Germany: LK Landshut (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 11:02:50 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Landshut")
print(f'Population of country="Germany", subregion="LK Landshut": {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 Landshut": 162331 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	86732	31	379	0
2023-03-03	86701	18	379	0
2023-03-02	86683	22	379	0
2023-03-01	86661	35	379	1
2023-02-28	86626	49	378	0
2023-02-27	86577	72	378	1
2023-02-24	86505	41	377	0
2023-02-23	86464	49	377	1
2023-02-22	86415	107	376	0
2023-02-20	86308	87	376	0
2023-02-17	86221	35	376	0
2023-02-16	86186	56	376	0
2023-02-15	86130	62	376	3
2023-02-14	86068	87	373	0
2023-02-13	85981	85	373	1
2023-02-10	85896	41	372	0
2023-02-09	85855	58	372	1
2023-02-08	85797	63	371	1
2023-02-07	85734	77	370	0
2023-02-06	85657	89	370	0
2023-02-03	85568	29	370	0
2023-02-02	85539	65	370	1
2023-02-01	85474	37	369	0
2023-01-31	85437	67	369	1
2023-01-30	85370	73	368	1
2023-01-27	85297	22	367	0
2023-01-26	85275	40	367	0
2023-01-25	85235	25	367	0
2023-01-24	85210	33	367	0
2023-01-23	85177	57	367	0
2023-01-20	85120	13	367	0
2023-01-19	85107	19	367	0
2023-01-18	85088	36	367	1
2023-01-17	85052	31	366	0
2023-01-16	85021	42	366	1
2023-01-13	84979	17	365	0
2023-01-12	84962	21	365	0
2023-01-11	84941	32	365	0
2023-01-10	84909	25	365	0
2023-01-09	84884	61	365	0
2023-01-05	84823	40	365	0
2023-01-04	84783	30	365	0
2023-01-03	84753	34	365	1
2023-01-02	84719	26	364	0
2022-12-30	84693	36	364	0
2022-12-29	84657	35	364	0
2022-12-28	84622	36	364	0
2022-12-27	84586	57	364	0
2022-12-23	84529	22	364	0
2022-12-22	84507	26	364	0
2022-12-21	84481	36	364	0
2022-12-20	84445	36	364	0
2022-12-19	84409	58	364	0
2022-12-16	84351	14	364	0
2022-12-15	84337	18	364	0
2022-12-14	84319	25	364	0
2022-12-13	84294	23	364	0
2022-12-12	84271	32	364	0
2022-12-09	84239	20	364	0
2022-12-08	84219	26	364	0
2022-12-07	84193	16	364	0
2022-12-06	84177	31	364	0
2022-12-05	84146	52	364	1
2022-12-02	84094	10	363	0
2022-12-01	84084	22	363	0
2022-11-30	84062	16	363	0
2022-11-29	84046	36	363	0
2022-11-28	84010	30	363	0
2022-11-25	83980	18	363	0
2022-11-24	83962	40	363	0
2022-11-23	83922	11	363	0
2022-11-22	83911	24	363	0
2022-11-21	83887	46	363	0
2022-11-18	83841	13	363	0
2022-11-17	83828	21	363	0
2022-11-16	83807	25	363	0
2022-11-15	83782	48	363	1
2022-11-14	83734	67	362	1
2022-11-11	83667	34	361	0
2022-11-10	83633	36	361	0
2022-11-09	83597	47	361	0
2022-11-08	83550	80	361	0
2022-11-07	83470	83	361	1
2022-11-04	83387	27	360	1
2022-11-03	83360	73	359	0
2022-11-02	83287	118	359	1
2022-10-31	83169	129	358	0
2022-10-28	83040	47	358	4
2022-10-27	82993	80	354	0
2022-10-26	82913	116	354	1
2022-10-25	82797	150	353	2
2022-10-24	82647	169	351	0
