Germany: LK Nürnberger Land (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 11:12:33 CEST

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

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

overview(country="Germany", subregion="LK Nürnberger Land");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Nürnberger Land")
print(f'Population of country="Germany", subregion="LK Nürnberger Land": {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 Nürnberger Land": 171424 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	84493	3	433	0
2023-03-03	84490	-1	433	0
2023-03-02	84491	23	433	0
2023-03-01	84468	49	433	0
2023-02-28	84419	47	433	0
2023-02-27	84372	82	433	0
2023-02-24	84290	35	433	0
2023-02-23	84255	26	433	0
2023-02-22	84229	67	433	0
2023-02-21	84162	82	433	0
2023-02-20	84080	27	433	0
2023-02-17	84053	42	433	0
2023-02-16	84011	38	433	1
2023-02-15	83973	66	432	0
2023-02-14	83907	55	432	0
2023-02-13	83852	55	432	0
2023-02-10	83797	60	432	1
2023-02-09	83737	27	431	0
2023-02-08	83710	51	431	0
2023-02-07	83659	46	431	0
2023-02-06	83613	62	431	0
2023-02-03	83551	32	431	0
2023-02-02	83519	43	431	0
2023-02-01	83476	53	431	0
2023-01-31	83423	44	431	0
2023-01-30	83379	52	431	1
2023-01-27	83327	28	430	0
2023-01-26	83299	25	430	0
2023-01-25	83274	25	430	0
2023-01-24	83249	36	430	1
2023-01-23	83213	41	429	0
2023-01-20	83172	28	429	0
2023-01-19	83144	29	429	0
2023-01-18	83115	33	429	0
2023-01-17	83082	29	429	0
2023-01-16	83053	46	429	1
2023-01-13	83007	25	428	0
2023-01-12	82982	34	428	0
2023-01-11	82948	42	428	0
2023-01-10	82906	47	428	1
2023-01-09	82859	72	427	0
2023-01-05	82787	19	427	0
2023-01-04	82768	38	427	0
2023-01-03	82730	33	427	0
2023-01-02	82697	60	427	0
2022-12-30	82637	43	427	0
2022-12-29	82594	34	427	1
2022-12-28	82560	50	426	0
2022-12-27	82510	110	426	0
2022-12-23	82400	71	426	0
2022-12-22	82329	30	426	0
2022-12-21	82299	72	426	0
2022-12-20	82227	63	426	0
2022-12-19	82164	75	426	2
2022-12-16	82089	38	424	0
2022-12-15	82051	68	424	0
2022-12-14	81983	30	424	0
2022-12-13	81953	60	424	0
2022-12-12	81893	79	424	1
2022-12-09	81814	21	423	0
2022-12-08	81793	38	423	0
2022-12-07	81755	56	423	0
2022-12-06	81699	55	423	1
2022-12-05	81644	68	422	0
2022-12-02	81576	40	422	1
2022-12-01	81536	28	421	0
2022-11-30	81508	43	421	0
2022-11-29	81465	57	421	0
2022-11-28	81408	66	421	0
2022-11-25	81342	37	421	0
2022-11-24	81305	59	421	0
2022-11-23	81246	40	421	0
2022-11-22	81206	70	421	0
2022-11-21	81136	70	421	0
2022-11-18	81066	33	421	1
2022-11-17	81033	31	420	0
2022-11-16	81002	42	420	0
2022-11-15	80960	64	420	0
2022-11-14	80896	102	420	0
2022-11-12	80794	1	420	0
2022-11-11	80793	36	420	1
