Germany: LK Freudenstadt (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 09:55:05 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Freudenstadt")
print(f'Population of country="Germany", subregion="LK Freudenstadt": {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 Freudenstadt": 119183 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	56167	2	267	0
2023-03-03	56165	2	267	0
2023-03-02	56163	11	267	0
2023-03-01	56152	28	267	0
2023-02-28	56124	29	267	0
2023-02-27	56095	16	267	0
2023-02-24	56079	19	267	0
2023-02-23	56060	15	267	0
2023-02-22	56045	16	267	0
2023-02-21	56029	14	267	0
2023-02-20	56015	27	267	0
2023-02-17	55988	16	267	0
2023-02-16	55972	14	267	0
2023-02-15	55958	26	267	0
2023-02-14	55932	27	267	0
2023-02-13	55905	34	267	0
2023-02-10	55871	15	267	0
2023-02-09	55856	16	267	0
2023-02-08	55840	21	267	0
2023-02-07	55819	36	267	0
2023-02-06	55783	25	267	0
2023-02-03	55758	11	267	0
2023-02-02	55747	17	267	0
2023-02-01	55730	19	267	0
2023-01-31	55711	36	267	0
2023-01-30	55675	27	267	0
2023-01-27	55648	10	267	0
2023-01-26	55638	6	267	0
2023-01-25	55632	17	267	0
2023-01-24	55615	5	267	0
2023-01-23	55610	15	267	0
2023-01-20	55595	4	267	0
2023-01-19	55591	8	267	0
2023-01-18	55583	10	267	0
2023-01-17	55573	10	267	0
2023-01-16	55563	14	267	0
2023-01-13	55549	10	267	0
2023-01-12	55539	17	267	0
2023-01-11	55522	11	267	0
2023-01-10	55511	37	267	0
2023-01-09	55474	23	267	1
2023-01-05	55451	17	266	0
2023-01-04	55434	29	266	0
2023-01-03	55405	31	266	0
2023-01-02	55374	33	266	1
2022-12-30	55341	19	265	1
2022-12-29	55322	35	264	0
2022-12-28	55287	40	264	0
2022-12-27	55247	45	264	1
2022-12-24	55202	1	263	0
2022-12-23	55201	24	263	0
2022-12-22	55177	30	263	0
2022-12-21	55147	47	263	0
2022-12-20	55100	53	263	0
2022-12-19	55047	37	263	0
2022-12-16	55010	12	263	0
2022-12-15	54998	33	263	0
2022-12-14	54965	23	263	0
2022-12-13	54942	38	263	0
2022-12-12	54904	27	263	0
2022-12-09	54877	18	263	0
2022-12-08	54859	22	263	0
2022-12-07	54837	43	263	0
2022-12-06	54794	42	263	0
2022-12-05	54752	41	263	1
2022-12-02	54711	18	262	0
2022-12-01	54693	21	262	0
2022-11-30	54672	37	262	0
2022-11-29	54635	37	262	0
2022-11-28	54598	33	262	0
2022-11-25	54565	7	262	0
2022-11-24	54558	11	262	0
2022-11-23	54547	19	262	0
2022-11-22	54528	30	262	0
2022-11-21	54498	25	262	0
2022-11-18	54473	14	262	0
2022-11-17	54459	16	262	0
2022-11-16	54443	30	262	0
2022-11-15	54413	45	262	0
2022-11-14	54368	35	262	0
2022-11-11	54333	21	262	0
2022-11-10	54312	34	262	0
2022-11-09	54278	24	262	0
2022-11-08	54254	55	262	0
2022-11-07	54199	61	262	0
2022-11-04	54138	38	262	0
2022-11-03	54100	56	262	0
2022-11-02	54044	80	262	0
2022-10-31	53964	87	262	3
2022-10-28	53877	52	259	0
