Germany: SK Heilbronn (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 10:18:55 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Heilbronn")
print(f'Population of country="Germany", subregion="SK Heilbronn": {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 Heilbronn": 125613 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	59467	23	301	0
2023-03-03	59444	9	301	0
2023-03-02	59435	9	301	0
2023-03-01	59426	19	301	0
2023-02-28	59407	17	301	0
2023-02-27	59390	29	301	0
2023-02-24	59361	17	301	0
2023-02-23	59344	17	301	0
2023-02-22	59327	14	301	0
2023-02-21	59313	34	301	0
2023-02-20	59279	40	301	0
2023-02-17	59239	29	301	0
2023-02-16	59210	27	301	0
2023-02-15	59183	23	301	0
2023-02-14	59160	44	301	0
2023-02-13	59116	42	301	1
2023-02-10	59074	11	300	0
2023-02-09	59063	21	300	0
2023-02-08	59042	28	300	0
2023-02-07	59014	32	300	0
2023-02-06	58982	39	300	1
2023-02-03	58943	6	299	0
2023-02-02	58937	21	299	0
2023-02-01	58916	17	299	0
2023-01-31	58899	17	299	0
2023-01-30	58882	22	299	0
2023-01-27	58860	6	299	0
2023-01-26	58854	18	299	0
2023-01-25	58836	12	299	1
2023-01-24	58824	22	298	0
2023-01-23	58802	15	298	0
2023-01-20	58787	10	298	1
2023-01-19	58777	13	297	0
2023-01-18	58764	14	297	0
2023-01-17	58750	21	297	0
2023-01-16	58729	17	297	1
2023-01-13	58712	8	296	0
2023-01-12	58704	12	296	1
2023-01-11	58692	17	295	0
2023-01-10	58675	24	295	0
2023-01-09	58651	27	295	0
2023-01-05	58624	22	295	1
2023-01-04	58602	19	294	0
2023-01-03	58583	34	294	0
2023-01-02	58549	37	294	1
2022-12-30	58512	14	293	0
2022-12-29	58498	35	293	0
2022-12-28	58463	49	293	0
2022-12-27	58414	51	293	1
2022-12-23	58363	18	292	0
2022-12-22	58345	39	292	0
2022-12-21	58306	29	292	0
2022-12-20	58277	39	292	1
2022-12-19	58238	34	291	1
2022-12-16	58204	8	290	0
2022-12-15	58196	27	290	0
2022-12-14	58169	34	290	0
2022-12-13	58135	39	290	0
2022-12-12	58096	35	290	0
2022-12-09	58061	28	290	0
2022-12-08	58033	28	290	0
2022-12-07	58005	32	290	0
2022-12-06	57973	35	290	0
2022-12-05	57938	31	290	0
2022-12-02	57907	22	290	0
2022-12-01	57885	20	290	0
2022-11-30	57865	31	290	0
2022-11-29	57834	27	290	0
2022-11-28	57807	25	290	1
2022-11-25	57782	30	289	0
2022-11-24	57752	31	289	0
2022-11-23	57721	22	289	0
2022-11-22	57699	33	289	0
2022-11-21	57666	35	289	0
2022-11-18	57631	21	289	0
2022-11-17	57610	16	289	0
2022-11-16	57594	33	289	0
2022-11-15	57561	36	289	1
2022-11-14	57525	45	288	1
2022-11-11	57480	26	287	0
2022-11-10	57454	30	287	0
2022-11-09	57424	46	287	0
2022-11-08	57378	51	287	0
2022-11-07	57327	41	287	0
2022-11-04	57286	28	287	0
2022-11-03	57258	41	287	0
