Germany: LK Saalfeld-Rudolstadt (Thüringen)

• 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 16:09:06 CEST

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

overview(country="Germany", subregion="LK Saalfeld-Rudolstadt", weeks=5);

overview(country="Germany", subregion="LK Saalfeld-Rudolstadt");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Saalfeld-Rudolstadt")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Saalfeld-Rudolstadt")
print(f'Population of country="Germany", subregion="LK Saalfeld-Rudolstadt": {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 Saalfeld-Rudolstadt": 100969 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	42049	10	599	0
2023-03-02	42039	9	599	0
2023-03-01	42030	18	599	0
2023-02-28	42012	11	599	0
2023-02-27	42001	14	599	1
2023-02-24	41987	7	598	0
2023-02-23	41980	6	598	0
2023-02-22	41974	20	598	0
2023-02-21	41954	12	598	1
2023-02-20	41942	6	597	0
2023-02-17	41936	5	597	0
2023-02-16	41931	6	597	0
2023-02-15	41925	3	597	0
2023-02-14	41922	10	597	0
2023-02-13	41912	8	597	0
2023-02-10	41904	3	597	0
2023-02-09	41901	8	597	0
2023-02-08	41893	5	597	0
2023-02-07	41888	9	597	0
2023-02-06	41879	3	597	0
2023-02-03	41876	3	597	0
2023-02-02	41873	9	597	0
2023-02-01	41864	5	597	0
2023-01-31	41859	2	597	0
2023-01-30	41857	9	597	0
2023-01-27	41848	4	597	0
2023-01-26	41844	8	597	0
2023-01-25	41836	8	597	0
2023-01-24	41828	4	597	0
2023-01-23	41824	12	597	2
2023-01-20	41812	4	595	0
2023-01-19	41808	10	595	0
2023-01-18	41798	6	595	0
2023-01-17	41792	6	595	0
2023-01-16	41786	10	595	1
2023-01-13	41776	1	594	0
2023-01-12	41775	10	594	1
2023-01-11	41765	12	593	0
2023-01-10	41753	7	593	0
2023-01-09	41746	29	593	0
2023-01-06	41717	6	593	0
2023-01-05	41711	11	593	1
2023-01-04	41700	20	592	0
2023-01-03	41680	9	592	0
2023-01-02	41671	11	592	1
2022-12-30	41660	7	591	0
2022-12-29	41653	11	591	0
2022-12-28	41642	11	591	0
2022-12-27	41631	15	591	0
2022-12-23	41616	16	591	0
2022-12-22	41600	17	591	0
2022-12-21	41583	27	591	0
2022-12-20	41556	9	591	0
2022-12-19	41547	26	591	1
2022-12-16	41521	9	590	0
2022-12-15	41512	10	590	0
2022-12-14	41502	15	590	0
2022-12-13	41487	12	590	0
2022-12-12	41475	23	590	2
2022-12-11	41452	1	588	0
2022-12-09	41451	12	588	0
2022-12-08	41439	19	588	0
2022-12-07	41420	14	588	0
2022-12-06	41406	22	588	0
2022-12-05	41384	10	588	0
2022-12-02	41374	9	588	0
2022-12-01	41365	18	588	0
2022-11-30	41347	25	588	0
2022-11-29	41322	14	588	0
2022-11-28	41308	15	588	0
2022-11-25	41293	10	588	0
2022-11-24	41283	20	588	0
2022-11-23	41263	21	588	0
2022-11-22	41242	26	588	0
2022-11-21	41216	31	588	0
2022-11-18	41185	15	588	0
2022-11-17	41170	17	588	0
2022-11-16	41153	44	588	0
2022-11-15	41109	22	588	1
2022-11-14	41087	31	587	1
2022-11-11	41056	12	586	0
2022-11-10	41044	15	586	0
2022-11-09	41029	27	586	0
2022-11-08	41002	30	586	0
2022-11-07	40972	21	586	1
2022-11-04	40951	20	585	0
2022-11-03	40931	55	585	0
2022-11-02	40876	33	585	0
2022-11-01	40843	52	585	1
