Germany: LK Altötting (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 10:25:43 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Altötting")
print(f'Population of country="Germany", subregion="LK Altötting": {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 Altötting": 112116 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	62027	26	416	0
2023-03-03	62001	15	416	0
2023-03-02	61986	15	416	0
2023-03-01	61971	14	416	1
2023-02-28	61957	16	415	0
2023-02-27	61941	44	415	0
2023-02-24	61897	13	415	0
2023-02-23	61884	28	415	0
2023-02-22	61856	45	415	1
2023-02-21	61811	34	414	2
2023-02-20	61777	38	412	0
2023-02-17	61739	14	412	1
2023-02-16	61725	35	411	0
2023-02-15	61690	29	411	0
2023-02-14	61661	36	411	0
2023-02-13	61625	62	411	1
2023-02-10	61563	12	410	1
2023-02-09	61551	30	409	2
2023-02-08	61521	50	407	0
2023-02-07	61471	51	407	0
2023-02-06	61420	43	407	0
2023-02-03	61377	16	407	0
2023-02-02	61361	27	407	0
2023-02-01	61334	33	407	0
2023-01-31	61301	45	407	2
2023-01-30	61256	43	405	0
2023-01-27	61213	8	405	0
2023-01-26	61205	31	405	1
2023-01-25	61174	27	404	0
2023-01-24	61147	44	404	2
2023-01-23	61103	51	402	2
2023-01-20	61052	12	400	1
2023-01-19	61040	19	399	2
2023-01-18	61021	17	397	0
2023-01-17	61004	20	397	0
2023-01-16	60984	44	397	0
2023-01-13	60940	15	397	1
2023-01-12	60925	21	396	0
2023-01-11	60904	18	396	0
2023-01-10	60886	26	396	0
2023-01-09	60860	52	396	0
2023-01-05	60808	19	396	1
2023-01-04	60789	20	395	2
2023-01-03	60769	35	393	1
2023-01-02	60734	50	392	1
2022-12-30	60684	10	391	0
2022-12-29	60674	16	391	0
2022-12-28	60658	38	391	0
2022-12-27	60620	66	391	1
2022-12-23	60554	20	390	0
2022-12-22	60534	15	390	0
2022-12-21	60519	35	390	0
2022-12-20	60484	31	390	0
2022-12-19	60453	67	390	0
2022-12-16	60386	9	390	0
2022-12-15	60377	24	390	0
2022-12-14	60353	44	390	3
2022-12-13	60309	31	387	0
2022-12-12	60278	68	387	2
2022-12-09	60210	10	385	0
2022-12-08	60200	25	385	1
2022-12-07	60175	36	384	0
2022-12-06	60139	33	384	0
2022-12-05	60106	44	384	0
2022-12-02	60062	19	384	0
2022-12-01	60043	32	384	0
2022-11-30	60011	33	384	1
2022-11-29	59978	25	383	0
2022-11-28	59953	53	383	4
2022-11-25	59900	11	379	0
2022-11-24	59889	14	379	1
2022-11-23	59875	21	378	0
2022-11-22	59854	31	378	1
2022-11-21	59823	38	377	0
2022-11-18	59785	9	377	0
2022-11-17	59776	28	377	0
2022-11-16	59748	19	377	0
2022-11-15	59729	34	377	0
2022-11-14	59695	51	377	0
2022-11-11	59644	14	377	0
2022-11-10	59630	37	377	1
2022-11-09	59593	23	376	0
2022-11-08	59570	50	376	0
2022-11-07	59520	73	376	0
2022-11-04	59447	26	376	0