2022-11-02	57217	40	287	0
2022-10-31	57177	73	287	0
2022-10-28	57104	29	287	0
2022-10-27	57075	55	287	0
2022-10-26	57020	77	287	0
2022-10-25	56943	92	287	0
2022-10-24	56851	108	287	3
2022-10-21	56743	75	284	0
2022-10-20	56668	84	284	0
2022-10-19	56584	124	284	0
2022-10-18	56460	138	284	1
2022-10-17	56322	182	283	1
2022-10-14	56140	72	282	1
2022-10-13	56068	87	281	1
2022-10-12	55981	212	280	1
2022-10-11	55769	124	279	0
2022-10-10	55645	290	279	1
2022-10-07	55355	150	278	1
2022-10-06	55205	192	277	1
2022-10-05	55013	161	276	0
2022-10-04	54852	190	276	1
2022-09-30	54662	63	275	1
2022-09-29	54599	99	274	0
2022-09-28	54500	93	274	0
2022-09-27	54407	125	274	1
2022-09-26	54282	105	273	0
2022-09-23	54177	30	273	0
2022-09-22	54147	69	273	0
2022-09-21	54078	52	273	0
2022-09-20	54026	51	273	0
2022-09-19	53975	68	273	2
2022-09-16	53907	20	271	0
2022-09-15	53887	33	271	0
2022-09-14	53854	29	271	0
2022-09-13	53825	58	271	0
2022-09-12	53767	63	271	0
2022-09-09	53704	14	271	0
2022-09-08	53690	34	271	0
2022-09-07	53656	30	271	0
2022-09-06	53626	46	271	0
2022-09-05	53580	61	271	1
2022-09-02	53519	9	270	0
2022-09-01	53510	27	270	0
2022-08-31	53483	40	270	0
2022-08-30	53443	34	270	0
2022-08-29	53409	55	270	0
2022-08-26	53354	33	270	0
2022-08-25	53321	24	270	0
2022-08-24	53297	38	270	0
2022-08-23	53259	51	270	0
2022-08-22	53208	51	270	1
2022-08-19	53157	19	269	0
2022-08-18	53138	45	269	0
2022-08-17	53093	51	269	0
2022-08-16	53042	56	269	0
2022-08-15	52986	76	269	0
2022-08-12	52910	44	269	1
2022-08-11	52866	56	268	0
2022-08-10	52810	66	268	1
2022-08-09	52744	83	267	0
2022-08-08	52661	103	267	0
2022-08-05	52558	43	267	0
2022-08-04	52515	83	267	0
2022-08-03	52432	97	267	0
2022-08-02	52335	130	267	0
2022-08-01	52205	163	267	0
2022-07-29	52042	68	267	1
2022-07-28	51974	134	266	0
2022-07-27	51840	116	266	1
2022-07-26	51724	183	265	0
2022-07-25	51541	303	265	2
2022-07-22	51238	113	263	1
2022-07-21	51125	153	262	0
2022-07-20	50972	243	262	0
2022-07-19	50729	208	262	0
2022-07-18	50521	327	262	4
2022-07-15	50194	134	258	1
2022-07-14	50060	192	257	1
2022-07-13	49868	219	256	1
2022-07-12	49649	200	255	0
2022-07-11	49449	227	255	1
2022-07-08	49222	170	254	0
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2022-07-04	48526	237	254	1
2022-07-01	48289	111	253	0
2022-06-30	48178	134	253	0
2022-06-29	48044	170	253	0
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2022-06-27	47724	232	253	0
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2022-06-20	46999	167	252	0
2022-06-17	46832	76	252	1
2022-06-15	46756	83	251	0