2022-11-10	80757	51	419	1
2022-11-09	80706	60	418	0
2022-11-08	80646	115	418	0
2022-11-07	80531	122	418	0
2022-11-06	80409	1	418	0
2022-11-04	80408	80	418	1
2022-11-03	80328	72	417	0
2022-11-02	80256	142	417	0
2022-10-31	80114	151	417	0
2022-10-28	79963	136	417	0
2022-10-27	79827	62	417	0
2022-10-26	79765	171	417	0
2022-10-25	79594	175	417	1
2022-10-24	79419	212	416	0
2022-10-21	79207	217	416	0
2022-10-20	78990	194	416	0
2022-10-19	78796	233	416	1
2022-10-18	78563	395	415	0
2022-10-17	78168	406	415	2
2022-10-15	77762	1	413	0
2022-10-14	77761	137	413	0
2022-10-13	77624	314	413	1
2022-10-12	77310	216	412	0
2022-10-11	77094	427	412	2
2022-10-10	76667	558	410	2
2022-10-08	76109	1	408	0
2022-10-07	76108	249	408	0
2022-10-06	75859	363	408	0
2022-10-05	75496	358	408	2
2022-10-04	75138	496	406	2
2022-10-02	74642	2	404	0
2022-10-01	74640	1	404	0
2022-09-30	74639	188	404	1
2022-09-29	74451	147	403	1
2022-09-28	74304	256	402	1
2022-09-27	74048	222	401	1
2022-09-26	73826	218	400	0
2022-09-23	73608	92	400	1
2022-09-22	73516	86	399	0
2022-09-21	73430	94	399	0
2022-09-20	73336	129	399	1
2022-09-19	73207	115	398	1
2022-09-16	73092	54	397	0
2022-09-15	73038	60	397	0
2022-09-14	72978	59	397	0
2022-09-13	72919	81	397	0
2022-09-12	72838	90	397	0
2022-09-10	72748	1	397	0
2022-09-09	72747	48	397	0
2022-09-08	72699	65	397	0
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2022-08-30	72214	92	397	0
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2022-08-26	72027	55	397	0
2022-08-25	71972	58	397	0
2022-08-24	71914	50	397	1
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2022-08-22	71761	81	396	0
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2022-08-18	71616	51	396	0
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2022-08-15	71401	140	396	1
2022-08-13	71261	1	395	0
2022-08-12	71260	59	395	0
2022-08-11	71201	104	395	0
2022-08-10	71097	93	395	0
2022-08-09	71004	156	395	1
2022-08-08	70848	199	394	2
2022-08-05	70649	99	392	0
2022-08-04	70550	141	392	0
2022-08-03	70409	228	392	0
2022-08-02	70181	250	392	0
2022-08-01	69931	260	392	0
2022-07-31	69671	1	392	0
2022-07-29	69670	159	392	0
2022-07-28	69511	191	392	1
2022-07-27	69320	385	391	2
2022-07-26	68935	599	389	2
2022-07-25	68336	247	387	1
2022-07-22	68089	183	386	0
2022-07-21	67906	183	386	2
2022-07-20	67723	266	384	1
2022-07-19	67457	452	383	0
2022-07-18	67005	402	383	1
2022-07-17	66603	3	382	0
2022-07-15	66600	296	382	1
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2022-07-13	65961	391	380	2
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2021-09-27	7990	11	203	0
2021-09-26	7979	10	203	0
2021-09-25	7969	15	203	0
2021-09-24	7954	8	203	0
2021-09-23	7946	13	203	0
