Germany: LK Sonneberg (Thüringen)

• 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 16:15:56 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Sonneberg")
print(f'Population of country="Germany", subregion="LK Sonneberg": {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 Sonneberg": 56504 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	24662	6	307	0
2023-03-03	24656	5	307	0
2023-03-02	24651	5	307	0
2023-03-01	24646	9	307	0
2023-02-28	24637	6	307	0
2023-02-27	24631	16	307	1
2023-02-24	24615	4	306	0
2023-02-23	24611	10	306	0
2023-02-22	24601	18	306	0
2023-02-21	24583	4	306	1
2023-02-20	24579	11	305	0
2023-02-17	24568	7	305	0
2023-02-16	24561	7	305	0
2023-02-15	24554	6	305	0
2023-02-14	24548	6	305	0
2023-02-13	24542	16	305	0
2023-02-10	24526	6	305	0
2023-02-09	24520	14	305	0
2023-02-08	24506	8	305	0
2023-02-07	24498	11	305	0
2023-02-06	24487	6	305	0
2023-02-03	24481	5	305	0
2023-02-02	24476	1	305	0
2023-02-01	24475	5	305	0
2023-01-31	24470	1	305	0
2023-01-30	24469	8	305	0
2023-01-27	24461	1	305	0
2023-01-25	24460	3	305	0
2023-01-24	24457	2	305	0
2023-01-23	24455	3	305	0
2023-01-20	24452	3	305	1
2023-01-19	24449	3	304	0
2023-01-18	24446	2	304	0
2023-01-16	24444	7	304	0
2023-01-13	24437	3	304	0
2023-01-12	24434	2	304	0
2023-01-11	24432	9	304	0
2023-01-10	24423	3	304	0
2023-01-09	24420	4	304	0
2023-01-06	24416	3	304	0
2023-01-05	24413	10	304	0
2023-01-04	24403	13	304	1
2023-01-03	24390	9	303	0
2023-01-02	24381	5	303	0
2022-12-30	24376	3	303	0
2022-12-29	24373	23	303	0
2022-12-28	24350	6	303	0
2022-12-27	24344	15	303	1
2022-12-23	24329	5	302	0
2022-12-22	24324	2	302	0
2022-12-21	24322	13	302	0
2022-12-20	24309	2	302	0
2022-12-19	24307	22	302	0
2022-12-16	24285	6	302	0
2022-12-15	24279	6	302	0
2022-12-14	24273	33	302	0
2022-12-13	24240	9	302	0
2022-12-12	24231	9	302	0
2022-12-09	24222	8	302	0
2022-12-08	24214	8	302	0
2022-12-07	24206	13	302	0
2022-12-06	24193	3	302	0
2022-12-05	24190	33	302	0
2022-12-02	24157	9	302	0
2022-12-01	24148	13	302	0
2022-11-30	24135	19	302	0
2022-11-29	24116	8	302	0
2022-11-28	24108	21	302	0
2022-11-25	24087	11	302	0
2022-11-24	24076	8	302	0
2022-11-23	24068	13	302	0
2022-11-22	24055	16	302	0
2022-11-21	24039	10	302	0
2022-11-20	24029	1	302	0
2022-11-18	24028	9	302	0
2022-11-17	24019	15	302	0
2022-11-16	24004	24	302	0
2022-11-15	23980	11	302	1
2022-11-14	23969	24	301	0
2022-11-11	23945	17	301	0
2022-11-10	23928	5	301	0
2022-11-09	23923	19	301	0
2022-11-08	23904	11	301	1
2022-11-07	23893	24	300	0
2022-11-04	23869	10	300	0
2022-11-03	23859	33	300	0
2022-11-02	23826	43	300	0
2022-11-01	23783	33	300	1
2022-10-30	23750	1	299	0
2022-10-28	23749	21	299	0
