Germany: SK Heidelberg (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 10:18:56 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Heidelberg")
print(f'Population of country="Germany", subregion="SK Heidelberg": {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 Heidelberg": 159245 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	62309	22	182	0
2023-03-03	62287	4	182	0
2023-03-02	62283	19	182	0
2023-03-01	62264	92	182	0
2023-02-28	62172	5	182	0
2023-02-27	62167	40	182	0
2023-02-24	62127	38	182	0
2023-02-23	62089	38	182	0
2023-02-22	62051	57	182	0
2023-02-21	61994	32	182	0
2023-02-20	61962	65	182	0
2023-02-17	61897	43	182	0
2023-02-16	61854	21	182	0
2023-02-15	61833	41	182	0
2023-02-14	61792	38	182	0
2023-02-13	61754	59	182	1
2023-02-10	61695	26	181	0
2023-02-09	61669	19	181	0
2023-02-08	61650	24	181	0
2023-02-07	61626	33	181	0
2023-02-06	61593	45	181	0
2023-02-03	61548	23	181	0
2023-02-02	61525	27	181	0
2023-02-01	61498	32	181	0
2023-01-31	61466	26	181	0
2023-01-30	61440	41	181	0
2023-01-27	61399	13	181	0
2023-01-26	61386	21	181	0
2023-01-25	61365	18	181	0
2023-01-24	61347	18	181	1
2023-01-23	61329	28	180	1
2023-01-20	61301	10	179	0
2023-01-19	61291	18	179	0
2023-01-18	61273	16	179	0
2023-01-17	61257	12	179	0
2023-01-16	61245	33	179	0
2023-01-13	61212	22	179	0
2023-01-12	61190	24	179	0
2023-01-11	61166	30	179	0
2023-01-10	61136	34	179	0
2023-01-09	61102	58	179	0
2023-01-05	61044	26	179	0
2023-01-04	61018	65	179	0
2023-01-03	60953	40	179	0
2023-01-02	60913	57	179	0
2022-12-30	60856	57	179	0
2022-12-29	60799	50	179	0
2022-12-28	60749	80	179	0
2022-12-27	60669	126	179	0
2022-12-23	60543	81	179	0
2022-12-22	60462	51	179	0
2022-12-21	60411	70	179	1
2022-12-20	60341	85	178	0
2022-12-19	60256	70	178	1
2022-12-16	60186	37	177	0
2022-12-15	60149	62	177	1
2022-12-14	60087	92	176	1
2022-12-13	59995	57	175	0
2022-12-12	59938	82	175	0
2022-12-10	59856	1	175	0
2022-12-09	59855	44	175	1
2022-12-08	59811	56	174	0
2022-12-07	59755	43	174	0
2022-12-06	59712	48	174	0
2022-12-05	59664	62	174	0
2022-12-04	59602	1	174	0
2022-12-03	59601	1	174	0
2022-12-02	59600	47	174	0
2022-12-01	59553	34	174	0
2022-11-30	59519	49	174	0
2022-11-29	59470	38	174	0
2022-11-28	59432	77	174	0
2022-11-25	59355	33	174	0
2022-11-24	59322	33	174	0
2022-11-23	59289	39	174	0
2022-11-22	59250	43	174	0
2022-11-21	59207	44	174	0
2022-11-18	59163	35	174	0
2022-11-17	59128	30	174	0
2022-11-16	59098	50	174	0
2022-11-15	59048	50	174	0
2022-11-14	58998	62	174	0
2022-11-11	58936	47	174	0
2022-11-10	58889	26	174	0
2022-11-09	58863	54	174	0
2022-11-08	58809	62	174	0
2022-11-07	58747	89	174	1
2022-11-04	58658	52	173	0
2022-11-03	58606	55	173	0
2022-11-02	58551	106	173	0
2022-10-31	58445	103	173	0
2022-10-28	58342	47	173	1
2022-10-27	58295	134	172	1
2022-10-26	58161	73	171	1
2022-10-25	58088	157	170	0
2022-10-24	57931	164	170	1
2022-10-21	57767	82	169	1
2022-10-20	57685	143	168	0
2022-10-19	57542	127	168	0
2022-10-18	57415	220	168	2