2022-11-03	59421	50	376	0
2022-11-02	59371	52	376	0
2022-10-31	59319	137	376	1
2022-10-28	59182	42	375	0
2022-10-27	59140	70	375	0
2022-10-26	59070	70	375	0
2022-10-25	59000	136	375	0
2022-10-24	58864	173	375	1
2022-10-21	58691	47	374	0
2022-10-20	58644	126	374	1
2022-10-19	58518	138	373	0
2022-10-18	58380	190	373	2
2022-10-17	58190	355	371	0
2022-10-14	57835	89	371	1
2022-10-13	57746	256	370	0
2022-10-12	57490	263	370	4
2022-10-11	57227	263	366	1
2022-10-10	56964	448	365	1
2022-10-07	56516	172	364	0
2022-10-06	56344	322	364	0
2022-10-05	56022	449	364	1
2022-10-04	55573	395	363	1
2022-09-30	55178	89	362	0
2022-09-29	55089	181	362	0
2022-09-28	54908	202	362	0
2022-09-27	54706	211	362	1
2022-09-26	54495	182	361	0
2022-09-23	54313	97	361	0
2022-09-22	54216	60	361	0
2022-09-21	54156	87	361	0
2022-09-20	54069	99	361	0
2022-09-19	53970	107	361	0
2022-09-16	53863	61	361	0
2022-09-15	53802	89	361	0
2022-09-14	53713	47	361	0
2022-09-13	53666	72	361	0
2022-09-12	53594	106	361	1
2022-09-09	53488	50	360	0
2022-09-08	53438	49	360	0
2022-09-07	53389	33	360	0
2022-09-06	53356	55	360	1
2022-09-05	53301	62	359	0
2022-09-02	53239	32	359	0
2022-09-01	53207	37	359	0
2022-08-31	53170	48	359	1
2022-08-30	53122	57	358	0
2022-08-29	53065	76	358	0
2022-08-26	52989	30	358	0
2022-08-25	52959	27	358	1
2022-08-24	52932	35	357	0
2022-08-23	52897	19	357	0
2022-08-22	52878	43	357	0
2022-08-19	52835	39	357	0
2022-08-18	52796	29	357	0
2022-08-17	52767	61	357	0
2022-08-16	52706	138	357	0
2022-08-12	52568	26	357	0
2022-08-11	52542	47	357	0
2022-08-10	52495	50	357	0
2022-08-09	52445	76	357	0
2022-08-08	52369	121	357	1
2022-08-07	52248	1	356	0
2022-08-05	52247	54	356	0
2022-08-04	52193	67	356	0
2022-08-03	52126	85	356	0
2022-08-02	52041	90	356	1
2022-08-01	51951	157	355	0
2022-07-30	51794	1	355	0
2022-07-29	51793	67	355	0
2022-07-28	51726	110	355	0
2022-07-27	51616	143	355	1
2022-07-26	51473	279	354	0
2022-07-25	51194	209	354	0
2022-07-24	50985	2	354	0
2022-07-23	50983	2	354	0
2022-07-22	50981	112	354	1
2022-07-21	50869	173	353	1
2022-07-20	50696	182	352	1
2022-07-19	50514	240	351	1
2022-07-18	50274	256	350	1
2022-07-15	50018	116	349	0
2022-07-14	49902	141	349	0
2022-07-13	49761	141	349	1
2022-07-12	49620	183	348	0
2022-07-11	49437	192	348	0
2022-07-09	49245	1	348	0
2022-07-08	49244	99	348	0
2022-07-07	49145	124	348	0
2022-07-06	49021	145	348	1
2022-07-05	48876	172	347	0
2022-07-04	48704	208	347	1
2022-07-02	48496	1	346	0
2022-07-01	48495	114	346	0
2022-06-30	48381	113	346	1
2022-06-29	48268	168	345	3
2022-06-28	48100	197	342	0