2022-10-27	23728	42	299	0
2022-10-26	23686	39	299	0
2022-10-25	23647	18	299	0
2022-10-24	23629	50	299	1
2022-10-21	23579	33	298	0
2022-10-20	23546	40	298	0
2022-10-19	23506	64	298	2
2022-10-18	23442	69	296	0
2022-10-17	23373	108	296	0
2022-10-14	23265	53	296	0
2022-10-13	23212	64	296	0
2022-10-12	23148	53	296	0
2022-10-11	23095	79	296	0
2022-10-10	23016	98	296	1
2022-10-09	22918	1	295	0
2022-10-08	22917	1	295	0
2022-10-07	22916	52	295	0
2022-10-06	22864	108	295	0
2022-10-05	22756	51	295	0
2022-10-04	22705	86	295	3
2022-09-30	22619	37	292	0
2022-09-29	22582	38	292	0
2022-09-28	22544	51	292	0
2022-09-27	22493	42	292	0
2022-09-26	22451	60	292	0
2022-09-23	22391	45	292	0
2022-09-22	22346	39	292	0
2022-09-21	22307	64	292	0
2022-09-19	22243	23	292	0
2022-09-16	22220	20	292	0
2022-09-15	22200	21	292	0
2022-09-14	22179	26	292	0
2022-09-13	22153	13	292	0
2022-09-12	22140	41	292	1
2022-09-09	22099	21	291	0
2022-09-08	22078	11	291	0
2022-09-07	22067	31	291	0
2022-09-06	22036	19	291	0
2022-09-05	22017	41	291	0
2022-09-02	21976	5	291	0
2022-09-01	21971	16	291	0
2022-08-31	21955	24	291	0
2022-08-30	21931	18	291	0
2022-08-29	21913	49	291	0
2022-08-26	21864	8	291	0
2022-08-25	21856	15	291	0
2022-08-24	21841	29	291	0
2022-08-23	21812	20	291	0
2022-08-22	21792	44	291	0
2022-08-19	21748	22	291	1
2022-08-18	21726	26	290	0
2022-08-17	21700	32	290	0
2022-08-16	21668	18	290	0
2022-08-15	21650	21	290	0
2022-08-12	21629	17	290	0
2022-08-11	21612	14	290	0
2022-08-10	21598	33	290	0
2022-08-09	21565	7	290	0
2022-08-08	21558	42	290	0
2022-08-05	21516	15	290	0
2022-08-04	21501	29	290	1
2022-08-03	21472	42	289	1
2022-08-02	21430	32	288	0
2022-08-01	21398	46	288	0
2022-07-29	21352	27	288	1
2022-07-28	21325	31	287	0
2022-07-27	21294	40	287	0
2022-07-26	21254	42	287	0
2022-07-25	21212	57	287	0
2022-07-22	21155	28	287	0
2022-07-21	21127	37	287	0
2022-07-20	21090	61	287	0
2022-07-19	21029	33	287	0
2022-07-18	20996	71	287	1
2022-07-15	20925	30	286	0
2022-07-14	20895	36	286	0
2022-07-13	20859	23	286	0
2022-07-12	20836	44	286	0
2022-07-11	20792	50	286	0
2022-07-08	20742	20	286	0
2022-07-07	20722	10	286	0
2022-07-06	20712	50	286	0
2022-07-05	20662	20	286	0
2022-07-04	20642	35	286	0
2022-07-01	20607	17	286	0
2022-06-30	20590	17	286	0
2022-06-29	20573	42	286	0
2022-06-28	20531	23	286	0
2022-06-27	20508	33	286	1
2022-06-24	20475	9	285	0
2022-06-23	20466	34	285	0
2022-06-22	20432	19	285	0
2022-06-21	20413	22	285	0
2022-06-20	20391	22	285	0
2022-06-17	20369	14	285	0
2022-06-16	20355	17	285	0
2022-06-15	20338	11	285	0
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2022-05-31	20225	12	285	0
