Germany: LK Regensburg (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 11:22:05 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Regensburg")
print(f'Population of country="Germany", subregion="LK Regensburg": {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 Regensburg": 195225 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	105232	36	302	0
2023-03-03	105196	17	302	0
2023-03-02	105179	54	302	0
2023-03-01	105125	29	302	0
2023-02-28	105096	67	302	0
2023-02-27	105029	81	302	1
2023-02-24	104948	34	301	0
2023-02-23	104914	64	301	1
2023-02-22	104850	61	300	0
2023-02-21	104789	50	300	0
2023-02-20	104739	72	300	0
2023-02-17	104667	44	300	0
2023-02-16	104623	39	300	0
2023-02-15	104584	59	300	0
2023-02-14	104525	60	300	0
2023-02-13	104465	55	300	0
2023-02-10	104410	41	300	0
2023-02-09	104369	52	300	0
2023-02-08	104317	56	300	0
2023-02-07	104261	90	300	0
2023-02-06	104171	68	300	0
2023-02-03	104103	32	300	0
2023-02-02	104071	34	300	0
2023-02-01	104037	63	300	0
2023-01-31	103974	73	300	0
2023-01-30	103901	58	300	0
2023-01-27	103843	27	300	0
2023-01-26	103816	36	300	0
2023-01-25	103780	45	300	0
2023-01-24	103735	48	300	0
2023-01-23	103687	45	300	0
2023-01-20	103642	19	300	0
2023-01-19	103623	24	300	0
2023-01-18	103599	25	300	0
2023-01-17	103574	45	300	0
2023-01-16	103529	38	300	0
2023-01-13	103491	9	300	0
2023-01-12	103482	35	300	1
2023-01-11	103447	56	299	0
2023-01-10	103391	55	299	0
2023-01-09	103336	65	299	0
2023-01-05	103271	50	299	0
2023-01-04	103221	56	299	0
2023-01-03	103165	25	299	0
2023-01-02	103140	64	299	0
2022-12-30	103076	37	299	0
2022-12-29	103039	52	299	0
2022-12-28	102987	54	299	1
2022-12-27	102933	65	298	0
2022-12-23	102868	39	298	0
2022-12-22	102829	66	298	0
2022-12-21	102763	50	298	0
2022-12-20	102713	70	298	0
2022-12-19	102643	58	298	0
2022-12-16	102585	18	298	0
2022-12-15	102567	34	298	0
2022-12-14	102533	53	298	0
2022-12-13	102480	59	298	0
2022-12-12	102421	47	298	0
2022-12-09	102374	30	298	0
2022-12-08	102344	38	298	0
2022-12-07	102306	42	298	0
2022-12-06	102264	47	298	0
2022-12-05	102217	52	298	0
2022-12-02	102165	19	298	0
2022-12-01	102146	40	298	0
2022-11-30	102106	40	298	0
2022-11-29	102066	62	298	0
2022-11-28	102004	41	298	0
2022-11-25	101963	30	298	0
2022-11-24	101933	38	298	0
2022-11-23	101895	47	298	0
2022-11-22	101848	52	298	0
2022-11-21	101796	76	298	0
2022-11-18	101720	20	298	0
2022-11-17	101700	43	298	0
2022-11-16	101657	70	298	0
2022-11-15	101587	91	298	0
2022-11-14	101496	82	298	0
2022-11-12	101414	2	298	0
2022-11-11	101412	38	298	0
2022-11-10	101374	69	298	0
2022-11-09	101305	76	298	0
2022-11-08	101229	147	298	0
2022-11-07	101082	133	298	0
2022-11-04	100949	73	298	0
2022-11-03	100876	95	298	0
2022-11-02	100781	176	298	1
2022-11-01	100605	1	297	0
2022-10-31	100604	159	297	0
2022-10-28	100445	75	297	0
2022-10-27	100370	143	297	0
