Germany: LK Barnim (Brandenburg)

• 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 12:13:48 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Barnim")
print(f'Population of country="Germany", subregion="LK Barnim": {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 Barnim": 188835 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	69317	6	400	0
2023-03-02	69311	10	400	0
2023-03-01	69301	22	400	0
2023-02-28	69279	33	400	0
2023-02-27	69246	19	400	0
2023-02-24	69227	30	400	0
2023-02-23	69197	5	400	0
2023-02-22	69192	12	400	0
2023-02-21	69180	45	400	0
2023-02-20	69135	24	400	1
2023-02-17	69111	14	399	0
2023-02-16	69097	27	399	0
2023-02-15	69070	21	399	0
2023-02-14	69049	24	399	0
2023-02-13	69025	27	399	0
2023-02-10	68998	15	399	0
2023-02-09	68983	31	399	0
2023-02-08	68952	11	399	0
2023-02-07	68941	44	399	0
2023-02-06	68897	28	399	0
2023-02-03	68869	20	399	1
2023-02-02	68849	12	398	0
2023-02-01	68837	14	398	0
2023-01-31	68823	26	398	0
2023-01-30	68797	51	398	0
2023-01-27	68746	7	398	0
2023-01-26	68739	14	398	0
2023-01-25	68725	9	398	0
2023-01-24	68716	14	398	0
2023-01-23	68702	24	398	0
2023-01-20	68678	13	398	0
2023-01-19	68665	9	398	0
2023-01-18	68656	10	398	0
2023-01-17	68646	29	398	0
2023-01-16	68617	31	398	1
2023-01-13	68586	10	397	0
2023-01-12	68576	28	397	1
2023-01-11	68548	10	396	0
2023-01-10	68538	39	396	1
2023-01-09	68499	50	395	0
2023-01-06	68449	24	395	0
2023-01-05	68425	30	395	0
2023-01-04	68395	66	395	0
2023-01-03	68329	187	395	0
2023-01-02	68142	196	395	0
2022-12-30	67946	15	395	0
2022-12-29	67931	23	395	0
2022-12-28	67908	44	395	1
2022-12-27	67864	38	394	2
2022-12-23	67826	33	392	0
2022-12-22	67793	80	392	0
2022-12-21	67713	139	392	0
2022-12-20	67574	104	392	3
2022-12-19	67470	104	389	0
2022-12-16	67366	90	389	0
2022-12-15	67276	119	389	0
2022-12-14	67157	121	389	2
2022-12-13	67036	127	387	2
2022-12-12	66909	131	385	2
2022-12-09	66778	58	383	0
2022-12-08	66720	92	383	0
2022-12-07	66628	115	383	0
2022-12-06	66513	143	383	2
2022-12-05	66370	72	381	1
2022-12-02	66298	62	380	1
2022-12-01	66236	80	379	0
2022-11-30	66156	84	379	1
2022-11-29	66072	119	378	0
2022-11-28	65953	102	378	1
2022-11-25	65851	86	377	0
2022-11-24	65765	88	377	1
2022-11-23	65677	17	376	0
2022-11-22	65660	104	376	1
2022-11-21	65556	72	375	2
2022-11-18	65484	30	373	1
2022-11-17	65454	81	372	0
2022-11-16	65373	37	372	0
2022-11-15	65336	110	372	0
2022-11-14	65226	100	372	0
2022-11-11	65126	58	372	1
2022-11-10	65068	54	371	0
2022-11-09	65014	95	371	0
2022-11-08	64919	205	371	1
2022-11-07	64714	144	370	0
2022-11-04	64570	144	370	0
2022-11-03	64426	166	370	0