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2022-05-02	19882	36	284	0
2022-04-30	19846	1	284	0
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2022-04-28	19832	43	284	0
2022-04-27	19789	33	284	0
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2022-04-24	19641	2	284	0
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2022-04-21	19615	83	284	0
2022-04-20	19532	40	284	0
2022-04-19	19492	57	284	0
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2022-04-16	19433	68	284	0
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2022-04-08	18623	144	284	0
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2022-04-06	18321	232	284	1
2022-04-05	18089	208	283	0
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2022-01-02	10016	5	267	0
2022-01-01	10011	10	267	0
2021-12-31	10001	23	267	0
2021-12-30	9978	28	267	1
2021-12-29	9950	86	266	0
2021-12-28	9864	31	266	0
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2021-12-22	9685	86	265	0
2021-12-21	9599	75	265	2
2021-12-20	9524	22	263	2
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2021-12-18	9432	119	261	3
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2021-12-15	9130	12	258	1
2021-12-14	9118	102	257	1
2021-12-13	9016	54	256	3
2021-12-12	8962	140	253	0
2021-12-11	8822	106	253	0
2021-12-10	8716	80	253	2
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2021-12-08	8496	165	247	1
2021-12-07	8331	77	246	1
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2021-12-03	8010	21	237	1
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2021-12-01	7925	81	233	1
2021-11-30	7844	130	232	6
2021-11-29	7714	123	226	3
2021-11-28	7591	85	223	1
2021-11-27	7506	112	222	4
2021-11-26	7394	118	218	5
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2021-11-23	7087	174	212	3
2021-11-22	6913	116	209	2
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2021-11-20	6642	89	207	1
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2021-11-15	6184	85	204	2
2021-11-14	6099	132	202	5
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2021-08-25	4296	7	164	0
2021-08-24	4289	5	164	0
2021-08-23	4284	3	164	0
2021-08-22	4281	1	164	0
2021-08-21	4280	3	164	0
2021-08-20	4277	1	164	0
2021-08-19	4276	2	164	0
2021-08-18	4274	2	164	0
2021-08-17	4272	3	164	0
2021-08-16	4269	1	164	0
2021-08-13	4268	1	164	0
2021-08-07	4267	1	164	0
2021-08-05	4266	2	164	0
2021-08-04	4264	2	164	0
2021-07-30	4262	1	164	0
2021-07-28	4261	1	164	0
2021-07-26	4260	1	164	0
2021-07-22	4259	2	164	0
2021-07-21	4257	2	164	0
2021-07-19	4255	1	164	0
2021-07-18	4254	1	164	0
2021-07-17	4253	2	164	0
2021-07-15	4251	2	164	0
2021-07-10	4249	1	164	0
2021-06-30	4248	1	164	0
2021-06-28	4247	1	164	0
