Germany: LK Ammerland (Niedersachsen)

• 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 12:59:13 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Ammerland")
print(f'Population of country="Germany", subregion="LK Ammerland": {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 Ammerland": 126475 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	58436	15	110	0
2023-03-03	58421	17	110	0
2023-03-02	58404	6	110	0
2023-03-01	58398	23	110	2
2023-02-28	58375	14	108	0
2023-02-27	58361	29	108	0
2023-02-24	58332	7	108	0
2023-02-23	58325	13	108	0
2023-02-22	58312	25	108	0
2023-02-21	58287	28	108	0
2023-02-20	58259	30	108	0
2023-02-17	58229	18	108	0
2023-02-16	58211	24	108	0
2023-02-15	58187	34	108	0
2023-02-14	58153	14	108	0
2023-02-13	58139	29	108	0
2023-02-10	58110	8	108	0
2023-02-09	58102	52	108	0
2023-02-07	58050	21	108	0
2023-02-06	58029	32	108	0
2023-02-03	57997	17	108	0
2023-02-02	57980	23	108	0
2023-02-01	57957	60	108	0
2023-01-31	57897	35	108	0
2023-01-30	57862	43	108	0
2023-01-27	57819	21	108	0
2023-01-26	57798	21	108	0
2023-01-25	57777	48	108	0
2023-01-24	57729	32	108	0
2023-01-23	57697	36	108	0
2023-01-20	57661	13	108	1
2023-01-19	57648	19	107	1
2023-01-18	57629	22	106	0
2023-01-17	57607	26	106	0
2023-01-16	57581	29	106	0
2023-01-13	57552	20	106	0
2023-01-12	57532	25	106	0
2023-01-11	57507	110	106	0
2023-01-10	57397	29	106	0
2023-01-09	57368	39	106	0
2023-01-06	57329	43	106	0
2023-01-05	57286	28	106	0
2023-01-04	57258	59	106	0
2023-01-03	57199	43	106	0
2023-01-02	57156	67	106	1
2022-12-30	57089	57	105	0
2022-12-29	57032	73	105	0
2022-12-28	56959	45	105	0
2022-12-27	56914	112	105	0
2022-12-23	56802	103	105	0
2022-12-22	56699	97	105	0
2022-12-21	56602	138	105	2
2022-12-20	56464	93	103	0
2022-12-19	56371	140	103	0
2022-12-16	56231	94	103	0
2022-12-15	56137	113	103	0
2022-12-14	56024	147	103	0
2022-12-13	55877	147	103	0
2022-12-12	55730	79	103	0
2022-12-09	55651	74	103	0
2022-12-08	55577	106	103	0
2022-12-07	55471	102	103	1
2022-12-06	55369	96	102	0
2022-12-05	55273	168	102	2
2022-12-02	55105	84	100	0
2022-12-01	55021	100	100	0
2022-11-30	54921	114	100	0
2022-11-29	54807	86	100	0
2022-11-28	54721	144	100	0
2022-11-25	54577	83	100	0
2022-11-24	54494	74	100	0
2022-11-23	54420	91	100	0
2022-11-22	54329	69	100	0
2022-11-21	54260	129	100	1
2022-11-18	54131	71	99	0
2022-11-17	54060	48	99	0
2022-11-16	54012	133	99	0
2022-11-15	53879	55	99	0
2022-11-14	53824	83	99	0
2022-11-11	53741	35	99	0
2022-11-10	53706	179	99	0
2022-11-09	53527	52	99	0