2022-06-27	47903	310	342	1
2022-06-24	47593	65	341	0
2022-06-23	47528	140	341	0
2022-06-22	47388	167	341	3
2022-06-21	47221	180	338	0
2022-06-20	47041	237	338	0
2022-06-18	46804	1	338	1
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2021-09-10	6580	11	212	0
2021-09-09	6569	23	212	0
2021-09-08	6546	25	212	0
2021-09-07	6521	28	212	0
2021-09-06	6493	14	212	0
2021-09-05	6479	14	212	0
2021-09-04	6465	27	212	1
2021-09-03	6438	11	211	0
2021-09-02	6427	15	211	0
2021-09-01	6412	18	211	0
2021-08-31	6394	22	211	0
2021-08-30	6372	12	211	0
2021-08-29	6360	6	211	0
2021-08-28	6354	27	211	0
2021-08-27	6327	12	211	0
2021-08-26	6315	28	211	0
2021-08-25	6287	22	211	0
2021-08-24	6265	30	211	0
2021-08-23	6235	8	211	0
2021-08-22	6227	7	211	0
2021-08-21	6220	19	211	0
2021-08-20	6201	14	211	1
2021-08-19	6187	20	210	0
2021-08-18	6167	6	210	0
2021-08-17	6161	17	210	0
2021-08-16	6144	7	210	0
2021-08-15	6137	9	210	0
2021-08-14	6128	6	210	0
2021-08-13	6122	6	210	0
2021-08-12	6116	2	210	0
2021-08-11	6114	7	210	0
2021-08-10	6107	4	210	0
2021-08-09	6103	5	210	0
2021-08-08	6098	2	210	0
2021-08-07	6096	8	210	0
2021-08-05	6088	1	210	0
2021-08-04	6087	1	210	0
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2021-08-02	6084	1	210	0
2021-07-31	6083	1	210	0
2021-07-30	6082	1	210	0
2021-07-28	6081	3	210	0
2021-07-27	6078	1	210	0
2021-07-22	6077	1	210	0
2021-07-20	6076	3	210	0
2021-07-16	6073	4	210	0
2021-07-15	6069	9	210	0
2021-07-14	6060	1	210	0
2021-07-13	6059	1	210	0
2021-07-12	6058	1	210	0
2021-07-10	6057	3	210	0
2021-07-08	6054	1	210	0
2021-07-07	6053	2	210	0
2021-07-05	6051	4	210	0
2021-07-03	6047	1	210	0
2021-07-02	6046	1	210	0
2021-06-29	6045	2	210	0
2021-06-24	6043	1	210	0
2021-06-23	6042	2	210	0
2021-06-22	6040	1	210	0
2021-06-21	6039	1	210	0
2021-06-20	6038	1	210	0
2021-06-19	6037	1	210	0
2021-06-12	6036	3	210	0
2021-06-11	6033	2	210	0
2021-06-10	6031	2	210	0
2021-06-08	6029	2	210	0
2021-06-07	6027	3	210	0
2021-06-05	6024	1	210	0
2021-06-04	6023	1	210	0
2021-06-03	6022	8	210	0
2021-06-02	6014	8	210	0
2021-06-01	6006	6	210	0
2021-05-31	6000	2	210	0
2021-05-30	5998	2	210	0
2021-05-29	5996	4	210	0
2021-05-28	5992	7	210	0
2021-05-27	5985	6	210	0
2021-05-26	5979	5	210	0
2021-05-25	5974	13	210	1
2021-05-24	5961	13	209	0
2021-05-23	5948	2	209	0
2021-05-22	5946	10	209	0
2021-05-21	5936	7	209	0
2021-05-20	5929	13	209	1
2021-05-19	5916	16	208	0
2021-05-18	5900	12	208	0
2021-05-17	5888	8	208	0
2021-05-16	5880	9	208	0
2021-05-15	5871	15	208	0
2021-05-14	5856	8	208	0
2021-05-13	5848	22	208	0
2021-05-12	5826	13	208	0