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2021-08-22	9082	2	114	0
2021-08-21	9080	20	114	0
2021-08-20	9060	20	114	0
2021-08-19	9040	26	114	0
2021-08-18	9014	12	114	0
2021-08-17	9002	10	114	0
2021-08-16	8992	3	114	0
2021-08-15	8989	2	114	0
2021-08-14	8987	17	114	0
2021-08-13	8970	4	114	0
2021-08-12	8966	8	114	0
2021-08-11	8958	12	114	1
2021-08-10	8946	7	113	0
2021-08-09	8939	1	113	0
2021-08-08	8938	1	113	0
2021-08-07	8937	7	113	1
2021-08-06	8930	10	112	0
2021-08-05	8920	1	112	0
2021-08-04	8919	13	112	0
2021-08-03	8906	2	112	0
2021-08-02	8904	3	112	0
2021-08-01	8901	1	112	0
2021-07-31	8900	18	112	0
2021-07-30	8882	6	112	0
2021-07-29	8876	6	112	0
2021-07-28	8870	8	112	0
2021-07-27	8862	13	112	0
2021-07-26	8849	2	112	0
2021-07-24	8847	9	112	0
2021-07-23	8838	2	112	0
2021-07-22	8836	5	112	0
2021-07-21	8831	2	112	0
2021-07-20	8829	2	112	0
2021-07-19	8827	2	112	0
2021-07-18	8825	1	112	0
2021-07-17	8824	2	112	0
2021-07-16	8822	1	112	0
2021-07-15	8821	3	112	0
2021-07-14	8818	4	112	0
2021-07-13	8814	3	112	0
2021-07-10	8811	2	112	0
2021-07-06	8809	2	112	0
2021-07-05	8807	2	112	0
2021-07-03	8805	1	112	0
2021-07-02	8804	4	112	0
2021-07-01	8800	1	112	0
2021-06-30	8799	9	112	0
2021-06-29	8790	4	112	0
2021-06-27	8786	2	112	0
2021-06-26	8784	6	112	0
2021-06-25	8778	14	112	0
2021-06-24	8764	5	112	0
2021-06-23	8759	9	112	0
2021-06-22	8750	3	112	0
2021-06-21	8747	3	112	1
2021-06-19	8744	5	111	0
2021-06-18	8739	3	111	0
2021-06-17	8736	7	111	0
2021-06-16	8729	6	111	0
2021-06-15	8723	13	111	0
2021-06-14	8710	2	111	0
2021-06-13	8708	1	111	0
2021-06-12	8707	17	111	0
2021-06-11	8690	12	111	0
2021-06-10	8678	11	111	0
2021-06-09	8667	12	111	0
2021-06-08	8655	29	111	0
2021-06-06	8626	1	111	0
2021-06-05	8625	14	111	0
2021-06-04	8611	2	111	0
2021-06-03	8609	11	111	0
2021-06-02	8598	14	111	0
2021-06-01	8584	21	111	0
2021-05-31	8563	2	111	0
2021-05-29	8561	20	111	0
2021-05-28	8541	12	111	0
2021-05-27	8529	25	111	0
2021-05-26	8504	15	111	1
2021-05-25	8489	2	110	0
2021-05-24	8487	4	110	0
2021-05-22	8483	30	110	0
2021-05-21	8453	40	110	0
2021-05-20	8413	32	110	0
2021-05-19	8381	34	110	0
2021-05-18	8347	41	110	0
2021-05-17	8306	6	110	0
2021-05-16	8300	2	110	0
2021-05-15	8298	30	110	0
2021-05-14	8268	10	110	0
2021-05-13	8258	49	110	0
2021-05-12	8209	59	110	0
2021-05-11	8150	29	110	0
2021-05-10	8121	11	110	0
2021-05-09	8110	16	110	0
2021-05-08	8094	67	110	1
2021-05-07	8027	37	109	0
2021-05-06	7990	43	109	0
2021-05-05	7947	56	109	0
2021-05-04	7891	40	109	0
2021-05-03	7851	11	109	0
2021-05-02	7840	6	109	0
2021-05-01	7834	77	109	0
2021-04-30	7757	51	109	0
2021-04-29	7706	68	109	0