2022-10-26	100227	202	297	0
2022-10-25	100025	247	297	0
2022-10-24	99778	282	297	1
2022-10-21	99496	122	296	0
2022-10-20	99374	217	296	0
2022-10-19	99157	263	296	0
2022-10-18	98894	430	296	0
2022-10-17	98464	424	296	2
2022-10-15	98040	1	294	0
2022-10-14	98039	170	294	0
2022-10-13	97869	294	294	0
2022-10-12	97575	394	294	0
2022-10-11	97181	406	294	0
2022-10-10	96775	486	294	0
2022-10-07	96289	260	294	0
2022-10-06	96029	456	294	0
2022-10-05	95573	503	294	0
2022-10-04	95070	434	294	0
2022-10-03	94636	1	294	0
2022-10-02	94635	1	294	0
2022-10-01	94634	1	294	0
2022-09-30	94633	216	294	0
2022-09-29	94417	277	294	0
2022-09-28	94140	376	294	1
2022-09-27	93764	380	293	2
2022-09-26	93384	364	291	0
2022-09-23	93020	139	291	0
2022-09-22	92881	291	291	0
2022-09-21	92590	81	291	0
2022-09-20	92509	213	291	0
2022-09-19	92296	226	291	1
2022-09-17	92070	1	290	0
2022-09-16	92069	106	290	0
2022-09-15	91963	115	290	0
2022-09-14	91848	155	290	0
2022-09-13	91693	254	290	0
2022-09-12	91439	189	290	0
2022-09-09	91250	84	290	0
2022-09-08	91166	91	290	0
2022-09-07	91075	110	290	0
2022-09-06	90965	139	290	0
2022-09-05	90826	86	290	0
2022-09-02	90740	55	290	0
2022-09-01	90685	80	290	0
2022-08-31	90605	109	290	0
2022-08-30	90496	154	290	0
2022-08-29	90342	172	290	1
2022-08-27	90170	3	289	0
2022-08-26	90167	79	289	0
2022-08-25	90088	92	289	0
2022-08-24	89996	102	289	0
2022-08-23	89894	159	289	0
2022-08-22	89735	135	289	0
2022-08-20	89600	1	289	0
2022-08-19	89599	63	289	0
2022-08-18	89536	114	289	0
2022-08-17	89422	162	289	0
2022-08-16	89260	140	289	0
2022-08-15	89120	2	289	0
2022-08-13	89118	3	289	0
2022-08-12	89115	82	289	0
2022-08-11	89033	75	289	0
2022-08-10	88958	103	289	0
2022-08-09	88855	178	289	0
2022-08-08	88677	146	289	0
2022-08-07	88531	1	289	0
2022-08-05	88530	133	289	0
2022-08-04	88397	131	289	0
2022-08-03	88266	175	289	0
2022-08-02	88091	258	289	1
2022-08-01	87833	231	288	0
2022-07-29	87602	154	288	1
2022-07-28	87448	227	287	0
2022-07-27	87221	345	287	0
2022-07-26	86876	482	287	0
2022-07-25	86394	536	287	0
2022-07-23	85858	2	287	0
2022-07-22	85856	332	287	0
2022-07-21	85524	380	287	1
2022-07-20	85144	529	286	0
2022-07-19	84615	471	286	0
2022-07-18	84144	575	286	0
2022-07-16	83569	1	286	0
2022-07-15	83568	309	286	0
2022-07-14	83259	374	286	0
2022-07-13	82885	477	286	0
2022-07-12	82408	418	286	0
2022-07-11	81990	407	286	0
2022-07-08	81583	195	286	0
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2021-09-26	9138	4	211	0
2021-09-25	9134	8	211	0
2021-09-24	9126	3	211	0
2021-09-23	9123	23	211	0
2021-09-22	9100	15	211	0
2021-09-21	9085	20	211	0
2021-09-20	9065	28	211	0
2021-09-19	9037	10	211	0
2021-09-18	9027	9	211	0
2021-09-17	9018	17	211	0
2021-09-16	9001	30	211	0
2021-09-15	8971	19	211	0
2021-09-14	8952	22	211	0
2021-09-13	8930	10	211	0
2021-09-12	8920	19	211	0
2021-09-11	8901	13	211	0