2021-06-24	4246	1	164	0
2021-06-23	4245	1	164	0
2021-06-21	4244	1	164	0
2021-06-18	4243	3	164	0
2021-06-16	4240	3	164	0
2021-06-15	4237	1	164	0
2021-06-14	4236	4	164	0
2021-06-13	4232	1	164	0
2021-06-12	4231	1	164	0
2021-06-11	4230	1	164	0
2021-06-10	4229	3	164	0
2021-06-09	4226	8	164	0
2021-06-08	4218	6	164	0
2021-06-07	4212	3	164	0
2021-06-06	4209	3	164	0
2021-06-05	4206	2	164	0
2021-06-04	4204	2	164	0
2021-06-03	4202	14	164	0
2021-06-02	4188	6	164	0
2021-06-01	4182	9	164	0
2021-05-31	4173	7	164	0
2021-05-30	4166	10	164	0
2021-05-29	4156	2	164	0
2021-05-28	4154	7	164	0
2021-05-27	4147	14	164	0
2021-05-26	4133	13	164	0
2021-05-25	4120	10	164	0
2021-05-24	4110	2	164	0
2021-05-23	4108	13	164	0
2021-05-22	4095	6	164	0
2021-05-21	4089	14	164	1
2021-05-20	4075	15	163	0
2021-05-19	4060	13	163	0
2021-05-18	4047	36	163	0
2021-05-17	4011	20	163	1
2021-05-16	3991	4	162	0
2021-05-15	3987	8	162	1
2021-05-14	3979	10	161	0
2021-05-13	3969	9	161	0
2021-05-12	3960	42	161	1
2021-05-11	3918	42	160	0
2021-05-10	3876	18	160	0
2021-05-09	3858	12	160	0
2021-05-08	3846	24	160	0
2021-05-07	3822	11	160	0
2021-05-06	3811	19	160	1
2021-05-05	3792	19	159	0
2021-05-04	3773	34	159	0
2021-05-03	3739	12	159	0
2021-05-02	3727	10	159	0
2021-05-01	3717	25	159	0
2021-04-30	3692	18	159	0
2021-04-29	3674	33	159	0
2021-04-28	3641	21	159	0
2021-04-27	3620	33	159	0
2021-04-26	3587	6	159	0
2021-04-25	3581	15	159	0
2021-04-24	3566	42	159	0
2021-04-23	3524	31	159	2
2021-04-22	3493	17	157	1
2021-04-21	3476	28	156	0
2021-04-20	3448	46	156	2
2021-04-19	3402	17	154	0
2021-04-18	3385	4	154	0
2021-04-17	3381	26	154	0
2021-04-16	3355	20	154	0
2021-04-15	3335	36	154	0
2021-04-14	3299	82	154	1
2021-04-13	3217	59	153	1
2021-04-12	3158	1	152	0
2021-04-11	3157	13	152	0
2021-04-10	3144	20	152	0
2021-04-09	3124	13	152	0
2021-04-08	3111	23	152	0
2021-04-07	3088	28	152	0
2021-04-06	3060	18	152	0
2021-04-05	3042	5	152	0
2021-04-04	3037	4	152	0
2021-04-03	3033	11	152	0
2021-04-02	3022	11	152	1
2021-04-01	3011	16	151	1
2021-03-31	2995	24	150	0
2021-03-30	2971	16	150	0
2021-03-29	2955	10	150	0
2021-03-28	2945	2	150	0
2021-03-27	2943	15	150	1
2021-03-26	2928	17	149	0
2021-03-25	2911	15	149	0
2021-03-24	2896	6	149	0
2021-03-23	2890	11	149	0
2021-03-22	2879	6	149	0
2021-03-20	2873	10	149	0
2021-03-19	2863	26	149	0
2021-03-18	2837	6	149	0
2021-03-17	2831	2	149	0
2021-03-16	2829	12	149	0
2021-03-15	2817	5	149	1
2021-03-14	2812	2	148	0
2021-03-13	2810	9	148	0
2021-03-12	2801	6	148	0
2021-03-11	2795	6	148	0
2021-03-10	2789	11	148	0
2021-03-09	2778	5	148	0
2021-03-08	2773	4	148	1
2021-03-06	2769	1	147	0
2021-03-05	2768	9	147	0
2021-03-04	2759	10	147	0