2022-10-27	53825	72	259	0
2022-10-26	53753	93	259	0
2022-10-25	53660	151	259	0
2022-10-24	53509	152	259	0
2022-10-21	53357	54	259	0
2022-10-20	53303	103	259	0
2022-10-19	53200	178	259	0
2022-10-18	53022	200	259	2
2022-10-17	52822	231	257	1
2022-10-14	52591	118	256	0
2022-10-13	52473	269	256	1
2022-10-12	52204	278	255	0
2022-10-11	51926	201	255	0
2022-10-10	51725	304	255	1
2022-10-07	51421	274	254	0
2022-10-06	51147	320	254	2
2022-10-05	50827	153	252	0
2022-10-04	50674	252	252	3
2022-09-30	50422	68	249	0
2022-09-29	50354	148	249	1
2022-09-28	50206	142	248	0
2022-09-27	50064	207	248	2
2022-09-26	49857	36	246	0
2022-09-23	49821	36	246	0
2022-09-22	49785	73	246	0
2022-09-21	49712	72	246	0
2022-09-20	49640	78	246	0
2022-09-19	49562	61	246	0
2022-09-16	49501	26	246	0
2022-09-15	49475	46	246	0
2022-09-14	49429	47	246	0
2022-09-13	49382	65	246	0
2022-09-12	49317	75	246	0
2022-09-09	49242	17	246	0
2022-09-08	49225	34	246	0
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2022-09-02	49030	17	246	0
2022-09-01	49013	48	246	0
2022-08-31	48965	50	246	0
2022-08-30	48915	48	246	0
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2022-08-26	48791	34	246	0
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2022-08-24	48678	38	246	1
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2022-07-15	45554	68	243	0
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2022-07-13	45236	258	243	1
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2021-08-24	5527	21	159	0
2021-08-23	5506	1	159	0
2021-08-22	5505	6	159	0
2021-08-21	5499	13	159	0
2021-08-20	5486	8	159	0
2021-08-19	5478	19	159	0
2021-08-17	5459	17	159	0
2021-08-16	5442	1	159	0
2021-08-15	5441	5	159	0
2021-08-14	5436	6	159	0
2021-08-13	5430	7	159	0
2021-08-12	5423	5	159	0
2021-08-11	5418	5	159	0
2021-08-10	5413	6	159	1
2021-08-09	5407	3	158	0
2021-08-08	5404	7	158	0
2021-08-06	5397	2	158	0
2021-08-05	5395	5	158	0
2021-08-04	5390	1	158	0
2021-08-03	5389	6	158	0
2021-07-31	5383	1	158	0
2021-07-29	5382	2	158	0
2021-07-28	5380	2	158	0
2021-07-27	5378	3	158	0
2021-07-23	5375	1	158	0
2021-07-20	5374	1	158	0
2021-07-17	5373	2	158	0
2021-07-16	5371	1	158	0
2021-07-14	5370	1	158	0
2021-07-13	5369	1	158	0
2021-07-08	5368	4	158	0
2021-07-07	5364	2	158	0
2021-07-04	5362	1	158	0
2021-06-30	5361	4	158	0
2021-06-29	5357	1	158	0
2021-06-26	5356	1	158	0
2021-06-25	5355	1	158	0
2021-06-23	5354	1	158	0
2021-06-17	5353	3	158	0
2021-06-16	5350	1	158	0
2021-06-15	5349	7	158	0
2021-06-12	5342	3	158	0
2021-06-11	5339	1	158	0
2021-06-10	5338	4	158	0
2021-06-09	5334	6	158	0
2021-06-08	5328	7	158	1
2021-06-07	5321	1	157	0
2021-06-06	5320	2	157	0
2021-06-03	5318	19	157	0
2021-06-02	5299	15	157	0
2021-06-01	5284	15	157	0