2021-09-10	8888	17	211	0
2021-09-09	8871	25	211	0
2021-09-08	8846	16	211	1
2021-09-07	8830	21	210	0
2021-09-06	8809	16	210	0
2021-09-05	8793	24	210	0
2021-09-04	8769	12	210	0
2021-09-03	8757	11	210	0
2021-09-02	8746	43	210	0
2021-09-01	8703	19	210	0
2021-08-31	8684	33	210	0
2021-08-30	8651	11	210	0
2021-08-29	8640	5	210	0
2021-08-28	8635	26	210	0
2021-08-27	8609	16	210	0
2021-08-26	8593	17	210	0
2021-08-25	8576	23	210	0
2021-08-24	8553	19	210	0
2021-08-23	8534	5	210	0
2021-08-22	8529	2	210	0
2021-08-21	8527	15	210	0
2021-08-20	8512	5	210	0
2021-08-19	8507	13	210	0
2021-08-18	8494	15	210	0
2021-08-17	8479	14	210	0
2021-08-16	8465	1	210	0
2021-08-15	8464	4	210	0
2021-08-14	8460	3	210	0
2021-08-13	8457	8	210	0
2021-08-12	8449	5	210	0
2021-08-11	8444	9	210	0
2021-08-10	8435	10	210	0
2021-08-09	8425	3	210	0
2021-08-08	8422	1	210	0
2021-08-07	8421	7	210	0
2021-08-06	8414	3	210	0
2021-08-05	8411	3	210	0
2021-08-04	8408	3	210	0
2021-08-03	8405	6	210	0
2021-08-01	8399	1	210	0
2021-07-31	8398	4	210	0
2021-07-30	8394	1	210	0
2021-07-29	8393	5	210	0
2021-07-28	8388	4	210	0
2021-07-27	8384	6	210	0
2021-07-26	8378	11	210	0
2021-07-25	8367	1	210	0
2021-07-24	8366	1	210	0
2021-07-23	8365	3	210	0
2021-07-22	8362	1	210	0
2021-07-21	8361	3	210	0
2021-07-20	8358	10	210	0
2021-07-19	8348	2	210	0
2021-07-18	8346	3	210	0
2021-07-17	8343	2	210	0
2021-07-16	8341	3	210	0
2021-07-15	8338	5	210	0
2021-07-14	8333	11	210	1
2021-07-13	8322	5	209	0
2021-07-12	8317	3	209	1
2021-07-10	8314	6	208	0
2021-07-09	8308	3	208	0
2021-07-07	8305	1	208	0
2021-07-06	8304	4	208	0
2021-07-04	8300	2	208	0
2021-07-03	8298	3	208	0
2021-07-02	8295	1	208	0
2021-07-01	8294	2	208	0
2021-06-30	8292	2	208	0
2021-06-29	8290	1	208	0
2021-06-28	8289	3	208	0
2021-06-25	8286	1	208	0
2021-06-24	8285	3	208	0
2021-06-23	8282	2	208	0
2021-06-22	8280	3	208	0
2021-06-20	8277	1	208	0
2021-06-19	8276	2	208	0
2021-06-18	8274	1	208	0
2021-06-17	8273	1	208	1
2021-06-16	8272	10	207	0
2021-06-15	8262	2	207	0
2021-06-13	8260	4	207	0
2021-06-12	8256	3	207	0
2021-06-11	8253	3	207	0
2021-06-10	8250	4	207	0
2021-06-09	8246	22	207	0
2021-06-08	8224	5	207	0
2021-06-07	8219	5	207	0
2021-06-06	8214	4	207	0
2021-06-05	8210	15	207	0
2021-06-04	8195	12	207	0
2021-06-03	8183	3	207	0
2021-06-02	8180	22	207	0
2021-06-01	8158	14	207	0
2021-05-31	8144	2	207	0
2021-05-29	8142	10	207	0
2021-05-28	8132	23	207	0
2021-05-27	8109	22	207	0
2021-05-26	8087	19	207	0
2021-05-25	8068	6	207	0
2021-05-24	8062	6	207	0
2021-05-23	8056	1	207	0
2021-05-22	8055	30	207	2
2021-05-21	8025	13	205	0
2021-05-20	8012	39	205	1
2021-05-19	7973	37	204	0
2021-05-18	7936	16	204	0
2021-05-17	7920	10	204	0
2021-05-16	7910	17	204	0
2021-05-15	7893	28	204	1
2021-05-14	7865	10	203	0
2021-05-13	7855	35	203	1
2021-05-12	7820	40	202	0
2021-05-11	7780	24	202	0
2021-05-10	7756	2	202	1