2022-10-17	57195	247	166	1
2022-10-14	56948	159	165	0
2022-10-13	56789	178	165	1
2022-10-12	56611	183	164	0
2022-10-11	56428	366	164	0
2022-10-10	56062	225	164	3
2022-10-07	55837	277	161	0
2022-10-06	55560	319	161	0
2022-10-05	55241	200	161	0
2022-10-04	55041	260	161	0
2022-09-30	54781	163	161	0
2022-09-29	54618	151	161	0
2022-09-28	54467	173	161	0
2022-09-27	54294	145	161	0
2022-09-26	54149	224	161	0
2022-09-23	53925	117	161	0
2022-09-22	53808	61	161	0
2022-09-21	53747	78	161	1
2022-09-20	53669	72	160	0
2022-09-19	53597	105	160	0
2022-09-16	53492	62	160	1
2022-09-15	53430	75	159	0
2022-09-14	53355	53	159	0
2022-09-13	53302	58	159	0
2022-09-12	53244	89	159	0
2022-09-09	53155	30	159	0
2022-09-08	53125	93	159	0
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2022-09-05	52923	48	159	0
2022-09-02	52875	35	159	0
2022-09-01	52840	24	159	0
2022-08-31	52816	69	159	0
2022-08-30	52747	39	159	0
2022-08-29	52708	69	159	0
2022-08-26	52639	32	159	0
2022-08-25	52607	57	159	0
2022-08-24	52550	65	159	0
2022-08-23	52485	48	159	2
2022-08-22	52437	68	157	0
2022-08-19	52369	73	157	0
2022-08-18	52296	41	157	0
2022-08-17	52255	76	157	0
2022-08-16	52179	38	157	0
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2022-08-12	52028	79	157	1
2022-08-11	51949	50	156	0
2022-08-10	51899	119	156	0
2022-08-09	51780	73	156	0
2022-08-08	51707	135	156	1
2022-08-05	51572	56	155	0
2022-08-04	51516	123	155	0
2022-08-03	51393	95	155	0
2022-08-02	51298	161	155	0
2022-08-01	51137	180	155	2
2022-07-29	50957	129	153	0
2022-07-28	50828	130	153	0
2022-07-27	50698	272	153	1
2022-07-26	50426	109	152	0
2022-07-25	50317	296	152	2
2022-07-22	50021	152	150	2
2022-07-21	49869	202	148	0
2022-07-20	49667	236	148	3
2022-07-19	49431	238	145	0
2022-07-18	49193	326	145	0
2022-07-15	48867	229	145	0
2022-07-14	48638	235	145	0
2022-07-13	48403	373	145	1
2022-07-12	48030	259	144	1
2022-07-11	47771	361	143	1
2022-07-08	47410	157	142	0
2022-07-07	47253	236	142	0
2022-07-06	47017	291	142	0
2022-07-05	46726	260	142	0
2022-07-04	46466	394	142	0
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2022-06-30	45875	284	142	0
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2022-06-26	44846	2	142	0
2022-06-24	44844	124	142	0
2022-06-23	44720	353	142	1
2022-06-22	44367	38	141	0
2022-06-21	44329	173	141	0
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2021-09-21	5871	13	69	0
2021-09-20	5858	3	69	0
2021-09-19	5855	2	69	0
2021-09-18	5853	13	69	0
2021-09-17	5840	21	69	0
2021-09-16	5819	21	69	0
2021-09-15	5798	19	69	0
2021-09-14	5779	36	69	0
2021-09-13	5743	4	69	0
2021-09-12	5739	14	69	0
2021-09-11	5725	18	69	0
2021-09-10	5707	15	69	0
2021-09-09	5692	18	69	0
2021-09-08	5674	18	69	0
2021-09-07	5656	37	69	0
2021-09-06	5619	2	69	0
2021-09-05	5617	4	69	0
2021-09-04	5613	17	69	0
2021-09-03	5596	14	69	0
2021-09-02	5582	27	69	1
2021-09-01	5555	24	68	0
2021-08-31	5531	18	68	0
2021-08-30	5513	5	68	1
2021-08-29	5508	2	67	0
2021-08-28	5506	19	67	0
2021-08-27	5487	14	67	0
2021-08-26	5473	18	67	0
