Germany: LK Bergstraße (Hessen)

• 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 12:28:10 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Bergstraße")
print(f'Population of country="Germany", subregion="LK Bergstraße": {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 Bergstraße": 271166 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	131244	32	524	0
2023-03-03	131212	44	524	0
2023-03-02	131168	35	524	0
2023-03-01	131133	76	524	0
2023-02-28	131057	44	524	0
2023-02-27	131013	76	524	0
2023-02-24	130937	65	524	0
2023-02-23	130872	73	524	0
2023-02-22	130799	58	524	0
2023-02-21	130741	74	524	0
2023-02-20	130667	52	524	2
2023-02-17	130615	50	522	0
2023-02-16	130565	57	522	0
2023-02-15	130508	57	522	0
2023-02-14	130451	54	522	0
2023-02-13	130397	65	522	0
2023-02-10	130332	52	522	0
2023-02-09	130280	37	522	0
2023-02-08	130243	61	522	0
2023-02-07	130182	72	522	0
2023-02-06	130110	71	522	0
2023-02-03	130039	37	522	1
2023-02-02	130002	43	521	0
2023-02-01	129959	47	521	0
2023-01-31	129912	74	521	0
2023-01-30	129838	58	521	0
2023-01-27	129780	44	521	0
2023-01-26	129736	37	521	0
2023-01-25	129699	36	521	0
2023-01-24	129663	38	521	0
2023-01-23	129625	48	521	0
2023-01-20	129577	40	521	0
2023-01-19	129537	15	521	0
2023-01-18	129522	42	521	0
2023-01-17	129480	73	521	0
2023-01-16	129407	47	521	0
2023-01-13	129360	32	521	0
2023-01-12	129328	39	521	0
2023-01-11	129289	56	521	0
2023-01-10	129233	72	521	0
2023-01-09	129161	74	521	1
2023-01-06	129087	44	520	0
2023-01-05	129043	116	520	1
2023-01-04	128927	66	519	0
2023-01-03	128861	115	519	0
2023-01-02	128746	151	519	0
2022-12-30	128595	83	519	0
2022-12-29	128512	124	519	0
2022-12-28	128388	135	519	0
2022-12-27	128253	183	519	2
2022-12-23	128070	160	517	1
2022-12-22	127910	113	516	0
2022-12-21	127797	135	516	0
2022-12-20	127662	161	516	0
2022-12-19	127501	197	516	1
2022-12-16	127304	119	515	0
2022-12-15	127185	113	515	0
2022-12-14	127072	124	515	0
2022-12-13	126948	131	515	0
2022-12-12	126817	105	515	0
2022-12-09	126712	100	515	0
2022-12-08	126612	75	515	0
2022-12-07	126537	107	515	0
2022-12-06	126430	115	515	0
2022-12-05	126315	149	515	0
2022-12-03	126166	1	515	0
2022-12-02	126165	49	515	0
2022-12-01	126116	92	515	0
2022-11-30	126024	101	515	0
2022-11-29	125923	114	515	0
2022-11-28	125809	103	515	1
2022-11-25	125706	80	514	0
2022-11-24	125626	81	514	0
2022-11-23	125545	81	514	0
2022-11-22	125464	119	514	0
2022-11-21	125345	113	514	0
2022-11-18	125232	72	514	0
2022-11-17	125160	73	514	0
2022-11-16	125087	117	514	0
2022-11-15	124970	101	514	0
2022-11-14	124869	120	514	0
2022-11-11	124749	102	514	0
2022-11-10	124647	92	514	0