2021-05-11	5813	15	208	0
2021-05-10	5798	13	208	0
2021-05-09	5785	7	208	0
2021-05-08	5778	19	208	0
2021-05-07	5759	29	208	1
2021-05-06	5730	26	207	0
2021-05-05	5704	29	207	0
2021-05-04	5675	36	207	0
2021-05-03	5639	14	207	1
2021-05-02	5625	18	206	0
2021-05-01	5607	36	206	0
2021-04-30	5571	36	206	0
2021-04-29	5535	44	206	0
2021-04-28	5491	32	206	0
2021-04-27	5459	52	206	1
2021-04-26	5407	17	205	0
2021-04-25	5390	16	205	0
2021-04-24	5374	32	205	1
2021-04-23	5342	24	204	1
2021-04-22	5318	46	203	1
2021-04-21	5272	44	202	0
2021-04-20	5228	58	202	0
2021-04-19	5170	22	202	0
2021-04-18	5148	19	202	0
2021-04-17	5129	30	202	1
2021-04-16	5099	40	201	0
2021-04-15	5059	51	201	0
2021-04-14	5008	45	201	0
2021-04-13	4963	45	201	0
2021-04-12	4918	17	201	0
2021-04-11	4901	45	201	0
2021-04-10	4856	38	201	1
2021-04-09	4818	29	200	0
2021-04-08	4789	66	200	0
2021-04-07	4723	46	200	0
2021-04-06	4677	40	200	1
2021-04-05	4637	4	199	0
2021-04-04	4633	13	199	0
2021-04-03	4620	18	199	1
2021-04-02	4602	21	198	1
2021-04-01	4581	37	197	0
2021-03-31	4544	38	197	1
2021-03-30	4506	32	196	0
2021-03-29	4474	11	196	0
2021-03-28	4463	10	196	0
2021-03-27	4453	27	196	1
2021-03-26	4426	20	195	1
2021-03-25	4406	24	194	0
2021-03-24	4382	36	194	0
2021-03-23	4346	23	194	0
2021-03-22	4323	5	194	0
2021-03-21	4318	22	194	0
2021-03-20	4296	13	194	0
2021-03-19	4283	17	194	0
2021-03-18	4266	17	194	0
2021-03-17	4249	26	194	0
2021-03-16	4223	9	194	0
2021-03-15	4214	12	194	0
2021-03-14	4202	11	194	2
2021-03-13	4191	16	192	1
2021-03-12	4175	15	191	0
2021-03-11	4160	21	191	1
2021-03-10	4139	17	190	0
2021-03-09	4122	37	190	1
2021-03-08	4085	14	189	0
2021-03-07	4071	5	189	1
2021-03-06	4066	12	188	0
2021-03-05	4054	20	188	0
2021-03-04	4034	22	188	0
2021-03-03	4012	21	188	2
2021-03-02	3991	21	186	0
2021-03-01	3970	5	186	0
2021-02-28	3965	21	186	0
2021-02-27	3944	17	186	0
2021-02-26	3927	28	186	0
2021-02-25	3899	31	186	0
2021-02-24	3868	16	186	1
2021-02-23	3852	22	185	3
2021-02-22	3830	8	182	0
2021-02-21	3822	9	182	0
2021-02-20	3813	13	182	0
2021-02-19	3800	11	182	3
2021-02-18	3789	15	179	2
2021-02-17	3774	11	177	1
2021-02-16	3763	19	176	0
2021-02-15	3744	9	176	3
2021-02-14	3735	5	173	0
2021-02-13	3730	6	173	0
2021-02-12	3724	18	173	0
2021-02-11	3706	7	173	0
2021-02-10	3699	24	173	0
2021-02-09	3675	10	173	0
2021-02-08	3665	10	173	2
2021-02-07	3655	10	171	0
2021-02-06	3645	11	171	1
2021-02-05	3634	14	170	0
2021-02-04	3620	15	170	1
2021-02-03	3605	29	169	0
2021-02-02	3576	30	169	1
2021-02-01	3546	16	168	3
2021-01-31	3530	12	165	0
2021-01-30	3518	16	165	0