2021-09-22	7933	13	203	0
2021-09-21	7920	18	203	0
2021-09-20	7902	9	203	0
2021-09-19	7893	6	203	0
2021-09-18	7887	18	203	0
2021-09-17	7869	6	203	0
2021-09-16	7863	21	203	0
2021-09-15	7842	23	203	0
2021-09-14	7819	16	203	0
2021-09-13	7803	7	203	0
2021-09-12	7796	11	203	0
2021-09-11	7785	17	203	1
2021-09-10	7768	13	202	0
2021-09-09	7755	14	202	0
2021-09-08	7741	11	202	0
2021-09-07	7730	17	202	0
2021-09-06	7713	1	202	0
2021-09-05	7712	7	202	0
2021-09-04	7705	10	202	1
2021-09-03	7695	13	201	0
2021-09-02	7682	14	201	0
2021-09-01	7668	15	201	0
2021-08-31	7653	10	201	0
2021-08-30	7643	3	201	0
2021-08-29	7640	5	201	0
2021-08-28	7635	9	201	0
2021-08-27	7626	11	201	0
2021-08-26	7615	31	201	0
2021-08-25	7584	19	201	0
2021-08-24	7565	7	201	0
2021-08-23	7558	8	201	0
2021-08-22	7550	8	201	0
2021-08-21	7542	4	201	0
2021-08-20	7538	4	201	0
2021-08-19	7534	3	201	0
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2021-08-17	7523	7	201	0
2021-08-16	7516	1	201	0
2021-08-15	7515	4	201	0
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2021-08-08	7491	1	201	0
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2021-07-29	7475	3	201	0
2021-07-28	7472	2	201	1
2021-07-25	7470	1	200	0
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2021-07-22	7466	2	200	0
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2021-07-18	7461	1	200	0
2021-07-17	7460	2	200	0
2021-07-14	7458	1	200	0
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2021-07-11	7455	4	200	0
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2021-07-06	7445	1	200	0
2021-07-05	7444	2	200	0
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2021-06-07	7387	1	199	0
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2021-06-05	7374	7	199	1
2021-06-04	7367	8	198	0
2021-06-02	7359	9	198	0
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2021-05-31	7336	5	197	0
2021-05-30	7331	9	197	0
2021-05-29	7322	10	197	0
2021-05-28	7312	14	197	0
2021-05-27	7298	18	197	2
2021-05-26	7280	10	195	0
2021-05-25	7270	4	195	0
2021-05-24	7266	5	195	0
2021-05-23	7261	9	195	0
2021-05-22	7252	13	195	0
2021-05-21	7239	16	195	0
2021-05-20	7223	23	195	0
2021-05-19	7200	20	195	0
2021-05-18	7180	31	195	0
2021-05-17	7149	6	195	0
2021-05-16	7143	10	195	0
2021-05-15	7133	19	195	0
2021-05-14	7114	11	195	0
2021-05-13	7103	29	195	1
2021-05-12	7074	57	194	2
2021-05-11	7017	25	192	0
2021-05-10	6992	9	192	0
2021-05-09	6983	14	192	1
2021-05-08	6969	39	191	0
2021-05-07	6930	27	191	0
2021-05-06	6903	41	191	0
2021-05-05	6862	30	191	1
2021-05-04	6832	15	190	1
2021-05-03	6817	15	189	0
2021-05-02	6802	15	189	0
2021-05-01	6787	20	189	1
2021-04-30	6767	25	188	2
2021-04-29	6742	30	186	1
