Germany: LK Leipzig (Sachsen)

• 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 15:20:03 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Leipzig")
print(f'Population of country="Germany", subregion="LK Leipzig": {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 Leipzig": 258214 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	128381	22	583	0
2023-03-03	128359	20	583	0
2023-03-02	128339	35	583	0
2023-03-01	128304	27	583	0
2023-02-28	128277	60	583	0
2023-02-27	128217	49	583	0
2023-02-24	128168	30	583	0
2023-02-23	128138	35	583	0
2023-02-22	128103	33	583	0
2023-02-21	128070	60	583	0
2023-02-20	128010	46	583	0
2023-02-17	127964	41	583	0
2023-02-16	127923	27	583	0
2023-02-15	127896	29	583	0
2023-02-14	127867	42	583	0
2023-02-13	127825	40	583	0
2023-02-10	127785	23	583	0
2023-02-09	127762	37	583	0
2023-02-08	127725	25	583	0
2023-02-07	127700	47	583	0
2023-02-06	127653	48	583	0
2023-02-03	127605	24	583	0
2023-02-02	127581	28	583	0
2023-02-01	127553	32	583	0
2023-01-31	127521	68	583	0
2023-01-30	127453	32	583	0
2023-01-27	127421	22	583	0
2023-01-26	127399	30	583	0
2023-01-25	127369	15	583	1
2023-01-24	127354	57	582	0
2023-01-23	127297	32	582	0
2023-01-20	127265	14	582	0
2023-01-19	127251	24	582	0
2023-01-18	127227	27	582	0
2023-01-17	127200	42	582	0
2023-01-16	127158	31	582	0
2023-01-13	127127	17	582	0
2023-01-12	127110	19	582	0
2023-01-11	127091	32	582	0
2023-01-10	127059	82	582	0
2023-01-09	126977	125	582	1
2023-01-06	126852	42	581	0
2023-01-05	126810	46	581	0
2023-01-04	126764	77	581	0
2023-01-03	126687	68	581	0
2023-01-02	126619	57	581	0
2022-12-30	126562	41	581	0
2022-12-29	126521	41	581	0
2022-12-28	126480	69	581	0
2022-12-27	126411	131	581	0
2022-12-23	126280	68	581	1
2022-12-22	126212	113	580	1
2022-12-21	126099	111	579	0
2022-12-20	125988	133	579	0
2022-12-19	125855	121	579	1
2022-12-16	125734	92	578	0
2022-12-15	125642	96	578	1
2022-12-14	125546	105	577	0
2022-12-13	125441	156	577	0
2022-12-12	125285	193	577	2
2022-12-09	125092	115	575	0
2022-12-08	124977	94	575	1
2022-12-07	124883	121	574	1
2022-12-06	124762	169	573	0
2022-12-05	124593	141	573	1
2022-12-02	124452	127	572	0
2022-12-01	124325	115	572	1
2022-11-30	124210	113	571	0
2022-11-29	124097	210	571	0
2022-11-28	123887	129	571	1
2022-11-25	123758	97	570	0
2022-11-24	123661	106	570	0
2022-11-23	123555	115	570	0
2022-11-22	123440	173	570	2
2022-11-21	123267	179	568	0
2022-11-18	123088	94	568	0
2022-11-17	122994	138	568	1
2022-11-15	122856	101	567	0
2022-11-14	122755	113	567	0
2022-11-11	122642	91	567	0
2022-11-10	122551	62	567	0
2022-11-09	122489	108	567	0
2022-11-08	122381	168	567	0
2022-11-07	122213	137	567	0
2022-11-04	122076	137	567	0
2022-11-03	121939	93	567	0