2022-10-21	82478	112	351	0
2022-10-20	82366	143	351	0
2022-10-19	82223	225	351	0
2022-10-18	81998	315	351	3
2022-10-17	81683	389	348	1
2022-10-16	81294	1	347	1
2022-10-14	81293	149	346	0
2022-10-13	81144	240	346	2
2022-10-12	80904	254	344	1
2022-10-11	80650	498	343	2
2022-10-10	80152	458	341	1
2022-10-07	79694	256	340	0
2022-10-06	79438	341	340	1
2022-10-05	79097	313	339	2
2022-10-04	78784	520	337	0
2022-09-30	78264	192	337	0
2022-09-29	78072	215	337	0
2022-09-28	77857	295	337	0
2022-09-27	77562	261	337	0
2022-09-26	77301	305	337	0
2022-09-23	76996	46	337	1
2022-09-22	76950	162	336	0
2022-09-21	76788	120	336	0
2022-09-20	76668	101	336	0
2022-09-19	76567	208	336	0
2022-09-16	76359	54	336	0
2022-09-15	76305	86	336	0
2022-09-14	76219	88	336	0
2022-09-13	76131	77	336	0
2022-09-12	76054	154	336	0
2022-09-09	75900	39	336	0
2022-09-08	75861	38	336	0
2022-09-07	75823	56	336	0
2022-09-06	75767	89	336	0
2022-09-05	75678	107	336	1
2022-09-02	75571	34	335	0
2022-09-01	75537	52	335	1
2022-08-31	75485	85	334	0
2022-08-30	75400	75	334	1
2022-08-29	75325	157	333	1
2022-08-26	75168	43	332	0
2022-08-25	75125	83	332	0
2022-08-24	75042	70	332	0
2022-08-23	74972	70	332	0
2022-08-22	74902	142	332	0
2022-08-19	74760	23	332	0
2022-08-18	74737	68	332	0
2022-08-17	74669	72	332	1
2022-08-16	74597	150	331	1
2022-08-12	74447	28	330	0
2022-08-11	74419	70	330	0
2022-08-10	74349	94	330	0
2022-08-09	74255	90	330	0
2022-08-08	74165	201	330	0
2022-08-05	73964	53	330	0
2022-08-04	73911	103	330	0
2022-08-03	73808	109	330	0
2022-08-02	73699	175	330	1
2022-08-01	73524	190	329	1
2022-07-29	73334	73	328	0
2022-07-28	73261	140	328	1
2022-07-27	73121	189	327	0
2022-07-26	72932	227	327	2
2022-07-25	72705	429	325	0
2022-07-22	72276	125	325	1
2022-07-21	72151	267	324	0
2022-07-20	71884	223	324	0
2022-07-19	71661	408	324	0
2022-07-18	71253	454	324	1
2022-07-15	70799	194	323	0
2022-07-14	70605	353	323	0
2022-07-13	70252	194	323	0
2022-07-12	70058	298	323	1
2022-07-11	69760	493	322	0
2022-07-08	69267	176	322	0
2022-07-07	69091	234	322	1
2022-07-06	68857	422	321	0
2022-07-05	68435	400	321	0
2022-07-04	68035	398	321	0
2022-07-01	67637	179	321	1
2022-06-30	67458	208	320	0
2022-06-29	67250	207	320	1
2022-06-28	67043	327	319	0
2022-06-27	66716	356	319	1
2022-06-24	66360	138	318	0
2022-06-23	66222	251	318	0
2022-06-22	65971	233	318	0
2022-06-21	65738	287	318	0
2022-06-20	65451	200	318	2
2022-06-17	65251	123	316	0
2022-06-15	65128	131	316	0
2022-06-14	64997	73	316	0
2022-06-13	64924	175	316	0
2022-06-10	64749	95	316	0
2022-06-09	64654	110	316	0
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2022-06-07	64427	232	316	2
2022-06-03	64195	90	314	0
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2022-05-31	63876	73	314	0
