Germany: SK Solingen (Nordrhein-Westfalen)

• 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 14:32:50 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Solingen")
print(f'Population of country="Germany", subregion="SK Solingen": {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 Solingen": 158957 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	83661	71	396	0
2023-03-03	83590	42	396	0
2023-03-02	83548	29	396	1
2023-03-01	83519	21	395	0
2023-02-28	83498	64	395	1
2023-02-27	83434	81	394	0
2023-02-24	83353	42	394	0
2023-02-23	83311	66	394	0
2023-02-22	83245	41	394	1
2023-02-21	83204	97	393	0
2023-02-17	83107	47	393	0
2023-02-16	83060	65	393	0
2023-02-15	82995	59	393	0
2023-02-14	82936	70	393	1
2023-02-13	82866	83	392	1
2023-02-10	82783	39	391	0
2023-02-09	82744	41	391	3
2023-02-08	82703	44	388	0
2023-02-07	82659	90	388	0
2023-02-06	82569	80	388	1
2023-02-03	82489	54	387	0
2023-02-02	82435	57	387	0
2023-02-01	82378	77	387	0
2023-01-31	82301	69	387	1
2023-01-30	82232	86	386	0
2023-01-27	82146	32	386	1
2023-01-26	82114	60	385	1
2023-01-25	82054	56	384	1
2023-01-24	81998	95	383	2
2023-01-23	81903	73	381	0
2023-01-20	81830	31	381	0
2023-01-19	81799	33	381	0
2023-01-18	81766	42	381	0
2023-01-17	81724	28	381	0
2023-01-16	81696	69	381	1
2023-01-13	81627	38	380	1
2023-01-12	81589	46	379	0
2023-01-11	81543	30	379	0
2023-01-10	81513	56	379	0
2023-01-09	81457	100	379	0
2023-01-06	81357	57	379	0
2023-01-05	81300	46	379	0
2023-01-04	81254	67	379	0
2023-01-03	81187	128	379	0
2023-01-02	81059	126	379	2
2022-12-30	80933	92	377	1
2022-12-29	80841	94	376	0
2022-12-28	80747	120	376	0
2022-12-27	80627	314	376	2
2022-12-23	80313	103	374	0
2022-12-22	80210	137	374	0
2022-12-21	80073	143	374	0
2022-12-20	79930	217	374	2
2022-12-19	79713	188	372	0
2022-12-16	79525	104	372	1
2022-12-15	79421	139	371	0
2022-12-14	79282	144	371	1
2022-12-13	79138	149	370	1
2022-12-12	78989	189	369	2
2022-12-09	78800	71	367	0
2022-12-08	78729	103	367	0
2022-12-07	78626	96	367	1
2022-12-06	78530	100	366	0
2022-12-05	78430	189	366	1
2022-12-02	78241	84	365	0
2022-12-01	78157	88	365	1
2022-11-30	78069	94	364	0
2022-11-29	77975	138	364	0
2022-11-28	77837	200	364	0
2022-11-27	77637	1	364	0
2022-11-25	77636	86	364	0
2022-11-24	77550	92	364	0
2022-11-23	77458	79	364	0
2022-11-22	77379	109	364	0
2022-11-21	77270	161	364	0
2022-11-18	77109	54	364	0
2022-11-17	77055	68	364	0
2022-11-16	76987	92	364	0
2022-11-15	76895	107	364	2
2022-11-14	76788	147	362	0
2022-11-11	76641	73	362	0
2022-11-10	76568	85	362	0
2022-11-09	76483	79	362	0
2022-11-08	76404	95	362	0
