Germany: SK Karlsruhe (Baden-Württemberg)

• 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 10:18:33 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Karlsruhe")
print(f'Population of country="Germany", subregion="SK Karlsruhe": {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 Karlsruhe": 306502 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	130587	29	421	0
2023-03-03	130558	22	421	0
2023-03-02	130536	28	421	0
2023-03-01	130508	48	421	0
2023-02-28	130460	43	421	0
2023-02-27	130417	72	421	0
2023-02-24	130345	54	421	0
2023-02-23	130291	38	421	0
2023-02-22	130253	52	421	0
2023-02-21	130201	58	421	0
2023-02-20	130143	60	421	1
2023-02-17	130083	30	420	0
2023-02-16	130053	51	420	0
2023-02-15	130002	49	420	0
2023-02-14	129953	42	420	1
2023-02-13	129911	41	419	0
2023-02-10	129870	38	419	0
2023-02-09	129832	33	419	0
2023-02-08	129799	48	419	0
2023-02-07	129751	46	419	0
2023-02-06	129705	52	419	0
2023-02-03	129653	44	419	1
2023-02-02	129609	33	418	0
2023-02-01	129576	57	418	0
2023-01-31	129519	40	418	0
2023-01-30	129479	72	418	1
2023-01-27	129407	26	417	0
2023-01-26	129381	19	417	0
2023-01-25	129362	30	417	2
2023-01-24	129332	26	415	0
2023-01-23	129306	17	415	0
2023-01-20	129289	11	415	0
2023-01-19	129278	20	415	0
2023-01-18	129258	25	415	1
2023-01-17	129233	29	414	0
2023-01-16	129204	36	414	1
2023-01-13	129168	38	413	0
2023-01-12	129130	30	413	1
2023-01-11	129100	46	412	0
2023-01-10	129054	72	412	0
2023-01-09	128982	84	412	0
2023-01-05	128898	43	412	0
2023-01-04	128855	74	412	0
2023-01-03	128781	55	412	0
2023-01-02	128726	91	412	1
2022-12-30	128635	53	411	0
2022-12-29	128582	104	411	0
2022-12-28	128478	108	411	1
2022-12-27	128370	169	410	1
2022-12-23	128201	106	409	0
2022-12-22	128095	111	409	0
2022-12-21	127984	107	409	0
2022-12-20	127877	140	409	1
2022-12-19	127737	127	408	1
2022-12-16	127610	86	407	0
2022-12-15	127524	72	407	0
2022-12-14	127452	108	407	0
2022-12-13	127344	98	407	0
2022-12-12	127246	174	407	0
2022-12-09	127072	80	407	1
2022-12-08	126992	80	406	0
2022-12-07	126912	86	406	0
2022-12-06	126826	107	406	0
2022-12-05	126719	124	406	2
2022-12-02	126595	63	404	0
2022-12-01	126532	85	404	1
2022-11-30	126447	72	403	0
2022-11-29	126375	81	403	0
2022-11-28	126294	138	403	0
2022-11-25	126156	68	403	0
2022-11-24	126088	75	403	0
2022-11-23	126013	101	403	1
2022-11-22	125912	115	402	0
2022-11-21	125797	155	402	1
2022-11-18	125642	88	401	0
2022-11-17	125554	94	401	1
2022-11-16	125460	99	400	1
2022-11-15	125361	119	399	0
2022-11-14	125242	171	399	0
2022-11-11	125071	80	399	0
2022-11-10	124991	99	399	0
2022-11-09	124892	119	399	0
2022-11-08	124773	128	399	0
2022-11-07	124645	216	399	1
2022-11-04	124429	131	398	0
2022-11-03	124298	165	398	0
2022-11-02	124133	198	398	1
2022-10-31	123935	254	397	0
2022-10-28	123681	182	397	1
