Germany: LK Forchheim (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 10:40:39 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Forchheim")
print(f'Population of country="Germany", subregion="LK Forchheim": {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 Forchheim": 116753 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	62555	6	249	0
2023-03-05	62549	2	249	0
2023-03-04	62547	2	249	0
2023-03-03	62545	19	249	0
2023-03-02	62526	13	249	0
2023-03-01	62513	18	249	0
2023-02-28	62495	37	249	0
2023-02-27	62458	34	249	0
2023-02-26	62424	12	249	0
2023-02-25	62412	14	249	0
2023-02-24	62398	27	249	0
2023-02-23	62371	34	249	0
2023-02-22	62337	24	249	0
2023-02-21	62313	41	249	0
2023-02-20	62272	29	249	0
2023-02-19	62243	11	249	0
2023-02-18	62232	18	249	0
2023-02-17	62214	40	249	0
2023-02-16	62174	38	249	1
2023-02-15	62136	38	248	0
2023-02-14	62098	56	248	0
2023-02-13	62042	31	248	2
2023-02-12	62011	5	246	0
2023-02-11	62006	7	246	0
2023-02-10	61999	37	246	0
2023-02-09	61962	45	246	1
2023-02-08	61917	28	245	0
2023-02-07	61889	37	245	0
2023-02-06	61852	39	245	0
2023-02-05	61813	8	245	0
2023-02-04	61805	9	245	0
2023-02-03	61796	29	245	0
2023-02-02	61767	27	245	0
2023-02-01	61740	27	245	0
2023-01-31	61713	36	245	0
2023-01-30	61677	38	245	0
2023-01-29	61639	9	245	0
2023-01-28	61630	14	245	0
2023-01-27	61616	9	245	0
2023-01-26	61607	11	245	0
2023-01-25	61596	11	245	0
2023-01-24	61585	24	245	0
2023-01-23	61561	24	245	0
2023-01-22	61537	4	245	0
2023-01-21	61533	9	245	0
2023-01-20	61524	21	245	1
2023-01-19	61503	15	244	0
2023-01-18	61488	10	244	0
2023-01-17	61478	27	244	0
2023-01-16	61451	23	244	0
2023-01-15	61428	1	244	0
2023-01-14	61427	10	244	0
2023-01-13	61417	15	244	0
2023-01-12	61402	16	244	0
2023-01-11	61386	22	244	0
2023-01-10	61364	36	244	0
2023-01-09	61328	18	244	0
2023-01-08	61310	7	244	0
2023-01-07	61303	9	244	0
2023-01-06	61294	12	244	0
2023-01-05	61282	34	244	1
2023-01-04	61248	25	243	1
2023-01-03	61223	35	242	0
2023-01-02	61188	24	242	0
2023-01-01	61164	5	242	0
2022-12-31	61159	18	242	0
2022-12-30	61141	23	242	0
2022-12-29	61118	28	242	0
2022-12-28	61090	39	242	0
2022-12-27	61051	39	242	0
2022-12-26	61012	7	242	0
2022-12-25	61005	10	242	0
2022-12-24	60995	20	242	1
2022-12-23	60975	31	241	0
2022-12-22	60944	47	241	0
2022-12-21	60897	39	241	0
2022-12-20	60858	48	241	0
2022-12-19	60810	33	241	0
2022-12-18	60777	17	241	0
2022-12-17	60760	33	241	1
2022-12-16	60727	33	240	0
2022-12-15	60694	43	240	1
2022-12-14	60651	27	239	0
2022-12-13	60624	49	239	0
2022-12-12	60575	22	239	0
2022-12-11	60553	10	239	0
2022-12-10	60543	10	239	0
2022-12-09	60533	28	239	0
2022-12-08	60505	29	239	0
2022-12-07	60476	22	239	0
2022-12-06	60454	28	239	0
2022-12-05	60426	23	239	0
2022-12-04	60403	9	239	0
2022-12-03	60394	13	239	0