2021-05-09	7754	21	201	1
2021-05-08	7733	35	200	0
2021-05-07	7698	24	200	0
2021-05-06	7674	39	200	1
2021-05-05	7635	63	199	0
2021-05-04	7572	26	199	0
2021-05-03	7546	5	199	0
2021-05-02	7541	15	199	0
2021-05-01	7526	43	199	0
2021-04-30	7483	27	199	0
2021-04-29	7456	61	199	0
2021-04-28	7395	68	199	2
2021-04-27	7327	48	197	0
2021-04-26	7279	13	197	0
2021-04-25	7266	25	197	1
2021-04-24	7241	67	196	0
2021-04-23	7174	37	196	0
2021-04-22	7137	76	196	0
2021-04-21	7061	68	196	1
2021-04-20	6993	57	195	1
2021-04-19	6936	31	194	1
2021-04-18	6905	9	193	1
2021-04-17	6896	68	192	1
2021-04-16	6828	81	191	0
2021-04-15	6747	64	191	1
2021-04-14	6683	83	190	1
2021-04-13	6600	41	189	1
2021-04-12	6559	35	188	0
2021-04-11	6524	6	188	1
2021-04-10	6518	83	187	0
2021-04-09	6435	54	187	0
2021-04-08	6381	96	187	0
2021-04-07	6285	79	187	1
2021-04-06	6206	16	186	0
2021-04-05	6190	4	186	1
2021-04-04	6186	12	185	0
2021-04-03	6174	37	185	1
2021-04-02	6137	29	184	0
2021-04-01	6108	62	184	1
2021-03-31	6046	117	183	0
2021-03-30	5929	40	183	0
2021-03-29	5889	15	183	0
2021-03-28	5874	48	183	1
2021-03-27	5826	75	182	1
2021-03-26	5751	91	181	0
2021-03-25	5660	80	181	1
2021-03-24	5580	37	180	1
2021-03-23	5543	56	179	0
2021-03-22	5487	9	179	0
2021-03-21	5478	12	179	0
2021-03-20	5466	25	179	0
2021-03-19	5441	42	179	0
2021-03-18	5399	41	179	0
2021-03-17	5358	45	179	1
2021-03-16	5313	30	178	1
2021-03-15	5283	22	177	0
2021-03-14	5261	1	177	0
2021-03-13	5260	29	177	1
2021-03-12	5231	34	176	0
2021-03-11	5197	19	176	0
2021-03-10	5178	29	176	0
2021-03-09	5149	10	176	0
2021-03-08	5139	10	176	0
2021-03-07	5129	11	176	0
2021-03-06	5118	22	176	0
2021-03-05	5096	15	176	0
2021-03-04	5081	53	176	0
2021-03-03	5028	8	176	0
2021-03-02	5020	24	176	0
2021-03-01	4996	10	176	1
2021-02-28	4986	14	175	0
2021-02-27	4972	27	175	0
2021-02-26	4945	4	175	0
2021-02-25	4941	11	175	0
2021-02-24	4930	12	175	0
2021-02-23	4918	19	175	0
2021-02-22	4899	3	175	0
2021-02-21	4896	11	175	1
2021-02-20	4885	14	174	1
2021-02-19	4871	13	173	0
2021-02-18	4858	23	173	1
2021-02-17	4835	17	172	0
2021-02-16	4818	16	172	0
2021-02-15	4802	17	172	2
2021-02-14	4785	4	170	1
2021-02-13	4781	20	169	0
2021-02-12	4761	12	169	0
2021-02-11	4749	54	169	0
2021-02-10	4695	35	169	2
2021-02-09	4660	11	167	0
2021-02-08	4649	4	167	1
2021-02-07	4645	7	166	0
2021-02-06	4638	32	166	0
2021-02-05	4606	23	166	0
2021-02-04	4583	12	166	0
2021-02-03	4571	32	166	0
2021-02-02	4539	24	166	0
2021-02-01	4515	8	166	1
2021-01-31	4507	8	165	1
2021-01-30	4499	21	164	0
2021-01-29	4478	18	164	1
2021-01-28	4460	8	163	0
2021-01-27	4452	22	163	0
2021-01-26	4430	16	163	3
2021-01-25	4414	3	160	0
2021-01-24	4411	10	160	0
2021-01-23	4401	15	160	1
2021-01-22	4386	14	159	0
2021-01-21	4372	11	159	1
2021-01-20	4361	14	158	0
2021-01-19	4347	21	158	0
2021-01-18	4326	8	158	0
2021-01-17	4318	22	158	0
2021-01-16	4296	13	158	0