2022-11-09	124555	113	514	0
2022-11-08	124442	121	514	0
2022-11-07	124321	132	514	0
2022-11-04	124189	120	514	0
2022-11-03	124069	143	514	0
2022-11-02	123926	147	514	1
2022-11-01	123779	204	513	0
2022-10-31	123575	258	513	1
2022-10-28	123317	184	512	0
2022-10-27	123133	216	512	0
2022-10-26	122917	299	512	0
2022-10-25	122618	393	512	0
2022-10-24	122225	381	512	2
2022-10-22	121844	1	510	0
2022-10-21	121843	274	510	1
2022-10-20	121569	321	509	1
2022-10-19	121248	534	508	1
2022-10-18	120714	499	507	0
2022-10-17	120215	623	507	2
2022-10-14	119592	392	505	0
2022-10-13	119200	606	505	0
2022-10-12	118594	817	505	0
2022-10-11	117777	570	505	0
2022-10-10	117207	515	505	1
2022-10-09	116692	2	504	0
2022-10-07	116690	699	504	0
2022-10-06	115991	723	504	1
2022-10-05	115268	538	503	1
2022-10-04	114730	606	502	1
2022-10-03	114124	3	501	0
2022-10-02	114121	1	501	0
2022-10-01	114120	2	501	0
2022-09-30	114118	386	501	1
2022-09-29	113732	375	500	0
2022-09-28	113357	577	500	1
2022-09-27	112780	585	499	2
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2022-09-25	111753	1	497	0
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2021-10-09	13163	13	346	0
2021-10-08	13150	19	346	0
2021-10-07	13131	23	346	1
2021-10-06	13108	35	345	0
2021-10-05	13073	26	345	0
2021-10-04	13047	6	345	0
2021-10-03	13041	7	345	0
2021-10-02	13034	23	345	0
2021-10-01	13011	27	345	0
2021-09-30	12984	24	345	1
2021-09-29	12960	34	344	0
2021-09-28	12926	39	344	1
2021-09-27	12887	6	343	0
2021-09-26	12881	9	343	0
2021-09-25	12872	19	343	0
2021-09-24	12853	32	343	0
2021-09-23	12821	30	343	1
2021-09-22	12791	33	342	0
2021-09-21	12758	33	342	0
2021-09-20	12725	7	342	0
2021-09-19	12718	8	342	0
2021-09-18	12710	24	342	0
2021-09-17	12686	42	342	0
2021-09-16	12644	42	342	0
2021-09-15	12602	47	342	0
2021-09-14	12555	49	342	1
2021-09-13	12506	7	341	0
2021-09-12	12499	9	341	0
2021-09-11	12490	35	341	0
2021-09-10	12455	50	341	0
2021-09-09	12405	43	341	0
2021-09-08	12362	70	341	0
2021-09-07	12292	58	341	0
2021-09-06	12234	3	341	0
2021-09-05	12231	24	341	0
2021-09-04	12207	19	341	0
2021-09-03	12188	48	341	0
2021-09-02	12140	53	341	0
2021-09-01	12087	98	341	0
2021-08-31	11989	57	341	0
2021-08-30	11932	11	341	0
2021-08-29	11921	11	341	0
2021-08-28	11910	28	341	1
2021-08-27	11882	43	340	2
2021-08-26	11839	26	338	1
2021-08-25	11813	71	337	0
2021-08-24	11742	51	337	1
2021-08-23	11691	10	336	0
2021-08-22	11681	8	336	0
2021-08-21	11673	44	336	1
2021-08-20	11629	21	335	0
2021-08-19	11608	14	335	1
2021-08-18	11594	51	334	2
2021-08-17	11543	34	332	0
2021-08-16	11509	4	332	0
2021-08-15	11505	8	332	0
2021-08-14	11497	25	332	3