2021-04-28	7638	73	109	0
2021-04-27	7565	55	109	0
2021-04-26	7510	16	109	0
2021-04-25	7494	23	109	0
2021-04-24	7471	58	109	1
2021-04-23	7413	40	108	0
2021-04-22	7373	83	108	0
2021-04-21	7290	73	108	1
2021-04-20	7217	88	107	0
2021-04-19	7129	14	107	1
2021-04-18	7115	7	106	0
2021-04-17	7108	67	106	0
2021-04-16	7041	50	106	0
2021-04-15	6991	79	106	0
2021-04-14	6912	95	106	0
2021-04-13	6817	51	106	0
2021-04-12	6766	20	106	0
2021-04-11	6746	9	106	0
2021-04-10	6737	107	106	1
2021-04-09	6630	66	105	0
2021-04-08	6564	103	105	0
2021-04-07	6461	55	105	0
2021-04-06	6406	23	105	1
2021-04-05	6383	5	104	0
2021-04-04	6378	8	104	0
2021-04-03	6370	13	104	0
2021-04-02	6357	71	104	0
2021-04-01	6286	57	104	0
2021-03-31	6229	76	104	0
2021-03-30	6153	32	104	0
2021-03-29	6121	12	104	0
2021-03-28	6109	5	104	0
2021-03-27	6104	42	104	0
2021-03-26	6062	46	104	0
2021-03-25	6016	22	104	1
2021-03-24	5994	39	103	0
2021-03-23	5955	31	103	0
2021-03-22	5924	1	103	0
2021-03-20	5923	38	103	0
2021-03-19	5885	30	103	0
2021-03-18	5855	23	103	0
2021-03-17	5832	11	103	0
2021-03-16	5821	10	103	0
2021-03-15	5811	6	103	0
2021-03-14	5805	1	103	0
2021-03-13	5804	20	103	0
2021-03-12	5784	20	103	0
2021-03-11	5764	13	103	0
2021-03-10	5751	10	103	0
2021-03-09	5741	11	103	0
2021-03-06	5730	12	103	0
2021-03-05	5718	10	103	0
2021-03-04	5708	4	103	0
2021-03-03	5704	10	103	0
2021-03-02	5694	4	103	0
2021-03-01	5690	1	103	0
2021-02-27	5689	13	103	0
2021-02-26	5676	7	103	0
2021-02-25	5669	11	103	0
2021-02-24	5658	16	103	0
2021-02-23	5642	8	103	0
2021-02-20	5634	11	103	0
2021-02-19	5623	14	103	0
2021-02-18	5609	11	103	0
2021-02-17	5598	14	103	0
2021-02-16	5584	11	103	0
2021-02-15	5573	5	103	0
2021-02-14	5568	4	103	0
2021-02-13	5564	7	103	0
2021-02-12	5557	5	103	0
2021-02-11	5552	13	103	0
2021-02-10	5539	30	103	0
2021-02-09	5509	5	103	0
2021-02-08	5504	3	103	0
2021-02-06	5501	32	103	1
2021-02-05	5469	13	102	0
2021-02-04	5456	33	102	0
2021-02-03	5423	40	102	1
2021-02-02	5383	26	101	0
2021-02-01	5357	2	101	0
2021-01-31	5355	2	101	1
2021-01-30	5353	57	100	1
2021-01-29	5296	34	99	0
2021-01-28	5262	36	99	2
2021-01-27	5226	76	97	2
2021-01-26	5150	46	95	1
2021-01-25	5104	2	94	0
2021-01-23	5102	25	94	0
2021-01-22	5077	32	94	1
2021-01-21	5045	73	93	6
2021-01-20	4972	22	87	0
2021-01-19	4950	51	87	1
2021-01-18	4899	3	86	1
2021-01-16	4896	58	85	0
2021-01-15	4838	34	85	3
2021-01-14	4804	50	82	2
2021-01-13	4754	69	80	1
2021-01-12	4685	56	79	1
2021-01-11	4629	11	78	0
2021-01-10	4618	8	78	1
2021-01-09	4610	79	77	1
2021-01-08	4531	32	76	2
2021-01-07	4499	7	74	0
2021-01-06	4492	66	74	0
2021-01-05	4426	69	74	0
