
2020-12-23	2186	26	78	2
2020-12-22	2160	32	76	5
2020-12-21	2128	25	71	1
2020-12-20	2103	11	70	0
2020-12-19	2092	31	70	3
2020-12-18	2061	31	67	4
2020-12-17	2030	20	63	1
2020-12-16	2010	44	62	4
2020-12-15	1966	14	58	0
2020-12-14	1952	4	58	0
2020-12-13	1948	12	58	0
2020-12-12	1936	12	58	0
2020-12-11	1924	28	58	0
2020-12-10	1896	20	58	0
2020-12-09	1876	15	58	0
2020-12-08	1861	25	58	0
2020-12-07	1836	7	58	0
2020-12-06	1829	10	58	0
2020-12-05	1819	20	58	1
2020-12-04	1799	16	57	0
2020-12-03	1783	13	57	1
2020-12-02	1770	13	56	0
2020-12-01	1757	10	56	0
2020-11-30	1747	2	56	0
2020-11-29	1745	8	56	0
2020-11-28	1737	14	56	0
2020-11-27	1723	13	56	0
2020-11-26	1710	18	56	0
2020-11-25	1692	22	56	0
2020-11-24	1670	27	56	1
2020-11-23	1643	6	55	0
2020-11-22	1637	4	55	0
2020-11-21	1633	19	55	0
2020-11-20	1614	21	55	0
2020-11-19	1593	26	55	0
2020-11-18	1567	15	55	0
2020-11-17	1552	31	55	0
2020-11-16	1521	1	55	0
2020-11-15	1520	13	55	0
2020-11-14	1507	21	55	0
2020-11-13	1486	14	55	0
2020-11-12	1472	29	55	1
2020-11-11	1443	24	54	0
2020-11-10	1419	32	54	0
2020-11-09	1387	9	54	0
2020-11-08	1378	17	54	1
2020-11-07	1361	33	53	0
2020-11-06	1328	20	53	0
2020-11-05	1308	29	53	1
2020-11-04	1279	25	52	0
2020-11-03	1254	36	52	0
2020-11-02	1218	10	52	0
2020-11-01	1208	19	52	0
2020-10-31	1189	13	52	0
2020-10-30	1176	25	52	0
2020-10-29	1151	24	52	0
2020-10-28	1127	34	52	0
2020-10-27	1093	26	52	0
2020-10-26	1067	9	52	0
2020-10-25	1058	24	52	0
2020-10-24	1034	19	52	0
2020-10-23	1015	23	52	0
2020-10-22	992	12	52	0
2020-10-21	980	27	52	0
2020-10-20	953	22	52	0
2020-10-19	931	13	52	0
2020-10-18	918	5	52	0
2020-10-17	913	11	52	0
2020-10-16	902	23	52	0
2020-10-15	879	4	52	0
2020-10-14	875	15	52	0
2020-10-13	860	6	52	0
2020-10-11	854	3	52	0
2020-10-10	851	5	52	0
2020-10-09	846	7	52	0
2020-10-08	839	6	52	0
2020-10-07	833	4	52	0
2020-10-06	829	10	52	0
2020-10-05	819	4	52	0
2020-10-04	815	1	52	0
2020-10-03	814	6	52	0
2020-10-02	808	4	52	0
2020-10-01	804	5	52	0
2020-09-29	799	7	52	0
2020-09-28	792	3	52	0
2020-09-27	789	2	52	0
2020-09-26	787	15	52	0
2020-09-25	772	4	52	0
2020-09-24	768	1	52	0
2020-09-23	767	3	52	0
2020-09-22	764	4	52	0
2020-09-21	760	2	52	0
2020-09-20	758	1	52	0
2020-09-19	757	11	52	0
2020-09-18	746	19	52	0
2020-09-17	727	14	52	0
2020-09-16	713	7	52	0
2020-09-15	706	22	52	0
2020-09-14	684	3	52	0