2021-01-29	3502	13	165	0
2021-01-28	3489	29	165	0
2021-01-27	3460	11	165	0
2021-01-26	3449	22	165	0
2021-01-25	3427	4	165	0
2021-01-24	3423	20	165	0
2021-01-23	3403	10	165	1
2021-01-22	3393	16	164	0
2021-01-21	3377	25	164	2
2021-01-20	3352	20	162	1
2021-01-19	3332	24	161	0
2021-01-18	3308	28	161	5
2021-01-17	3280	15	156	1
2021-01-16	3265	27	155	0
2021-01-15	3238	17	155	0
2021-01-14	3221	29	155	0
2021-01-13	3192	39	155	2
2021-01-12	3153	29	153	0
2021-01-11	3124	14	153	0
2021-01-10	3110	13	153	0
2021-01-09	3097	9	153	0
2021-01-08	3088	19	153	0
2021-01-07	3069	44	153	4
2021-01-06	3025	24	149	1
2021-01-05	3001	21	148	2
2021-01-04	2980	13	146	0
2021-01-03	2967	16	146	4
2021-01-02	2951	7	142	2
2021-01-01	2944	17	140	0
2020-12-31	2927	20	140	0
2020-12-30	2907	15	140	1
2020-12-29	2892	19	139	0
2020-12-28	2873	7	139	0
2020-12-27	2866	14	139	2
2020-12-26	2852	9	137	0
2020-12-25	2843	14	137	0
2020-12-24	2829	23	137	0
2020-12-23	2806	18	137	0
2020-12-22	2788	32	137	6
2020-12-21	2756	14	131	2
2020-12-20	2742	22	129	0
2020-12-19	2720	16	129	2
2020-12-18	2704	28	127	1
2020-12-17	2676	23	126	2
2020-12-16	2653	43	124	0
2020-12-15	2610	40	124	1
2020-12-14	2570	20	123	4
2020-12-13	2550	27	119	0
2020-12-12	2523	21	119	1
2020-12-11	2502	57	118	3
2020-12-10	2445	17	115	1
2020-12-09	2428	48	114	1
2020-12-08	2380	25	113	1
2020-12-07	2355	38	112	2
2020-12-06	2317	34	110	3
2020-12-05	2283	31	107	0
2020-12-04	2252	46	107	3
2020-12-03	2206	30	104	0
2020-12-02	2176	56	104	0
2020-12-01	2120	39	104	4
2020-11-30	2081	29	100	8
2020-11-29	2052	12	92	0
2020-11-28	2040	53	92	2
2020-11-27	1987	64	90	2
2020-11-26	1923	40	88	4
2020-11-25	1883	39	84	1
2020-11-24	1844	36	83	0
2020-11-23	1808	28	83	0
2020-11-22	1780	12	83	0
2020-11-21	1768	38	83	1
2020-11-20	1730	46	82	1
2020-11-19	1684	66	81	7
2020-11-18	1618	67	74	7
2020-11-17	1551	50	67	3
2020-11-16	1501	22	64	1
2020-11-15	1479	18	63	1
2020-11-14	1461	51	62	0
2020-11-13	1410	51	62	0
2020-11-12	1359	16	62	0
2020-11-11	1343	63	62	0
2020-11-10	1280	36	62	1
2020-11-09	1244	13	61	0
2020-11-08	1231	30	61	0
2020-11-07	1201	39	61	0
2020-11-06	1162	54	61	2
2020-11-05	1108	78	59	0
2020-11-04	1030	29	59	1
2020-11-03	1001	23	58	0
2020-11-02	978	12	58	0
2020-11-01	966	13	58	0
2020-10-31	953	26	58	1
2020-10-30	927	23	57	0
2020-10-29	904	25	57	0
2020-10-28	879	29	57	0
2020-10-27	850	15	57	0
2020-10-26	835	9	57	0
2020-10-25	826	11	57	0
2020-10-23	815	16	57	0
2020-10-22	799	8	57	0
2020-10-21	791	8	57	0
2020-10-20	783	4	57	0
2020-10-19	779	3	57	0
2020-10-18	776	7	57	0
2020-10-16	769	3	57	0
2020-10-15	766	5	57	0