2022-12-02	60381	28	239	0
2022-12-01	60353	27	239	0
2022-11-30	60326	19	239	0
2022-11-29	60307	28	239	0
2022-11-28	60279	31	239	0
2022-11-27	60248	8	239	0
2022-11-26	60240	10	239	0
2022-11-25	60230	17	239	0
2022-11-24	60213	21	239	1
2022-11-23	60192	12	238	0
2022-11-22	60180	18	238	0
2022-11-21	60162	16	238	0
2022-11-20	60146	7	238	0
2022-11-19	60139	10	238	0
2022-11-18	60129	15	238	0
2022-11-17	60114	17	238	0
2022-11-16	60097	24	238	0
2022-11-15	60073	23	238	0
2022-11-14	60050	33	238	0
2022-11-13	60017	8	238	0
2022-11-12	60009	14	238	0
2022-11-11	59995	28	238	0
2022-11-10	59967	23	238	0
2022-11-09	59944	36	238	0
2022-11-08	59908	43	238	0
2022-11-07	59865	40	238	0
2022-11-06	59825	16	238	0
2022-11-05	59809	25	238	0
2022-11-04	59784	29	238	0
2022-11-03	59755	47	238	0
2022-11-02	59708	67	238	0
2022-11-01	59641	35	238	0
2022-10-31	59606	62	238	0
2022-10-30	59544	9	238	0
2022-10-29	59535	40	238	0
2022-10-28	59495	64	238	0
2022-10-27	59431	87	238	0
2022-10-26	59344	92	238	1
2022-10-25	59252	102	237	1
2022-10-24	59150	106	236	1
2022-10-23	59044	19	235	1
2022-10-22	59025	99	234	0
2022-10-21	58926	117	234	2
2022-10-20	58809	149	232	1
2022-10-19	58660	139	231	1
2022-10-18	58521	250	230	2
2022-10-17	58271	160	228	2
2022-10-16	58111	54	226	0
2022-10-15	58057	111	226	0
2022-10-14	57946	196	226	0
2022-10-13	57750	217	226	2
2022-10-12	57533	181	224	0
2022-10-11	57352	229	224	2
2022-10-10	57123	163	222	1
2022-10-09	56960	81	221	0
2022-10-08	56879	153	221	0
2022-10-07	56726	201	221	0
2022-10-06	56525	193	221	1
2022-10-05	56332	275	220	0
2022-10-04	56057	144	220	0
2022-10-03	55913	76	220	0
2022-10-02	55837	59	220	0
2022-10-01	55778	120	220	0
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2022-09-29	55534	191	220	0
2022-09-28	55343	177	220	1
2022-09-27	55166	156	219	0
2022-09-26	55010	137	219	0
2022-09-25	54873	59	219	0
2022-09-24	54814	67	219	0
2022-09-23	54747	75	219	0
2022-09-22	54672	107	219	1
2022-09-21	54565	70	218	0
2022-09-20	54495	77	218	0
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2022-09-15	54276	55	218	1
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2021-12-08	8477	82	144	2
2021-12-07	8395	109	142	0
2021-12-06	8286	21	142	0
2021-12-05	8265	25	142	2
2021-12-04	8240	65	140	0
2021-12-03	8175	80	140	1
2021-12-02	8095	104	139	0
2021-12-01	7991	95	139	0
2021-11-30	7896	134	139	1
2021-11-29	7762	50	138	0
2021-11-28	7712	50	138	0
2021-11-27	7662	64	138	0
2021-11-26	7598	96	138	1
2021-11-25	7502	103	137	2
2021-11-24	7399	80	135	0
2021-11-23	7319	153	135	0
2021-11-22	7166	34	135	0
2021-11-21	7132	50	135	0
2021-11-20	7082	59	135	0
2021-11-19	7023	99	135	3
2021-11-18	6924	91	132	0
2021-11-17	6833	113	132	0
2021-11-16	6720	64	132	1
2021-11-15	6656	42	131	0
2021-11-14	6614	62	131	0
2021-11-13	6552	52	131	1