2021-03-03	2749	20	147	0
2021-03-02	2729	4	147	0
2021-03-01	2725	6	147	1
2021-02-28	2719	2	146	0
2021-02-27	2717	7	146	0
2021-02-26	2710	7	146	0
2021-02-25	2703	2	146	0
2021-02-24	2701	7	146	0
2021-02-23	2694	6	146	0
2021-02-22	2688	5	146	0
2021-02-20	2683	3	146	0
2021-02-19	2680	11	146	1
2021-02-18	2669	9	145	1
2021-02-17	2660	5	144	0
2021-02-16	2655	6	144	0
2021-02-15	2649	4	144	0
2021-02-14	2645	1	144	0
2021-02-13	2644	3	144	0
2021-02-12	2641	6	144	0
2021-02-11	2635	8	144	0
2021-02-10	2627	5	144	0
2021-02-09	2622	1	144	0
2021-02-08	2621	3	144	0
2021-02-06	2618	3	144	0
2021-02-05	2615	8	144	0
2021-02-04	2607	23	144	4
2021-02-03	2584	20	140	1
2021-02-02	2564	21	139	2
2021-02-01	2543	10	137	0
2021-01-31	2533	1	137	0
2021-01-30	2532	4	137	0
2021-01-29	2528	18	137	0
2021-01-28	2510	17	137	0
2021-01-27	2493	12	137	0
2021-01-26	2481	9	137	0
2021-01-25	2472	6	137	0
2021-01-23	2466	10	137	0
2021-01-22	2456	34	137	0
2021-01-21	2422	9	137	1
2021-01-20	2413	22	136	2
2021-01-19	2391	31	134	2
2021-01-18	2360	11	132	0
2021-01-17	2349	1	132	1
2021-01-16	2348	14	131	4
2021-01-15	2334	32	127	0
2021-01-14	2302	27	127	2
2021-01-13	2275	34	125	1
2021-01-12	2241	21	124	2
2021-01-11	2220	11	122	1
2021-01-09	2209	11	121	0
2021-01-08	2198	27	121	0
2021-01-07	2171	32	121	2
2021-01-06	2139	79	119	1
2021-01-05	2060	39	118	0
2021-01-04	2021	5	118	1
2021-01-03	2016	3	117	0
2021-01-02	2013	11	117	1
2021-01-01	2002	26	116	2
2020-12-31	1976	13	114	2
2020-12-30	1963	57	112	2
2020-12-29	1906	54	110	4
2020-12-28	1852	14	106	1
2020-12-27	1838	4	105	1
2020-12-26	1834	15	104	0
2020-12-25	1819	26	104	2
2020-12-24	1793	59	102	4
2020-12-23	1734	62	98	3
2020-12-22	1672	60	95	1
2020-12-21	1612	16	94	2
2020-12-20	1596	13	92	1
2020-12-19	1583	52	91	5
2020-12-18	1531	40	86	2
2020-12-17	1491	39	84	2
2020-12-16	1452	40	82	6
2020-12-15	1412	24	76	2
2020-12-14	1388	34	74	3
2020-12-13	1354	29	71	2
2020-12-12	1325	31	69	2
2020-12-11	1294	63	67	4
2020-12-10	1231	34	63	3
2020-12-09	1197	49	60	1
2020-12-08	1148	40	59	2
2020-12-07	1108	11	57	0
2020-12-06	1097	19	57	1
2020-12-05	1078	19	56	3
2020-12-04	1059	29	53	0
2020-12-03	1030	40	53	0
2020-12-02	990	58	53	0
2020-12-01	932	25	53	1
2020-11-30	907	10	52	1
2020-11-29	897	9	51	0
2020-11-28	888	28	51	0
2020-11-27	860	37	51	1
2020-11-26	823	27	50	0
2020-11-25	796	52	50	1
2020-11-24	744	33	49	1
2020-11-23	711	16	48	2
2020-11-22	695	14	46	0
2020-11-21	681	29	46	2
2020-11-20	652	14	44	0
2020-11-19	638	21	44	0
2020-11-18	617	19	44	2
2020-11-17	598	22	42	2
2020-11-16	576	13	40	0
2020-11-14	563	20	40	0
2020-11-13	543	27	40	3
2020-11-12	516	17	37	1
2020-11-11	499	31	36	5
2020-11-10	468	18	31	0
2020-11-09	450	3	31	0