2022-10-28	40791	15	584	1
2022-10-27	40776	48	583	0
2022-10-26	40728	82	583	2
2022-10-25	40646	64	581	0
2022-10-24	40582	70	581	1
2022-10-21	40512	48	580	0
2022-10-20	40464	66	580	0
2022-10-19	40398	87	580	0
2022-10-18	40311	83	580	0
2022-10-17	40228	103	580	0
2022-10-14	40125	65	580	0
2022-10-13	40060	98	580	1
2022-10-12	39962	112	579	0
2022-10-11	39850	75	579	2
2022-10-10	39775	145	577	3
2022-10-07	39630	103	574	0
2022-10-06	39527	159	574	2
2022-10-05	39368	91	572	0
2022-10-04	39277	134	572	1
2022-09-30	39143	53	571	0
2022-09-29	39090	93	571	0
2022-09-28	38997	94	571	1
2022-09-27	38903	95	570	1
2022-09-26	38808	101	569	1
2022-09-23	38707	58	568	0
2022-09-22	38649	75	568	1
2022-09-21	38574	87	567	0
2022-09-19	38487	30	567	0
2022-09-16	38457	30	567	0
2022-09-15	38427	36	567	0
2022-09-14	38391	60	567	1
2022-09-13	38331	31	566	0
2022-09-12	38300	40	566	0
2022-09-09	38260	40	566	0
2022-09-08	38220	41	566	0
2022-09-07	38179	48	566	1
2022-09-06	38131	52	565	0
2022-09-05	38079	33	565	0
2022-09-02	38046	14	565	0
2022-09-01	38032	39	565	0
2022-08-31	37993	28	565	0
2022-08-30	37965	29	565	1
2022-08-29	37936	36	564	0
2022-08-26	37900	6	564	0
2022-08-25	37894	22	564	0
2022-08-24	37872	28	564	0
2022-08-23	37844	32	564	0
2022-08-22	37812	30	564	2
2022-08-19	37782	19	562	0
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2022-08-17	37731	36	562	0
2022-08-16	37695	36	562	1
2022-08-15	37659	44	561	1
2022-08-12	37615	29	560	0
2022-08-11	37586	43	560	0
2022-08-10	37543	40	560	2
2022-08-09	37503	53	558	1
2022-08-08	37450	43	557	0
2022-08-05	37407	32	557	1
2022-08-04	37375	35	556	1
2022-08-03	37340	42	555	0
2022-08-02	37298	41	555	0
2022-08-01	37257	58	555	0
2022-07-29	37199	32	555	1
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2022-07-26	37052	73	554	1
2022-07-25	36979	96	553	1
2022-07-22	36883	39	552	1
2022-07-21	36844	45	551	0
2022-07-20	36799	91	551	0
2022-07-19	36708	75	551	1
2022-07-18	36633	101	550	0
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2021-08-18	6804	2	293	0
2021-08-17	6802	3	293	0
2021-08-16	6799	1	293	0
2021-08-14	6798	1	293	0
2021-08-13	6797	1	293	0
2021-08-11	6796	1	293	0
2021-08-06	6795	2	293	0
2021-08-04	6793	2	293	0
2021-08-01	6791	1	293	0
2021-07-29	6790	1	293	0
2021-07-28	6789	1	293	0
2021-07-23	6788	1	293	0
2021-07-19	6787	1	293	0
2021-07-16	6786	1	293	0
2021-06-24	6785	1	293	0
2021-06-22	6784	1	293	0
2021-06-16	6783	4	293	0
2021-06-15	6779	4	293	0
2021-06-12	6775	2	293	0
2021-06-11	6773	1	293	0
2021-06-10	6772	1	293	0
2021-06-09	6771	2	293	0
2021-06-08	6769	3	293	0
2021-06-07	6766	2	293	0
2021-06-06	6764	3	293	1
2021-06-05	6761	1	292	0
2021-06-04	6760	7	292	0
2021-06-03	6753	5	292	0
2021-06-02	6748	9	292	1
2021-06-01	6739	5	291	0
2021-05-29	6734	1	291	0
2021-05-28	6733	6	291	0
2021-05-27	6727	9	291	1
2021-05-26	6718	18	290	0
2021-05-25	6700	8	290	0
2021-05-24	6692	5	290	0
2021-05-23	6687	4	290	0
2021-05-22	6683	5	290	2
2021-05-21	6678	14	288	0
2021-05-20	6664	21	288	0