2021-01-15	4283	19	158	1
2021-01-14	4264	17	157	0
2021-01-13	4247	31	157	0
2021-01-12	4216	21	157	0
2021-01-11	4195	7	157	0
2021-01-10	4188	60	157	18
2021-01-09	4128	34	139	2
2021-01-08	4094	17	137	2
2021-01-07	4077	42	135	0
2021-01-06	4035	28	135	0
2021-01-05	4007	23	135	0
2021-01-04	3984	44	135	1
2021-01-03	3940	12	134	1
2021-01-02	3928	15	133	1
2021-01-01	3913	17	132	2
2020-12-31	3896	18	130	1
2020-12-30	3878	74	129	2
2020-12-29	3804	37	127	2
2020-12-28	3767	11	125	2
2020-12-27	3756	10	123	0
2020-12-26	3746	76	123	4
2020-12-25	3670	35	119	3
2020-12-24	3635	39	116	0
2020-12-23	3596	52	116	2
2020-12-22	3544	27	114	0
2020-12-21	3517	14	114	3
2020-12-20	3503	72	111	9
2020-12-19	3431	49	102	4
2020-12-18	3382	34	98	4
2020-12-17	3348	47	94	8
2020-12-16	3301	73	86	1
2020-12-15	3228	38	85	2
2020-12-14	3190	12	83	1
2020-12-13	3178	54	82	6
2020-12-12	3124	12	76	0
2020-12-11	3112	75	76	4
2020-12-10	3037	44	72	4
2020-12-09	2993	23	68	0
2020-12-08	2970	37	68	2
2020-12-07	2933	17	66	1
2020-12-06	2916	17	65	0
2020-12-05	2899	43	65	0
2020-12-04	2856	54	65	2
2020-12-03	2802	57	63	6
2020-12-02	2745	50	57	0
2020-12-01	2695	50	57	0
2020-11-30	2645	18	57	1
2020-11-29	2627	26	56	0
2020-11-28	2601	31	56	2
2020-11-27	2570	47	54	2
2020-11-26	2523	59	52	3
2020-11-25	2464	34	49	0
2020-11-24	2430	57	49	1
2020-11-23	2373	53	48	1
2020-11-22	2320	19	47	3
2020-11-21	2301	62	44	0
2020-11-20	2239	36	44	0
2020-11-19	2203	98	44	3
2020-11-18	2105	62	41	4
2020-11-17	2043	89	37	2
2020-11-16	1954	42	35	3
2020-11-15	1912	22	32	1
2020-11-14	1890	77	31	2
2020-11-13	1813	98	29	1
2020-11-12	1715	54	28	0
2020-11-11	1661	68	28	0
2020-11-10	1593	70	28	2
2020-11-09	1523	27	26	0
2020-11-08	1496	28	26	1
2020-11-07	1468	112	25	0
2020-11-06	1356	60	25	0
2020-11-05	1296	45	25	2
2020-11-04	1251	58	23	0
2020-11-03	1193	34	23	2
2020-11-02	1159	6	21	0
2020-11-01	1153	32	21	0
2020-10-31	1121	39	21	0
2020-10-30	1082	28	21	0
2020-10-29	1054	15	21	0
2020-10-28	1039	29	21	0
2020-10-27	1010	38	21	0
2020-10-26	972	26	21	0
2020-10-25	946	18	21	2
2020-10-24	928	18	19	0
2020-10-23	910	18	19	0
2020-10-22	892	23	19	1
2020-10-21	869	18	18	0
2020-10-20	851	7	18	0
2020-10-19	844	1	18	0
2020-10-18	843	3	18	0
2020-10-17	840	12	18	0
2020-10-16	828	2	18	0
2020-10-15	826	9	18	0
2020-10-14	817	8	18	0
2020-10-13	809	4	18	0
2020-10-12	805	3	18	0
2020-10-11	802	4	18	0
2020-10-10	798	8	18	0
2020-10-09	790	10	18	0
2020-10-08	780	5	18	0
2020-10-07	775	9	18	0
2020-10-06	766	3	18	0
2020-10-05	763	2	18	0
2020-10-04	761	1	18	0
2020-10-03	760	6	18	0
2020-10-02	754	13	18	1
2020-10-01	741	3	17	0
2020-09-30	738	6	17	0
2020-09-29	732	6	17	0
2020-09-28	726	10	17	0
2020-09-26	716	6	17	0
2020-09-25	710	4	17	0
2020-09-24	706	11	17	0
2020-09-23	695	6	17	0
2020-09-22	689	3	17	0
2020-09-21	686	5	17	0
2020-09-20	681	5	17	0
2020-09-19	676	3	17	0
2020-09-18	673	5	17	0