2022-11-08	53475	53	99	0
2022-11-07	53422	73	99	0
2022-11-04	53349	47	99	0
2022-11-03	53302	173	99	0
2022-11-02	53129	86	99	0
2022-11-01	53043	140	99	0
2022-10-28	52903	106	99	0
2022-10-27	52797	103	99	0
2022-10-26	52694	229	99	0
2022-10-25	52465	94	99	0
2022-10-24	52371	200	99	0
2022-10-21	52171	101	99	0
2022-10-20	52070	188	99	0
2022-10-19	51882	273	99	0
2022-10-18	51609	148	99	0
2022-10-17	51461	247	99	0
2022-10-14	51214	107	99	0
2022-10-13	51107	171	99	0
2022-10-12	50936	237	99	0
2022-10-11	50699	224	99	0
2022-10-10	50475	307	99	0
2022-10-07	50168	164	99	0
2022-10-06	50004	268	99	0
2022-10-05	49736	213	99	0
2022-10-04	49523	194	99	0
2022-09-30	49329	178	99	0
2022-09-29	49151	76	99	0
2022-09-28	49075	192	99	0
2022-09-27	48883	162	99	0
2022-09-26	48721	143	99	0
2022-09-23	48578	53	99	0
2022-09-22	48525	96	99	0
2022-09-21	48429	142	99	0
2022-09-20	48287	88	99	0
2022-09-19	48199	103	99	0
2022-09-16	48096	69	99	0
2022-09-15	48027	80	99	0
2022-09-14	47947	116	99	0
2022-09-13	47831	113	99	0
2022-09-12	47718	126	99	0
2022-09-09	47592	78	99	0
2022-09-08	47514	107	99	0
2022-09-07	47407	115	99	0
2022-09-06	47292	95	99	0
2022-09-05	47197	150	99	0
2022-09-02	47047	34	99	0
2022-09-01	47013	108	99	0
2022-08-31	46905	222	99	0
2022-08-30	46683	79	99	0
2022-08-29	46604	196	99	0
2022-08-26	46408	121	99	0
2022-08-25	46287	178	99	0
2022-08-24	46109	150	99	0
2022-08-23	45959	138	99	0
2022-08-22	45821	158	99	0
2022-08-19	45663	97	99	0
2022-08-18	45566	117	99	0
2022-08-17	45449	149	99	0
2022-08-16	45300	168	99	1
2022-08-15	45132	117	98	0
2022-08-12	45015	60	98	0
2022-08-11	44955	101	98	0
2022-08-10	44854	139	98	0
2022-08-09	44715	76	98	0
2022-08-08	44639	167	98	0
2022-08-05	44472	84	98	0
2022-08-04	44388	121	98	0
2022-08-03	44267	188	98	0
2022-08-02	44079	125	98	0
2022-08-01	43954	179	98	0
2022-07-29	43775	95	98	0
2022-07-28	43680	142	98	0
2022-07-27	43538	215	98	1
2022-07-26	43323	112	97	0
2022-07-25	43211	224	97	1
2022-07-22	42987	128	96	0
2022-07-21	42859	145	96	0
2022-07-20	42714	361	96	0
2022-07-19	42353	246	96	0
2022-07-18	42107	249	96	0
2022-07-15	41858	190	96	0
2022-07-14	41668	183	96	0
2022-07-13	41485	394	96	0
2022-07-12	41091	97	96	0
2022-07-11	40994	300	96	0
2022-07-08	40694	217	96	0
2022-07-07	40477	209	96	1
2022-07-06	40268	416	95	0
2022-07-05	39852	129	95	0
2022-07-04	39723	337	95	1
2022-07-01	39386	193	94	1
2022-06-30	39193	234	93	0
2022-06-29	38959	476	93	0
2022-06-28	38483	98	93	0
2022-06-27	38385	452	93	0
2022-06-24	37933	299	93	0
2022-06-23	37634	265	93	0