2021-04-28	6712	51	185	0
2021-04-27	6661	31	185	1
2021-04-26	6630	11	184	0
2021-04-25	6619	8	184	0
2021-04-24	6611	39	184	1
2021-04-23	6572	41	183	0
2021-04-22	6531	44	183	0
2021-04-21	6487	43	183	1
2021-04-20	6444	41	182	0
2021-04-19	6403	23	182	0
2021-04-18	6380	19	182	0
2021-04-17	6361	30	182	0
2021-04-16	6331	48	182	0
2021-04-15	6283	56	182	1
2021-04-14	6227	69	181	1
2021-04-13	6158	44	180	1
2021-04-12	6114	20	179	0
2021-04-11	6094	45	179	0
2021-04-10	6049	47	179	0
2021-04-09	6002	41	179	0
2021-04-08	5961	56	179	0
2021-04-07	5905	64	179	0
2021-04-06	5841	39	179	2
2021-04-05	5802	12	177	2
2021-04-04	5790	20	175	1
2021-04-03	5770	21	174	1
2021-04-02	5749	30	173	0
2021-04-01	5719	29	173	0
2021-03-31	5690	78	173	1
2021-03-30	5612	27	172	0
2021-03-29	5585	20	172	0
2021-03-28	5565	27	172	1
2021-03-27	5538	29	171	0
2021-03-26	5509	41	171	0
2021-03-25	5468	49	171	0
2021-03-24	5419	53	171	0
2021-03-23	5366	32	171	0
2021-03-22	5334	17	171	0
2021-03-21	5317	11	171	0
2021-03-20	5306	44	171	0
2021-03-19	5262	21	171	1
2021-03-18	5241	35	170	0
2021-03-17	5206	23	170	0
2021-03-16	5183	25	170	0
2021-03-15	5158	10	170	0
2021-03-14	5148	20	170	0
2021-03-13	5128	20	170	0
2021-03-12	5108	14	170	0
2021-03-11	5094	30	170	1
2021-03-10	5064	23	169	0
2021-03-09	5041	15	169	0
2021-03-08	5026	5	169	0
2021-03-07	5021	17	169	0
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2021-03-05	4996	17	168	0
2021-03-04	4979	13	168	0
2021-03-03	4966	23	168	0
2021-03-02	4943	27	168	0
2021-03-01	4916	8	168	0
2021-02-28	4908	4	168	0
2021-02-27	4904	15	168	1
2021-02-26	4889	34	167	0
2021-02-25	4855	14	167	0
2021-02-24	4841	21	167	0
2021-02-23	4820	15	167	0
2021-02-22	4805	19	167	1
2021-02-21	4786	4	166	0
2021-02-20	4782	8	166	0
2021-02-19	4774	14	166	0
2021-02-18	4760	7	166	0
2021-02-17	4753	35	166	0
2021-02-16	4718	15	166	1
2021-02-15	4703	6	165	0
2021-02-14	4697	14	165	0
2021-02-13	4683	17	165	0
2021-02-12	4666	26	165	0
2021-02-11	4640	29	165	2
2021-02-10	4611	17	163	0
2021-02-09	4594	17	163	0
2021-02-08	4577	10	163	1
2021-02-07	4567	18	162	1
2021-02-06	4549	31	161	0
2021-02-05	4518	19	161	0
2021-02-04	4499	24	161	0
2021-02-03	4475	30	161	1
2021-02-02	4445	31	160	1
2021-02-01	4414	7	159	0
2021-01-31	4407	10	159	0
2021-01-30	4397	19	159	0
2021-01-29	4378	22	159	2
2021-01-28	4356	24	157	0
2021-01-27	4332	21	157	0
2021-01-26	4311	15	157	0
2021-01-25	4296	11	157	1
2021-01-24	4285	9	156	0
2021-01-23	4276	11	156	1
2021-01-22	4265	15	155	0
2021-01-21	4250	20	155	0
2021-01-20	4230	9	155	0
2021-01-19	4221	19	155	2
2021-01-18	4202	5	153	1
2021-01-17	4197	14	152	0
2021-01-16	4183	18	152	0
2021-01-15	4165	17	152	0
2021-01-14	4148	20	152	0
2021-01-13	4128	29	152	0