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2021-08-24	5430	21	67	0
2021-08-23	5409	6	67	0
2021-08-22	5403	6	67	0
2021-08-21	5397	7	67	0
2021-08-20	5390	8	67	0
2021-08-19	5382	10	67	0
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2021-08-07	5294	6	67	0
2021-08-06	5288	10	67	0
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2021-07-31	5252	4	67	0
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2021-07-24	5222	2	67	0
2021-07-23	5220	5	67	0
2021-07-22	5215	8	67	0
2021-07-21	5207	4	67	0
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2021-07-18	5199	3	67	0
2021-07-16	5196	4	67	0
2021-07-15	5192	1	67	0
2021-07-14	5191	2	67	0
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2021-05-28	5086	4	67	0
2021-05-27	5082	5	67	0
2021-05-26	5077	6	67	0
2021-05-25	5071	1	67	0
2021-05-24	5070	3	67	0
2021-05-23	5067	6	67	0
2021-05-22	5061	5	67	0
2021-05-21	5056	6	67	1
2021-05-20	5050	4	66	0
2021-05-19	5046	15	66	0
2021-05-18	5031	9	66	0
2021-05-17	5022	7	66	0
2021-05-16	5015	4	66	0
2021-05-15	5011	5	66	0
2021-05-14	5006	13	66	0
2021-05-13	4993	4	66	0
2021-05-12	4989	16	66	0
2021-05-11	4973	18	66	0
2021-05-10	4955	2	66	0
2021-05-09	4953	14	66	0
2021-05-08	4939	10	66	1
2021-05-07	4929	28	65	0
2021-05-06	4901	15	65	0
2021-05-05	4886	23	65	0
2021-05-04	4863	13	65	0
2021-05-03	4850	7	65	0
2021-05-02	4843	3	65	0
2021-05-01	4840	9	65	0
2021-04-30	4831	23	65	1
2021-04-29	4808	21	64	0
2021-04-28	4787	23	64	0
2021-04-27	4764	17	64	0
2021-04-26	4747	9	64	0
2021-04-25	4738	13	64	0
2021-04-24	4725	18	64	0
2021-04-23	4707	14	64	0
2021-04-22	4693	16	64	1
2021-04-21	4677	24	63	0
2021-04-20	4653	33	63	0
2021-04-19	4620	22	63	0
2021-04-18	4598	20	63	0
2021-04-17	4578	34	63	0
2021-04-16	4544	24	63	0
2021-04-15	4520	34	63	0
2021-04-14	4486	22	63	0
2021-04-13	4464	14	63	0
2021-04-12	4450	2	63	0
2021-04-11	4448	10	63	0
2021-04-10	4438	16	63	0
2021-04-09	4422	24	63	0
2021-04-08	4398	24	63	2
2021-04-07	4374	16	61	0
2021-04-06	4358	10	61	0
2021-04-05	4348	12	61	0
2021-04-04	4336	11	61	0
2021-04-03	4325	6	61	0
2021-04-02	4319	23	61	1
2021-04-01	4296	21	60	0
2021-03-31	4275	26	60	0
2021-03-30	4249	17	60	0
2021-03-29	4232	10	60	0
2021-03-28	4222	17	60	0
2021-03-27	4205	15	60	0
2021-03-26	4190	25	60	0
2021-03-25	4165	38	60	0
2021-03-24	4127	18	60	0
2021-03-23	4109	17	60	0
2021-03-22	4092	4	60	0
2021-03-21	4088	17	60	1
2021-03-20	4071	17	59	0
2021-03-19	4054	23	59	1
2021-03-18	4031	23	58	0
2021-03-17	4008	16	58	0
2021-03-16	3992	15	58	1
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2021-03-08	3895	1	57	0
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2021-03-06	3890	13	57	0
2021-03-05	3877	14	57	0
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2021-03-03	3840	5	57	0
2021-03-02	3835	12	57	0
2021-03-01	3823	1	57	0
2021-02-28	3822	5	57	0
2021-02-27	3817	16	57	0
2021-02-26	3801	15	57	0
2021-02-25	3786	11	57	0
2021-02-24	3775	12	57	0
2021-02-23	3763	10	57	0
2021-02-22	3753	3	57	0
2021-02-21	3750	7	57	0