2022-10-27	123499	181	396	0
2022-10-26	123318	288	396	0
2022-10-25	123030	289	396	0
2022-10-24	122741	452	396	0
2022-10-21	122289	228	396	0
2022-10-20	122061	296	396	1
2022-10-19	121765	364	395	0
2022-10-18	121401	412	395	1
2022-10-17	120989	619	394	0
2022-10-14	120370	301	394	0
2022-10-13	120069	345	394	2
2022-10-12	119724	521	392	1
2022-10-11	119203	444	391	1
2022-10-10	118759	724	390	2
2022-10-07	118035	461	388	1
2022-10-06	117574	522	387	0
2022-10-05	117052	458	387	0
2022-10-04	116594	624	387	0
2022-09-30	115970	196	387	0
2022-09-29	115774	241	387	0
2022-09-28	115533	220	387	0
2022-09-27	115313	272	387	0
2022-09-26	115041	291	387	0
2022-09-23	114750	113	387	0
2022-09-22	114637	147	387	1
2022-09-21	114490	148	386	0
2022-09-20	114342	174	386	1
2022-09-19	114168	205	385	0
2022-09-16	113963	82	385	0
2022-09-15	113881	114	385	0
2022-09-14	113767	116	385	0
2022-09-13	113651	137	385	0
2022-09-12	113514	165	385	0
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2022-09-08	113264	90	385	0
2022-09-07	113174	139	385	0
2022-09-06	113035	109	385	0
2022-09-05	112926	186	385	0
2022-09-03	112740	1	385	0
2022-09-02	112739	73	385	0
2022-09-01	112666	81	385	0
2022-08-31	112585	134	385	0
2022-08-30	112451	117	385	1
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2022-08-22	111809	127	382	0
2022-08-20	111682	51	382	0
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2022-08-18	111562	105	382	0
2022-08-17	111457	118	382	0
2022-08-16	111339	133	382	0
2022-08-15	111206	172	382	1
2022-08-13	111034	57	381	0
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2022-08-11	110861	120	381	0
2022-08-10	110741	177	381	0
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2022-08-01	109269	437	377	0
2022-07-30	108832	121	377	0
2022-07-29	108711	327	377	0
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2022-07-26	107541	522	375	0
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2022-07-20	105699	336	375	1
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2021-09-26	12339	12	233	0
2021-09-25	12327	25	233	1
2021-09-24	12302	27	232	0
2021-09-23	12275	54	232	1
2021-09-22	12221	45	231	1
2021-09-21	12176	52	230	0
2021-09-20	12124	14	230	0
2021-09-19	12110	6	230	0
2021-09-18	12104	42	230	0
2021-09-17	12062	25	230	0
2021-09-16	12037	40	230	0
2021-09-15	11997	39	230	0
2021-09-14	11958	63	230	1
2021-09-13	11895	12	229	0
2021-09-12	11883	11	229	0
2021-09-11	11872	32	229	0
2021-09-10	11840	37	229	1
2021-09-09	11803	26	228	0
2021-09-08	11777	45	228	0
2021-09-07	11732	55	228	0
2021-09-06	11677	22	228	0
2021-09-05	11655	4	228	0
2021-09-04	11651	33	228	0
2021-09-03	11618	40	228	0
2021-09-02	11578	40	228	1
2021-09-01	11538	53	227	0
2021-08-31	11485	33	227	0
2021-08-30	11452	7	227	1
2021-08-29	11445	3	226	0
2021-08-28	11442	22	226	0
2021-08-27	11420	25	226	0