2022-06-22	37369	424	93	0
2022-06-21	36945	129	93	0
2022-06-20	36816	298	93	0
2022-06-17	36518	213	93	0
2022-06-16	36305	244	93	0
2022-06-15	36061	439	93	0
2022-06-14	35622	117	93	0
2022-06-13	35505	436	93	0
2022-06-10	35069	256	93	0
2022-06-09	34813	360	93	0
2022-06-08	34453	111	93	0
2022-06-07	34342	68	93	0
2022-06-05	34274	218	93	0
2022-06-03	34056	161	93	0
2022-06-02	33895	162	93	0
2022-06-01	33733	190	93	0
2022-05-31	33543	97	93	0
2022-05-30	33446	27	93	0
2022-05-29	33419	58	93	0
2022-05-28	33361	58	93	0
2022-05-27	33303	40	93	0
2022-05-26	33263	128	93	0
2022-05-25	33135	193	93	0
2022-05-24	32942	56	93	0
2022-05-23	32886	39	93	0
2022-05-22	32847	106	93	0
2022-05-21	32741	124	93	0
2022-05-20	32617	131	93	1
2022-05-19	32486	164	92	0
2022-05-18	32322	252	92	0
2022-05-17	32070	152	92	0
2022-05-16	31918	38	92	0
2022-05-15	31880	93	92	0
2022-05-14	31787	217	92	0
2022-05-13	31570	302	92	0
2022-05-12	31268	472	92	0
2022-05-11	30796	185	92	0
2022-05-10	30611	132	92	0
2022-05-09	30479	95	92	0
2022-05-08	30384	184	92	0
2022-05-07	30200	232	92	0
2022-05-06	29968	202	92	0
2022-05-05	29766	432	92	0
2022-05-04	29334	232	92	0
2022-05-03	29102	142	92	0
2022-05-02	28960	37	92	0
2022-05-01	28923	162	92	0
2022-04-30	28761	206	92	0
2022-04-29	28555	419	92	0
2022-04-28	28136	409	92	0
2022-04-27	27727	244	92	0
2022-04-26	27483	148	92	0
2022-04-25	27335	150	92	0
2022-04-24	27185	245	92	0
2022-04-23	26940	513	92	1
2022-04-22	26427	474	91	0
2022-04-21	25953	256	91	0
2022-04-20	25697	288	91	0
2022-04-19	25409	233	91	0
2022-04-18	25176	230	91	0
2022-04-17	24946	224	91	0
2022-04-16	24722	238	91	0
2022-04-15	24484	232	91	0
2022-04-14	24252	288	91	0
2022-04-13	23964	300	91	0
2022-04-12	23664	213	91	0
2022-04-11	23451	239	91	0
2022-04-10	23212	244	91	0
2022-04-09	22968	64	91	0
2022-04-08	22904	369	91	0
2022-04-07	22535	174	91	0
2022-04-06	22361	211	91	0
2022-04-05	22150	665	91	0
2022-04-04	21485	252	91	0
2022-04-03	21233	214	91	0
2022-04-02	21019	457	91	0
2022-04-01	20562	487	91	0
2022-03-31	20075	429	91	0
2022-03-30	19646	452	91	2
2022-03-29	19194	456	89	0
2022-03-28	18738	245	89	0
2022-03-27	18493	231	89	0
2022-03-26	18262	219	89	0
2022-03-25	18043	243	89	0
2022-03-24	17800	453	89	0
2022-03-23	17347	215	89	0
2022-03-22	17132	282	89	0
2022-03-21	16850	232	89	0
2022-03-20	16618	242	89	0
2022-03-19	16376	400	89	0
2022-03-18	15976	232	89	1
2022-03-17	15744	425	88	0
2022-03-16	15319	348	88	1
2022-03-15	14971	123	87	0
2022-03-14	14848	145	87	0
2022-03-13	14703	229	87	0
2022-03-12	14474	323	87	1