2020-09-13	681	25	52	0
2020-09-12	656	7	52	0
2020-09-11	649	12	52	0
2020-09-10	637	10	52	0
2020-09-09	627	19	52	0
2020-09-08	608	12	52	0
2020-09-07	596	7	52	0
2020-09-06	589	20	52	0
2020-09-04	569	8	52	0
2020-09-03	561	15	52	0
2020-09-01	546	5	52	0
2020-08-31	541	1	52	0
2020-08-30	540	3	52	0
2020-08-29	537	2	52	0
2020-08-28	535	2	52	0
2020-08-27	533	1	52	0
2020-08-26	532	2	52	0
2020-08-25	530	6	52	0
2020-08-23	524	1	52	0
2020-08-22	523	1	52	0
2020-08-21	522	8	52	0
2020-08-20	514	1	52	0
2020-08-18	513	3	52	0
2020-08-17	510	1	52	0
2020-08-14	509	1	52	0
2020-08-12	508	3	52	0
2020-08-11	505	1	52	0
2020-08-08	504	1	52	0
2020-08-06	503	2	52	0
2020-08-05	501	1	52	0
2020-08-04	500	2	52	0
2020-08-01	498	1	52	0
2020-07-28	497	2	52	0
2020-07-21	495	2	52	0
2020-07-20	493	2	52	0
2020-07-15	491	1	52	0
2020-06-30	490	2	52	0
2020-06-25	488	1	52	0
2020-06-24	487	2	52	0
2020-06-23	485	1	52	0
2020-06-17	484	1	52	0
2020-06-15	483	1	52	0
2020-06-07	482	1	52	0
2020-06-03	481	1	52	0
2020-06-01	480	1	52	0
2020-05-27	479	1	52	0
2020-05-16	478	1	52	0
2020-05-13	477	1	52	0
2020-05-12	476	1	52	0
2020-05-11	475	1	52	0
2020-05-08	474	1	52	0
2020-05-07	473	1	52	0
2020-04-30	472	1	52	0
2020-04-29	471	3	52	0
2020-04-28	468	2	52	0
2020-04-25	466	2	52	0
2020-04-23	464	1	52	0
2020-04-22	463	4	52	0
2020-04-21	459	3	52	0
2020-04-20	456	2	52	0
2020-04-19	454	2	52	0
2020-04-18	452	1	52	0
2020-04-17	451	7	52	0
2020-04-16	444	6	52	0
2020-04-15	438	6	52	1
2020-04-14	432	2	51	0
2020-04-13	430	1	51	0
2020-04-12	429	17	51	3
2020-04-11	412	9	48	1
2020-04-10	403	5	47	1
2020-04-09	398	11	46	0
2020-04-08	387	4	46	0
2020-04-07	383	5	46	0
2020-04-06	378	12	46	2
2020-04-05	366	8	44	0
2020-04-04	358	23	44	3
2020-04-03	335	12	41	0
2020-04-02	323	10	41	0
2020-04-01	313	14	41	1
2020-03-31	299	36	40	5
2020-03-30	263	9	35	0
2020-03-29	254	8	35	1
2020-03-28	246	23	34	7
2020-03-27	223	19	27	1
2020-03-26	204	30	26	5
2020-03-25	174	8	21	0
2020-03-24	166	15	21	4
2020-03-23	151	15	17	1
2020-03-22	136	5	16	0
2020-03-21	131	22	16	1
2020-03-20	109	28	15	5
2020-03-19	81	13	10	0
2020-03-18	68	7	10	0
2020-03-17	61	4	10	2
2020-03-16	57	11	8	1
2020-03-15	46	14	7	0
2020-03-14	32	7	7	1
2020-03-13	25	12	6	2
2020-03-12	13	4	4	2
2020-03-11	9	1	2	0
2020-03-10	8	5	2	2
2020-03-09	3	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: 0:03:57.142071