2022-11-02	121846	243	567	0
2022-11-01	121603	281	567	0
2022-10-28	121322	146	567	0
2022-10-27	121176	161	567	0
2022-10-26	121015	229	567	1
2022-10-25	120786	421	566	1
2022-10-24	120365	248	565	0
2022-10-21	120117	234	565	0
2022-10-20	119883	227	565	0
2022-10-19	119656	227	565	0
2022-10-18	119429	471	565	1
2022-10-17	118958	360	564	0
2022-10-14	118598	306	564	0
2022-10-13	118292	338	564	0
2022-10-12	117954	317	564	0
2022-10-11	117637	557	564	1
2022-10-10	117080	531	563	0
2022-10-07	116549	285	563	0
2022-10-06	116264	504	563	0
2022-10-05	115760	474	563	0
2022-10-04	115286	474	563	0
2022-09-30	114812	212	563	0
2022-09-29	114600	214	563	0
2022-09-28	114386	318	563	0
2022-09-27	114068	386	563	0
2022-09-26	113682	363	563	0
2022-09-23	113319	132	563	0
2022-09-22	113187	196	563	0
2022-09-21	112991	209	563	0
2022-09-20	112782	304	563	1
2022-09-19	112478	256	562	0
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2022-09-08	111278	115	562	0
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2022-09-06	111012	139	562	0
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2022-08-19	109244	94	558	1
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2022-08-17	109035	210	557	0
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2022-08-09	107927	246	556	0
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2022-07-27	105885	231	551	3
2022-07-26	105654	414	548	0
2022-07-25	105240	424	548	2
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2021-09-06	15092	6	368	0
2021-09-05	15086	1	368	0
2021-09-04	15085	10	368	0
2021-09-03	15075	7	368	1
2021-09-02	15068	6	367	0
2021-09-01	15062	14	367	1
2021-08-31	15048	20	366	0
2021-08-30	15028	2	366	0
2021-08-29	15026	6	366	0
2021-08-28	15020	3	366	1
2021-08-27	15017	7	365	0
2021-08-26	15010	8	365	0
2021-08-25	15002	5	365	0
2021-08-24	14997	19	365	0
2021-08-23	14978	2	365	0
2021-08-21	14976	16	365	0
2021-08-20	14960	12	365	0
2021-08-19	14948	9	365	2
2021-08-18	14939	11	363	2
2021-08-17	14928	22	361	0
2021-08-16	14906	3	361	0
2021-08-14	14903	12	361	0
2021-08-13	14891	22	361	0
2021-08-12	14869	9	361	0
2021-08-11	14860	15	361	0
2021-08-10	14845	27	361	0
2021-08-09	14818	3	361	0
2021-08-08	14815	9	361	0
2021-08-07	14806	11	361	0
2021-08-06	14795	5	361	0
2021-08-05	14790	10	361	0
2021-08-04	14780	3	361	0
2021-08-03	14777	11	361	0
2021-08-02	14766	1	361	0
2021-07-31	14765	1	361	0
2021-07-29	14764	3	361	0
2021-07-28	14761	4	361	0
2021-07-27	14757	8	361	0
2021-07-26	14749	1	361	0
2021-07-24	14748	1	361	0
2021-07-23	14747	4	361	0
2021-07-22	14743	3	361	0
2021-07-21	14740	3	361	0
2021-07-18	14737	1	361	0
2021-07-17	14736	2	361	0
2021-07-16	14734	1	361	0
2021-07-15	14733	2	361	0
2021-07-13	14731	3	361	0
2021-07-12	14728	2	361	0