2022-11-07	76309	208	362	1
2022-11-04	76101	91	361	0
2022-11-03	76010	124	361	0
2022-11-02	75886	438	361	2
2022-10-28	75448	110	359	0
2022-10-27	75338	159	359	1
2022-10-26	75179	167	358	0
2022-10-25	75012	214	358	0
2022-10-24	74798	429	358	1
2022-10-21	74369	92	357	0
2022-10-20	74277	177	357	0
2022-10-19	74100	219	357	0
2022-10-18	73881	283	357	1
2022-10-17	73598	454	356	3
2022-10-14	73144	190	353	1
2022-10-13	72954	282	352	2
2022-10-12	72672	219	350	1
2022-10-11	72453	386	349	5
2022-10-10	72067	420	344	0
2022-10-07	71647	220	344	0
2022-10-06	71427	212	344	0
2022-10-05	71215	321	344	1
2022-10-04	70894	356	343	1
2022-09-30	70538	110	342	0
2022-09-29	70428	138	342	0
2022-09-28	70290	126	342	0
2022-09-27	70164	166	342	1
2022-09-26	69998	178	341	0
2022-09-23	69820	74	341	0
2022-09-22	69746	66	341	0
2022-09-21	69680	64	341	1
2022-09-20	69616	93	340	0
2022-09-19	69523	110	340	0
2022-09-16	69413	61	340	0
2022-09-15	69352	51	340	0
2022-09-14	69301	59	340	0
2022-09-13	69242	60	340	0
2022-09-12	69182	102	340	0
2022-09-09	69080	42	340	0
2022-09-08	69038	77	340	0
2022-09-07	68961	66	340	0
2022-09-06	68895	92	340	0
2022-09-05	68803	113	340	0
2022-09-02	68690	86	340	0
2022-09-01	68604	68	340	0
2022-08-31	68536	97	340	0
2022-08-30	68439	124	340	1
2022-08-29	68315	211	339	0
2022-08-26	68104	102	339	1
2022-08-25	68002	81	338	0
2022-08-24	67921	111	338	0
2022-08-23	67810	155	338	1
2022-08-22	67655	237	337	1
2022-08-19	67418	66	336	0
2022-08-18	67352	96	336	0
2022-08-17	67256	169	336	0
2022-08-16	67087	134	336	0
2022-08-15	66953	284	336	1
2022-08-12	66669	89	335	1
2022-08-11	66580	144	334	0
2022-08-10	66436	140	334	0
2022-08-09	66296	136	334	0
2022-08-08	66160	254	334	2
2022-08-05	65906	137	332	0
2022-08-04	65769	130	332	0
2022-08-03	65639	124	332	0
2022-08-02	65515	182	332	1
2022-08-01	65333	259	331	2
2022-07-29	65074	136	329	2
2022-07-28	64938	175	327	0
2022-07-27	64763	167	327	1
2022-07-26	64596	231	326	2
2022-07-25	64365	285	324	0
2022-07-22	64080	160	324	1
2022-07-21	63920	153	323	1
2022-07-20	63767	183	322	1
2022-07-19	63584	220	321	1
2022-07-18	63364	398	320	3
2022-07-15	62966	163	317	0
2022-07-14	62803	192	317	0
2022-07-13	62611	193	317	0
2022-07-12	62418	233	317	1
2022-07-11	62185	453	316	2
2022-07-08	61732	200	314	0
2022-07-07	61532	212	314	0
2022-07-06	61320	241	314	0
2022-07-05	61079	358	314	0
2022-07-04	60721	331	314	0
2022-07-01	60390	231	314	1
2022-06-30	60159	282	313	0
2022-06-29	59877	282	313	0
2022-06-28	59595	299	313	1
2022-06-27	59296	525	312	0
2022-06-24	58771	270	312	1
2022-06-23	58501	251	311	0