2021-05-29	5269	11	157	0
2021-05-28	5258	25	157	0
2021-05-27	5233	12	157	0
2021-05-26	5221	20	157	0
2021-05-25	5201	5	157	0
2021-05-24	5196	1	157	0
2021-05-23	5195	3	157	0
2021-05-22	5192	17	157	0
2021-05-21	5175	4	157	0
2021-05-20	5171	16	157	1
2021-05-19	5155	27	156	0
2021-05-18	5128	27	156	0
2021-05-17	5101	3	156	1
2021-05-16	5098	5	155	0
2021-05-15	5093	12	155	0
2021-05-14	5081	13	155	0
2021-05-13	5068	16	155	0
2021-05-12	5052	17	155	0
2021-05-11	5035	22	155	0
2021-05-10	5013	5	155	0
2021-05-09	5008	28	155	0
2021-05-08	4980	6	155	0
2021-05-07	4974	18	155	0
2021-05-06	4956	17	155	0
2021-05-05	4939	30	155	0
2021-05-04	4909	38	155	0
2021-05-03	4871	15	155	0
2021-05-02	4856	19	155	0
2021-05-01	4837	58	155	1
2021-04-30	4779	21	154	0
2021-04-29	4758	33	154	0
2021-04-28	4725	46	154	0
2021-04-27	4679	32	154	0
2021-04-26	4647	39	154	1
2021-04-25	4608	37	153	0
2021-04-24	4571	35	153	0
2021-04-23	4536	60	153	0
2021-04-22	4476	71	153	0
2021-04-21	4405	55	153	3
2021-04-20	4350	28	150	1
2021-04-19	4322	5	149	0
2021-04-18	4317	28	149	0
2021-04-17	4289	19	149	1
2021-04-16	4270	37	148	0
2021-04-15	4233	32	148	0
2021-04-14	4201	52	148	0
2021-04-13	4149	32	148	1
2021-04-12	4117	8	147	0
2021-04-11	4109	8	147	0
2021-04-10	4101	31	147	0
2021-04-09	4070	38	147	0
2021-04-08	4032	48	147	1
2021-04-07	3984	50	146	0
2021-04-06	3934	1	146	0
2021-04-05	3933	3	146	1
2021-04-04	3930	15	145	0
2021-04-03	3915	6	145	0
2021-04-02	3909	39	145	1
2021-04-01	3870	31	144	2
2021-03-31	3839	48	142	0
2021-03-30	3791	10	142	0
2021-03-29	3781	2	142	0
2021-03-28	3779	9	142	0
2021-03-27	3770	15	142	0
2021-03-26	3755	37	142	1
2021-03-25	3718	31	141	0
2021-03-24	3687	26	141	0
2021-03-23	3661	24	141	0
2021-03-22	3637	3	141	1
2021-03-21	3634	3	140	0
2021-03-20	3631	10	140	0
2021-03-19	3621	19	140	0
2021-03-18	3602	22	140	2
2021-03-17	3580	28	138	0
2021-03-16	3552	36	138	0
2021-03-15	3516	2	138	0
2021-03-14	3514	2	138	0
2021-03-13	3512	15	138	0
2021-03-12	3497	18	138	0
2021-03-11	3479	20	138	0
2021-03-10	3459	22	138	0
2021-03-09	3437	55	138	0
2021-03-08	3382	5	138	0
2021-03-07	3377	2	138	0
2021-03-06	3375	12	138	0
2021-03-05	3363	18	138	0
2021-03-04	3345	5	138	0
2021-03-03	3340	9	138	0
2021-03-02	3331	10	138	0
2021-02-28	3321	2	138	0
2021-02-27	3319	5	138	0
2021-02-26	3314	9	138	0
2021-02-25	3305	8	138	0
2021-02-24	3297	10	138	2
2021-02-23	3287	16	136	2
2021-02-21	3271	1	134	0
2021-02-20	3270	4	134	0
2021-02-19	3266	7	134	1
2021-02-18	3259	3	133	0
2021-02-17	3256	3	133	0
2021-02-16	3253	10	133	0
2021-02-15	3243	3	133	0
2021-02-14	3240	4	133	0
2021-02-12	3236	5	133	0
2021-02-11	3231	6	133	0
2021-02-10	3225	11	133	0
2021-02-09	3214	12	133	2
2021-02-07	3202	1	131	0
2021-02-06	3201	4	131	0