2021-08-13	11472	20	329	1
2021-08-12	11452	10	328	0
2021-08-11	11442	34	328	0
2021-08-10	11408	9	328	0
2021-08-09	11399	5	328	0
2021-08-08	11394	6	328	0
2021-08-07	11388	5	328	0
2021-08-06	11383	14	328	0
2021-08-05	11369	16	328	0
2021-08-04	11353	26	328	0
2021-08-03	11327	15	328	0
2021-08-02	11312	7	328	0
2021-08-01	11305	6	328	0
2021-07-31	11299	8	328	0
2021-07-30	11291	15	328	0
2021-07-29	11276	13	328	0
2021-07-28	11263	9	328	0
2021-07-27	11254	9	328	0
2021-07-26	11245	1	328	0
2021-07-25	11244	2	328	0
2021-07-24	11242	5	328	0
2021-07-23	11237	1	328	0
2021-07-22	11236	8	328	0
2021-07-21	11228	11	328	0
2021-07-20	11217	9	328	0
2021-07-19	11208	1	328	0
2021-07-18	11207	2	328	1
2021-07-17	11205	9	327	0
2021-07-16	11196	8	327	0
2021-07-15	11188	11	327	0
2021-07-14	11177	2	327	0
2021-07-13	11175	9	327	0
2021-07-12	11166	1	327	1
2021-07-10	11165	7	326	0
2021-07-09	11158	7	326	0
2021-07-08	11151	3	326	0
2021-07-07	11148	5	326	0
2021-07-06	11143	7	326	0
2021-07-05	11136	2	326	0
2021-07-04	11134	2	326	0
2021-07-03	11132	11	326	0
2021-07-02	11121	5	326	0
2021-07-01	11116	3	326	0
2021-06-30	11113	1	326	0
2021-06-27	11112	5	326	0
2021-06-25	11107	2	326	0
2021-06-24	11105	2	326	0
2021-06-22	11103	1	326	0
2021-06-20	11102	1	326	0
2021-06-19	11101	2	326	0
2021-06-18	11099	2	326	0
2021-06-17	11097	2	326	0
2021-06-16	11095	4	326	0
2021-06-15	11091	4	326	1
2021-06-14	11087	2	325	0
2021-06-13	11085	1	325	0
2021-06-12	11084	3	325	0
2021-06-11	11081	4	325	0
2021-06-10	11077	11	325	0
2021-06-09	11066	16	325	0
2021-06-08	11050	14	325	0
2021-06-07	11036	2	325	0
2021-06-06	11034	2	325	0
2021-06-05	11032	4	325	0
2021-06-04	11028	2	325	0
2021-06-03	11026	15	325	0
2021-06-02	11011	15	325	0
2021-06-01	10996	32	325	0
2021-05-31	10964	4	325	0
2021-05-30	10960	3	325	0
2021-05-29	10957	19	325	0
2021-05-28	10938	21	325	0
2021-05-27	10917	21	325	0
2021-05-26	10896	42	325	0
2021-05-25	10854	1	325	0
2021-05-24	10853	4	325	0
2021-05-23	10849	1	325	0
2021-05-22	10848	24	325	0
2021-05-21	10824	21	325	0
2021-05-20	10803	21	325	0
2021-05-19	10782	26	325	0
2021-05-18	10756	51	325	0
2021-05-17	10705	7	325	0
2021-05-16	10698	8	325	0
2021-05-15	10690	17	325	0
2021-05-14	10673	9	325	0
2021-05-13	10664	35	325	1
2021-05-12	10629	43	324	0
2021-05-11	10586	71	324	0
2021-05-10	10515	17	324	1
2021-05-09	10498	8	323	0
2021-05-08	10490	24	323	0
2021-05-07	10466	39	323	0
2021-05-06	10427	55	323	1
2021-05-05	10372	58	322	0
2021-05-04	10314	58	322	0
2021-05-03	10256	17	322	0
2021-05-02	10239	11	322	0
2021-05-01	10228	51	322	2
2021-04-30	10177	54	320	0
2021-04-29	10123	80	320	0
2021-04-28	10043	85	320	2
2021-04-27	9958	65	318	0