2021-08-26	11395	27	226	0
2021-08-25	11368	27	226	0
2021-08-24	11341	37	226	0
2021-08-23	11304	8	226	0
2021-08-22	11296	2	226	0
2021-08-21	11294	31	226	0
2021-08-20	11263	24	226	1
2021-08-19	11239	22	225	0
2021-08-18	11217	24	225	1
2021-08-17	11193	24	224	0
2021-08-16	11169	17	224	1
2021-08-15	11152	7	223	0
2021-08-14	11145	25	223	0
2021-08-13	11120	14	223	0
2021-08-12	11106	24	223	0
2021-08-11	11082	19	223	0
2021-08-10	11063	16	223	0
2021-08-09	11047	4	223	0
2021-08-08	11043	1	223	0
2021-08-07	11042	13	223	0
2021-08-06	11029	11	223	0
2021-08-05	11018	16	223	0
2021-08-04	11002	21	223	0
2021-08-03	10981	12	223	0
2021-08-02	10969	9	223	0
2021-08-01	10960	2	223	0
2021-07-31	10958	8	223	0
2021-07-30	10950	6	223	0
2021-07-29	10944	3	223	0
2021-07-28	10941	8	223	0
2021-07-27	10933	9	223	0
2021-07-26	10924	3	223	0
2021-07-25	10921	2	223	0
2021-07-24	10919	4	223	0
2021-07-23	10915	5	223	0
2021-07-22	10910	6	223	0
2021-07-21	10904	8	223	0
2021-07-20	10896	5	223	0
2021-07-19	10891	3	223	0
2021-07-18	10888	3	223	0
2021-07-17	10885	5	223	0
2021-07-16	10880	14	223	0
2021-07-15	10866	9	223	0
2021-07-14	10857	10	223	0
2021-07-13	10847	15	223	0
2021-07-12	10832	9	223	0
2021-07-11	10823	3	223	0
2021-07-10	10820	10	223	0
2021-07-09	10810	9	223	0
2021-07-08	10801	10	223	0
2021-07-07	10791	7	223	0
2021-07-06	10784	11	223	0
2021-07-05	10773	1	223	0
2021-07-03	10772	6	223	0
2021-07-02	10766	7	223	0
2021-07-01	10759	5	223	0
2021-06-30	10754	2	223	0
2021-06-29	10752	9	223	0
2021-06-26	10743	1	223	0
2021-06-25	10742	1	223	0
2021-06-24	10741	2	223	0
2021-06-23	10739	2	223	0
2021-06-21	10737	1	223	0
2021-06-20	10736	1	223	0
2021-06-18	10735	2	223	0
2021-06-17	10733	2	223	0
2021-06-16	10731	1	223	0
2021-06-15	10730	4	223	1
2021-06-14	10726	1	222	0
2021-06-12	10725	2	222	0
2021-06-11	10723	4	222	0
2021-06-10	10719	2	222	0
2021-06-09	10717	3	222	0
2021-06-08	10714	8	222	0
2021-06-07	10706	2	222	0
2021-06-06	10704	2	222	0
2021-06-05	10702	6	222	0
2021-06-04	10696	13	222	0
2021-06-03	10683	7	222	0
2021-06-02	10676	13	222	0
2021-06-01	10663	10	222	1
2021-05-31	10653	3	221	0
2021-05-30	10650	4	221	0
2021-05-29	10646	13	221	0
2021-05-28	10633	18	221	0
2021-05-27	10615	14	221	0
2021-05-26	10601	19	221	0
2021-05-25	10582	6	221	0
2021-05-24	10576	1	221	0
2021-05-23	10575	5	221	0
2021-05-22	10570	39	221	0
2021-05-21	10531	27	221	0
2021-05-20	10504	15	221	0
2021-05-19	10489	37	221	0
2021-05-18	10452	47	221	0
2021-05-17	10405	17	221	0
2021-05-16	10388	14	221	0
2021-05-15	10374	24	221	0
2021-05-14	10350	8	221	0
2021-05-13	10342	34	221	0
2021-05-12	10308	66	221	0
2021-05-11	10242	91	221	2
2021-05-10	10151	12	219	0
2021-05-09	10139	7	219	0
2021-05-08	10132	56	219	2
2021-05-07	10076	64	217	0
2021-05-06	10012	50	217	1
2021-05-05	9962	56	216	0
2021-05-04	9906	79	216	1
2021-05-03	9827	17	215	1