2021-01-04	4357	19	74	2
2021-01-03	4338	9	72	0
2021-01-02	4329	11	72	0
2021-01-01	4318	8	72	0
2020-12-31	4310	74	72	1
2020-12-30	4236	75	71	3
2020-12-29	4161	63	68	1
2020-12-28	4098	22	67	0
2020-12-27	4076	31	67	0
2020-12-26	4045	4	67	0
2020-12-25	4041	13	67	1
2020-12-24	4028	93	66	2
2020-12-23	3935	95	64	4
2020-12-22	3840	52	60	0
2020-12-21	3788	10	60	2
2020-12-20	3778	44	58	2
2020-12-19	3734	49	56	0
2020-12-18	3685	82	56	1
2020-12-17	3603	86	55	2
2020-12-16	3517	119	53	5
2020-12-15	3398	69	48	1
2020-12-14	3329	15	47	0
2020-12-13	3314	43	47	1
2020-12-12	3271	73	46	1
2020-12-11	3198	84	45	1
2020-12-10	3114	55	44	0
2020-12-09	3059	134	44	0
2020-12-08	2925	30	44	1
2020-12-07	2895	16	43	2
2020-12-06	2879	80	41	1
2020-12-05	2799	38	40	0
2020-12-04	2761	55	40	1
2020-12-03	2706	83	39	1
2020-12-02	2623	39	38	1
2020-12-01	2584	51	37	1
2020-11-30	2533	4	36	1
2020-11-29	2529	12	35	0
2020-11-28	2517	52	35	1
2020-11-27	2465	49	34	1
2020-11-26	2416	48	33	0
2020-11-25	2368	64	33	2
2020-11-24	2304	29	31	0
2020-11-23	2275	1	31	0
2020-11-22	2274	6	31	0
2020-11-21	2268	63	31	2
2020-11-20	2205	58	29	1
2020-11-19	2147	78	28	1
2020-11-18	2069	75	27	3
2020-11-17	1994	46	24	1
2020-11-16	1948	4	23	0
2020-11-15	1944	1	23	0
2020-11-14	1943	56	23	1
2020-11-13	1887	54	22	1
2020-11-12	1833	45	21	0
2020-11-11	1788	54	21	0
2020-11-10	1734	46	21	0
2020-11-09	1688	13	21	0
2020-11-08	1675	2	21	0
2020-11-07	1673	71	21	0
2020-11-06	1602	65	21	0
2020-11-05	1537	56	21	0
2020-11-04	1481	58	21	1
2020-11-03	1423	40	20	0
2020-11-02	1383	9	20	0
2020-11-01	1374	21	20	0
2020-10-31	1353	39	20	0
2020-10-30	1314	50	20	0
2020-10-29	1264	49	20	1
2020-10-28	1215	52	19	0
2020-10-27	1163	18	19	0
2020-10-26	1145	10	19	0
2020-10-25	1135	15	19	0
2020-10-24	1120	16	19	0
2020-10-23	1104	55	19	1
2020-10-22	1049	49	18	0
2020-10-21	1000	26	18	0
2020-10-20	974	25	18	0
2020-10-19	949	24	18	1
2020-10-17	925	24	17	0
2020-10-16	901	35	17	0
2020-10-15	866	23	17	0
2020-10-14	843	25	17	0
2020-10-13	818	8	17	0
2020-10-12	810	4	17	0
2020-10-11	806	3	17	0
2020-10-10	803	15	17	0
2020-10-09	788	4	17	0
2020-10-08	784	10	17	0
2020-10-07	774	17	17	0
2020-10-06	757	6	17	0
2020-10-05	751	1	17	0
2020-10-03	750	5	17	0
2020-10-02	745	2	17	0
2020-10-01	743	14	17	0
2020-09-30	729	5	17	0
2020-09-29	724	8	17	0
2020-09-26	716	13	17	0
2020-09-25	703	2	17	0
2020-09-24	701	7	17	0
2020-09-23	694	5	17	0
2020-09-22	689	1	17	0
2020-09-21	688	3	17	0
2020-09-20	685	1	17	0
2020-09-18	684	1	17	0
2020-09-17	683	2	17	0
2020-09-16	681	5	17	0
2020-09-15	676	3	17	0
2020-09-14	673	1	17	0
2020-09-13	672	3	17	0