2021-11-12	6500	108	130	1
2021-11-11	6392	102	129	0
2021-11-10	6290	103	129	2
2021-11-09	6187	83	127	1
2021-11-08	6104	39	126	1
2021-11-07	6065	62	125	1
2021-11-06	6003	36	124	0
2021-11-05	5967	48	124	0
2021-11-04	5919	59	124	0
2021-11-03	5860	55	124	0
2021-11-02	5805	36	124	0
2021-11-01	5769	19	124	0
2021-10-31	5750	6	124	0
2021-10-30	5744	32	124	0
2021-10-29	5712	35	124	1
2021-10-28	5677	27	123	0
2021-10-27	5650	46	123	0
2021-10-26	5604	21	123	0
2021-10-25	5583	2	123	0
2021-10-24	5581	11	123	1
2021-10-23	5570	19	122	0
2021-10-22	5551	22	122	1
2021-10-21	5529	33	121	3
2021-10-20	5496	20	118	1
2021-10-19	5476	20	117	0
2021-10-18	5456	19	117	0
2021-10-17	5437	15	117	0
2021-10-16	5422	11	117	0
2021-10-15	5411	18	117	1
2021-10-14	5393	18	116	1
2021-10-13	5375	29	115	1
2021-10-12	5346	18	114	1
2021-10-11	5328	6	113	0
2021-10-10	5322	4	113	0
2021-10-09	5318	20	113	0
2021-10-08	5298	9	113	0
2021-10-07	5289	18	113	0
2021-10-06	5271	25	113	0
2021-10-05	5246	7	113	0
2021-10-04	5239	6	113	0
2021-10-03	5233	12	113	0
2021-10-02	5221	14	113	0
2021-10-01	5207	18	113	0
2021-09-30	5189	12	113	0
2021-09-29	5177	6	113	0
2021-09-28	5171	10	113	0
2021-09-27	5161	4	113	0
2021-09-26	5157	12	113	0
2021-09-25	5145	8	113	0
2021-09-24	5137	4	113	0
2021-09-23	5133	6	113	0
2021-09-22	5127	10	113	0
2021-09-21	5117	7	113	0
2021-09-20	5110	2	113	0
2021-09-19	5108	4	113	0
2021-09-18	5104	8	113	0
2021-09-17	5096	13	113	0
2021-09-16	5083	22	113	0
2021-09-15	5061	14	113	0
2021-09-14	5047	14	113	0
2021-09-13	5033	3	113	0
2021-09-12	5030	10	113	0
2021-09-11	5020	5	113	0
2021-09-10	5015	16	113	0
2021-09-09	4999	11	113	0
2021-09-08	4988	15	113	0
2021-09-07	4973	6	113	0
2021-09-06	4967	4	113	0
2021-09-05	4963	4	113	0
2021-09-04	4959	10	113	0
2021-09-03	4949	8	113	0
2021-09-02	4941	5	113	0
2021-09-01	4936	13	113	0
2021-08-31	4923	12	113	0
2021-08-30	4911	6	113	0
2021-08-29	4905	7	113	0
2021-08-28	4898	3	113	0
2021-08-27	4895	8	113	0
2021-08-26	4887	11	113	0
2021-08-25	4876	7	113	0
2021-08-24	4869	16	113	0
2021-08-23	4853	1	113	0
2021-08-21	4852	5	113	0
2021-08-20	4847	1	113	0
2021-08-19	4846	4	113	0
2021-08-18	4842	5	113	0
2021-08-17	4837	5	113	0
2021-08-15	4832	2	113	0
2021-08-14	4830	2	113	0
2021-08-13	4828	2	113	0
2021-08-11	4826	1	113	0
2021-08-10	4825	2	113	0
2021-08-07	4823	2	113	0
2021-08-04	4821	1	113	0
2021-08-03	4820	2	113	0
2021-08-02	4818	2	113	0
2021-08-01	4816	1	113	0
2021-07-30	4815	4	113	0
2021-07-29	4811	3	113	0
2021-07-28	4808	5	113	0
2021-07-27	4803	2	113	0
2021-07-24	4801	1	113	0
2021-07-23	4800	1	113	0
2021-07-22	4799	4	113	0
2021-07-21	4795	2	113	0
2021-07-20	4793	4	113	0
2021-07-19	4789	1	113	0
2021-07-17	4788	3	113	0
2021-07-16	4785	4	113	0
2021-07-15	4781	2	113	0
2021-07-14	4779	4	113	0
2021-07-13	4775	4	113	0