2022-05-30	63803	155	314	0
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2022-05-16	62319	404	314	1
2022-05-14	61915	98	313	0
2022-05-13	61817	206	313	0
2022-05-12	61611	400	313	0
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2022-04-22	57995	186	311	0
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2022-04-20	57567	332	311	1
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2021-09-04	8430	20	173	0
2021-09-03	8410	15	173	1
2021-09-02	8395	23	172	2
2021-09-01	8372	20	170	0
2021-08-31	8352	35	170	0
2021-08-30	8317	1	170	0
2021-08-29	8316	13	170	0
2021-08-28	8303	13	170	0
2021-08-27	8290	32	170	0
2021-08-26	8258	28	170	0
2021-08-25	8230	15	170	1
2021-08-24	8215	29	169	0
2021-08-23	8186	6	169	0
2021-08-22	8180	10	169	0
2021-08-21	8170	1	169	0
2021-08-20	8169	18	169	0
2021-08-19	8151	6	169	0
2021-08-18	8145	11	169	0
2021-08-17	8134	5	169	0
2021-08-16	8129	1	169	0
2021-08-15	8128	1	169	0
2021-08-14	8127	2	169	0
2021-08-13	8125	4	169	0
2021-08-12	8121	6	169	0
2021-08-11	8115	6	169	0
2021-08-10	8109	7	169	0
2021-08-09	8102	4	169	0
2021-08-08	8098	5	169	0
2021-08-07	8093	2	169	0
2021-08-06	8091	2	169	0
2021-08-05	8089	3	169	0
2021-08-04	8086	4	169	0
2021-07-31	8082	8	169	0
2021-07-30	8074	7	169	0
2021-07-29	8067	3	169	0
2021-07-28	8064	2	169	0
2021-07-27	8062	5	169	0
2021-07-26	8057	1	169	0
2021-07-24	8056	5	169	0
2021-07-23	8051	1	169	0
2021-07-22	8050	1	169	0
2021-07-21	8049	1	169	0
2021-07-20	8048	5	169	0
2021-07-19	8043	1	169	0
2021-07-18	8042	1	169	0
2021-07-17	8041	11	169	0
2021-07-15	8030	1	169	0
2021-07-14	8029	3	169	0
2021-07-13	8026	1	169	0
2021-07-10	8025	2	169	0
2021-07-09	8023	1	169	0
2021-07-07	8022	3	169	0
2021-07-06	8019	7	169	0
2021-07-05	8012	1	169	0
2021-07-03	8011	1	169	0
2021-06-29	8010	1	169	0
2021-06-22	8009	1	169	0
2021-06-21	8008	2	169	0
2021-06-18	8006	1	169	0
2021-06-16	8005	2	169	0
2021-06-15	8003	3	169	0
2021-06-14	8000	1	169	0
2021-06-13	7999	3	169	0
2021-06-12	7996	2	169	0
2021-06-10	7994	10	169	0
2021-06-09	7984	10	169	0
2021-06-08	7974	21	169	0
2021-06-06	7953	3	169	0
2021-06-05	7950	11	169	0
2021-06-04	7939	2	169	0
2021-06-03	7937	3	169	0
2021-06-02	7934	3	169	0
2021-06-01	7931	15	169	0
2021-05-31	7916	1	169	0
2021-05-30	7915	4	169	0
2021-05-29	7911	15	169	0
2021-05-28	7896	8	169	0
2021-05-27	7888	8	169	0
2021-05-26	7880	8	169	0
2021-05-25	7872	3	169	0
2021-05-24	7869	2	169	0
2021-05-23	7867	7	169	0
2021-05-22	7860	14	169	0
2021-05-21	7846	8	169	0
2021-05-20	7838	19	169	0
2021-05-19	7819	22	169	0
2021-05-18	7797	30	169	0
2021-05-17	7767	4	169	1
2021-05-16	7763	7	168	0
2021-05-15	7756	26	168	1
2021-05-14	7730	5	167	0
2021-05-13	7725	33	167	0
2021-05-12	7692	32	167	0
2021-05-11	7660	64	167	1
2021-05-10	7596	3	166	0