2022-06-22	58250	288	311	0
2022-06-21	57962	397	311	0
2022-06-20	57565	654	311	0
2022-06-15	56911	223	311	1
2022-06-14	56688	207	310	0
2022-06-13	56481	419	310	2
2022-06-10	56062	31	308	0
2022-06-09	56031	171	308	0
2022-06-08	55860	226	308	1
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2022-05-25	54339	91	307	0
2022-05-24	54248	104	307	0
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2022-04-22	50807	178	305	0
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2022-04-12	49060	312	303	0
2022-04-11	48748	525	303	2
2022-04-08	48223	258	301	0
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2022-04-06	47707	431	301	0
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2022-03-23	43507	573	297	1
2022-03-22	42934	523	296	4
2022-03-21	42411	692	292	0
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2022-03-17	41265	493	290	0
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2021-11-25	12659	79	229	1
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2021-06-17	9260	6	198	0
2021-06-16	9254	3	198	0
2021-06-15	9251	6	198	0
2021-06-14	9245	3	198	0
2021-06-12	9242	5	198	0
2021-06-11	9237	5	198	0
2021-06-10	9232	3	198	0
2021-06-09	9229	1	198	0
2021-06-08	9228	12	198	0
2021-06-07	9216	10	198	0
2021-06-05	9206	12	198	0
2021-06-04	9194	5	198	0
2021-06-03	9189	4	198	0
2021-06-02	9185	10	198	1
2021-06-01	9175	5	197	0
2021-05-31	9170	3	197	0
2021-05-30	9167	5	197	0
2021-05-29	9162	12	197	0
2021-05-28	9150	8	197	0
2021-05-27	9142	16	197	0
2021-05-26	9126	23	197	1
2021-05-25	9103	9	196	0
2021-05-24	9094	6	196	0
2021-05-23	9088	6	196	0
2021-05-22	9082	8	196	0
2021-05-21	9074	22	196	0
2021-05-20	9052	15	196	1
2021-05-19	9037	26	195	0
2021-05-18	9011	19	195	0
2021-05-17	8992	2	195	0
2021-05-16	8990	6	195	0
2021-05-15	8984	28	195	0
2021-05-14	8956	26	195	0
2021-05-13	8930	30	195	0
2021-05-12	8900	38	195	0
2021-05-11	8862	49	195	1
2021-05-10	8813	21	194	0
2021-05-09	8792	16	194	2
2021-05-08	8776	36	192	0
2021-05-07	8740	36	192	0
2021-05-06	8704	31	192	0
2021-05-05	8673	61	192	1
2021-05-04	8612	49	191	1
2021-05-03	8563	29	190	0
2021-05-02	8534	16	190	0
2021-05-01	8518	38	190	0
2021-04-30	8480	50	190	1
2021-04-29	8430	35	189	0
2021-04-28	8395	42	189	2
2021-04-27	8353	45	187	2
2021-04-26	8308	23	185	0
2021-04-25	8285	30	185	1
2021-04-24	8255	37	184	0
2021-04-23	8218	40	184	0
2021-04-22	8178	48	184	0
2021-04-21	8130	46	184	0
2021-04-20	8084	58	184	0
2021-04-19	8026	25	184	0
2021-04-18	8001	31	184	0
2021-04-17	7970	54	184	3
2021-04-16	7916	49	181	1
2021-04-15	7867	66	180	1
2021-04-14	7801	62	179	0