2021-04-26	9893	18	318	1
2021-04-25	9875	12	317	0
2021-04-24	9863	83	317	0
2021-04-23	9780	94	317	0
2021-04-22	9686	110	317	1
2021-04-21	9576	111	316	1
2021-04-20	9465	18	315	0
2021-04-19	9447	19	315	0
2021-04-18	9428	52	315	0
2021-04-17	9376	38	315	0
2021-04-16	9338	54	315	1
2021-04-15	9284	42	314	0
2021-04-14	9242	111	314	1
2021-04-13	9131	60	313	4
2021-04-12	9071	35	309	0
2021-04-11	9036	18	309	0
2021-04-10	9018	95	309	2
2021-04-09	8923	93	307	1
2021-04-08	8830	34	306	1
2021-04-07	8796	49	305	2
2021-04-06	8747	5	303	0
2021-04-05	8742	9	303	0
2021-04-04	8733	32	303	1
2021-04-03	8701	44	302	0
2021-04-02	8657	48	302	0
2021-04-01	8609	28	302	0
2021-03-31	8581	62	302	3
2021-03-30	8519	41	299	1
2021-03-29	8478	28	298	0
2021-03-28	8450	44	298	1
2021-03-27	8406	20	297	0
2021-03-26	8386	95	297	0
2021-03-25	8291	40	297	1
2021-03-24	8251	90	296	0
2021-03-23	8161	23	296	0
2021-03-22	8138	6	296	0
2021-03-21	8132	15	296	0
2021-03-20	8117	68	296	1
2021-03-19	8049	41	295	0
2021-03-18	8008	54	295	0
2021-03-17	7954	75	295	0
2021-03-16	7879	23	295	1
2021-03-15	7856	28	294	0
2021-03-14	7828	26	294	0
2021-03-13	7802	46	294	0
2021-03-12	7756	60	294	2
2021-03-11	7696	29	292	0
2021-03-10	7667	60	292	2
2021-03-09	7607	7	290	0
2021-03-08	7600	20	290	0
2021-03-07	7580	5	290	1
2021-03-06	7575	38	289	0
2021-03-05	7537	34	289	0
2021-03-04	7503	31	289	0
2021-03-03	7472	33	289	0
2021-03-02	7439	10	289	0
2021-03-01	7429	21	289	1
2021-02-28	7408	12	288	0
2021-02-27	7396	37	288	0
2021-02-26	7359	62	288	1
2021-02-25	7297	31	287	0
2021-02-24	7266	78	287	3
2021-02-23	7188	2	284	0
2021-02-22	7186	4	284	0
2021-02-21	7182	7	284	0
2021-02-20	7175	32	284	1
2021-02-19	7143	50	283	0
2021-02-18	7093	28	283	1
2021-02-17	7065	72	282	0
2021-02-16	6993	1	282	0
2021-02-15	6992	5	282	0
2021-02-14	6987	12	282	0
2021-02-13	6975	18	282	0
2021-02-12	6957	21	282	1
2021-02-11	6936	29	281	1
2021-02-10	6907	84	280	3
2021-02-09	6823	1	277	1
2021-02-07	6822	13	276	0
2021-02-06	6809	51	276	0
2021-02-05	6758	53	276	1
2021-02-04	6705	53	275	1
2021-02-03	6652	127	274	2
2021-02-02	6525	13	272	0
2021-02-01	6512	19	272	1
2021-01-31	6493	17	271	0
2021-01-30	6476	50	271	1
2021-01-29	6426	57	270	3
2021-01-28	6369	33	267	2
2021-01-27	6336	93	265	6
2021-01-26	6243	15	259	0
2021-01-25	6228	17	259	2
2021-01-24	6211	41	257	7
2021-01-23	6170	60	250	2
2021-01-22	6110	68	248	3
2021-01-21	6042	76	245	11
2021-01-20	5966	110	234	9
2021-01-19	5856	9	225	1
2021-01-18	5847	14	224	1
2021-01-17	5833	29	223	4
2021-01-16	5804	63	219	1
2021-01-15	5741	66	218	7
2021-01-14	5675	104	211	4
2021-01-13	5571	89	207	4
2021-01-12	5482	34	203	3
2021-01-11	5448	17	200	1