2021-05-09	7593	6	166	0
2021-05-08	7587	37	166	0
2021-05-07	7550	35	166	0
2021-05-06	7515	42	166	1
2021-05-05	7473	61	165	0
2021-05-04	7412	64	165	0
2021-05-03	7348	9	165	0
2021-05-02	7339	37	165	1
2021-05-01	7302	45	164	0
2021-04-30	7257	41	164	0
2021-04-29	7216	46	164	1
2021-04-28	7170	74	163	0
2021-04-27	7096	99	163	0
2021-04-26	6997	2	163	0
2021-04-25	6995	37	163	0
2021-04-24	6958	25	163	0
2021-04-23	6933	52	163	0
2021-04-22	6881	92	163	1
2021-04-21	6789	77	162	0
2021-04-20	6712	124	162	2
2021-04-19	6588	12	160	1
2021-04-18	6576	21	159	0
2021-04-17	6555	80	159	0
2021-04-16	6475	71	159	0
2021-04-15	6404	54	159	0
2021-04-14	6350	112	159	0
2021-04-13	6238	48	159	1
2021-04-12	6190	9	158	0
2021-04-11	6181	42	158	0
2021-04-10	6139	34	158	1
2021-04-09	6105	45	157	0
2021-04-08	6060	43	157	0
2021-04-07	6017	20	157	0
2021-04-06	5997	32	157	1
2021-04-05	5965	3	156	0
2021-04-04	5962	5	156	0
2021-04-03	5957	39	156	0
2021-04-02	5918	24	156	0
2021-04-01	5894	55	156	2
2021-03-31	5839	43	154	0
2021-03-30	5796	33	154	1
2021-03-29	5763	22	153	0
2021-03-28	5741	9	153	0
2021-03-27	5732	26	153	0
2021-03-26	5706	43	153	0
2021-03-25	5663	56	153	0
2021-03-24	5607	44	153	0
2021-03-23	5563	34	153	0
2021-03-22	5529	19	153	0
2021-03-21	5510	22	153	0
2021-03-20	5488	19	153	0
2021-03-19	5469	24	153	0
2021-03-18	5445	57	153	0
2021-03-17	5388	50	153	1
2021-03-16	5338	23	152	1
2021-03-15	5315	11	151	0
2021-03-14	5304	24	151	0
2021-03-13	5280	26	151	1
2021-03-12	5254	28	150	0
2021-03-11	5226	51	150	0
2021-03-10	5175	23	150	1
2021-03-09	5152	11	149	0
2021-03-08	5141	9	149	0
2021-03-07	5132	14	149	0
2021-03-06	5118	13	149	0
2021-03-05	5105	15	149	1
2021-03-04	5090	14	148	1
2021-03-03	5076	21	147	0
2021-03-02	5055	1	147	0
2021-02-28	5054	10	147	0
2021-02-27	5044	22	147	0
2021-02-26	5022	3	147	0
2021-02-25	5019	11	147	0
2021-02-24	5008	19	147	0
2021-02-23	4989	1	147	0
2021-02-22	4988	5	147	0
2021-02-21	4983	8	147	0
2021-02-20	4975	5	147	0
2021-02-19	4970	10	147	0
2021-02-18	4960	7	147	0
2021-02-17	4953	8	147	0
2021-02-16	4945	5	147	0
2021-02-15	4940	2	147	0
2021-02-14	4938	15	147	0
2021-02-13	4923	20	147	0
2021-02-12	4903	14	147	0
2021-02-11	4889	15	147	0
2021-02-10	4874	20	147	0
2021-02-09	4854	6	147	1
2021-02-08	4848	1	146	0
2021-02-07	4847	5	146	0
2021-02-06	4842	14	146	1
2021-02-05	4828	4	145	0
2021-02-04	4824	13	145	0
2021-02-03	4811	21	145	0
2021-02-02	4790	9	145	0
2021-02-01	4781	4	145	0
2021-01-31	4777	21	145	0
2021-01-30	4756	29	145	1
2021-01-29	4727	15	144	0
2021-01-28	4712	24	144	0
2021-01-27	4688	32	144	0
2021-01-26	4656	13	144	0
2021-01-25	4643	2	144	0
2021-01-24	4641	29	144	0
2021-01-23	4612	28	144	0
2021-01-22	4584	14	144	0
2021-01-21	4570	29	144	1
2021-01-20	4541	32	143	0
2021-01-19	4509	23	143	0