2021-04-13	7739	67	179	1
2021-04-12	7672	20	178	0
2021-04-11	7652	31	178	0
2021-04-10	7621	59	178	1
2021-04-09	7562	50	177	0
2021-04-08	7512	50	177	3
2021-04-07	7462	54	174	0
2021-04-06	7408	7	174	0
2021-04-05	7401	27	174	0
2021-04-04	7374	39	174	3
2021-04-03	7335	25	171	0
2021-04-02	7310	63	171	1
2021-04-01	7247	61	170	1
2021-03-31	7186	31	169	0
2021-03-30	7155	63	169	1
2021-03-29	7092	38	168	0
2021-03-28	7054	12	168	0
2021-03-27	7042	50	168	0
2021-03-26	6992	34	168	1
2021-03-25	6958	39	167	0
2021-03-24	6919	44	167	0
2021-03-23	6875	51	167	1
2021-03-22	6824	24	166	0
2021-03-21	6800	7	166	1
2021-03-20	6793	42	165	1
2021-03-19	6751	42	164	2
2021-03-18	6709	27	162	0
2021-03-17	6682	35	162	2
2021-03-16	6647	31	160	2
2021-03-15	6616	12	158	0
2021-03-14	6604	18	158	1
2021-03-13	6586	29	157	0
2021-03-12	6557	14	157	0
2021-03-11	6543	46	157	0
2021-03-10	6497	24	157	0
2021-03-09	6473	27	157	0
2021-03-08	6446	10	157	0
2021-03-07	6436	7	157	0
2021-03-06	6429	25	157	0
2021-03-05	6404	26	157	0
2021-03-04	6378	20	157	0
2021-03-03	6358	27	157	1
2021-03-02	6331	26	156	0
2021-03-01	6305	8	156	0
2021-02-28	6297	12	156	0
2021-02-27	6285	29	156	0
2021-02-26	6256	36	156	0
2021-02-25	6220	24	156	1
2021-02-24	6196	47	155	0
2021-02-23	6149	41	155	0
2021-02-22	6108	23	155	0
2021-02-21	6085	1	155	0
2021-02-20	6084	31	155	0
2021-02-19	6053	20	155	0
2021-02-18	6033	46	155	2
2021-02-17	5987	31	153	2
2021-02-16	5956	30	151	0
2021-02-15	5926	5	151	0
2021-02-14	5921	17	151	1
2021-02-13	5904	22	150	2
2021-02-12	5882	21	148	0
2021-02-11	5861	39	148	0
2021-02-10	5822	45	148	1
2021-02-09	5777	30	147	1
2021-02-08	5747	6	146	0
2021-02-07	5741	15	146	0
2021-02-06	5726	20	146	1
2021-02-05	5706	23	145	1
2021-02-04	5683	21	144	1
2021-02-03	5662	21	143	0
2021-02-02	5641	31	143	1
2021-02-01	5610	10	142	0
2021-01-31	5600	7	142	0
2021-01-30	5593	31	142	1
2021-01-29	5562	19	141	0
2021-01-28	5543	25	141	0
2021-01-27	5518	26	141	0
2021-01-26	5492	20	141	0
2021-01-25	5472	11	141	0
2021-01-24	5461	4	141	0
2021-01-23	5457	34	141	0
2021-01-22	5423	24	141	0
2021-01-21	5399	24	141	1
2021-01-20	5375	39	140	4
2021-01-19	5336	29	136	0
2021-01-18	5307	7	136	1
2021-01-17	5300	10	135	0
2021-01-16	5290	25	135	1
2021-01-15	5265	35	134	0
2021-01-14	5230	24	134	0
2021-01-13	5206	23	134	1
2021-01-12	5183	28	133	0
2021-01-11	5155	14	133	0
2021-01-10	5141	20	133	0
2021-01-09	5121	16	133	0
2021-01-08	5105	40	133	1
2021-01-07	5065	31	132	0
2021-01-06	5034	34	132	0
2021-01-05	5000	43	132	1
2021-01-04	4957	17	131	0
2021-01-03	4940	35	131	0
2021-01-02	4905	14	131	1
2021-01-01	4891	11	130	1