2021-07-10	4771	1	113	0
2021-07-07	4770	2	113	0
2021-07-02	4768	1	113	0
2021-07-01	4767	1	113	0
2021-06-30	4766	3	113	0
2021-06-29	4763	1	113	0
2021-06-28	4762	1	113	0
2021-06-24	4761	1	113	0
2021-06-22	4760	3	113	0
2021-06-21	4757	1	113	0
2021-06-19	4756	1	113	0
2021-06-18	4755	2	113	0
2021-06-16	4753	3	113	0
2021-06-15	4750	4	113	0
2021-06-14	4746	1	113	0
2021-06-12	4745	3	113	0
2021-06-11	4742	1	113	0
2021-06-10	4741	14	113	0
2021-06-09	4727	8	113	0
2021-06-08	4719	11	113	0
2021-06-07	4708	4	113	0
2021-06-06	4704	2	113	0
2021-06-05	4702	1	113	0
2021-06-04	4701	4	113	0
2021-06-03	4697	1	113	0
2021-06-02	4696	4	113	0
2021-06-01	4692	5	113	0
2021-05-31	4687	3	113	0
2021-05-30	4684	1	113	0
2021-05-27	4683	4	113	0
2021-05-26	4679	11	113	0
2021-05-25	4668	2	113	0
2021-05-23	4666	1	113	0
2021-05-22	4665	4	113	0
2021-05-21	4661	8	113	0
2021-05-20	4653	6	113	0
2021-05-19	4647	12	113	0
2021-05-18	4635	22	113	0
2021-05-17	4613	1	113	0
2021-05-16	4612	5	113	0
2021-05-15	4607	8	113	0
2021-05-14	4599	2	113	0
2021-05-13	4597	4	113	0
2021-05-12	4593	10	113	1
2021-05-11	4583	17	112	0
2021-05-10	4566	3	112	0
2021-05-09	4563	2	112	0
2021-05-08	4561	6	112	0
2021-05-07	4555	23	112	0
2021-05-06	4532	16	112	0
2021-05-05	4516	19	112	0
2021-05-04	4497	32	112	1
2021-05-03	4465	8	111	0
2021-05-02	4457	7	111	0
2021-05-01	4450	13	111	0
2021-04-30	4437	12	111	0
2021-04-29	4425	18	111	0
2021-04-28	4407	37	111	0
2021-04-27	4370	26	111	0
2021-04-26	4344	4	111	0
2021-04-25	4340	7	111	0
2021-04-24	4333	22	111	0
2021-04-23	4311	20	111	0
2021-04-22	4291	16	111	0
2021-04-21	4275	31	111	0
2021-04-20	4244	37	111	1
2021-04-19	4207	11	110	0
2021-04-18	4196	5	110	0
2021-04-17	4191	12	110	1
2021-04-16	4179	23	109	0
2021-04-15	4156	21	109	0
2021-04-14	4135	32	109	0
2021-04-13	4103	21	109	0
2021-04-12	4082	3	109	0
2021-04-11	4079	3	109	0
2021-04-10	4076	18	109	0
2021-04-09	4058	27	109	1
2021-04-08	4031	24	108	0
2021-04-07	4007	49	108	0
2021-04-06	3958	15	108	1
2021-04-05	3943	2	107	0
2021-04-04	3941	2	107	0
2021-04-03	3939	7	107	0
2021-04-02	3932	16	107	0
2021-04-01	3916	17	107	1
2021-03-31	3899	25	106	0
2021-03-30	3874	41	106	1
2021-03-29	3833	4	105	0
2021-03-28	3829	3	105	0
2021-03-27	3826	19	105	0
2021-03-26	3807	22	105	0
2021-03-25	3785	25	105	0
2021-03-24	3760	24	105	1
2021-03-23	3736	37	104	0
2021-03-22	3699	6	104	0
2021-03-21	3693	8	104	0
2021-03-20	3685	15	104	2
2021-03-19	3670	15	102	0
2021-03-18	3655	19	102	0
2021-03-17	3636	14	102	0
2021-03-16	3622	37	102	0
2021-03-15	3585	5	102	0
2021-03-14	3580	8	102	0
2021-03-13	3572	24	102	0
2021-03-12	3548	17	102	1
2021-03-11	3531	21	101	0
2021-03-10	3510	14	101	0
2021-03-09	3496	12	101	0
2021-03-08	3484	15	101	0
2021-03-07	3469	21	101	0
2021-03-06	3448	5	101	0
2021-03-05	3443	16	101	0