2021-01-18	4486	7	143	0
2021-01-17	4479	16	143	0
2021-01-16	4463	25	143	0
2021-01-15	4438	32	143	2
2021-01-14	4406	42	141	2
2021-01-13	4364	53	139	1
2021-01-12	4311	21	138	2
2021-01-11	4290	29	136	2
2021-01-10	4261	33	134	0
2021-01-09	4228	26	134	2
2021-01-08	4202	19	132	0
2021-01-07	4183	64	132	2
2021-01-06	4119	21	130	0
2021-01-05	4098	16	130	0
2021-01-04	4082	18	130	0
2021-01-03	4064	7	130	0
2021-01-02	4057	38	130	6
2021-01-01	4019	40	124	0
2020-12-31	3979	93	124	2
2020-12-30	3886	65	122	3
2020-12-29	3821	34	119	0
2020-12-28	3787	34	119	1
2020-12-27	3753	5	118	0
2020-12-26	3748	27	118	0
2020-12-25	3721	67	118	1
2020-12-24	3654	68	117	2
2020-12-23	3586	81	115	2
2020-12-22	3505	73	113	0
2020-12-21	3432	56	113	1
2020-12-20	3376	39	112	1
2020-12-19	3337	36	111	0
2020-12-18	3301	30	111	0
2020-12-17	3271	41	111	1
2020-12-16	3230	48	110	1
2020-12-15	3182	31	109	1
2020-12-14	3151	21	108	0
2020-12-13	3130	34	108	1
2020-12-12	3096	71	107	3
2020-12-11	3025	38	104	0
2020-12-10	2987	66	104	2
2020-12-09	2921	56	102	3
2020-12-08	2865	39	99	2
2020-12-07	2826	34	97	0
2020-12-06	2792	60	97	1
2020-12-05	2732	34	96	1
2020-12-04	2698	111	95	0
2020-12-03	2587	34	95	0
2020-12-02	2553	53	95	4
2020-12-01	2500	26	91	3
2020-11-30	2474	34	88	0
2020-11-29	2440	50	88	6
2020-11-28	2390	63	82	2
2020-11-27	2327	52	80	3
2020-11-26	2275	63	77	3
2020-11-25	2212	75	74	2
2020-11-24	2137	64	72	11
2020-11-23	2073	17	61	3
2020-11-22	2056	23	58	0
2020-11-21	2033	29	58	0
2020-11-20	2004	45	58	5
2020-11-19	1959	65	53	2
2020-11-18	1894	56	51	2
2020-11-17	1838	32	49	0
2020-11-16	1806	25	49	2
2020-11-15	1781	22	47	1
2020-11-14	1759	37	46	2
2020-11-13	1722	41	44	2
2020-11-12	1681	49	42	2
2020-11-11	1632	38	40	0
2020-11-10	1594	15	40	1
2020-11-09	1579	26	39	0
2020-11-08	1553	26	39	0
2020-11-07	1527	29	39	0
2020-11-06	1498	66	39	1
2020-11-05	1432	43	38	0
2020-11-04	1389	39	38	1
2020-11-03	1350	31	37	1
2020-11-02	1319	19	36	0
2020-11-01	1300	12	36	1
2020-10-31	1288	19	35	1
2020-10-30	1269	22	34	0
2020-10-29	1247	41	34	2
2020-10-28	1206	16	32	0
2020-10-27	1190	25	32	1
2020-10-26	1165	48	31	0
2020-10-25	1117	30	31	0
2020-10-24	1087	11	31	0
2020-10-23	1076	28	31	0
2020-10-22	1048	22	31	0
2020-10-21	1026	36	31	0
2020-10-20	990	18	31	1
2020-10-19	972	5	30	0
2020-10-18	967	7	30	0
2020-10-17	960	13	30	0
2020-10-16	947	11	30	0
2020-10-15	936	15	30	0
2020-10-14	921	21	30	0
2020-10-13	900	3	30	0
2020-10-12	897	5	30	0
2020-10-11	892	17	30	0
2020-10-10	875	7	30	0
2020-10-09	868	4	30	0
2020-10-08	864	3	30	0
2020-10-07	861	5	30	0
2020-10-06	856	1	30	0
2020-10-05	855	1	30	0
2020-10-02	854	4	30	0
2020-10-01	850	1	30	0
2020-09-29	849	1	30	0
2020-09-28	848	4	30	0
2020-09-23	844	4	30	0
2020-09-22	840	3	30	0
2020-09-19	837	4	30	0