2021-01-12	4099	26	152	0
2021-01-11	4073	17	152	0
2021-01-10	4056	22	152	2
2021-01-09	4034	44	150	1
2021-01-08	3990	27	149	0
2021-01-07	3963	18	149	1
2021-01-06	3945	45	148	1
2021-01-05	3900	56	147	4
2021-01-04	3844	17	143	1
2021-01-03	3827	4	142	0
2021-01-02	3823	30	142	0
2021-01-01	3793	19	142	0
2020-12-31	3774	62	142	4
2020-12-30	3712	63	138	0
2020-12-29	3649	42	138	1
2020-12-28	3607	22	137	1
2020-12-27	3585	16	136	1
2020-12-26	3569	8	135	1
2020-12-25	3561	22	134	1
2020-12-24	3539	68	133	3
2020-12-23	3471	54	130	3
2020-12-22	3417	51	127	1
2020-12-21	3366	37	126	1
2020-12-20	3329	38	125	1
2020-12-19	3291	70	124	0
2020-12-18	3221	75	124	1
2020-12-17	3146	61	123	1
2020-12-16	3085	73	122	3
2020-12-15	3012	87	119	2
2020-12-14	2925	32	117	4
2020-12-13	2893	78	113	7
2020-12-12	2815	46	106	3
2020-12-11	2769	64	103	3
2020-12-10	2705	60	100	3
2020-12-09	2645	69	97	3
2020-12-08	2576	56	94	1
2020-12-07	2520	48	93	1
2020-12-06	2472	62	92	4
2020-12-05	2410	49	88	1
2020-12-04	2361	62	87	1
2020-12-03	2299	74	86	4
2020-12-02	2225	57	82	4
2020-12-01	2168	72	78	9
2020-11-30	2096	41	69	2
2020-11-29	2055	28	67	1
2020-11-28	2027	42	66	1
2020-11-27	1985	26	65	0
2020-11-26	1959	47	65	0
2020-11-25	1912	48	65	0
2020-11-24	1864	21	65	0
2020-11-23	1843	36	65	0
2020-11-22	1807	2	65	0
2020-11-21	1805	54	65	1
2020-11-20	1751	35	64	0
2020-11-19	1716	44	64	0
2020-11-18	1672	49	64	0
2020-11-17	1623	28	64	2
2020-11-16	1595	24	62	1
2020-11-15	1571	12	61	1
2020-11-14	1559	61	60	2
2020-11-13	1498	23	58	1
2020-11-12	1475	47	57	1
2020-11-11	1428	25	56	0
2020-11-10	1403	30	56	0
2020-11-09	1373	35	56	3
2020-11-08	1338	23	53	0
2020-11-07	1315	42	53	1
2020-11-06	1273	18	52	0
2020-11-05	1255	47	52	0
2020-11-04	1208	37	52	0
2020-11-03	1171	18	52	0
2020-11-02	1153	27	52	0
2020-11-01	1126	9	52	0
2020-10-31	1117	25	52	0
2020-10-30	1092	17	52	0
2020-10-29	1075	18	52	0
2020-10-28	1057	40	52	0
2020-10-27	1017	21	52	1
2020-10-26	996	5	51	0
2020-10-25	991	3	51	0
2020-10-24	988	18	51	0
2020-10-23	970	24	51	0
2020-10-22	946	26	51	0
2020-10-21	920	11	51	0
2020-10-20	909	9	51	1
2020-10-19	900	4	50	0
2020-10-18	896	1	50	0
2020-10-17	895	13	50	0
2020-10-16	882	17	50	0
2020-10-15	865	11	50	0
2020-10-14	854	11	50	0
2020-10-13	843	2	50	0
2020-10-12	841	10	50	0
2020-10-11	831	6	50	0
2020-10-10	825	3	50	0
2020-10-09	822	5	50	0
2020-10-08	817	8	50	0
2020-10-07	809	3	50	0
2020-10-06	806	4	50	0
2020-10-04	802	2	50	0
2020-10-03	800	2	50	0
2020-10-01	798	1	50	0
2020-09-30	797	4	50	0
2020-09-29	793	1	50	0
2020-09-28	792	2	50	0
2020-09-26	790	4	50	0
2020-09-25	786	3	50	0
2020-09-24	783	5	50	0
2020-09-23	778	3	50	0
2020-09-22	775	6	50	0
2020-09-21	769	1	50	0