2021-02-20	3743	7	57	0
2021-02-19	3736	13	57	1
2021-02-18	3723	7	56	1
2021-02-17	3716	11	55	0
2021-02-16	3705	7	55	1
2021-02-15	3698	3	54	0
2021-02-14	3695	10	54	0
2021-02-13	3685	1	54	0
2021-02-12	3684	7	54	0
2021-02-11	3677	6	54	0
2021-02-10	3671	5	54	0
2021-02-09	3666	8	54	0
2021-02-08	3658	1	54	0
2021-02-07	3657	8	54	0
2021-02-06	3649	6	54	0
2021-02-05	3643	11	54	0
2021-02-04	3632	11	54	0
2021-02-03	3621	8	54	0
2021-02-02	3613	12	54	0
2021-02-01	3601	8	54	0
2021-01-31	3593	5	54	0
2021-01-30	3588	8	54	0
2021-01-29	3580	15	54	0
2021-01-28	3565	8	54	0
2021-01-27	3557	12	54	0
2021-01-26	3545	21	54	0
2021-01-25	3524	3	54	0
2021-01-24	3521	15	54	0
2021-01-23	3506	12	54	0
2021-01-22	3494	12	54	0
2021-01-21	3482	18	54	0
2021-01-20	3464	13	54	0
2021-01-19	3451	16	54	0
2021-01-18	3435	8	54	0
2021-01-17	3427	3	54	0
2021-01-16	3424	22	54	0
2021-01-15	3402	42	54	0
2021-01-14	3360	20	54	1
2021-01-13	3340	20	53	1
2021-01-12	3320	30	52	2
2021-01-11	3290	21	50	1
2021-01-10	3269	21	49	0
2021-01-09	3248	30	49	1
2021-01-08	3218	39	48	1
2021-01-07	3179	35	47	2
2021-01-06	3144	43	45	0
2021-01-05	3101	31	45	0
2021-01-04	3070	21	45	1
2021-01-03	3049	17	44	0
2021-01-02	3032	10	44	0
2021-01-01	3022	36	44	0
2020-12-31	2986	13	44	0
2020-12-30	2973	50	44	0
2020-12-29	2923	39	44	0
2020-12-28	2884	23	44	0
2020-12-27	2861	18	44	0
2020-12-26	2843	65	44	4
2020-12-25	2778	36	40	1
2020-12-24	2742	20	39	1
2020-12-23	2722	40	38	3
2020-12-22	2682	47	35	0
2020-12-21	2635	55	35	2
2020-12-20	2580	31	33	2
2020-12-19	2549	10	31	0
2020-12-18	2539	44	31	3
2020-12-17	2495	39	28	0
2020-12-16	2456	50	28	0
2020-12-15	2406	33	28	0
2020-12-14	2373	29	28	1
2020-12-13	2344	34	27	0
2020-12-12	2310	16	27	0
2020-12-11	2294	35	27	0
2020-12-10	2259	34	27	0
2020-12-09	2225	37	27	0
2020-12-08	2188	25	27	0
2020-12-07	2163	17	27	0
2020-12-06	2146	36	27	0
2020-12-05	2110	24	27	0
2020-12-04	2086	57	27	2
2020-12-03	2029	50	25	0
2020-12-02	1979	35	25	0
2020-12-01	1944	40	25	0
2020-11-30	1904	29	25	1
2020-11-29	1875	14	24	1
2020-11-28	1861	31	23	0
2020-11-27	1830	33	23	1
2020-11-26	1797	37	22	0
2020-11-25	1760	30	22	3
2020-11-24	1730	22	19	0
2020-11-23	1708	14	19	0
2020-11-22	1694	17	19	0
2020-11-21	1677	21	19	0
2020-11-20	1656	33	19	0
2020-11-19	1623	48	19	0
2020-11-18	1575	32	19	1
2020-11-17	1543	32	18	1
2020-11-16	1511	30	17	0
2020-11-15	1481	31	17	0
2020-11-14	1450	18	17	0
2020-11-13	1432	46	17	1
2020-11-12	1386	40	16	3
2020-11-11	1346	43	13	1
2020-11-10	1303	34	12	0
2020-11-09	1269	37	12	0
2020-11-08	1232	35	12	0
2020-11-07	1197	29	12	0
2020-11-06	1168	49	12	1
2020-11-05	1119	38	11	0
2020-11-04	1081	56	11	2
2020-11-03	1025	37	9	0
2020-11-02	988	42	9	0
2020-11-01	946	6	9	0
2020-10-31	940	15	9	0
2020-10-30	925	34	9	0
2020-10-29	891	8	9	0
2020-10-28	883	20	9	0
2020-10-27	863	28	9	0
2020-10-26	835	33	9	0
2020-10-25	802	18	9	0
2020-10-24	784	21	9	0
2020-10-23	763	28	9	1
2020-10-22	735	32	8	1
2020-10-21	703	23	7	0
2020-10-20	680	11	7	0
2020-10-19	669	8	7	0