2020-09-18	833	1	30	0
2020-09-17	832	3	30	0
2020-09-16	829	5	30	1
2020-09-14	824	1	29	1
2020-09-13	823	1	28	0
2020-09-12	822	2	28	0
2020-09-11	820	2	28	0
2020-09-10	818	5	28	0
2020-09-09	813	4	28	0
2020-09-08	809	1	28	0
2020-09-07	808	5	28	0
2020-09-06	803	2	28	0
2020-09-05	801	6	28	0
2020-09-04	795	1	28	0
2020-09-03	794	1	28	0
2020-09-02	793	2	28	0
2020-09-01	791	4	28	0
2020-08-31	787	3	28	0
2020-08-30	784	1	28	0
2020-08-29	783	5	28	0
2020-08-28	778	4	28	0
2020-08-27	774	6	28	0
2020-08-26	768	4	28	0
2020-08-25	764	11	28	0
2020-08-22	753	2	28	0
2020-08-21	751	4	28	0
2020-08-20	747	4	28	0
2020-08-19	743	4	28	0
2020-08-17	739	6	28	0
2020-08-14	733	5	28	0
2020-08-13	728	11	28	0
2020-08-12	717	2	28	0
2020-08-10	715	1	28	0
2020-08-09	714	2	28	0
2020-08-08	712	1	28	0
2020-08-06	711	2	28	0
2020-08-03	709	1	28	0
2020-08-02	708	5	28	0
2020-08-01	703	2	28	0
2020-07-30	701	1	28	0
2020-07-29	700	2	28	0
2020-07-28	698	2	28	0
2020-07-27	696	1	28	0
2020-07-24	695	1	28	0
2020-07-22	694	1	28	0
2020-07-19	693	1	28	0
2020-07-17	692	1	28	0
2020-07-16	691	1	28	0
2020-07-15	690	2	28	0
2020-07-14	688	1	28	0
2020-07-11	687	5	28	0
2020-07-10	682	2	28	0
2020-07-09	680	2	28	0
2020-07-08	678	1	28	0
2020-07-05	677	9	28	0
2020-07-04	668	1	28	0
2020-07-03	667	1	28	0
2020-07-02	666	2	28	0
2020-06-16	664	1	28	0
2020-06-13	663	1	28	0
2020-06-03	662	1	28	0
2020-05-30	661	3	28	0
2020-05-29	658	1	28	0
2020-05-28	657	2	28	0
2020-05-26	655	1	28	0
2020-05-24	654	1	28	0
2020-05-15	653	1	28	0
2020-05-13	652	1	28	0
2020-05-12	651	2	28	0
2020-05-11	649	1	28	1
2020-05-08	648	1	27	0
2020-05-07	647	1	27	0
2020-05-06	646	3	27	0
2020-05-05	643	5	27	0
2020-05-04	638	1	27	0
2020-05-01	637	4	27	0
2020-04-30	633	1	27	0
2020-04-29	632	1	27	0
2020-04-28	631	7	27	0
2020-04-27	624	7	27	1
2020-04-26	617	3	26	0
2020-04-25	614	2	26	0
2020-04-23	612	6	26	1
2020-04-22	606	4	25	0
2020-04-21	602	7	25	0
2020-04-20	595	6	25	0
2020-04-19	589	8	25	0
2020-04-18	581	5	25	0
2020-04-17	576	17	25	0
2020-04-16	559	10	25	0
2020-04-15	549	16	25	1
2020-04-14	533	9	24	0
2020-04-13	524	4	24	0
2020-04-11	520	25	24	0
2020-04-09	495	26	24	1
2020-04-08	469	20	23	0
2020-04-07	449	39	23	0
2020-04-06	410	5	23	0
2020-04-05	405	30	23	2
2020-04-04	375	12	21	0
2020-04-03	363	19	21	1
2020-04-02	344	32	20	1
2020-04-01	312	37	19	1
2020-03-31	275	28	18	1
2020-03-30	247	6	17	0
2020-03-29	241	24	17	2
2020-03-28	217	18	15	1
2020-03-27	199	5	14	0
2020-03-26	194	46	14	3
2020-03-25	148	16	11	2
2020-03-24	132	21	9	1
2020-03-23	111	5	8	1
2020-03-22	106	16	7	0
2020-03-21	90	25	7	1
2020-03-20	65	10	6	4
2020-03-19	55	19	2	0
2020-03-18	36	16	2	0
2020-03-17	20	12	2	0
2020-03-15	8	4	2	1
2020-03-14	4	2	1	1
2020-03-12	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: 0:03:17.473262