2021-05-02	9810	26	214	0
2021-05-01	9784	42	214	1
2021-04-30	9742	57	213	0
2021-04-29	9685	96	213	1
2021-04-28	9589	86	212	0
2021-04-27	9503	88	212	0
2021-04-26	9415	38	212	1
2021-04-25	9377	17	211	0
2021-04-24	9360	85	211	1
2021-04-23	9275	67	210	0
2021-04-22	9208	82	210	0
2021-04-21	9126	116	210	0
2021-04-20	9010	103	210	1
2021-04-19	8907	20	209	2
2021-04-18	8887	12	207	0
2021-04-17	8875	68	207	3
2021-04-16	8807	66	204	0
2021-04-15	8741	83	204	1
2021-04-14	8658	73	203	0
2021-04-13	8585	116	203	2
2021-04-12	8469	22	201	2
2021-04-11	8447	12	199	0
2021-04-10	8435	81	199	0
2021-04-09	8354	75	199	1
2021-04-08	8279	96	198	1
2021-04-07	8183	91	197	0
2021-04-06	8092	37	197	1
2021-04-05	8055	3	196	0
2021-04-04	8052	19	196	0
2021-04-03	8033	15	196	1
2021-04-02	8018	63	195	1
2021-04-01	7955	64	194	0
2021-03-31	7891	70	194	1
2021-03-30	7821	76	193	1
2021-03-29	7745	21	192	1
2021-03-28	7724	7	191	0
2021-03-27	7717	54	191	0
2021-03-26	7663	59	191	0
2021-03-25	7604	41	191	2
2021-03-24	7563	30	189	1
2021-03-23	7533	77	188	1
2021-03-22	7456	9	187	1
2021-03-21	7447	12	186	0
2021-03-20	7435	52	186	1
2021-03-19	7383	40	185	0
2021-03-18	7343	53	185	1
2021-03-17	7290	79	184	1
2021-03-16	7211	71	183	1
2021-03-15	7140	19	182	1
2021-03-14	7121	20	181	1
2021-03-13	7101	60	180	0
2021-03-12	7041	57	180	0
2021-03-11	6984	43	180	1
2021-03-10	6941	59	179	1
2021-03-09	6882	57	178	1
2021-03-08	6825	31	177	1
2021-03-07	6794	13	176	1
2021-03-06	6781	38	175	0
2021-03-05	6743	55	175	1
2021-03-04	6688	20	174	1
2021-03-03	6668	38	173	1
2021-03-02	6630	64	172	1
2021-03-01	6566	3	171	0
2021-02-28	6563	5	171	1
2021-02-27	6558	29	170	0
2021-02-26	6529	20	170	0
2021-02-25	6509	24	170	0
2021-02-24	6485	15	170	0
2021-02-23	6470	43	170	0
2021-02-22	6427	6	170	0
2021-02-21	6421	5	170	0
2021-02-20	6416	30	170	1
2021-02-19	6386	30	169	0
2021-02-18	6356	28	169	1
2021-02-17	6328	26	168	0
2021-02-16	6302	32	168	1
2021-02-15	6270	3	167	0
2021-02-14	6267	3	167	0
2021-02-13	6264	18	167	0
2021-02-12	6246	22	167	0
2021-02-11	6224	12	167	0
2021-02-10	6212	41	167	2
2021-02-09	6171	33	165	0
2021-02-08	6138	9	165	1
2021-02-07	6129	9	164	0
2021-02-06	6120	21	164	1
2021-02-05	6099	20	163	0
2021-02-04	6079	24	163	0
2021-02-03	6055	30	163	0
2021-02-02	6025	42	163	1
2021-02-01	5983	10	162	0
2021-01-31	5973	4	162	0
2021-01-30	5969	15	162	0
2021-01-29	5954	37	162	0
2021-01-28	5917	37	162	1
2021-01-27	5880	47	161	0
2021-01-26	5833	43	161	0
2021-01-25	5790	9	161	0
2021-01-24	5781	6	161	1
2021-01-23	5775	31	160	0
2021-01-22	5744	38	160	6
2021-01-21	5706	49	154	0
2021-01-20	5657	43	154	1
2021-01-19	5614	32	153	0
2021-01-18	5582	20	153	4
2021-01-17	5562	11	149	0
2021-01-16	5551	26	149	0
2021-01-15	5525	50	149	2
2021-01-14	5475	35	147	0
2021-01-13	5440	52	147	2
2021-01-12	5388	59	145	3
2021-01-11	5329	26	142	0