2022-03-11	14151	243	86	0
2022-03-10	13908	220	86	0
2022-03-09	13688	294	86	0
2022-03-08	13394	76	86	0
2022-03-07	13318	41	86	0
2022-03-06	13277	140	86	0
2022-03-05	13137	201	86	1
2022-03-04	12936	195	85	0
2022-03-03	12741	212	85	0
2022-03-02	12529	215	85	0
2022-03-01	12314	83	85	0
2022-02-28	12231	27	85	0
2022-02-27	12204	115	85	0
2022-02-26	12089	160	85	0
2022-02-25	11929	163	85	0
2022-02-24	11766	243	85	0
2022-02-23	11523	241	85	0
2022-02-22	11282	54	85	0
2022-02-21	11228	45	85	0
2022-02-20	11183	143	85	1
2022-02-19	11040	169	84	0
2022-02-18	10871	169	84	0
2022-02-17	10702	191	84	1
2022-02-16	10511	226	83	0
2022-02-15	10285	49	83	0
2022-02-14	10236	63	83	0
2022-02-13	10173	73	83	0
2022-02-12	10100	190	83	0
2022-02-11	9910	213	83	1
2022-02-10	9697	172	82	0
2022-02-09	9525	239	82	0
2022-02-08	9286	39	82	0
2022-02-07	9247	63	82	0
2022-02-06	9184	192	82	0
2022-02-05	8992	159	82	0
2022-02-04	8833	145	82	0
2022-02-03	8688	122	82	0
2022-02-02	8566	186	82	0
2022-02-01	8380	47	82	0
2022-01-31	8333	74	82	0
2022-01-30	8259	175	82	0
2022-01-29	8084	151	82	0
2022-01-28	7933	213	82	0
2022-01-27	7720	196	82	0
2022-01-26	7524	186	82	0
2022-01-25	7338	68	82	0
2022-01-24	7270	116	82	0
2022-01-23	7154	147	82	0
2022-01-22	7007	197	82	0
2022-01-21	6810	140	82	0
2022-01-20	6670	144	82	1
2022-01-19	6526	151	81	0
2022-01-18	6375	45	81	0
2022-01-17	6330	34	81	1
2022-01-16	6296	128	80	0
2022-01-15	6168	125	80	0
2022-01-14	6043	57	80	0
2022-01-13	5986	112	80	0
2022-01-12	5874	140	80	0
2022-01-11	5734	41	80	0
2022-01-10	5693	37	80	0
2022-01-09	5656	48	80	1
2022-01-08	5608	114	79	0
2022-01-07	5494	110	79	0
2022-01-06	5384	53	79	0
2022-01-05	5331	91	79	2
2022-01-04	5240	17	77	0
2022-01-03	5223	18	77	0
2022-01-02	5205	6	77	0
2022-01-01	5199	72	77	0
2021-12-31	5127	29	77	0
2021-12-30	5098	36	77	0
2021-12-29	5062	41	77	0
2021-12-28	5021	16	77	0
2021-12-27	5005	6	77	0
2021-12-26	4999	3	77	0
2021-12-25	4996	17	77	0
2021-12-24	4979	44	77	0
2021-12-23	4935	31	77	0
2021-12-22	4904	23	77	0
2021-12-21	4881	6	77	0
2021-12-20	4875	4	77	0
2021-12-19	4871	15	77	0
2021-12-18	4856	27	77	0
2021-12-17	4829	23	77	0
2021-12-16	4806	12	77	0
2021-12-15	4794	27	77	0
2021-12-14	4767	7	77	2
2021-12-13	4760	2	75	0
2021-12-12	4758	18	75	0
2021-12-11	4740	28	75	0
2021-12-10	4712	18	75	0
2021-12-09	4694	20	75	1
2021-12-08	4674	33	74	0
2021-12-07	4641	2	74	0
2021-12-06	4639	20	74	1
2021-12-05	4619	4	73	0
2021-12-04	4615	36	73	0
2021-12-03	4579	33	73	0
2021-12-02	4546	19	73	0
2021-12-01	4527	40	73	0