2020-12-31	4880	42	129	2
2020-12-30	4838	24	127	0
2020-12-29	4814	46	127	4
2020-12-28	4768	26	123	2
2020-12-27	4742	5	121	0
2020-12-26	4737	8	121	1
2020-12-25	4729	18	120	1
2020-12-24	4711	56	119	1
2020-12-23	4655	92	118	2
2020-12-22	4563	43	116	2
2020-12-21	4520	34	114	1
2020-12-20	4486	63	113	0
2020-12-19	4423	33	113	0
2020-12-18	4390	86	113	1
2020-12-17	4304	104	112	2
2020-12-16	4200	78	110	2
2020-12-15	4122	56	108	4
2020-12-14	4066	41	104	0
2020-12-13	4025	24	104	3
2020-12-12	4001	70	101	4
2020-12-11	3931	94	97	5
2020-12-10	3837	79	92	3
2020-12-09	3758	65	89	4
2020-12-08	3693	62	85	2
2020-12-07	3631	40	83	3
2020-12-06	3591	77	80	3
2020-12-05	3514	67	77	2
2020-12-04	3447	55	75	3
2020-12-03	3392	48	72	2
2020-12-02	3344	55	70	2
2020-12-01	3289	31	68	0
2020-11-30	3258	40	68	1
2020-11-29	3218	53	67	1
2020-11-28	3165	103	66	9
2020-11-27	3062	63	57	3
2020-11-26	2999	54	54	0
2020-11-25	2945	60	54	0
2020-11-24	2885	50	54	1
2020-11-23	2835	88	53	6
2020-11-21	2747	39	47	0
2020-11-20	2708	70	47	2
2020-11-19	2638	50	45	1
2020-11-18	2588	99	44	3
2020-11-17	2489	51	41	1
2020-11-16	2438	127	40	2
2020-11-14	2311	35	38	0
2020-11-13	2276	60	38	0
2020-11-12	2216	81	38	4
2020-11-11	2135	29	34	3
2020-11-10	2106	17	31	2
2020-11-09	2089	128	29	2
2020-11-07	1961	66	27	1
2020-11-06	1895	36	26	0
2020-11-05	1859	58	26	0
2020-11-04	1801	52	26	0
2020-11-03	1749	37	26	0
2020-11-02	1712	91	26	0
2020-10-30	1621	34	26	0
2020-10-29	1587	105	26	1
2020-10-28	1482	92	25	0
2020-10-27	1390	38	25	0
2020-10-26	1352	58	25	2
2020-10-24	1294	65	23	1
2020-10-23	1229	95	22	1
2020-10-22	1134	31	21	1
2020-10-21	1103	57	20	2
2020-10-20	1046	22	18	1
2020-10-19	1024	49	17	0
2020-10-17	975	61	17	1
2020-10-16	914	39	16	0
2020-10-15	875	16	16	0
2020-10-14	859	31	16	0
2020-10-13	828	23	16	0
2020-10-12	805	7	16	0
2020-10-11	798	28	16	0
2020-10-10	770	20	16	1
2020-10-09	750	15	15	0
2020-10-08	735	11	15	0
2020-10-07	724	8	15	0
2020-10-06	716	9	15	0
2020-10-05	707	19	15	0
2020-10-03	688	14	15	0
2020-10-02	674	10	15	0
2020-10-01	664	16	15	0
2020-09-30	648	8	15	0
2020-09-29	640	8	15	0
2020-09-28	632	6	15	0
2020-09-25	626	2	15	0
2020-09-24	624	11	15	0
2020-09-23	613	10	15	1
2020-09-21	603	13	14	0
2020-09-18	590	3	14	0
2020-09-17	587	9	14	0
2020-09-16	578	8	14	0
2020-09-15	570	7	14	0
2020-09-14	563	13	14	0
2020-09-12	550	3	14	0
2020-09-11	547	5	14	0
2020-09-10	542	17	14	0
2020-09-09	525	24	14	0
2020-09-08	501	4	14	0
2020-09-07	497	7	14	0
2020-09-05	490	3	14	0
2020-09-04	487	1	14	0
2020-09-03	486	2	14	0
2020-09-02	484	6	14	0
2020-09-01	478	2	14	0
2020-08-31	476	10	14	0