2021-01-10	5303	10	142	2
2021-01-09	5293	26	140	0
2021-01-08	5267	62	140	1
2021-01-07	5205	32	139	2
2021-01-06	5173	77	137	0
2021-01-05	5096	91	137	1
2021-01-04	5005	17	136	0
2021-01-03	4988	11	136	0
2021-01-02	4977	4	136	3
2021-01-01	4973	10	133	0
2020-12-31	4963	69	133	1
2020-12-30	4894	65	132	15
2020-12-29	4829	79	117	3
2020-12-28	4750	38	114	1
2020-12-27	4712	4	113	1
2020-12-26	4708	5	112	0
2020-12-25	4703	19	112	1
2020-12-24	4684	66	111	4
2020-12-23	4618	85	107	2
2020-12-22	4533	97	105	3
2020-12-21	4436	37	102	3
2020-12-20	4399	15	99	1
2020-12-19	4384	79	98	2
2020-12-18	4305	78	96	3
2020-12-17	4227	75	93	1
2020-12-16	4152	94	92	1
2020-12-15	4058	103	91	2
2020-12-14	3955	20	89	1
2020-12-13	3935	35	88	1
2020-12-12	3900	36	87	1
2020-12-11	3864	116	86	2
2020-12-10	3748	61	84	1
2020-12-09	3687	78	83	2
2020-12-08	3609	77	81	2
2020-12-07	3532	22	79	0
2020-12-06	3510	35	79	2
2020-12-05	3475	60	77	0
2020-12-04	3415	50	77	2
2020-12-03	3365	45	75	1
2020-12-02	3320	71	74	2
2020-12-01	3249	96	72	5
2020-11-30	3153	12	67	0
2020-11-29	3141	1	67	0
2020-11-28	3140	39	67	0
2020-11-27	3101	51	67	2
2020-11-26	3050	58	65	0
2020-11-25	2992	60	65	3
2020-11-24	2932	56	62	0
2020-11-23	2876	11	62	1
2020-11-22	2865	12	61	2
2020-11-21	2853	95	59	5
2020-11-20	2758	65	54	2
2020-11-19	2693	49	52	0
2020-11-18	2644	59	52	3
2020-11-17	2585	79	49	0
2020-11-16	2506	49	49	1
2020-11-15	2457	4	48	2
2020-11-14	2453	24	46	1
2020-11-13	2429	70	45	1
2020-11-12	2359	36	44	2
2020-11-11	2323	100	42	5
2020-11-10	2223	62	37	2
2020-11-09	2161	34	35	1
2020-11-08	2127	13	34	1
2020-11-07	2114	102	33	0
2020-11-06	2012	58	33	0
2020-11-05	1954	61	33	1
2020-11-04	1893	63	32	1
2020-11-03	1830	137	31	1
2020-11-02	1693	39	30	1
2020-11-01	1654	20	29	1
2020-10-31	1634	65	28	3
2020-10-30	1569	97	25	0
2020-10-29	1472	72	25	1
2020-10-28	1400	94	24	2
2020-10-27	1306	81	22	1
2020-10-26	1225	58	21	1
2020-10-25	1167	26	20	0
2020-10-24	1141	33	20	0
2020-10-23	1108	42	20	1
2020-10-22	1066	61	19	3
2020-10-21	1005	35	16	0
2020-10-20	970	44	16	0
2020-10-19	926	23	16	0
2020-10-18	903	4	16	0
2020-10-17	899	16	16	0
2020-10-16	883	13	16	0
2020-10-15	870	27	16	0
2020-10-14	843	16	16	0
2020-10-13	827	21	16	1
2020-10-12	806	10	15	0
2020-10-11	796	1	15	0
2020-10-10	795	19	15	0
2020-10-09	776	17	15	0
2020-10-08	759	13	15	0
2020-10-07	746	9	15	0
2020-10-06	737	12	15	0
2020-10-05	725	4	15	0
2020-10-04	721	2	15	0
2020-10-03	719	3	15	0
2020-10-02	716	5	15	0
2020-10-01	711	8	15	0
2020-09-30	703	7	15	0
2020-09-29	696	12	15	0
2020-09-28	684	3	15	0
2020-09-27	681	3	15	0
2020-09-26	678	1	15	0
2020-09-25	677	4	15	0
2020-09-24	673	2	15	0
2020-09-23	671	9	15	0
2020-09-22	662	8	15	0
2020-09-21	654	4	15	0
2020-09-20	650	1	15	0
2020-09-19	649	3	15	0
2020-09-18	646	7	15	1
2020-09-16	639	11	14	0
2020-09-15	628	13	14	0
2020-09-14	615	3	14	0