2021-11-30	4487	13	73	0
2021-11-29	4474	8	73	0
2021-11-28	4466	31	73	0
2021-11-27	4435	40	73	0
2021-11-26	4395	34	73	0
2021-11-25	4361	33	73	0
2021-11-24	4328	54	73	0
2021-11-23	4274	12	73	0
2021-11-22	4262	18	73	0
2021-11-21	4244	27	73	0
2021-11-20	4217	34	73	0
2021-11-19	4183	33	73	0
2021-11-18	4150	38	73	0
2021-11-17	4112	56	73	1
2021-11-16	4056	19	72	0
2021-11-15	4037	3	72	0
2021-11-14	4034	23	72	1
2021-11-13	4011	27	71	0
2021-11-12	3984	33	71	1
2021-11-11	3951	18	70	0
2021-11-10	3933	48	70	0
2021-11-08	3885	2	70	0
2021-11-07	3883	3	70	0
2021-11-06	3880	18	70	0
2021-11-05	3862	12	70	1
2021-11-04	3850	13	69	0
2021-11-03	3837	23	69	1
2021-11-02	3814	5	68	0
2021-10-31	3809	3	68	0
2021-10-30	3806	9	68	0
2021-10-29	3797	13	68	0
2021-10-28	3784	9	68	1
2021-10-27	3775	15	67	0
2021-10-25	3760	1	67	0
2021-10-24	3759	7	67	0
2021-10-23	3752	21	67	3
2021-10-22	3731	5	64	0
2021-10-21	3726	8	64	0
2021-10-20	3718	9	64	0
2021-10-19	3709	5	64	0
2021-10-17	3704	1	64	0
2021-10-16	3703	7	64	0
2021-10-15	3696	6	64	0
2021-10-14	3690	15	64	0
2021-10-13	3675	16	64	0
2021-10-12	3659	2	64	0
2021-10-10	3657	5	64	0
2021-10-09	3652	18	64	0
2021-10-08	3634	7	64	0
2021-10-07	3627	8	64	0
2021-10-06	3619	13	64	0
2021-10-05	3606	1	64	0
2021-10-03	3605	3	64	0
2021-10-02	3602	10	64	0
2021-10-01	3592	11	64	0
2021-09-30	3581	11	64	0
2021-09-29	3570	2	64	0
2021-09-28	3568	5	64	0
2021-09-26	3563	2	64	0
2021-09-25	3561	7	64	0
2021-09-24	3554	5	64	0
2021-09-23	3549	13	64	0
2021-09-22	3536	8	64	0
2021-09-21	3528	1	64	0
2021-09-20	3527	4	64	0
2021-09-19	3523	1	64	0
2021-09-18	3522	5	64	0
2021-09-17	3517	7	64	0
2021-09-16	3510	6	64	0
2021-09-15	3504	8	64	0
2021-09-14	3496	16	64	0
2021-09-12	3480	1	64	0
2021-09-11	3479	12	64	0
2021-09-10	3467	4	64	0
2021-09-09	3463	22	64	0
2021-09-08	3441	12	64	0
2021-09-07	3429	3	64	0
2021-09-06	3426	2	64	0
2021-09-05	3424	14	64	0
2021-09-04	3410	18	64	0
2021-09-03	3392	1	64	0
2021-09-02	3391	17	64	0
2021-09-01	3374	10	64	0
2021-08-31	3364	3	64	0
2021-08-30	3361	1	64	0
2021-08-29	3360	5	64	0
2021-08-28	3355	14	64	0
2021-08-27	3341	6	64	0
2021-08-26	3335	32	64	0
2021-08-25	3303	16	64	0
2021-08-23	3287	2	64	0
2021-08-22	3285	1	64	0
2021-08-21	3284	18	64	0
2021-08-20	3266	1	64	0
2021-08-19	3265	13	64	0
2021-08-18	3252	16	64	0
2021-08-17	3236	4	64	0
2021-08-16	3232	1	64	0
2021-08-15	3231	5	64	0
2021-08-14	3226	8	64	0
2021-08-13	3218	1	64	0
2021-08-12	3217	7	64	0
2021-08-11	3210	6	64	0
2021-08-08	3204	1	64	0
2021-08-07	3203	10	64	0
2021-08-06	3193	4	64	0
2021-08-05	3189	2	64	0