2021-07-11	14726	3	361	0
2021-07-09	14723	1	361	0
2021-07-08	14722	1	361	0
2021-07-07	14721	2	361	0
2021-07-06	14719	1	361	0
2021-07-01	14718	2	361	0
2021-06-30	14716	1	361	0
2021-06-26	14715	1	361	0
2021-06-24	14714	1	361	0
2021-06-22	14713	1	361	0
2021-06-20	14712	2	361	0
2021-06-19	14710	1	361	0
2021-06-18	14709	2	361	0
2021-06-17	14707	1	361	0
2021-06-16	14706	2	361	0
2021-06-15	14704	3	361	0
2021-06-11	14701	3	361	0
2021-06-10	14698	3	361	0
2021-06-09	14695	5	361	0
2021-06-08	14690	9	361	0
2021-06-07	14681	1	361	0
2021-06-05	14680	4	361	0
2021-06-04	14676	8	361	0
2021-06-03	14668	2	361	0
2021-06-02	14666	12	361	0
2021-06-01	14654	20	361	0
2021-05-29	14634	10	361	0
2021-05-28	14624	10	361	0
2021-05-27	14614	14	361	0
2021-05-26	14600	28	361	1
2021-05-25	14572	13	360	0
2021-05-24	14559	6	360	1
2021-05-22	14553	18	359	0
2021-05-21	14535	29	359	0
2021-05-20	14506	17	359	1
2021-05-19	14489	35	358	0
2021-05-18	14454	67	358	0
2021-05-17	14387	8	358	1
2021-05-16	14379	20	357	0
2021-05-15	14359	29	357	0
2021-05-14	14330	13	357	0
2021-05-13	14317	43	357	0
2021-05-12	14274	49	357	1
2021-05-11	14225	95	356	2
2021-05-10	14130	4	354	0
2021-05-09	14126	19	354	1
2021-05-08	14107	39	353	1
2021-05-07	14068	66	352	3
2021-05-06	14002	75	349	2
2021-05-05	13927	75	347	0
2021-05-04	13852	133	347	0
2021-05-03	13719	6	347	1
2021-05-02	13713	40	346	0
2021-05-01	13673	51	346	3
2021-04-30	13622	63	343	0
2021-04-29	13559	54	343	2
2021-04-28	13505	97	341	1
2021-04-27	13408	89	340	1
2021-04-26	13319	13	339	1
2021-04-25	13306	48	338	1
2021-04-24	13258	49	337	1
2021-04-23	13209	64	336	2
2021-04-22	13145	83	334	0
2021-04-21	13062	75	334	0
2021-04-20	12987	115	334	2
2021-04-19	12872	11	332	2
2021-04-18	12861	37	330	0
2021-04-17	12824	56	330	0
2021-04-16	12768	57	330	1
2021-04-15	12711	69	329	0
2021-04-14	12642	94	329	1
2021-04-13	12548	97	328	1
2021-04-12	12451	62	327	2
2021-04-11	12389	59	325	0
2021-04-09	12330	63	325	1
2021-04-08	12267	105	324	1
2021-04-07	12162	125	323	1
2021-04-06	12037	22	322	0
2021-04-05	12015	24	322	0
2021-04-04	11991	29	322	1
2021-04-03	11962	58	321	0
2021-04-02	11904	69	321	0
2021-04-01	11835	57	321	0
2021-03-31	11778	111	321	0
2021-03-30	11667	109	321	0
2021-03-29	11558	32	321	0
2021-03-28	11526	28	321	1
2021-03-27	11498	58	320	0
2021-03-26	11440	85	320	2
2021-03-25	11355	89	318	0
2021-03-24	11266	57	318	1
2021-03-23	11209	72	317	1
2021-03-22	11137	5	316	0
2021-03-21	11132	11	316	0
2021-03-20	11121	54	316	0
2021-03-19	11067	67	316	4
2021-03-18	11000	93	312	3
2021-03-17	10907	58	309	0
2021-03-16	10849	57	309	0
2021-03-15	10792	22	309	0
2021-03-13	10770	26	309	0
2021-03-12	10744	23	309	0
2021-03-11	10721	30	309	1
2021-03-10	10691	43	308	1
2021-03-09	10648	29	307	1