2022-11-02	64260	166	370	0
2022-11-01	64094	265	370	0
2022-10-28	63829	68	370	0
2022-10-27	63761	236	370	0
2022-10-26	63525	148	370	0
2022-10-25	63377	281	370	0
2022-10-24	63096	266	370	0
2022-10-23	62830	2	370	0
2022-10-21	62828	120	370	0
2022-10-20	62708	216	370	2
2022-10-19	62492	241	368	0
2022-10-18	62251	364	368	2
2022-10-17	61887	166	366	1
2022-10-14	61721	58	365	0
2022-10-13	61663	186	365	3
2022-10-12	61477	197	362	0
2022-10-11	61280	208	362	0
2022-10-10	61072	158	362	0
2022-10-09	60914	4	362	0
2022-10-07	60910	107	362	0
2022-10-06	60803	158	362	1
2022-10-05	60645	83	361	0
2022-10-04	60562	162	361	0
2022-09-30	60400	180	361	1
2022-09-29	60220	115	360	0
2022-09-28	60105	101	360	0
2022-09-27	60004	138	360	1
2022-09-26	59866	161	359	0
2022-09-23	59705	109	359	0
2022-09-22	59596	123	359	0
2022-09-21	59473	147	359	1
2022-09-20	59326	88	358	1
2022-09-19	59238	117	357	0
2022-09-17	59121	1	357	0
2022-09-16	59120	66	357	0
2022-09-15	59054	93	357	0
2022-09-14	58961	103	357	0
2022-09-13	58858	109	357	0
2022-09-12	58749	124	357	0
2022-09-09	58625	46	357	0
2022-09-08	58579	60	357	0
2022-09-07	58519	77	357	0
2022-09-06	58442	117	357	0
2022-09-05	58325	99	357	0
2022-09-03	58226	1	357	0
2022-09-02	58225	53	357	0
2022-09-01	58172	63	357	0
2022-08-31	58109	78	357	0
2022-08-30	58031	103	357	0
2022-08-29	57928	80	357	0
2022-08-26	57848	59	357	0
2022-08-25	57789	79	357	0
2022-08-24	57710	74	357	0
2022-08-23	57636	149	357	0
2022-08-22	57487	120	357	0
2022-08-19	57367	86	357	0
2022-08-18	57281	104	357	0
2022-08-17	57177	103	357	0
2022-08-16	57074	63	357	0
2022-08-15	57011	98	357	0
2022-08-13	56913	1	357	0
2022-08-12	56912	54	357	1
2022-08-11	56858	123	356	0
2022-08-10	56735	87	356	0
2022-08-09	56648	99	356	1
2022-08-08	56549	98	355	0
2022-08-07	56451	1	355	0
2022-08-05	56450	63	355	0
2022-08-04	56387	117	355	0
2022-08-03	56270	127	355	0
2022-08-02	56143	198	355	0
2022-08-01	55945	136	355	0
2022-07-31	55809	4	355	0
2022-07-30	55805	1	355	0
2022-07-29	55804	95	355	0
2022-07-28	55709	155	355	0
2022-07-27	55554	154	355	0
2022-07-26	55400	252	355	0
2022-07-25	55148	179	355	1
2022-07-24	54969	2	354	0
2022-07-23	54967	1	354	0
2022-07-22	54966	146	354	0
2022-07-21	54820	184	354	0
2022-07-20	54636	189	354	0
2022-07-19	54447	235	354	0
2022-07-18	54212	252	354	0
2022-07-15	53960	142	354	0
2022-07-14	53818	141	354	0
2022-07-13	53677	171	354	0
2022-07-12	53506	163	354	0
2022-07-11	53343	281	354	0
2022-07-08	53062	287	354	0
2022-07-07	52775	271	354	1
2022-07-06	52504	201	353	0
2022-07-05	52303	266	353	0
2022-07-04	52037	117	353	1
2022-07-02	51920	2	352	0