2021-08-04	3187	3	64	0
2021-07-31	3184	2	64	0
2021-07-29	3182	2	64	0
2021-07-27	3180	1	64	0
2021-07-25	3179	1	64	0
2021-07-24	3178	1	64	0
2021-07-23	3177	1	64	0
2021-07-22	3176	2	64	0
2021-07-21	3174	3	64	0
2021-07-20	3171	1	64	0
2021-07-17	3170	3	64	0
2021-07-15	3167	1	64	0
2021-07-13	3166	2	64	0
2021-07-11	3164	1	64	0
2021-07-10	3163	1	64	0
2021-07-08	3162	1	64	0
2021-07-05	3161	1	64	0
2021-06-26	3160	2	64	0
2021-06-24	3158	1	64	0
2021-06-23	3157	1	64	0
2021-06-20	3156	2	64	0
2021-06-18	3154	2	64	0
2021-06-17	3152	3	64	0
2021-06-16	3149	1	64	0
2021-06-08	3148	1	64	0
2021-06-05	3147	3	64	0
2021-06-02	3144	5	64	0
2021-05-30	3139	3	64	0
2021-05-29	3136	5	64	0
2021-05-28	3131	2	64	0
2021-05-27	3129	4	64	0
2021-05-26	3125	9	64	0
2021-05-23	3116	2	64	0
2021-05-22	3114	12	64	0
2021-05-21	3102	5	64	0
2021-05-20	3097	7	64	0
2021-05-19	3090	9	64	0
2021-05-18	3081	13	64	0
2021-05-17	3068	3	64	0
2021-05-16	3065	1	64	0
2021-05-15	3064	18	64	0
2021-05-14	3046	1	64	0
2021-05-13	3045	24	64	0
2021-05-12	3021	7	64	0
2021-05-11	3014	2	64	0
2021-05-10	3012	2	64	0
2021-05-09	3010	3	64	0
2021-05-08	3007	12	64	0
2021-05-07	2995	2	64	0
2021-05-06	2993	44	64	1
2021-05-05	2949	12	63	0
2021-05-04	2937	5	63	0
2021-05-02	2932	7	63	0
2021-05-01	2925	27	63	0
2021-04-30	2898	12	63	0
2021-04-29	2886	17	63	0
2021-04-28	2869	27	63	0
2021-04-27	2842	11	63	0
2021-04-26	2831	9	63	0
2021-04-25	2822	12	63	0
2021-04-24	2810	19	63	0
2021-04-23	2791	26	63	0
2021-04-22	2765	48	63	2
2021-04-21	2717	22	61	0
2021-04-20	2695	8	61	0
2021-04-19	2687	13	61	0
2021-04-18	2674	12	61	0
2021-04-17	2662	13	61	0
2021-04-16	2649	25	61	1
2021-04-15	2624	41	60	0
2021-04-14	2583	21	60	2
2021-04-13	2562	9	58	0
2021-04-12	2553	12	58	0
2021-04-11	2541	20	58	0
2021-04-10	2521	24	58	0
2021-04-09	2497	14	58	0
2021-04-08	2483	32	58	0
2021-04-07	2451	10	58	0
2021-04-06	2441	2	58	0
2021-04-04	2439	5	58	0
2021-04-03	2434	31	58	0
2021-04-02	2403	3	58	0
2021-04-01	2400	20	58	0
2021-03-31	2380	23	58	1
2021-03-30	2357	9	57	0
2021-03-29	2348	13	57	0
2021-03-28	2335	24	57	0
2021-03-27	2311	17	57	1
2021-03-26	2294	15	56	1
2021-03-25	2279	23	55	0
2021-03-24	2256	30	55	0
2021-03-23	2226	1	55	0
2021-03-22	2225	22	55	0
2021-03-21	2203	12	55	0
2021-03-20	2191	18	55	0
2021-03-19	2173	10	55	0
2021-03-18	2163	31	55	0
2021-03-17	2132	19	55	1
2021-03-16	2113	5	54	0
2021-03-15	2108	17	54	0
2021-03-14	2091	19	54	1
2021-03-13	2072	16	53	0
2021-03-12	2056	10	53	0
2021-03-11	2046	27	53	1
2021-03-10	2019	11	52	0
2021-03-09	2008	5	52	0