2020-11-08	447	3	31	0
2020-11-07	444	1	31	0
2020-11-06	443	15	31	0
2020-11-05	428	12	31	1
2020-11-04	416	11	30	0
2020-11-03	405	9	30	0
2020-11-02	396	7	30	0
2020-11-01	389	1	30	0
2020-10-31	388	2	30	0
2020-10-30	386	18	30	1
2020-10-29	368	11	29	2
2020-10-28	357	7	27	0
2020-10-27	350	6	27	0
2020-10-26	344	7	27	0
2020-10-25	337	2	27	0
2020-10-23	335	5	27	1
2020-10-21	330	1	26	0
2020-10-20	329	1	26	0
2020-10-17	328	2	26	0
2020-10-15	326	1	26	0
2020-10-14	325	3	26	0
2020-10-08	322	1	26	0
2020-09-25	321	1	26	0
2020-09-24	320	1	26	0
2020-09-15	319	3	26	0
2020-09-12	316	1	26	0
2020-09-10	315	1	26	0
2020-09-09	314	1	26	0
2020-09-08	313	3	26	0
2020-08-20	310	1	26	0
2020-08-13	309	2	26	0
2020-08-07	307	2	26	0
2020-07-31	305	1	26	0
2020-07-09	304	1	26	0
2020-07-08	303	1	26	0
2020-07-02	302	1	26	0
2020-06-26	301	1	26	1
2020-06-25	300	2	25	0
2020-06-23	298	1	25	0
2020-06-20	297	6	25	0
2020-06-19	291	2	25	0
2020-06-17	289	1	25	0
2020-06-16	288	3	25	0
2020-06-15	285	1	25	0
2020-06-14	284	2	25	0
2020-06-13	282	1	25	0
2020-06-12	281	3	25	0
2020-06-11	278	3	25	0
2020-06-10	275	4	25	0
2020-06-09	271	2	25	0
2020-06-08	269	2	25	0
2020-06-07	267	3	25	0
2020-06-06	264	3	25	1
2020-06-05	261	3	24	0
2020-06-04	258	8	24	0
2020-05-31	250	4	24	1
2020-05-30	246	1	23	0
2020-05-29	245	2	23	0
2020-05-28	243	18	23	1
2020-05-27	225	3	22	0
2020-05-26	222	7	22	0
2020-05-25	215	5	22	0
2020-05-24	210	2	22	0
2020-05-22	208	2	22	0
2020-05-21	206	5	22	0
2020-05-20	201	2	22	0
2020-05-19	199	10	22	0
2020-05-18	189	1	22	0
2020-05-17	188	2	22	1
2020-05-16	186	9	21	1
2020-05-15	177	4	20	1
2020-05-14	173	3	19	0
2020-05-13	170	3	19	1
2020-05-12	167	3	18	0
2020-05-11	164	6	18	0
2020-05-10	158	2	18	0
2020-05-09	156	7	18	0
2020-05-08	149	6	18	1
2020-05-07	143	14	17	2
2020-05-06	129	5	15	2
2020-05-05	124	4	13	0
2020-05-04	120	6	13	2
2020-05-02	114	1	11	1
2020-05-01	113	1	10	0
2020-04-30	112	5	10	1
2020-04-29	107	3	9	0
2020-04-28	104	10	9	0
2020-04-27	94	4	9	0
2020-04-26	90	1	9	0
2020-04-25	89	3	9	0
2020-04-24	86	4	9	1
2020-04-23	82	5	8	1
2020-04-22	77	3	7	0
2020-04-21	74	2	7	0
2020-04-20	72	11	7	2
2020-04-18	61	2	5	0
2020-04-17	59	2	5	1
2020-04-16	57	3	4	0
2020-04-15	54	1	4	1
2020-04-14	53	2	3	1
2020-04-13	51	1	2	0
2020-04-12	50	1	2	0
2020-04-11	49	2	2	0
2020-04-09	47	3	2	0
2020-04-08	44	5	2	1
2020-04-07	39	2	1	0
2020-04-06	37	1	1	0
2020-04-04	36	1	1	0
2020-04-03	35	2	1	0
2020-04-02	33	1	1	0
2020-04-01	32	2	1	1
2020-03-31	30	8	0	0
2020-03-30	22	2	0	0
2020-03-28	20	4	0	0
2020-03-27	16	2	0	0
2020-03-26	14	3	0	0
2020-03-25	11	2	0	0
2020-03-24	9	3	0	0
2020-03-22	6	1	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: 0:04:34.654906