2022-07-01	51918	134	352	0
2022-06-30	51784	130	352	0
2022-06-29	51654	1	352	0
2022-06-28	51653	112	352	0
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2021-09-14	6390	31	227	0
2021-09-13	6359	3	227	0
2021-09-12	6356	2	227	0
2021-09-11	6354	9	227	0
2021-09-10	6345	12	227	2
2021-09-09	6333	10	225	0
2021-09-08	6323	15	225	0
2021-09-07	6308	16	225	0
2021-09-06	6292	3	225	0
2021-09-05	6289	5	225	0
2021-09-04	6284	5	225	0
2021-09-03	6279	4	225	0
2021-09-02	6275	13	225	0
2021-09-01	6262	5	225	0
2021-08-31	6257	15	225	0
2021-08-30	6242	7	225	0
2021-08-29	6235	1	225	0
2021-08-28	6234	4	225	0
2021-08-27	6230	5	225	0
2021-08-26	6225	11	225	0
2021-08-25	6214	10	225	0
2021-08-24	6204	13	225	1
2021-08-23	6191	2	224	0
2021-08-22	6189	2	224	0
2021-08-21	6187	3	224	0
2021-08-20	6184	7	224	0
2021-08-19	6177	5	224	0
2021-08-18	6172	11	224	0
2021-08-17	6161	7	224	0
2021-08-16	6154	6	224	0
2021-08-15	6148	1	224	0
2021-08-14	6147	5	224	0
2021-08-13	6142	2	224	0
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2021-08-11	6132	3	224	0
2021-08-10	6129	5	224	0
2021-08-09	6124	5	224	0
2021-08-08	6119	7	224	0
2021-08-07	6112	2	224	0
2021-08-06	6110	1	224	0
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2021-08-04	6104	6	224	0
2021-08-03	6098	5	224	0
2021-08-02	6093	1	224	0
2021-07-31	6092	4	224	0
2021-07-30	6088	3	224	0
2021-07-29	6085	6	224	0
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2021-07-26	6075	3	224	0
2021-07-24	6072	1	224	0
2021-07-22	6071	1	224	0
2021-07-21	6070	1	224	0
2021-07-20	6069	1	224	0
2021-07-19	6068	1	224	0
2021-07-17	6067	2	224	0
2021-07-16	6065	3	224	0
2021-07-14	6062	1	224	0
2021-07-13	6061	1	224	0
2021-07-12	6060	2	224	0
2021-07-10	6058	3	224	0
2021-07-06	6055	1	224	0
2021-07-01	6054	1	224	0
2021-06-29	6053	1	224	0
2021-06-26	6052	1	224	0
2021-06-24	6051	1	224	0
2021-06-23	6050	1	224	0
2021-06-19	6049	1	224	0
2021-06-16	6048	1	224	0
2021-06-15	6047	2	224	0
2021-06-13	6045	1	224	0
2021-06-12	6044	1	224	0
2021-06-11	6043	1	224	0
2021-06-10	6042	2	224	0
2021-06-09	6040	1	224	0
2021-06-08	6039	3	224	0
2021-06-07	6036	2	224	0
2021-06-06	6034	1	224	0
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2021-06-04	6031	1	224	0
2021-06-03	6030	1	224	0
2021-06-02	6029	4	224	0
2021-06-01	6025	6	224	0
2021-05-30	6019	2	224	0
2021-05-29	6017	5	224	0
2021-05-28	6012	7	224	0
2021-05-27	6005	1	224	0
2021-05-26	6004	5	224	0
2021-05-25	5999	6	224	0
2021-05-23	5993	2	224	0
2021-05-22	5991	8	224	0
2021-05-21	5983	12	224	0
2021-05-20	5971	6	224	0
2021-05-19	5965	11	224	0
2021-05-18	5954	14	224	1
2021-05-17	5940	2	223	0
2021-05-16	5938	5	223	0