2020-10-18	661	7	7	0
2020-10-17	654	15	7	0
2020-10-16	639	13	7	0
2020-10-15	626	13	7	0
2020-10-14	613	9	7	0
2020-10-13	604	14	7	0
2020-10-12	590	8	7	0
2020-10-11	582	8	7	0
2020-10-10	574	4	7	0
2020-10-09	570	7	7	0
2020-10-08	563	5	7	0
2020-10-07	558	9	7	0
2020-10-06	549	5	7	0
2020-10-05	544	2	7	0
2020-10-04	542	6	7	0
2020-10-03	536	2	7	0
2020-10-02	534	3	7	0
2020-10-01	531	6	7	0
2020-09-30	525	6	7	0
2020-09-29	519	1	7	0
2020-09-28	518	3	7	0
2020-09-26	515	3	7	0
2020-09-25	512	4	7	0
2020-09-24	508	5	7	0
2020-09-23	503	1	7	0
2020-09-22	502	4	7	0
2020-09-21	498	2	7	0
2020-09-20	496	5	7	0
2020-09-18	491	4	7	0
2020-09-17	487	13	7	0
2020-09-16	474	2	7	0
2020-09-15	472	4	7	0
2020-09-14	468	2	7	0
2020-09-13	466	4	7	0
2020-09-12	462	3	7	0
2020-09-11	459	3	7	0
2020-09-10	456	9	7	0
2020-09-09	447	5	7	0
2020-09-08	442	2	7	0
2020-09-07	440	13	7	0
2020-09-04	427	5	7	0
2020-09-03	422	9	7	0
2020-09-02	413	4	7	0
2020-09-01	409	6	7	0
2020-08-31	403	1	7	0
2020-08-30	402	4	7	0
2020-08-29	398	3	7	0
2020-08-28	395	3	7	0
2020-08-27	392	9	7	0
2020-08-26	383	1	7	0
2020-08-25	382	3	7	0
2020-08-24	379	2	7	0
2020-08-23	377	2	7	0
2020-08-22	375	8	7	0
2020-08-21	367	2	7	0
2020-08-20	365	9	7	0
2020-08-18	356	6	7	0
2020-08-17	350	2	7	0
2020-08-16	348	2	7	0
2020-08-14	346	2	7	0
2020-08-12	344	1	7	0
2020-08-11	343	1	7	0
2020-08-10	342	4	7	0
2020-08-08	338	3	7	0
2020-08-06	335	2	7	0
2020-08-05	333	4	7	0
2020-08-04	329	2	7	0
2020-08-03	327	1	7	0
2020-07-31	326	1	7	0
2020-07-30	325	1	7	0
2020-07-28	324	1	7	0
2020-07-17	323	1	7	0
2020-07-16	322	1	7	0
2020-07-01	321	1	7	0
2020-06-28	320	1	7	0
2020-06-17	319	2	7	0
2020-06-16	317	1	7	0
2020-06-14	316	10	7	0
2020-06-13	306	2	7	0
2020-06-12	304	3	7	0
2020-06-05	301	1	7	0
2020-06-01	300	1	7	0
2020-05-30	299	1	7	0
2020-05-26	298	1	7	0
2020-05-24	297	1	7	0
2020-05-19	296	1	7	0
2020-05-15	295	1	7	0
2020-05-13	294	2	7	0
2020-05-10	292	2	7	0
2020-05-04	290	2	7	0
2020-04-30	288	1	7	0
2020-04-29	287	1	7	0
2020-04-28	286	2	7	0
2020-04-27	284	4	7	0
2020-04-25	280	1	7	0
2020-04-24	279	5	7	0
2020-04-22	274	2	7	0
2020-04-19	272	1	7	0
2020-04-18	271	1	7	0
2020-04-17	270	1	7	0
2020-04-16	269	2	7	0
2020-04-15	267	1	7	0
2020-04-13	266	2	7	0
2020-04-12	264	3	7	0
2020-04-11	261	2	7	0
2020-04-10	259	3	7	0
2020-04-09	256	6	7	0
2020-04-08	250	4	7	0
2020-04-07	246	8	7	0
2020-04-06	238	2	7	0
2020-04-05	236	8	7	1
2020-04-04	228	4	6	0
2020-04-03	224	7	6	0
2020-04-02	217	17	6	4
2020-04-01	200	11	2	0
2020-03-31	189	12	2	2
2020-03-30	177	14	0	0
2020-03-29	163	15	0	0
2020-03-28	148	8	0	0
2020-03-27	140	17	0	0
2020-03-26	123	7	0	0
2020-03-25	116	9	0	0
2020-03-24	107	3	0	0
2020-03-23	104	3	0	0
2020-03-22	101	15	0	0
2020-03-21	86	19	0	0
2020-03-20	67	8	0	0
2020-03-19	59	12	0	0
2020-03-18	47	20	0	0
2020-03-17	27	3	0	0
2020-03-16	24	5	0	0
2020-03-15	19	4	0	0
2020-03-14	15	2	0	0
2020-03-13	13	4	0	0
2020-03-12	9	2	0	0
2020-03-11	7	2	0	0
2020-03-09	5	1	0	0
2020-03-06	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: 0:03:03.213380