2021-05-19	6643	32	288	0
2021-05-18	6611	25	288	0
2021-05-17	6586	28	288	0
2021-05-15	6558	3	288	0
2021-05-14	6555	17	288	1
2021-05-13	6538	6	287	0
2021-05-12	6532	25	287	0
2021-05-11	6507	42	287	1
2021-05-10	6465	25	286	3
2021-05-09	6440	5	283	0
2021-05-08	6435	12	283	1
2021-05-07	6423	34	282	1
2021-05-06	6389	44	281	1
2021-05-05	6345	46	280	0
2021-05-04	6299	34	280	2
2021-05-03	6265	36	278	2
2021-05-02	6229	4	276	1
2021-05-01	6225	13	275	0
2021-04-30	6212	47	275	2
2021-04-29	6165	69	273	0
2021-04-28	6096	69	273	0
2021-04-27	6027	56	273	1
2021-04-26	5971	38	272	0
2021-04-25	5933	9	272	0
2021-04-24	5924	21	272	0
2021-04-23	5903	43	272	1
2021-04-22	5860	54	271	0
2021-04-21	5806	72	271	1
2021-04-20	5734	31	270	0
2021-04-19	5703	49	270	0
2021-04-18	5654	10	270	0
2021-04-17	5644	3	270	0
2021-04-16	5641	23	270	0
2021-04-15	5618	54	270	1
2021-04-14	5564	53	269	2
2021-04-13	5511	33	267	0
2021-04-12	5478	49	267	2
2021-04-10	5429	19	265	2
2021-04-09	5410	37	263	0
2021-04-08	5373	71	263	2
2021-04-07	5302	26	261	1
2021-04-06	5276	11	260	1
2021-04-05	5265	8	259	0
2021-04-04	5257	17	259	0
2021-04-03	5240	19	259	0
2021-04-02	5221	8	259	0
2021-04-01	5213	52	259	0
2021-03-31	5161	54	259	1
2021-03-30	5107	48	258	2
2021-03-29	5059	43	256	2
2021-03-28	5016	1	254	0
2021-03-27	5015	8	254	0
2021-03-26	5007	22	254	1
2021-03-25	4985	33	253	1
2021-03-24	4952	40	252	1
2021-03-23	4912	43	251	3
2021-03-22	4869	47	248	2
2021-03-20	4822	9	246	0
2021-03-19	4813	27	246	1
2021-03-18	4786	30	245	1
2021-03-17	4756	30	244	1
2021-03-16	4726	27	243	0
2021-03-15	4699	35	243	1
2021-03-13	4664	2	242	0
2021-03-12	4662	14	242	0
2021-03-11	4648	25	242	1
2021-03-10	4623	16	241	1
2021-03-09	4607	21	240	0
2021-03-08	4586	29	240	2
2021-03-06	4557	4	238	1
2021-03-05	4553	15	237	2
2021-03-04	4538	21	235	0
2021-03-03	4517	36	235	1
2021-03-02	4481	25	234	4
2021-03-01	4456	28	230	1
2021-02-27	4428	4	229	0
2021-02-26	4424	14	229	2
2021-02-25	4410	35	227	1
2021-02-24	4375	26	226	3
2021-02-23	4349	20	223	1
2021-02-22	4329	18	222	1
2021-02-19	4311	12	221	0
2021-02-18	4299	19	221	0
2021-02-17	4280	16	221	0
2021-02-16	4264	18	221	1
2021-02-15	4246	33	220	3
2021-02-12	4213	14	217	1
2021-02-11	4199	26	216	3
2021-02-10	4173	14	213	1
2021-02-09	4159	26	212	2
2021-02-08	4133	26	210	1
2021-02-05	4107	9	209	0
2021-02-04	4098	23	209	0
2021-02-03	4075	25	209	1
2021-02-02	4050	34	208	1
2021-02-01	4016	23	207	1
2021-01-29	3993	15	206	0
2021-01-28	3978	29	206	1
2021-01-27	3949	38	205	3
2021-01-26	3911	48	202	0
2021-01-25	3863	45	202	3
2021-01-23	3818	8	199	0
2021-01-22	3810	61	199	1
2021-01-21	3749	63	198	3
2021-01-20	3686	69	195	2
2021-01-19	3617	84	193	6
2021-01-18	3533	81	187	3
2021-01-16	3452	8	184	1
2021-01-15	3444	61	183	2
2021-01-14	3383	91	181	5
2021-01-13	3292	102	176	4
2021-01-12	3190	114	172	2
2021-01-11	3076	136	170	12
2021-01-10	2940	5	158	0
2021-01-09	2935	13	158	0
2021-01-08	2922	82	158	5
2021-01-07	2840	174	153	7
2021-01-06	2666	100	146	6
2021-01-05	2566	110	140	9