2020-09-12	669	2	17	0
2020-09-11	667	5	17	0
2020-09-10	662	8	17	0
2020-09-09	654	6	17	0
2020-09-08	648	4	17	0
2020-09-07	644	2	17	0
2020-09-06	642	3	17	0
2020-09-05	639	2	17	0
2020-09-04	637	10	17	0
2020-09-03	627	7	17	0
2020-09-02	620	7	17	0
2020-09-01	613	1	17	0
2020-08-31	612	5	17	0
2020-08-30	607	5	17	0
2020-08-29	602	13	17	0
2020-08-28	589	7	17	0
2020-08-27	582	7	17	0
2020-08-26	575	7	17	0
2020-08-25	568	7	17	0
2020-08-24	561	5	17	0
2020-08-23	556	14	17	0
2020-08-22	542	1	17	0
2020-08-21	541	11	17	0
2020-08-20	530	7	17	0
2020-08-19	523	9	17	0
2020-08-18	514	6	17	0
2020-08-17	508	2	17	0
2020-08-16	506	2	17	0
2020-08-15	504	4	17	0
2020-08-14	500	3	17	0
2020-08-13	497	2	17	0
2020-08-12	495	1	17	0
2020-08-11	494	4	17	0
2020-08-01	490	1	17	0
2020-07-30	489	7	17	0
2020-07-25	482	1	17	0
2020-07-23	481	1	17	0
2020-07-22	480	1	17	0
2020-07-21	479	4	17	0
2020-07-14	475	2	17	0
2020-07-11	473	1	17	0
2020-07-07	472	1	17	0
2020-06-26	471	3	17	0
2020-06-24	468	2	17	0
2020-06-20	466	6	17	0
2020-06-18	460	1	17	0
2020-06-17	459	1	17	0
2020-06-16	458	8	17	0
2020-06-10	450	11	17	1
2020-06-06	439	1	16	0
2020-06-04	438	3	16	0
2020-06-03	435	2	16	0
2020-05-29	433	1	16	0
2020-05-28	432	1	16	0
2020-05-24	431	1	16	0
2020-05-23	430	1	16	0
2020-05-22	429	1	16	0
2020-05-21	428	2	16	0
2020-05-19	426	3	16	0
2020-05-13	423	1	16	0
2020-05-11	422	2	16	0
2020-05-09	420	2	16	0
2020-05-06	418	1	16	0
2020-05-04	417	1	16	0
2020-05-03	416	2	16	0
2020-05-01	414	1	16	0
2020-04-30	413	2	16	0
2020-04-29	411	2	16	0
2020-04-28	409	2	16	0
2020-04-27	407	4	16	0
2020-04-25	403	1	16	0
2020-04-24	402	4	16	0
2020-04-23	398	9	16	0
2020-04-22	389	3	16	0
2020-04-20	386	1	16	0
2020-04-19	385	3	16	0
2020-04-18	382	18	16	1
2020-04-17	364	1	15	0
2020-04-16	363	7	15	0
2020-04-15	356	3	15	0
2020-04-14	353	7	15	2
2020-04-13	346	5	13	0
2020-04-12	341	1	13	0
2020-04-11	340	9	13	0
2020-04-10	331	14	13	1
2020-04-09	317	13	12	2
2020-04-08	304	18	10	0
2020-04-07	286	4	10	0
2020-04-06	282	4	10	0
2020-04-05	278	9	10	1
2020-04-04	269	20	9	4
2020-04-03	249	15	5	1
2020-04-02	234	36	4	2
2020-04-01	198	22	2	2
2020-03-31	176	9	0	0
2020-03-30	167	13	0	0
2020-03-29	154	11	0	0
2020-03-28	143	19	0	0
2020-03-27	124	15	0	0
2020-03-26	109	19	0	0
2020-03-25	90	13	0	0
2020-03-24	77	13	0	0
2020-03-23	64	5	0	0
2020-03-22	59	15	0	0
2020-03-21	44	8	0	0
2020-03-20	36	11	0	0
2020-03-19	25	2	0	0
2020-03-18	23	8	0	0
2020-03-17	15	5	0	0
2020-03-16	10	1	0	0
2020-03-15	9	2	0	0
2020-03-14	7	2	0	0
2020-03-12	5	2	0	0
2020-03-05	3	1	0	0
2020-03-03	2	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: 0:03:02.235143