2021-02-05	3197	5	131	0
2021-02-04	3192	5	131	0
2021-02-03	3187	10	131	1
2021-02-02	3177	8	130	0
2021-02-01	3169	2	130	0
2021-01-31	3167	3	130	0
2021-01-30	3164	4	130	0
2021-01-29	3160	8	130	1
2021-01-28	3152	10	129	1
2021-01-27	3142	7	128	0
2021-01-26	3135	26	128	4
2021-01-25	3109	3	124	0
2021-01-24	3106	2	124	0
2021-01-23	3104	12	124	0
2021-01-22	3092	20	124	1
2021-01-21	3072	6	123	0
2021-01-20	3066	9	123	0
2021-01-19	3057	23	123	2
2021-01-18	3034	20	121	1
2021-01-17	3014	5	120	0
2021-01-16	3009	12	120	0
2021-01-15	2997	32	120	3
2021-01-14	2965	10	117	0
2021-01-13	2955	33	117	2
2021-01-12	2922	38	115	0
2021-01-11	2884	10	115	1
2021-01-10	2874	9	114	0
2021-01-09	2865	37	114	1
2021-01-08	2828	37	113	4
2021-01-07	2791	41	109	3
2021-01-06	2750	13	106	0
2021-01-05	2737	45	106	0
2021-01-04	2692	11	106	2
2021-01-03	2681	17	104	2
2021-01-02	2664	15	102	0
2021-01-01	2649	7	102	1
2020-12-31	2642	28	101	1
2020-12-30	2614	34	100	1
2020-12-29	2580	33	99	1
2020-12-28	2547	14	98	2
2020-12-27	2533	11	96	0
2020-12-26	2522	9	96	0
2020-12-25	2513	44	96	0
2020-12-24	2469	24	96	2
2020-12-23	2445	44	94	1
2020-12-22	2401	29	93	1
2020-12-21	2372	21	92	0
2020-12-20	2351	31	92	1
2020-12-19	2320	27	91	0
2020-12-18	2293	43	91	1
2020-12-17	2250	49	90	1
2020-12-16	2201	49	89	0
2020-12-15	2152	37	89	1
2020-12-14	2115	21	88	1
2020-12-13	2094	52	87	0
2020-12-12	2042	47	87	5
2020-12-11	1995	63	82	1
2020-12-10	1932	34	81	0
2020-12-09	1898	100	81	11
2020-12-08	1798	34	70	4
2020-12-07	1764	10	66	0
2020-12-06	1754	22	66	3
2020-12-05	1732	63	63	1
2020-12-04	1669	29	62	1
2020-12-03	1640	27	61	0
2020-12-02	1613	46	61	2
2020-12-01	1567	21	59	1
2020-11-30	1546	13	58	2
2020-11-29	1533	17	56	1
2020-11-28	1516	21	55	0
2020-11-27	1495	13	55	4
2020-11-26	1482	19	51	1
2020-11-25	1463	28	50	0
2020-11-24	1435	21	50	1
2020-11-23	1414	9	49	0
2020-11-22	1405	16	49	0
2020-11-21	1389	34	49	0
2020-11-20	1355	27	49	1
2020-11-19	1328	21	48	0
2020-11-18	1307	22	48	1
2020-11-17	1285	32	47	0
2020-11-16	1253	7	47	2
2020-11-15	1246	19	45	0
2020-11-14	1227	17	45	0
2020-11-13	1210	21	45	0
2020-11-12	1189	24	45	1
2020-11-11	1165	12	44	0
2020-11-10	1153	34	44	0
2020-11-09	1119	24	44	1
2020-11-08	1095	25	43	1
2020-11-07	1070	22	42	0
2020-11-06	1048	28	42	1
2020-11-05	1020	37	41	0
2020-11-04	983	13	41	0
2020-11-03	970	14	41	0
2020-11-02	956	13	41	1
2020-10-31	943	27	40	0
2020-10-30	916	21	40	0
2020-10-29	895	20	40	0
2020-10-28	875	26	40	0
2020-10-27	849	15	40	0
2020-10-26	834	12	40	0
2020-10-25	822	7	40	0
2020-10-24	815	4	40	0
2020-10-23	811	20	40	0
2020-10-22	791	8	40	0
2020-10-21	783	20	40	0
2020-10-20	763	18	40	0
2020-10-19	745	7	40	0
2020-10-18	738	4	40	0
2020-10-17	734	14	40	0