2021-05-15	5933	13	223	0
2021-05-14	5920	8	223	0
2021-05-13	5912	12	223	0
2021-05-12	5900	36	223	0
2021-05-11	5864	35	223	0
2021-05-10	5829	5	223	1
2021-05-09	5824	16	222	0
2021-05-08	5808	8	222	0
2021-05-07	5800	26	222	1
2021-05-06	5774	17	221	1
2021-05-05	5757	40	220	0
2021-05-04	5717	37	220	0
2021-05-03	5680	6	220	0
2021-05-02	5674	10	220	1
2021-05-01	5664	13	219	1
2021-04-30	5651	18	218	1
2021-04-29	5633	28	217	0
2021-04-28	5605	27	217	0
2021-04-27	5578	30	217	0
2021-04-26	5548	7	217	0
2021-04-25	5541	6	217	0
2021-04-24	5535	35	217	0
2021-04-23	5500	15	217	0
2021-04-22	5485	14	217	1
2021-04-21	5471	39	216	1
2021-04-20	5432	23	215	0
2021-04-19	5409	14	215	0
2021-04-18	5395	18	215	0
2021-04-17	5377	5	215	0
2021-04-16	5372	23	215	0
2021-04-15	5349	34	215	0
2021-04-14	5315	45	215	1
2021-04-13	5270	40	214	1
2021-04-12	5230	9	213	0
2021-04-11	5221	8	213	0
2021-04-10	5213	31	213	1
2021-04-09	5182	30	212	0
2021-04-08	5152	49	212	1
2021-04-07	5103	40	211	2
2021-04-06	5063	14	209	2
2021-04-05	5049	13	207	0
2021-04-04	5036	10	207	0
2021-04-03	5026	5	207	0
2021-04-02	5021	36	207	1
2021-04-01	4985	51	206	0
2021-03-31	4934	49	206	1
2021-03-30	4885	58	205	2
2021-03-29	4827	44	203	1
2021-03-28	4783	12	202	1
2021-03-27	4771	28	201	0
2021-03-26	4743	58	201	0
2021-03-25	4685	23	201	0
2021-03-24	4662	52	201	1
2021-03-23	4610	27	200	2
2021-03-22	4583	4	198	0
2021-03-21	4579	3	198	0
2021-03-20	4576	34	198	0
2021-03-19	4542	17	198	0
2021-03-18	4525	51	198	2
2021-03-17	4474	27	196	1
2021-03-16	4447	30	195	1
2021-03-15	4417	14	194	0
2021-03-14	4403	1	194	0
2021-03-13	4402	25	194	1
2021-03-12	4377	23	193	0
2021-03-11	4354	18	193	1
2021-03-10	4336	25	192	2
2021-03-09	4311	9	190	2
2021-03-08	4302	4	188	0
2021-03-07	4298	5	188	0
2021-03-06	4293	30	188	5
2021-03-05	4263	22	183	0
2021-03-04	4241	30	183	0
2021-03-03	4211	15	183	0
2021-03-02	4196	12	183	0
2021-03-01	4184	10	183	0
2021-02-28	4174	8	183	0
2021-02-27	4166	12	183	0
2021-02-26	4154	9	183	1
2021-02-25	4145	23	182	0
2021-02-24	4122	25	182	0
2021-02-23	4097	21	182	1
2021-02-22	4076	9	181	0
2021-02-21	4067	6	181	1
2021-02-20	4061	24	180	1
2021-02-19	4037	16	179	1
2021-02-18	4021	14	178	1
2021-02-17	4007	28	177	0
2021-02-16	3979	27	177	4
2021-02-15	3952	2	173	0
2021-02-14	3950	9	173	0
2021-02-13	3941	18	173	1
2021-02-12	3923	30	172	0
2021-02-11	3893	24	172	1
2021-02-10	3869	17	171	0
2021-02-09	3852	26	171	1
2021-02-08	3826	9	170	1
2021-02-07	3817	3	169	2
2021-02-06	3814	22	167	0
2021-02-05	3792	27	167	1
2021-02-04	3765	31	166	0
2021-02-03	3734	30	166	1
2021-02-02	3704	12	165	1
2021-02-01	3692	6	164	2