2021-01-10	5431	51	199	10
2021-01-09	5380	94	189	10
2021-01-08	5286	89	179	1
2021-01-07	5197	124	178	6
2021-01-06	5073	73	172	1
2021-01-05	5000	53	171	2
2021-01-04	4947	26	169	5
2021-01-03	4921	22	164	5
2021-01-02	4899	53	159	1
2021-01-01	4846	71	158	2
2020-12-31	4775	59	156	2
2020-12-30	4716	50	154	2
2020-12-29	4666	94	152	5
2020-12-28	4572	17	147	0
2020-12-27	4555	6	147	0
2020-12-26	4549	6	147	0
2020-12-25	4543	8	147	0
2020-12-24	4535	84	147	2
2020-12-23	4451	96	145	4
2020-12-22	4355	55	141	2
2020-12-21	4300	26	139	2
2020-12-20	4274	45	137	2
2020-12-19	4229	64	135	0
2020-12-18	4165	133	135	10
2020-12-17	4032	164	125	18
2020-12-16	3868	58	107	3
2020-12-15	3810	73	104	4
2020-12-14	3737	37	100	2
2020-12-13	3700	57	98	2
2020-12-12	3643	41	96	1
2020-12-11	3602	106	95	7
2020-12-10	3496	69	88	3
2020-12-09	3427	57	85	3
2020-12-08	3370	43	82	5
2020-12-07	3327	51	77	3
2020-12-06	3276	31	74	1
2020-12-05	3245	35	73	3
2020-12-04	3210	51	70	3
2020-12-03	3159	54	67	4
2020-12-02	3105	51	63	3
2020-12-01	3054	50	60	3
2020-11-30	3004	56	57	1
2020-11-29	2948	12	56	0
2020-11-28	2936	20	56	0
2020-11-27	2916	75	56	5
2020-11-26	2841	61	51	4
2020-11-25	2780	84	47	0
2020-11-24	2696	27	47	0
2020-11-23	2669	14	47	0
2020-11-22	2655	16	47	1
2020-11-21	2639	39	46	1
2020-11-20	2600	59	45	1
2020-11-19	2541	37	44	2
2020-11-18	2504	31	42	0
2020-11-17	2473	98	42	3
2020-11-16	2375	106	39	2
2020-11-15	2269	26	37	0
2020-11-14	2243	83	37	5
2020-11-13	2160	62	32	2
2020-11-12	2098	25	30	0
2020-11-11	2073	6	30	0
2020-11-10	2067	5	30	0
2020-11-09	2062	87	30	2
2020-11-08	1975	41	28	0
2020-11-07	1934	64	28	1
2020-11-06	1870	107	27	1
2020-11-05	1763	64	26	1
2020-11-04	1699	3	25	0
2020-11-03	1696	62	25	1
2020-11-02	1634	67	24	1
2020-11-01	1567	20	23	0
2020-10-31	1547	37	23	1
2020-10-30	1510	20	22	1
2020-10-29	1490	53	21	1
2020-10-28	1437	112	20	0
2020-10-27	1325	124	20	4
2020-10-26	1201	12	16	0
2020-10-25	1189	32	16	1
2020-10-24	1157	34	15	0
2020-10-23	1123	96	15	5
2020-10-22	1027	48	10	1
2020-10-21	979	7	9	0
2020-10-20	972	46	9	2
2020-10-19	926	60	7	2
2020-10-17	866	9	5	0
2020-10-16	857	51	5	0
2020-10-15	806	20	5	0
2020-10-14	786	39	5	0
2020-10-13	747	16	5	0
2020-10-12	731	19	5	1
2020-10-09	712	10	4	0
2020-10-08	702	13	4	0
2020-10-07	689	6	4	0
2020-10-06	683	7	4	1
2020-10-05	676	13	3	0
2020-10-03	663	4	3	0
2020-10-02	659	5	3	0
2020-10-01	654	6	3	0
2020-09-30	648	9	3	0
2020-09-29	639	3	3	0
2020-09-26	636	5	3	0
2020-09-25	631	14	3	0
2020-09-24	617	10	3	0
2020-09-23	607	9	3	0
2020-09-22	598	4	3	0
2020-09-21	594	1	3	0
2020-09-19	593	3	3	0
2020-09-18	590	1	3	0
2020-09-17	589	2	3	0
2020-09-16	587	4	3	0
2020-09-15	583	3	3	0