2020-08-28	466	3	14	0
2020-08-27	463	4	14	0
2020-08-26	459	2	14	0
2020-08-25	457	1	14	0
2020-08-24	456	4	14	1
2020-08-21	452	10	13	0
2020-08-20	442	6	13	0
2020-08-19	436	3	13	0
2020-08-17	433	1	13	0
2020-08-14	432	1	13	0
2020-08-13	431	2	13	0
2020-08-12	429	8	13	0
2020-08-11	421	1	13	0
2020-08-10	420	4	13	0
2020-08-08	416	9	13	0
2020-08-07	407	4	13	0
2020-08-06	403	8	13	0
2020-08-05	395	5	13	0
2020-08-04	390	2	13	0
2020-08-03	388	8	13	0
2020-08-01	380	3	13	0
2020-07-31	377	3	13	0
2020-07-30	374	4	13	0
2020-07-29	370	5	13	0
2020-07-28	365	3	13	0
2020-07-27	362	11	13	1
2020-07-25	351	8	12	0
2020-07-24	343	3	12	0
2020-07-23	340	12	12	0
2020-07-22	328	3	12	0
2020-07-21	325	2	12	0
2020-07-20	323	1	12	0
2020-07-18	322	4	12	0
2020-07-17	318	2	12	0
2020-07-16	316	1	12	0
2020-07-15	315	1	12	0
2020-07-14	314	2	12	0
2020-07-12	312	8	12	0
2020-07-11	304	3	12	0
2020-07-10	301	2	12	1
2020-07-09	299	2	11	0
2020-07-07	297	2	11	0
2020-07-03	295	1	11	0
2020-07-02	294	1	11	0
2020-06-30	293	1	11	0
2020-06-29	292	1	11	0
2020-06-25	291	2	11	0
2020-06-20	289	1	11	0
2020-06-19	288	2	11	0
2020-06-18	286	5	11	0
2020-06-17	281	12	11	0
2020-06-16	269	3	11	0
2020-06-15	266	2	11	0
2020-06-14	264	5	11	2
2020-06-12	259	1	9	0
2020-06-11	258	1	9	0
2020-06-10	257	2	9	0
2020-06-07	255	1	9	0
2020-06-03	254	1	9	0
2020-05-30	253	6	9	0
2020-05-27	247	2	9	0
2020-05-22	245	3	9	0
2020-05-15	242	3	9	0
2020-05-14	239	1	9	0
2020-05-13	238	3	9	0
2020-05-12	235	2	9	0
2020-05-09	233	1	9	0
2020-05-07	232	1	9	0
2020-05-06	231	2	9	0
2020-05-05	229	1	9	0
2020-05-04	228	1	9	0
2020-04-30	227	1	9	0
2020-04-28	226	2	9	0
2020-04-27	224	1	9	0
2020-04-24	223	2	9	0
2020-04-23	221	2	9	0
2020-04-22	219	3	9	0
2020-04-21	216	5	9	0
2020-04-20	211	4	9	1
2020-04-18	207	5	8	0
2020-04-17	202	4	8	0
2020-04-16	198	7	8	0
2020-04-15	191	2	8	0
2020-04-14	189	6	8	0
2020-04-13	183	7	8	1
2020-04-12	176	4	7	0
2020-04-11	172	6	7	0
2020-04-10	166	5	7	1
2020-04-09	161	7	6	0
2020-04-08	154	1	6	0
2020-04-07	153	4	6	1
2020-04-06	149	10	5	0
2020-04-05	139	2	5	0
2020-04-04	137	1	5	0
2020-04-03	136	11	5	1
2020-04-02	125	12	4	0
2020-04-01	113	5	4	1
2020-03-31	108	7	3	0
2020-03-30	101	6	3	0
2020-03-29	95	7	3	1
2020-03-28	88	6	2	0
2020-03-27	82	9	2	0
2020-03-26	73	8	2	2
2020-03-25	65	11	0	0
2020-03-24	54	6	0	0
2020-03-23	48	4	0	0
2020-03-22	44	4	0	0
2020-03-21	40	1	0	0
2020-03-20	39	3	0	0
2020-03-19	36	12	0	0
2020-03-18	24	3	0	0
2020-03-17	21	11	0	0
2020-03-16	10	2	0	0
2020-03-15	8	1	0	0
2020-03-14	7	2	0	0
2020-03-12	5	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: 0:04:05.131843