2020-09-19	768	2	50	0
2020-09-18	766	3	50	0
2020-09-17	763	2	50	0
2020-09-16	761	8	50	0
2020-09-15	753	3	50	1
2020-09-14	750	4	49	0
2020-09-13	746	1	49	0
2020-09-11	745	5	49	0
2020-09-10	740	1	49	0
2020-09-09	739	5	49	0
2020-09-08	734	4	49	0
2020-09-07	730	10	49	0
2020-09-06	720	2	49	0
2020-09-05	718	2	49	0
2020-09-04	716	2	49	0
2020-09-03	714	1	49	0
2020-09-02	713	2	49	0
2020-09-01	711	1	49	0
2020-08-31	710	4	49	0
2020-08-30	706	1	49	0
2020-08-29	705	1	49	0
2020-08-28	704	5	49	0
2020-08-27	699	2	49	0
2020-08-26	697	8	49	0
2020-08-25	689	4	49	0
2020-08-24	685	1	49	0
2020-08-22	684	1	49	0
2020-08-20	683	2	49	0
2020-08-19	681	1	49	0
2020-08-18	680	1	49	0
2020-08-17	679	4	49	0
2020-08-15	675	1	49	0
2020-08-14	674	1	49	0
2020-08-13	673	2	49	0
2020-08-10	671	1	49	0
2020-08-06	670	2	49	0
2020-08-05	668	2	49	0
2020-07-31	666	2	49	0
2020-07-29	664	2	49	0
2020-07-27	662	2	49	0
2020-07-24	660	1	49	0
2020-07-23	659	6	49	0
2020-07-22	653	1	49	0
2020-07-21	652	1	49	0
2020-07-20	651	1	49	0
2020-07-18	650	2	49	0
2020-07-17	648	3	49	0
2020-07-16	645	1	49	0
2020-07-15	644	3	49	0
2020-07-13	641	1	49	0
2020-06-25	640	1	49	0
2020-06-24	639	1	49	0
2020-06-22	638	1	49	0
2020-06-15	637	2	49	0
2020-06-12	635	1	49	0
2020-06-07	634	1	49	0
2020-06-03	633	2	49	0
2020-05-22	631	1	49	0
2020-05-19	630	2	49	0
2020-05-18	628	1	49	1
2020-05-14	627	2	48	0
2020-05-13	625	4	48	0
2020-05-12	621	2	48	0
2020-05-10	619	1	48	1
2020-05-09	618	3	47	0
2020-05-08	615	4	47	0
2020-05-07	611	4	47	0
2020-05-06	607	3	47	0
2020-05-05	604	2	47	1
2020-05-04	602	2	46	0
2020-05-02	600	2	46	0
2020-05-01	598	1	46	0
2020-04-30	597	2	46	0
2020-04-29	595	2	46	0
2020-04-27	593	1	46	0
2020-04-26	592	1	46	0
2020-04-25	591	4	46	0
2020-04-24	587	2	46	0
2020-04-23	585	6	46	1
2020-04-22	579	7	45	0
2020-04-21	572	8	45	1
2020-04-20	564	13	44	4
2020-04-19	551	3	40	0
2020-04-18	548	15	40	1
2020-04-17	533	5	39	0
2020-04-16	528	13	39	1
2020-04-15	515	9	38	1
2020-04-14	506	21	37	4
2020-04-13	485	11	33	1
2020-04-12	474	4	32	0
2020-04-11	470	22	32	0
2020-04-10	448	6	32	0
2020-04-09	442	25	32	2
2020-04-08	417	32	30	3
2020-04-07	385	28	27	2
2020-04-06	357	20	25	0
2020-04-05	337	11	25	1
2020-04-04	326	16	24	2
2020-04-03	310	33	22	2
2020-04-02	277	31	20	1
2020-04-01	246	40	19	2
2020-03-31	206	29	17	5
2020-03-30	177	26	12	3
2020-03-29	151	5	9	1
2020-03-27	146	16	8	1
2020-03-26	130	24	7	2
2020-03-25	106	25	5	1
2020-03-24	81	12	4	0
2020-03-23	69	8	4	0
2020-03-22	61	8	4	0
2020-03-21	53	13	4	2
2020-03-20	40	14	2	2
2020-03-19	26	8	0	0
2020-03-18	18	7	0	0
2020-03-17	11	4	0	0
2020-03-16	7	1	0	0
2020-03-15	6	4	0	0
2020-03-13	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: 0:03:36.430144