2021-03-04	3427	20	101	1
2021-03-03	3407	14	100	0
2021-03-02	3393	28	100	0
2021-03-01	3365	4	100	0
2021-02-28	3361	2	100	0
2021-02-27	3359	18	100	1
2021-02-26	3341	15	99	1
2021-02-25	3326	18	98	0
2021-02-24	3308	25	98	0
2021-02-23	3283	21	98	0
2021-02-22	3262	2	98	0
2021-02-21	3260	3	98	0
2021-02-20	3257	15	98	0
2021-02-19	3242	20	98	0
2021-02-18	3222	10	98	0
2021-02-17	3212	12	98	0
2021-02-16	3200	8	98	0
2021-02-15	3192	4	98	0
2021-02-14	3188	2	98	0
2021-02-13	3186	10	98	0
2021-02-12	3176	2	98	0
2021-02-11	3174	9	98	0
2021-02-10	3165	14	98	0
2021-02-09	3151	24	98	0
2021-02-08	3127	4	98	1
2021-02-07	3123	3	97	0
2021-02-06	3120	21	97	0
2021-02-05	3099	6	97	0
2021-02-04	3093	22	97	1
2021-02-03	3071	46	96	2
2021-02-02	3025	25	94	0
2021-02-01	3000	9	94	0
2021-01-31	2991	10	94	0
2021-01-30	2981	37	94	1
2021-01-29	2944	16	93	0
2021-01-28	2928	22	93	0
2021-01-27	2906	20	93	2
2021-01-26	2886	25	91	0
2021-01-25	2861	7	91	0
2021-01-24	2854	3	91	0
2021-01-23	2851	18	91	1
2021-01-22	2833	18	90	0
2021-01-21	2815	10	90	0
2021-01-20	2805	18	90	0
2021-01-19	2787	33	90	0
2021-01-18	2754	4	90	0
2021-01-17	2750	7	90	0
2021-01-16	2743	22	90	0
2021-01-15	2721	24	90	0
2021-01-14	2697	30	90	1
2021-01-13	2667	49	89	0
2021-01-12	2618	44	89	0
2021-01-11	2574	6	89	1
2021-01-10	2568	20	88	2
2021-01-09	2548	38	86	1
2021-01-08	2510	37	85	4
2021-01-07	2473	11	81	1
2021-01-06	2462	33	80	0
2021-01-05	2429	36	80	1
2021-01-04	2393	33	79	2
2021-01-03	2360	17	77	0
2021-01-02	2343	10	77	1
2021-01-01	2333	18	76	0
2020-12-31	2315	38	76	1
2020-12-30	2277	54	75	0
2020-12-29	2223	40	75	3
2020-12-28	2183	12	72	2
2020-12-27	2171	25	70	1
2020-12-26	2146	11	69	1
2020-12-25	2135	33	68	1
2020-12-24	2102	59	67	3
2020-12-23	2043	57	64	4
2020-12-22	1986	30	60	0
2020-12-21	1956	35	60	0
2020-12-20	1921	22	60	1
2020-12-19	1899	34	59	1
2020-12-18	1865	35	58	0
2020-12-17	1830	44	58	2
2020-12-16	1786	51	56	8
2020-12-15	1735	68	48	0
2020-12-14	1667	20	48	0
2020-12-13	1647	11	48	0
2020-12-12	1636	28	48	0
2020-12-11	1608	55	48	2
2020-12-10	1553	85	46	17
2020-12-09	1468	49	29	1
2020-12-08	1419	32	28	0
2020-12-07	1387	13	28	2
2020-12-06	1374	19	26	0
2020-12-05	1355	20	26	0
2020-12-04	1335	29	26	2
2020-12-03	1306	34	24	0
2020-12-02	1272	31	24	0
2020-12-01	1241	42	24	0
2020-11-30	1199	13	24	1
2020-11-29	1186	11	23	0
2020-11-28	1175	27	23	2
2020-11-27	1148	21	21	0
2020-11-26	1127	38	21	2
2020-11-25	1089	24	19	0
2020-11-24	1065	44	19	0
2020-11-23	1021	15	19	3
2020-11-22	1006	12	16	1
2020-11-21	994	22	15	0
2020-11-20	972	39	15	0
2020-11-19	933	10	15	0
2020-11-18	923	32	15	0
2020-11-17	891	38	15	1
2020-11-16	853	11	14	1
2020-11-15	842	4	13	0
2020-11-14	838	19	13	0
2020-11-13	819	29	13	5
2020-11-12	790	15	8	0
2020-11-11	775	44	8	0
2020-11-10	731	33	8	1
2020-11-09	698	15	7	0
2020-11-08	683	14	7	1