2021-03-08	10619	23	306	0
2021-03-06	10596	30	306	0
2021-03-05	10566	31	306	1
2021-03-04	10535	42	305	2
2021-03-03	10493	38	303	1
2021-03-02	10455	35	302	2
2021-03-01	10420	8	300	1
2021-02-28	10412	7	299	0
2021-02-27	10405	29	299	1
2021-02-26	10376	29	298	1
2021-02-25	10347	26	297	0
2021-02-24	10321	69	297	2
2021-02-23	10252	38	295	1
2021-02-22	10214	3	294	0
2021-02-21	10211	23	294	0
2021-02-20	10188	36	294	0
2021-02-19	10152	59	294	4
2021-02-18	10093	51	290	2
2021-02-17	10042	58	288	4
2021-02-16	9984	60	284	2
2021-02-15	9924	33	282	1
2021-02-14	9891	20	281	0
2021-02-13	9871	33	281	0
2021-02-12	9838	64	281	5
2021-02-11	9774	63	276	2
2021-02-10	9711	66	274	2
2021-02-09	9645	46	272	1
2021-02-08	9599	13	271	2
2021-02-07	9586	26	269	0
2021-02-06	9560	31	269	0
2021-02-05	9529	72	269	0
2021-02-04	9457	71	269	2
2021-02-03	9386	100	267	2
2021-02-02	9286	61	265	3
2021-02-01	9225	63	262	2
2021-01-31	9162	49	260	1
2021-01-30	9113	59	259	0
2021-01-29	9054	91	259	1
2021-01-28	8963	78	258	10
2021-01-27	8885	112	248	5
2021-01-26	8773	82	243	5
2021-01-25	8691	22	238	0
2021-01-24	8669	61	238	0
2021-01-23	8608	61	238	0
2021-01-22	8547	94	238	6
2021-01-21	8453	78	232	1
2021-01-20	8375	140	231	3
2021-01-19	8235	149	228	0
2021-01-18	8086	27	228	1
2021-01-17	8059	76	227	3
2021-01-16	7983	60	224	1
2021-01-15	7923	129	223	3
2021-01-14	7794	84	220	2
2021-01-13	7710	94	218	2
2021-01-12	7616	175	216	3
2021-01-11	7441	176	213	6
2021-01-10	7265	63	207	0
2021-01-09	7202	105	207	1
2021-01-08	7097	186	206	8
2021-01-07	6911	220	198	9
2021-01-06	6691	287	189	18
2021-01-05	6404	132	171	2
2021-01-04	6272	139	169	3
2021-01-03	6133	96	166	4
2021-01-02	6037	77	162	4
2021-01-01	5960	74	158	3
2020-12-31	5886	101	155	2
2020-12-30	5785	173	153	2
2020-12-29	5612	92	151	1
2020-12-28	5520	64	150	7
2020-12-27	5456	73	143	3
2020-12-26	5383	114	140	6
2020-12-25	5269	108	134	3
2020-12-24	5161	102	131	1
2020-12-23	5059	241	130	8
2020-12-22	4818	196	122	6
2020-12-21	4622	161	116	1
2020-12-20	4461	140	115	5
2020-12-19	4321	194	110	6
2020-12-18	4127	106	104	5
2020-12-17	4021	165	99	6
2020-12-16	3856	167	93	8
2020-12-15	3689	179	85	6
2020-12-14	3510	149	79	2
2020-12-13	3361	105	77	3
2020-12-12	3256	85	74	3
2020-12-11	3171	97	71	1
2020-12-10	3074	77	70	4
2020-12-09	2997	104	66	7
2020-12-08	2893	98	59	0
2020-12-07	2795	145	59	2
2020-12-06	2650	40	57	2
2020-12-05	2610	59	55	1
2020-12-04	2551	107	54	0
2020-12-03	2444	79	54	0
2020-12-02	2365	113	54	7
2020-12-01	2252	71	47	1
2020-11-30	2181	21	46	0
2020-11-29	2160	113	46	7
2020-11-28	2047	60	39	3
2020-11-27	1987	88	36	0
2020-11-26	1899	72	36	1
2020-11-25	1827	87	35	0
2020-11-24	1740	37	35	0
2020-11-23	1703	33	35	1
2020-11-22	1670	68	34	0
2020-11-21	1602	41	34	3