2020-10-16	720	9	40	0
2020-10-15	711	3	40	0
2020-10-14	708	12	40	1
2020-10-13	696	8	39	0
2020-10-12	688	5	39	0
2020-10-11	683	5	39	0
2020-10-09	678	4	39	0
2020-10-08	674	3	39	0
2020-10-07	671	2	39	0
2020-10-06	669	2	39	0
2020-10-04	667	1	39	0
2020-10-03	666	1	39	0
2020-10-02	665	4	39	0
2020-10-01	661	1	39	0
2020-09-29	660	1	39	0
2020-09-26	659	1	39	0
2020-09-25	658	2	39	0
2020-09-20	656	1	39	0
2020-09-19	655	3	39	0
2020-09-18	652	3	39	0
2020-09-16	649	4	39	0
2020-09-15	645	1	39	0
2020-09-13	644	1	39	0
2020-09-12	643	1	39	0
2020-09-11	642	2	39	0
2020-09-10	640	2	39	0
2020-09-09	638	1	39	0
2020-09-08	637	1	39	0
2020-09-06	636	2	39	0
2020-09-05	634	3	39	0
2020-09-04	631	1	39	0
2020-09-03	630	4	39	0
2020-09-02	626	4	39	0
2020-09-01	622	1	39	0
2020-08-31	621	1	39	0
2020-08-30	620	1	39	0
2020-08-28	619	1	39	0
2020-08-27	618	1	39	0
2020-08-26	617	2	39	0
2020-08-25	615	1	39	0
2020-08-24	614	2	39	0
2020-08-23	612	1	39	0
2020-08-22	611	2	39	0
2020-08-21	609	5	39	0
2020-08-19	604	3	39	0
2020-08-18	601	5	39	0
2020-08-17	596	1	39	0
2020-08-15	595	1	39	0
2020-08-12	594	3	39	0
2020-08-08	591	1	39	0
2020-08-04	590	2	39	0
2020-07-29	588	1	39	0
2020-07-28	587	5	39	0
2020-07-25	582	1	39	0
2020-07-24	581	2	39	1
2020-07-23	579	1	38	0
2020-07-17	578	2	38	0
2020-07-15	576	1	38	0
2020-07-10	575	1	38	0
2020-07-08	574	1	38	0
2020-07-07	573	1	38	0
2020-07-04	572	1	38	0
2020-06-07	571	1	38	1
2020-05-27	570	1	37	0
2020-05-26	569	1	37	0
2020-05-23	568	2	37	0
2020-05-16	566	1	37	0
2020-05-14	565	1	37	0
2020-05-09	564	1	37	0
2020-05-07	563	3	37	0
2020-05-06	560	1	37	0
2020-05-04	559	1	37	0
2020-05-02	558	3	37	1
2020-05-01	555	7	36	1
2020-04-30	548	6	35	0
2020-04-28	542	1	35	0
2020-04-26	541	4	35	0
2020-04-25	537	1	35	0
2020-04-24	536	2	35	0
2020-04-23	534	6	35	0
2020-04-22	528	11	35	0
2020-04-21	517	2	35	0
2020-04-19	515	31	35	4
2020-04-18	484	6	31	0
2020-04-17	478	7	31	0
2020-04-16	471	21	31	0
2020-04-15	450	9	31	4
2020-04-14	441	4	27	3
2020-04-13	437	1	24	0
2020-04-12	436	2	24	0
2020-04-11	434	29	24	3
2020-04-10	405	11	21	0
2020-04-09	394	48	21	7
2020-04-08	346	10	14	0
2020-04-07	336	51	14	3
2020-04-06	285	7	11	0
2020-04-05	278	8	11	0
2020-04-04	270	12	11	0
2020-04-03	258	37	11	3
2020-04-02	221	10	8	1
2020-04-01	211	17	7	3
2020-03-31	194	12	4	1
2020-03-30	182	3	3	0
2020-03-29	179	17	3	0
2020-03-28	162	13	3	2
2020-03-27	149	23	1	0
2020-03-26	126	25	1	1
2020-03-25	101	25	0	0
2020-03-24	76	10	0	0
2020-03-23	66	5	0	0
2020-03-22	61	28	0	0
2020-03-21	33	3	0	0
2020-03-20	30	15	0	0
2020-03-19	15	2	0	0
2020-03-17	13	3	0	0
2020-03-16	10	2	0	0
2020-03-15	8	1	0	0
2020-03-14	7	4	0	0
2020-03-13	3	1	0	0
2020-03-12	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: 0:03:02.871602