2021-01-04	2456	72	131	5
2021-01-03	2384	4	126	1
2021-01-02	2380	23	125	1
2020-12-31	2357	15	124	0
2020-12-30	2342	95	124	8
2020-12-29	2247	113	116	10
2020-12-28	2134	38	106	10
2020-12-26	2096	20	96	4
2020-12-25	2076	21	92	2
2020-12-23	2055	86	90	5
2020-12-22	1969	139	85	7
2020-12-21	1830	88	78	3
2020-12-20	1742	7	75	0
2020-12-19	1735	7	75	0
2020-12-18	1728	89	75	11
2020-12-17	1639	105	64	8
2020-12-16	1534	83	56	2
2020-12-15	1451	84	54	3
2020-12-14	1367	86	51	6
2020-12-13	1281	4	45	0
2020-12-12	1277	13	45	0
2020-12-11	1264	40	45	0
2020-12-10	1224	83	45	3
2020-12-09	1141	48	42	3
2020-12-08	1093	81	39	3
2020-12-07	1012	50	36	4
2020-12-06	962	4	32	0
2020-12-05	958	8	32	0
2020-12-04	950	61	32	2
2020-12-03	889	67	30	3
2020-12-02	822	64	27	1
2020-12-01	758	49	26	2
2020-11-30	709	40	24	2
2020-11-29	669	7	22	0
2020-11-28	662	22	22	0
2020-11-27	640	20	22	1
2020-11-26	620	22	21	1
2020-11-25	598	30	20	0
2020-11-24	568	32	20	4
2020-11-23	536	20	16	0
2020-11-22	516	31	16	1
2020-11-21	485	20	15	0
2020-11-20	465	38	15	2
2020-11-19	427	28	13	3
2020-11-18	399	15	10	0
2020-11-17	384	4	10	0
2020-11-16	380	9	10	0
2020-11-15	371	3	10	0
2020-11-14	368	25	10	0
2020-11-13	343	12	10	1
2020-11-12	331	26	9	0
2020-11-11	305	12	9	0
2020-11-10	293	13	9	1
2020-11-09	280	4	8	0
2020-11-08	276	12	8	2
2020-11-07	264	9	6	0
2020-11-06	255	19	6	0
2020-11-05	236	23	6	2
2020-11-04	213	9	4	2
2020-11-03	204	15	2	0
2020-11-02	189	7	2	0
2020-11-01	182	1	2	0
2020-10-31	181	4	2	1
2020-10-30	177	6	1	1
2020-10-29	171	5	0	0
2020-10-28	166	8	0	0
2020-10-27	158	7	0	0
2020-10-26	151	2	0	0
2020-10-25	149	3	0	0
2020-10-23	146	6	0	0
2020-10-22	140	2	0	0
2020-10-21	138	6	0	0
2020-10-20	132	8	0	0
2020-10-19	124	1	0	0
2020-10-18	123	3	0	0
2020-10-16	120	3	0	0
2020-10-14	117	2	0	0
2020-10-13	115	1	0	0
2020-10-10	114	1	0	0
2020-10-08	113	2	0	0
2020-10-06	111	1	0	0
2020-10-05	110	1	0	0
2020-10-03	109	3	0	0
2020-10-02	106	2	0	0
2020-10-01	104	3	0	0
2020-09-30	101	6	0	0
2020-09-29	95	1	0	0
2020-09-28	94	1	0	0
2020-09-26	93	1	0	0
2020-09-25	92	3	0	0
2020-09-24	89	1	0	0
2020-09-23	88	3	0	0
2020-09-20	85	1	0	0
2020-09-18	84	2	0	0
2020-09-15	82	1	0	0
2020-09-11	81	1	0	0
2020-09-10	80	1	0	0
2020-09-09	79	1	0	0
2020-08-21	78	2	0	0
2020-08-20	76	1	0	0
2020-08-17	75	1	0	0
2020-08-15	74	1	0	0
2020-08-14	73	1	0	0
2020-06-22	72	1	0	0
2020-05-28	71	1	0	0
2020-05-27	70	1	0	0
2020-05-16	69	2	0	0
2020-05-15	67	1	0	0
2020-05-12	66	1	0	0
2020-05-07	65	1	0	0
2020-05-05	64	1	0	0
2020-04-28	63	4	0	0
2020-04-27	59	1	0	0
2020-04-24	58	1	0	0
2020-04-23	57	1	0	0
2020-04-21	56	2	0	0
2020-04-08	54	2	0	0
2020-04-07	52	1	0	0
2020-04-04	51	1	0	0
2020-04-03	50	2	0	0
2020-04-02	48	1	0	0
2020-04-01	47	4	0	0
2020-03-31	43	4	0	0
2020-03-30	39	1	0	0
2020-03-29	38	2	0	0
2020-03-28	36	3	0	0
2020-03-26	33	4	0	0
2020-03-25	29	7	0	0
2020-03-24	22	4	0	0
2020-03-23	18	1	0	0
2020-03-20	17	5	0	0
2020-03-19	12	1	0	0
2020-03-18	11	6	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: 0:02:54.034868