2020-11-07	669	25	6	0
2020-11-06	644	23	6	0
2020-11-05	621	21	6	0
2020-11-04	600	31	6	0
2020-11-03	569	21	6	2
2020-11-02	548	18	4	0
2020-11-01	530	5	4	0
2020-10-31	525	29	4	0
2020-10-30	496	31	4	0
2020-10-29	465	11	4	0
2020-10-28	454	15	4	0
2020-10-27	439	17	4	0
2020-10-26	422	11	4	0
2020-10-25	411	5	4	0
2020-10-24	406	15	4	0
2020-10-23	391	19	4	0
2020-10-22	372	9	4	0
2020-10-21	363	6	4	0
2020-10-20	357	6	4	0
2020-10-19	351	6	4	0
2020-10-17	345	1	4	0
2020-10-16	344	4	4	0
2020-10-15	340	6	4	0
2020-10-14	334	8	4	0
2020-10-13	326	2	4	0
2020-10-12	324	4	4	0
2020-10-11	320	2	4	0
2020-10-10	318	4	4	0
2020-10-09	314	4	4	0
2020-10-08	310	4	4	0
2020-10-07	306	2	4	0
2020-10-06	304	2	4	0
2020-10-03	302	2	4	0
2020-10-02	300	2	4	0
2020-10-01	298	1	4	0
2020-09-30	297	1	4	0
2020-09-29	296	1	4	0
2020-09-28	295	1	4	0
2020-09-25	294	4	4	0
2020-09-24	290	1	4	0
2020-09-23	289	1	4	0
2020-09-20	288	2	4	0
2020-09-16	286	4	4	0
2020-09-14	282	2	4	0
2020-09-12	280	1	4	0
2020-09-11	279	2	4	0
2020-09-10	277	4	4	0
2020-09-09	273	2	4	0
2020-09-08	271	2	4	0
2020-09-05	269	2	4	0
2020-09-04	267	1	4	0
2020-09-01	266	6	4	0
2020-08-30	260	2	4	0
2020-08-29	258	3	4	0
2020-08-28	255	4	4	0
2020-08-27	251	1	4	0
2020-08-26	250	5	4	0
2020-08-24	245	4	4	0
2020-08-23	241	1	4	0
2020-08-19	240	2	4	0
2020-08-17	238	1	4	0
2020-08-14	237	2	4	0
2020-08-13	235	2	4	0
2020-08-11	233	2	4	0
2020-08-10	231	4	4	0
2020-08-09	227	1	4	0
2020-08-08	226	3	4	0
2020-08-07	223	1	4	0
2020-08-06	222	1	4	0
2020-08-05	221	5	4	0
2020-08-04	216	1	4	0
2020-08-03	215	1	4	0
2020-08-02	214	1	4	0
2020-07-30	213	2	4	0
2020-07-29	211	1	4	0
2020-07-28	210	1	4	0
2020-07-01	209	1	4	0
2020-06-28	208	1	4	0
2020-05-27	207	1	4	0
2020-05-26	206	1	4	0
2020-05-22	205	1	4	0
2020-05-15	204	1	4	0
2020-05-14	203	1	4	0
2020-05-09	202	1	4	0
2020-05-07	201	3	4	0
2020-05-02	198	1	4	0
2020-04-27	197	1	4	0
2020-04-22	196	1	4	0
2020-04-18	195	3	4	0
2020-04-17	192	1	4	0
2020-04-16	191	1	4	0
2020-04-15	190	9	4	0
2020-04-14	181	4	4	1
2020-04-13	177	1	3	0
2020-04-12	176	1	3	0
2020-04-11	175	5	3	0
2020-04-10	170	4	3	0
2020-04-09	166	5	3	1
2020-04-08	161	7	2	0
2020-04-07	154	7	2	0
2020-04-06	147	1	2	0
2020-04-05	146	1	2	0
2020-04-04	145	11	2	0
2020-04-03	134	11	2	0
2020-04-02	123	11	2	0
2020-04-01	112	10	2	0
2020-03-31	102	15	2	0
2020-03-30	87	5	2	0
2020-03-29	82	6	2	0
2020-03-28	76	4	2	0
2020-03-27	72	8	2	0
2020-03-26	64	29	2	0
2020-03-25	35	3	2	0
2020-03-24	32	4	2	0
2020-03-23	28	4	2	0
2020-03-22	24	2	2	0
2020-03-21	22	2	2	0
2020-03-20	20	2	2	0
2020-03-19	18	4	2	0
2020-03-18	14	6	2	0
2020-03-16	8	4	2	2
2020-03-12	4	2	0	0
2020-03-11	2	1	0	0

Explore the data in your web browser

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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: 0:03:15.954232