2021-03-08	2003	8	52	0
2021-03-07	1995	14	52	0
2021-03-06	1981	21	52	0
2021-03-05	1960	18	52	0
2021-03-04	1942	9	52	2
2021-03-03	1933	17	50	0
2021-03-02	1916	6	50	0
2021-03-01	1910	15	50	2
2021-02-28	1895	11	48	1
2021-02-27	1884	6	47	2
2021-02-26	1878	10	45	0
2021-02-25	1868	10	45	0
2021-02-24	1858	52	45	9
2021-02-23	1806	12	36	1
2021-02-22	1794	8	35	0
2021-02-21	1786	5	35	0
2021-02-20	1781	8	35	0
2021-02-19	1773	2	35	0
2021-02-18	1771	12	35	0
2021-02-17	1759	19	35	0
2021-02-16	1740	5	35	0
2021-02-15	1735	2	35	0
2021-02-14	1733	8	35	0
2021-02-13	1725	6	35	0
2021-02-12	1719	4	35	0
2021-02-11	1715	10	35	1
2021-02-10	1705	10	34	0
2021-02-09	1695	6	34	0
2021-02-08	1689	1	34	0
2021-02-07	1688	2	34	0
2021-02-06	1686	4	34	0
2021-02-05	1682	5	34	0
2021-02-04	1677	9	34	0
2021-02-03	1668	8	34	0
2021-02-02	1660	8	34	0
2021-02-01	1652	1	34	0
2021-01-31	1651	1	34	0
2021-01-30	1650	5	34	0
2021-01-29	1645	3	34	0
2021-01-28	1642	6	34	0
2021-01-27	1636	14	34	0
2021-01-26	1622	2	34	0
2021-01-25	1620	2	34	1
2021-01-24	1618	14	33	2
2021-01-23	1604	4	31	0
2021-01-22	1600	8	31	0
2021-01-21	1592	15	31	0
2021-01-20	1577	7	31	0
2021-01-19	1570	7	31	0
2021-01-18	1563	5	31	0
2021-01-17	1558	19	31	0
2021-01-16	1539	23	31	0
2021-01-15	1516	7	31	1
2021-01-14	1509	20	30	1
2021-01-13	1489	33	29	1
2021-01-12	1456	6	28	1
2021-01-11	1450	8	27	1
2021-01-10	1442	20	26	1
2021-01-09	1422	17	25	0
2021-01-08	1405	12	25	0
2021-01-07	1393	25	25	0
2021-01-06	1368	29	25	2
2021-01-05	1339	6	23	1
2021-01-04	1333	5	22	2
2021-01-03	1328	5	20	1
2021-01-02	1323	7	19	0
2021-01-01	1316	17	19	0
2020-12-31	1299	11	19	0
2020-12-30	1288	30	19	1
2020-12-29	1258	4	18	0
2020-12-28	1254	6	18	1
2020-12-27	1248	6	17	0
2020-12-26	1242	6	17	0
2020-12-25	1236	22	17	0
2020-12-24	1214	6	17	0
2020-12-23	1208	36	17	0
2020-12-22	1172	3	17	0
2020-12-21	1169	16	17	2
2020-12-20	1153	16	15	0
2020-12-19	1137	28	15	0
2020-12-18	1109	13	15	0
2020-12-17	1096	28	15	0
2020-12-16	1068	18	15	0
2020-12-15	1050	13	15	1
2020-12-14	1037	17	14	0
2020-12-13	1020	23	14	0
2020-12-12	997	22	14	0
2020-12-11	975	8	14	0
2020-12-10	967	14	14	1
2020-12-09	953	32	13	0
2020-12-08	921	12	13	1
2020-12-07	909	28	12	0
2020-12-06	881	18	12	0
2020-12-05	863	16	12	0
2020-12-04	847	10	12	0
2020-12-03	837	35	12	0
2020-12-02	802	19	12	0
2020-12-01	783	5	12	0
2020-11-30	778	16	12	1
2020-11-29	762	20	11	0
2020-11-28	742	16	11	0
2020-11-27	726	16	11	0
2020-11-26	710	8	11	0
2020-11-25	702	15	11	0
2020-11-24	687	5	11	0
2020-11-23	682	4	11	0
2020-11-22	678	20	11	0