2020-10-14	761	1	57	0
2020-10-13	760	1	57	0
2020-10-12	759	2	57	0
2020-10-11	757	1	57	0
2020-10-06	756	1	57	0
2020-10-05	755	1	57	0
2020-10-04	754	1	57	0
2020-09-30	753	2	57	0
2020-09-29	751	2	57	0
2020-09-26	749	1	57	0
2020-09-24	748	2	57	0
2020-09-23	746	5	57	0
2020-09-21	741	1	57	0
2020-09-19	740	2	57	0
2020-09-18	738	1	57	0
2020-09-17	737	2	57	0
2020-09-15	735	1	57	0
2020-09-14	734	6	57	0
2020-09-10	728	5	57	0
2020-09-09	723	1	57	0
2020-09-08	722	3	57	0
2020-09-07	719	1	57	0
2020-09-04	718	3	57	0
2020-09-03	715	12	57	0
2020-09-02	703	3	57	0
2020-09-01	700	2	57	0
2020-08-31	698	1	57	0
2020-08-30	697	2	57	0
2020-08-29	695	1	57	0
2020-08-28	694	1	57	0
2020-08-27	693	9	57	0
2020-08-26	684	10	57	0
2020-08-25	674	4	57	0
2020-08-24	670	3	57	0
2020-08-23	667	1	57	0
2020-08-20	666	6	57	0
2020-08-19	660	3	57	0
2020-08-18	657	3	57	0
2020-08-17	654	2	57	0
2020-08-16	652	6	57	0
2020-08-15	646	2	57	0
2020-08-14	644	5	57	0
2020-08-13	639	2	57	0
2020-08-12	637	8	57	0
2020-08-11	629	5	57	0
2020-08-09	624	2	57	0
2020-08-08	622	1	57	0
2020-08-06	621	1	57	0
2020-08-04	620	7	57	0
2020-08-03	613	1	57	0
2020-08-02	612	1	57	0
2020-07-31	611	1	57	0
2020-07-24	610	15	57	0
2020-07-22	595	1	57	0
2020-07-14	594	1	57	0
2020-07-10	593	1	57	0
2020-06-25	592	1	57	0
2020-05-29	591	3	57	0
2020-05-28	588	1	57	0
2020-05-25	587	1	57	0
2020-05-24	586	1	57	0
2020-05-20	585	1	57	0
2020-05-17	584	1	57	0
2020-05-15	583	1	57	0
2020-05-14	582	2	57	0
2020-05-11	580	2	57	0
2020-05-07	578	2	57	0
2020-05-06	576	1	57	0
2020-05-05	575	2	57	0
2020-04-30	573	2	57	0
2020-04-29	571	1	57	0
2020-04-28	570	6	57	0
2020-04-27	564	3	57	0
2020-04-26	561	4	57	1
2020-04-25	557	5	56	0
2020-04-24	552	5	56	0
2020-04-23	547	5	56	0
2020-04-22	542	4	56	0
2020-04-21	538	9	56	0
2020-04-20	529	6	56	1
2020-04-19	523	11	55	0
2020-04-18	512	6	55	4
2020-04-17	506	13	51	1
2020-04-16	493	33	50	1
2020-04-15	460	27	49	6
2020-04-14	433	16	43	5
2020-04-12	417	1	38	0
2020-04-11	416	8	38	2
2020-04-10	408	29	36	2
2020-04-09	379	16	34	1
2020-04-08	363	42	33	4
2020-04-07	321	16	29	1
2020-04-06	305	31	28	1
2020-04-05	274	22	27	1
2020-04-04	252	16	26	1
2020-04-03	236	27	25	0
2020-04-02	209	17	25	3
2020-04-01	192	40	22	6
2020-03-31	152	18	16	1
2020-03-30	134	15	15	1
2020-03-29	119	19	14	2
2020-03-28	100	8	12	2
2020-03-27	92	16	10	1
2020-03-26	76	6	9	1
2020-03-25	70	25	8	4
2020-03-24	45	9	4	1
2020-03-23	36	2	3	0
2020-03-22	34	8	3	0
2020-03-21	26	9	3	2
2020-03-20	17	4	1	1
2020-03-19	13	6	0	0
2020-03-18	7	6	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: 0:02:55.526139