2020-09-17	668	7	17	0
2020-09-16	661	2	17	0
2020-09-15	659	1	17	0
2020-09-14	658	1	17	0
2020-09-13	657	2	17	0
2020-09-12	655	6	17	0
2020-09-11	649	4	17	0
2020-09-10	645	3	17	0
2020-09-09	642	6	17	0
2020-09-08	636	3	17	0
2020-09-07	633	4	17	0
2020-09-05	629	4	17	0
2020-09-04	625	5	17	0
2020-09-03	620	8	17	0
2020-09-02	612	6	17	0
2020-09-01	606	4	17	0
2020-08-31	602	4	17	0
2020-08-30	598	3	17	0
2020-08-29	595	8	17	0
2020-08-28	587	2	17	0
2020-08-27	585	10	17	0
2020-08-26	575	16	17	0
2020-08-25	559	8	17	0
2020-08-24	551	5	17	0
2020-08-23	546	2	17	0
2020-08-22	544	2	17	0
2020-08-21	542	3	17	0
2020-08-20	539	4	17	0
2020-08-19	535	2	17	0
2020-08-18	533	2	17	0
2020-08-17	531	3	17	0
2020-08-16	528	2	17	0
2020-08-15	526	3	17	0
2020-08-13	523	3	17	0
2020-08-12	520	3	17	0
2020-08-11	517	1	17	0
2020-08-10	516	1	17	0
2020-08-06	515	1	17	0
2020-08-04	514	1	17	0
2020-08-02	513	4	17	0
2020-08-01	509	1	17	0
2020-07-31	508	2	17	0
2020-07-30	506	3	17	1
2020-07-17	503	1	16	0
2020-07-15	502	1	16	0
2020-07-14	501	2	16	0
2020-07-10	499	1	16	0
2020-07-09	498	1	16	0
2020-07-08	497	1	16	0
2020-06-30	496	1	16	0
2020-06-29	495	1	16	0
2020-06-26	494	1	16	0
2020-06-09	493	1	16	0
2020-06-08	492	2	16	0
2020-06-06	490	1	16	0
2020-06-05	489	3	16	0
2020-06-04	486	3	16	0
2020-06-03	483	1	16	0
2020-06-02	482	3	16	0
2020-05-31	479	2	16	0
2020-05-30	477	13	16	0
2020-05-29	464	1	16	0
2020-05-27	463	4	16	0
2020-05-26	459	2	16	0
2020-05-25	457	3	16	0
2020-05-24	454	6	16	0
2020-05-23	448	2	16	0
2020-05-22	446	3	16	0
2020-05-21	443	1	16	0
2020-05-18	442	2	16	0
2020-05-17	440	1	16	0
2020-05-14	439	1	16	0
2020-05-12	438	1	16	0
2020-05-11	437	6	16	0
2020-05-07	431	2	16	0
2020-05-06	429	1	16	0
2020-05-05	428	4	16	0
2020-05-04	424	4	16	0
2020-04-30	420	6	16	0
2020-04-29	414	1	16	0
2020-04-28	413	4	16	0
2020-04-27	409	4	16	1
2020-04-24	405	1	15	0
2020-04-23	404	5	15	0
2020-04-22	399	6	15	0
2020-04-21	393	4	15	0
2020-04-19	389	1	15	0
2020-04-18	388	7	15	1
2020-04-17	381	2	14	0
2020-04-16	379	15	14	2
2020-04-15	364	7	12	0
2020-04-14	357	8	12	1
2020-04-12	349	7	11	0
2020-04-11	342	1	11	0
2020-04-10	341	13	11	0
2020-04-09	328	5	11	0
2020-04-08	323	11	11	1
2020-04-07	312	25	10	1
2020-04-06	287	10	9	0
2020-04-05	277	20	9	0
2020-04-04	257	19	9	0
2020-04-03	238	21	9	1
2020-04-02	217	18	8	1
2020-04-01	199	25	7	0
2020-03-31	174	12	7	0
2020-03-30	162	6	7	1
2020-03-29	156	6	6	0
2020-03-28	150	17	6	1
2020-03-27	133	12	5	0
2020-03-26	121	12	5	1
2020-03-25	109	14	4	2
2020-03-24	95	7	2	0
2020-03-23	88	3	2	0
2020-03-22	85	8	2	1
2020-03-21	77	13	1	0
2020-03-20	64	8	1	1
2020-03-19	56	11	0	0
2020-03-18	45	17	0	0
2020-03-17	28	2	0	0
2020-03-16	26	8	0	0
2020-03-14	18	6	0	0
2020-03-13	12	1	0	0
2020-03-12	11	4	0	0
2020-03-11	7	1	0	0
2020-03-10	6	1	0	0
2020-03-09	5	3	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: 0:03:28.351286