2020-11-21	658	8	11	0
2020-11-20	650	6	11	0
2020-11-19	644	21	11	0
2020-11-18	623	25	11	1
2020-11-17	598	2	10	0
2020-11-16	596	16	10	1
2020-11-15	580	22	9	0
2020-11-14	558	14	9	0
2020-11-13	544	4	9	0
2020-11-12	540	12	9	0
2020-11-11	528	18	9	0
2020-11-10	510	15	9	0
2020-11-09	495	16	9	0
2020-11-08	479	19	9	0
2020-11-07	460	22	9	0
2020-11-06	438	15	9	0
2020-11-05	423	10	9	0
2020-11-04	413	12	9	0
2020-11-03	401	2	9	1
2020-11-02	399	17	8	2
2020-11-01	382	5	6	0
2020-10-31	377	15	6	0
2020-10-30	362	14	6	0
2020-10-29	348	15	6	1
2020-10-28	333	19	5	0
2020-10-27	314	14	5	0
2020-10-26	300	19	5	0
2020-10-23	281	2	5	0
2020-10-22	279	8	5	0
2020-10-21	271	8	5	0
2020-10-20	263	1	5	0
2020-10-19	262	8	5	0
2020-10-16	254	1	5	0
2020-10-15	253	1	5	0
2020-10-14	252	2	5	0
2020-10-12	250	4	5	0
2020-10-09	246	6	5	0
2020-10-08	240	3	5	0
2020-10-07	237	1	5	0
2020-10-05	236	2	5	0
2020-10-02	234	2	5	0
2020-09-30	232	5	5	0
2020-09-28	227	5	5	0
2020-09-25	222	2	5	0
2020-09-23	220	1	5	0
2020-09-18	219	1	5	0
2020-09-17	218	2	5	0
2020-09-10	216	1	5	0
2020-09-08	215	1	5	0
2020-08-31	214	1	5	0
2020-08-26	213	1	5	0
2020-08-24	212	1	5	0
2020-08-18	211	2	5	0
2020-08-17	209	3	5	0
2020-08-05	206	1	5	0
2020-08-04	205	1	5	0
2020-08-03	204	2	5	0
2020-08-02	202	1	5	0
2020-07-31	201	1	5	0
2020-07-28	200	2	5	0
2020-07-22	198	2	5	0
2020-07-21	196	3	5	0
2020-07-06	193	1	5	0
2020-06-29	192	1	5	0
2020-06-22	191	1	5	0
2020-06-06	190	1	5	0
2020-06-04	189	1	5	0
2020-06-03	188	4	5	0
2020-05-30	184	1	5	0
2020-05-29	183	2	5	0
2020-05-27	181	2	5	0
2020-05-26	179	7	5	0
2020-05-25	172	1	5	0
2020-05-22	171	2	5	0
2020-05-19	169	1	5	0
2020-05-18	168	1	5	0
2020-05-13	167	1	5	0
2020-05-11	166	3	5	0
2020-05-06	163	1	5	0
2020-05-05	162	1	5	0
2020-04-24	161	1	5	0
2020-04-23	160	1	5	0
2020-04-21	159	3	5	0
2020-04-19	156	5	5	0
2020-04-16	151	6	5	0
2020-04-15	145	7	5	0
2020-04-14	138	1	5	0
2020-04-13	137	2	5	1
2020-04-12	135	6	4	0
2020-04-09	129	4	4	0
2020-04-08	125	6	4	0
2020-04-07	119	6	4	0
2020-04-06	113	5	4	0
2020-04-05	108	1	4	0
2020-04-04	107	1	4	0
2020-04-03	106	9	4	2
2020-04-02	97	7	2	0
2020-04-01	90	3	2	0
2020-03-31	87	6	2	0
2020-03-30	81	2	2	1
2020-03-28	79	14	1	0
2020-03-27	65	9	1	0
2020-03-26	56	9	1	0
2020-03-25	47	10	1	0
2020-03-24	37	4	1	1
2020-03-23	33	5	0	0
2020-03-22	28	4	0	0
2020-03-21	24	3	0	0
2020-03-20	21	3	0	0
2020-03-19	18	3	0	0
2020-03-17	15	6	0	0
2020-03-16	9	2	0	0
2020-03-15	7	1	0	0
2020-03-13	6	1	0	0
2020-03-12	5	3	0	0
2020-03-09	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: 0:03:38.898612