2020-09-14	580	3	3	0
2020-09-12	577	6	3	0
2020-09-11	571	4	3	0
2020-09-10	567	5	3	0
2020-09-09	562	2	3	0
2020-09-08	560	1	3	0
2020-09-07	559	8	3	0
2020-09-03	551	2	3	0
2020-09-02	549	2	3	0
2020-09-01	547	8	3	0
2020-08-31	539	15	3	0
2020-08-28	524	5	3	0
2020-08-27	519	2	3	0
2020-08-26	517	3	3	0
2020-08-25	514	20	3	0
2020-08-24	494	17	3	0
2020-08-21	477	7	3	0
2020-08-20	470	2	3	0
2020-08-19	468	9	3	0
2020-08-18	459	6	3	0
2020-08-17	453	9	3	0
2020-08-15	444	6	3	0
2020-08-14	438	2	3	0
2020-08-13	436	6	3	0
2020-08-12	430	9	3	0
2020-08-11	421	3	3	0
2020-08-10	418	1	3	0
2020-08-07	417	2	3	0
2020-08-06	415	7	3	0
2020-08-05	408	1	3	0
2020-08-04	407	2	3	0
2020-07-31	405	1	3	0
2020-07-30	404	1	3	0
2020-07-29	403	4	3	0
2020-07-28	399	2	3	0
2020-07-27	397	4	3	0
2020-07-24	393	3	3	0
2020-07-23	390	2	3	0
2020-07-22	388	2	3	0
2020-07-20	386	1	3	0
2020-07-16	385	1	3	0
2020-07-15	384	1	3	0
2020-07-13	383	1	3	0
2020-07-09	382	4	3	0
2020-07-08	378	2	3	0
2020-07-07	376	1	3	0
2020-07-06	375	5	3	0
2020-07-02	370	1	3	0
2020-07-01	369	1	3	0
2020-06-25	368	1	3	0
2020-06-23	367	1	3	0
2020-06-20	366	1	3	0
2020-06-19	365	3	3	0
2020-06-17	362	2	3	0
2020-06-16	360	1	3	0
2020-06-14	359	1	3	0
2020-06-08	358	2	3	0
2020-06-03	356	1	3	0
2020-05-31	355	1	3	0
2020-05-29	354	2	3	0
2020-05-28	352	1	3	0
2020-05-25	351	8	3	0
2020-05-22	343	1	3	0
2020-05-21	342	1	3	0
2020-05-18	341	5	3	0
2020-05-15	336	1	3	0
2020-05-14	335	1	3	0
2020-05-13	334	2	3	0
2020-05-12	332	5	3	0
2020-05-11	327	2	3	0
2020-05-08	325	3	3	0
2020-05-07	322	3	3	0
2020-05-06	319	3	3	0
2020-05-05	316	3	3	0
2020-04-30	313	2	3	0
2020-04-29	311	5	3	0
2020-04-28	306	3	3	0
2020-04-27	303	3	3	0
2020-04-24	300	2	3	0
2020-04-23	298	1	3	0
2020-04-22	297	4	3	0
2020-04-21	293	2	3	0
2020-04-20	291	1	3	0
2020-04-18	290	2	3	0
2020-04-17	288	2	3	0
2020-04-16	286	3	3	0
2020-04-15	283	9	3	0
2020-04-14	274	4	3	0
2020-04-13	270	1	3	0
2020-04-12	269	5	3	0
2020-04-11	264	2	3	0
2020-04-10	262	4	3	0
2020-04-09	258	6	3	0
2020-04-08	252	13	3	0
2020-04-07	239	9	3	0
2020-04-06	230	2	3	0
2020-04-05	228	5	3	0
2020-04-04	223	14	3	0
2020-04-03	209	3	3	0
2020-04-02	206	14	3	0
2020-04-01	192	11	3	0
2020-03-31	181	9	3	0
2020-03-30	172	15	3	0
2020-03-29	157	20	3	1
2020-03-27	137	21	2	0
2020-03-26	116	12	2	0
2020-03-25	104	9	2	0
2020-03-24	95	24	2	2
2020-03-23	71	29	0	0
2020-03-20	42	4	0	0
2020-03-19	38	7	0	0
2020-03-18	31	4	0	0
2020-03-17	27	6	0	0
2020-03-16	21	12	0	0
2020-03-13	9	1	0	0
2020-03-12	8	2	0	0
2020-03-11	6	1	0	0
2020-03-10	5	1	0	0
2020-03-09	4	1	0	0

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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: 0:03:06.120111