2021-01-31	3686	10	162	3
2021-01-30	3676	16	159	1
2021-01-29	3660	33	158	0
2021-01-28	3627	19	158	1
2021-01-27	3608	27	157	1
2021-01-26	3581	19	156	0
2021-01-25	3562	8	156	0
2021-01-24	3554	14	156	1
2021-01-23	3540	27	155	4
2021-01-22	3513	32	151	0
2021-01-21	3481	46	151	2
2021-01-20	3435	28	149	2
2021-01-19	3407	32	147	0
2021-01-18	3375	20	147	2
2021-01-17	3355	7	145	0
2021-01-16	3348	34	145	1
2021-01-15	3314	47	144	6
2021-01-14	3267	33	138	2
2021-01-13	3234	56	136	0
2021-01-12	3178	39	136	3
2021-01-11	3139	12	133	0
2021-01-10	3127	30	133	9
2021-01-09	3097	39	124	0
2021-01-08	3058	70	124	9
2021-01-07	2988	80	115	2
2021-01-06	2908	95	113	2
2021-01-05	2813	44	111	4
2021-01-04	2769	22	107	1
2021-01-03	2747	7	106	0
2021-01-02	2740	16	106	0
2021-01-01	2724	32	106	0
2020-12-31	2692	39	106	2
2020-12-30	2653	52	104	3
2020-12-29	2601	51	101	1
2020-12-28	2550	26	100	3
2020-12-27	2524	6	97	2
2020-12-26	2518	19	95	1
2020-12-25	2499	55	94	0
2020-12-24	2444	14	94	0
2020-12-23	2430	69	94	1
2020-12-22	2361	56	93	0
2020-12-21	2305	45	93	1
2020-12-20	2260	26	92	0
2020-12-19	2234	45	92	1
2020-12-18	2189	42	91	1
2020-12-17	2147	31	90	1
2020-12-16	2116	47	89	1
2020-12-15	2069	37	88	1
2020-12-14	2032	24	87	1
2020-12-13	2008	11	86	0
2020-12-12	1997	41	86	0
2020-12-11	1956	38	86	0
2020-12-10	1918	39	86	2
2020-12-09	1879	69	84	2
2020-12-08	1810	29	82	0
2020-12-07	1781	10	82	1
2020-12-06	1771	24	81	0
2020-12-05	1747	14	81	0
2020-12-04	1733	44	81	3
2020-12-03	1689	38	78	0
2020-12-02	1651	31	78	0
2020-12-01	1620	25	78	0
2020-11-30	1595	24	78	0
2020-11-29	1571	4	78	0
2020-11-28	1567	31	78	2
2020-11-27	1536	27	76	0
2020-11-26	1509	41	76	3
2020-11-25	1468	57	73	2
2020-11-24	1411	21	71	0
2020-11-23	1390	38	71	3
2020-11-22	1352	24	68	6
2020-11-21	1328	17	62	0
2020-11-20	1311	37	62	2
2020-11-19	1274	41	60	2
2020-11-18	1233	45	58	2
2020-11-17	1188	37	56	1
2020-11-16	1151	32	55	0
2020-11-15	1119	15	55	1
2020-11-14	1104	15	54	1
2020-11-13	1089	40	53	4
2020-11-12	1049	39	49	0
2020-11-11	1010	25	49	0
2020-11-10	985	32	49	5
2020-11-09	953	16	44	1
2020-11-08	937	5	43	0
2020-11-07	932	21	43	1
2020-11-06	911	33	42	2
2020-11-05	878	24	40	2
2020-11-04	854	25	38	0
2020-11-03	829	41	38	3
2020-11-02	788	19	35	2
2020-11-01	769	9	33	1
2020-10-31	760	9	32	1
2020-10-30	751	24	31	1
2020-10-29	727	40	30	0
2020-10-28	687	17	30	0
2020-10-27	670	21	30	0
2020-10-26	649	9	30	0
2020-10-25	640	6	30	0
2020-10-24	634	10	30	0
2020-10-23	624	29	30	0
2020-10-22	595	11	30	0
2020-10-21	584	12	30	0
2020-10-20	572	7	30	0
2020-10-19	565	9	30	0
2020-10-18	556	1	30	0
2020-10-17	555	6	30	1
2020-10-16	549	7	29	0