2020-11-20	1561	50	31	0
2020-11-19	1511	40	31	1
2020-11-18	1471	51	30	0
2020-11-17	1420	33	30	2
2020-11-16	1387	15	28	0
2020-11-15	1372	75	28	0
2020-11-14	1297	54	28	0
2020-11-13	1243	52	28	1
2020-11-12	1191	82	27	0
2020-11-11	1109	32	27	0
2020-11-10	1077	45	27	1
2020-11-09	1032	22	26	1
2020-11-08	1010	60	25	6
2020-11-07	950	39	19	1
2020-11-06	911	32	18	0
2020-11-05	879	54	18	0
2020-11-04	825	46	18	0
2020-11-03	779	28	18	0
2020-11-02	751	26	18	0
2020-11-01	725	13	18	1
2020-10-31	712	62	17	1
2020-10-30	650	38	16	0
2020-10-29	612	88	16	0
2020-10-28	524	35	16	5
2020-10-27	489	11	11	0
2020-10-26	478	29	11	0
2020-10-25	449	12	11	0
2020-10-24	437	17	11	0
2020-10-23	420	17	11	4
2020-10-22	403	31	7	3
2020-10-21	372	14	4	0
2020-10-20	358	7	4	0
2020-10-19	351	2	4	0
2020-10-18	349	12	4	0
2020-10-17	337	14	4	0
2020-10-16	323	6	4	0
2020-10-15	317	18	4	0
2020-10-14	299	1	4	0
2020-10-13	298	14	4	0
2020-10-12	284	2	4	0
2020-10-11	282	2	4	0
2020-10-10	280	6	4	0
2020-10-09	274	2	4	0
2020-10-08	272	6	4	0
2020-10-07	266	8	4	0
2020-10-06	258	2	4	0
2020-10-05	256	3	4	0
2020-10-03	253	4	4	0
2020-10-02	249	1	4	0
2020-10-01	248	1	4	0
2020-09-30	247	5	4	0
2020-09-29	242	2	4	0
2020-09-27	240	2	4	0
2020-09-26	238	1	4	0
2020-09-25	237	1	4	0
2020-09-24	236	1	4	0
2020-09-23	235	1	4	0
2020-09-22	234	7	4	0
2020-09-19	227	2	4	0
2020-09-17	225	4	4	0
2020-09-16	221	1	4	0
2020-09-15	220	1	4	0
2020-09-14	219	1	4	0
2020-09-10	218	1	4	0
2020-09-02	217	3	4	0
2020-08-31	214	4	4	0
2020-08-29	210	2	4	0
2020-08-28	208	1	4	0
2020-08-27	207	1	4	0
2020-08-26	206	1	4	0
2020-08-18	205	3	4	0
2020-08-13	202	1	4	0
2020-08-12	201	1	4	0
2020-08-11	200	1	4	0
2020-08-10	199	2	4	0
2020-08-06	197	1	4	0
2020-07-10	196	1	4	0
2020-06-23	195	1	4	0
2020-06-10	194	1	4	0
2020-06-09	193	1	4	0
2020-05-27	192	1	4	0
2020-05-14	191	1	4	0
2020-05-12	190	2	4	0
2020-05-07	188	1	4	0
2020-05-06	187	1	4	0
2020-04-29	186	1	4	0
2020-04-28	185	1	4	0
2020-04-22	184	1	4	0
2020-04-21	183	3	4	0
2020-04-20	180	1	4	0
2020-04-17	179	1	4	0
2020-04-16	178	1	4	0
2020-04-14	177	2	4	0
2020-04-12	175	1	4	0
2020-04-11	174	1	4	0
2020-04-10	173	5	4	0
2020-04-09	168	23	4	0
2020-04-08	145	1	4	0
2020-04-07	144	8	4	0
2020-04-06	136	5	4	0
2020-04-05	131	3	4	0
2020-04-04	128	6	4	0
2020-04-03	122	8	4	0
2020-04-02	114	5	4	1
2020-04-01	109	13	3	0
2020-03-31	96	6	3	1
2020-03-29	90	1	2	0
2020-03-28	89	8	2	0
2020-03-27	81	12	2	1
2020-03-26	69	7	1	1
2020-03-25	62	13	0	0
2020-03-24	49	1	0	0
2020-03-23	48	12	0	0
2020-03-21	36	5	0	0
2020-03-20	31	4	0	0
2020-03-19	27	6	0	0
2020-03-18	21	2	0	0
2020-03-17	19	3	0	0
2020-03-16	16	5	0	0
2020-03-13	11	2	0	0
2020-03-12	9	1	0	0
2020-03-11	8	4	0	0
2020-03-10	4	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: 0:03:09.293245