2020-09-12	612	6	14	0
2020-09-11	606	10	14	0
2020-09-10	596	3	14	0
2020-09-09	593	3	14	0
2020-09-08	590	4	14	0
2020-09-07	586	2	14	0
2020-09-05	584	6	14	0
2020-09-04	578	1	14	0
2020-09-03	577	5	14	0
2020-09-02	572	8	14	0
2020-09-01	564	8	14	0
2020-08-31	556	4	14	0
2020-08-30	552	1	14	0
2020-08-28	551	9	14	0
2020-08-27	542	7	14	0
2020-08-26	535	5	14	0
2020-08-25	530	8	14	0
2020-08-24	522	5	14	0
2020-08-22	517	5	14	0
2020-08-21	512	4	14	0
2020-08-20	508	6	14	0
2020-08-19	502	7	14	0
2020-08-18	495	9	14	0
2020-08-17	486	9	14	0
2020-08-15	477	4	14	0
2020-08-14	473	1	14	0
2020-08-13	472	3	14	0
2020-08-12	469	6	14	0
2020-08-11	463	3	14	0
2020-08-10	460	3	14	0
2020-08-07	457	7	14	0
2020-08-06	450	1	14	0
2020-08-04	449	1	14	0
2020-08-01	448	1	14	0
2020-07-31	447	1	14	0
2020-07-29	446	3	14	0
2020-07-28	443	2	14	0
2020-07-25	441	1	14	0
2020-07-24	440	1	14	0
2020-07-19	439	3	14	0
2020-07-15	436	1	14	0
2020-07-09	435	2	14	0
2020-07-08	433	1	14	0
2020-07-07	432	1	14	0
2020-07-06	431	1	14	0
2020-07-05	430	1	14	0
2020-07-04	429	1	14	0
2020-07-01	428	3	14	0
2020-06-30	425	4	14	0
2020-06-28	421	1	14	0
2020-06-27	420	8	14	0
2020-06-26	412	10	14	0
2020-06-25	402	4	14	0
2020-06-24	398	1	14	0
2020-06-18	397	4	14	0
2020-06-16	393	1	14	0
2020-06-10	392	1	14	0
2020-06-06	391	2	14	0
2020-06-05	389	1	14	0
2020-06-04	388	1	14	0
2020-05-30	387	1	14	0
2020-05-29	386	1	14	0
2020-05-28	385	1	14	0
2020-05-26	384	1	14	0
2020-05-16	383	1	14	0
2020-05-15	382	1	14	0
2020-05-12	381	1	14	0
2020-05-11	380	2	14	0
2020-05-08	378	1	14	0
2020-05-07	377	2	14	0
2020-05-06	375	2	14	0
2020-05-05	373	1	14	0
2020-05-02	372	1	14	0
2020-05-01	371	3	14	0
2020-04-30	368	1	14	0
2020-04-29	367	6	14	1
2020-04-28	361	5	13	1
2020-04-27	356	1	12	0
2020-04-26	355	1	12	0
2020-04-25	354	1	12	0
2020-04-24	353	9	12	2
2020-04-23	344	1	10	0
2020-04-22	343	6	10	0
2020-04-21	337	8	10	0
2020-04-20	329	6	10	0
2020-04-19	323	1	10	0
2020-04-18	322	4	10	0
2020-04-17	318	4	10	1
2020-04-16	314	1	9	0
2020-04-15	313	2	9	0
2020-04-14	311	2	9	0
2020-04-13	309	5	9	0
2020-04-12	304	2	9	0
2020-04-11	302	8	9	1
2020-04-10	294	13	8	0
2020-04-09	281	9	8	1
2020-04-08	272	12	7	3
2020-04-07	260	13	4	1
2020-04-06	247	8	3	0
2020-04-05	239	7	3	0
2020-04-04	232	16	3	0
2020-04-03	216	13	3	1
2020-04-02	203	14	2	0
2020-04-01	189	14	2	0
2020-03-31	175	6	2	0
2020-03-30	169	7	2	1
2020-03-29	162	8	1	0
2020-03-28	154	17	1	0
2020-03-27	137	4	1	0
2020-03-26	133	23	1	1
2020-03-25	110	12	0	0
2020-03-24	98	11	0	0
2020-03-23	87	10	0	0
2020-03-22	77	12	0	0
2020-03-21	65	5	0	0
2020-03-20	60	6	0	0
2020-03-19	54	15	0	0
2020-03-18	39	10	0	0
2020-03-17	29	2	0	0
2020-03-16	27	7	0	0
2020-03-15	20	1	0	0
2020-03-14	19	4	0	0
2020-03-13	15	6	0	0
2020-03-12	9	4	0	0
2020-03-11	5	1	0	0
2020-03-10	4	2	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: 0:03:24.525605