2020-10-15	542	9	29	0
2020-10-14	533	5	29	0
2020-10-13	528	6	29	0
2020-10-12	522	6	29	0
2020-10-09	516	8	29	0
2020-10-08	508	3	29	0
2020-10-07	505	2	29	0
2020-10-06	503	3	29	0
2020-10-05	500	3	29	0
2020-10-03	497	3	29	0
2020-10-02	494	3	29	0
2020-10-01	491	2	29	0
2020-09-30	489	1	29	0
2020-09-29	488	1	29	0
2020-09-28	487	1	29	0
2020-09-25	486	5	29	0
2020-09-24	481	3	29	0
2020-09-23	478	3	29	0
2020-09-22	475	4	29	0
2020-09-17	471	2	29	0
2020-09-16	469	4	29	0
2020-09-14	465	1	29	0
2020-09-04	464	4	29	0
2020-08-29	460	1	29	0
2020-08-27	459	1	29	0
2020-08-26	458	2	29	0
2020-08-25	456	1	29	0
2020-08-20	455	2	29	0
2020-08-17	453	1	29	0
2020-08-13	452	1	29	0
2020-08-11	451	1	29	0
2020-08-07	450	1	29	0
2020-08-06	449	5	29	0
2020-07-21	444	7	29	0
2020-07-20	437	2	29	0
2020-07-18	435	6	29	0
2020-07-16	429	1	29	0
2020-07-13	428	1	29	0
2020-07-10	427	1	29	0
2020-07-03	426	1	29	0
2020-06-24	425	1	29	0
2020-06-23	424	1	29	0
2020-06-22	423	1	29	0
2020-06-20	422	4	29	0
2020-06-19	418	2	29	0
2020-06-16	416	3	29	0
2020-06-15	413	3	29	0
2020-06-12	410	4	29	0
2020-06-11	406	1	29	0
2020-06-05	405	1	29	0
2020-06-04	404	1	29	0
2020-06-02	403	1	29	0
2020-05-30	402	1	29	0
2020-05-28	401	1	29	0
2020-05-22	400	1	29	0
2020-05-14	399	3	29	0
2020-05-13	396	1	29	0
2020-05-12	395	1	29	0
2020-05-10	394	1	29	0
2020-05-09	393	3	29	0
2020-05-08	390	1	29	0
2020-05-07	389	1	29	0
2020-05-06	388	5	29	0
2020-05-05	383	3	29	0
2020-05-03	380	1	29	0
2020-05-02	379	1	29	0
2020-05-01	378	11	29	1
2020-04-30	367	1	28	0
2020-04-29	366	5	28	1
2020-04-28	361	8	27	0
2020-04-27	353	4	27	0
2020-04-26	349	1	27	0
2020-04-25	348	5	27	0
2020-04-24	343	11	27	1
2020-04-23	332	2	26	0
2020-04-22	330	10	26	0
2020-04-21	320	21	26	0
2020-04-20	299	6	26	1
2020-04-19	293	10	25	1
2020-04-18	283	9	24	1
2020-04-17	274	14	23	0
2020-04-16	260	9	23	0
2020-04-15	251	14	23	3
2020-04-14	237	8	20	1
2020-04-13	229	2	19	0
2020-04-12	227	15	19	2
2020-04-11	212	8	17	1
2020-04-10	204	8	16	0
2020-04-09	196	52	16	7
2020-04-08	144	16	9	3
2020-04-07	128	6	6	1
2020-04-06	122	3	5	0
2020-04-05	119	10	5	2
2020-04-04	109	8	3	0
2020-04-03	101	9	3	2
2020-04-02	92	7	1	1
2020-04-01	85	5	0	0
2020-03-31	80	8	0	0
2020-03-30	72	2	0	0
2020-03-29	70	5	0	0
2020-03-27	65	3	0	0
2020-03-26	62	4	0	0
2020-03-25	58	6	0	0
2020-03-24	52	7	0	0
2020-03-23	45	4	0	0
2020-03-22	41	4	0	0
2020-03-21	37	1	0	0
2020-03-20	36	7	0	0
2020-03-19	29	5	0	0
2020-03-18	24	2	0	0
2020-03-17	22	5	0	0
2020-03-16	17	3	0	0
2020-03-15	14	5	0	0
2020-03-13	9	2	0	0
2020-03-12	7	3	0	0
2020-03-11	4	2	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: 0:03:10.093408