Germany: SK Gera (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 16:16:18 CEST

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

overview(country="Germany", subregion="SK Gera", weeks=5);

overview(country="Germany", subregion="SK Gera");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Gera")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Gera")
print(f'Population of country="Germany", subregion="SK Gera": {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="SK Gera": 91368 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	36829	9	411	0
2023-03-03	36820	2	411	0
2023-03-02	36818	8	411	0
2023-03-01	36810	8	411	0
2023-02-28	36802	6	411	0
2023-02-27	36796	3	411	0
2023-02-24	36793	5	411	0
2023-02-23	36788	5	411	0
2023-02-22	36783	7	411	0
2023-02-21	36776	7	411	0
2023-02-20	36769	10	411	1
2023-02-17	36759	5	410	0
2023-02-16	36754	6	410	0
2023-02-15	36748	8	410	1
2023-02-14	36740	7	409	0
2023-02-13	36733	7	409	0
2023-02-10	36726	5	409	0
2023-02-09	36721	1	409	0
2023-02-08	36720	8	409	0
2023-02-07	36712	4	409	0
2023-02-06	36708	5	409	0
2023-02-03	36703	6	409	0
2023-02-02	36697	5	409	0
2023-02-01	36692	5	409	0
2023-01-31	36687	4	409	0
2023-01-30	36683	3	409	0
2023-01-27	36680	2	409	0
2023-01-26	36678	3	409	0
2023-01-25	36675	1	409	0
2023-01-24	36674	4	409	0
2023-01-23	36670	3	409	0
2023-01-20	36667	15	409	0
2023-01-19	36652	8	409	0
2023-01-18	36644	2	409	0
2023-01-17	36642	5	409	0
2023-01-16	36637	6	409	0
2023-01-13	36631	4	409	0
2023-01-12	36627	7	409	0
2023-01-11	36620	8	409	0
2023-01-10	36612	9	409	0
2023-01-09	36603	16	409	0
2023-01-06	36587	8	409	0
2023-01-05	36579	12	409	0
2023-01-04	36567	9	409	0
2023-01-03	36558	18	409	0
2023-01-02	36540	18	409	1
2022-12-30	36522	8	408	1
2022-12-29	36514	21	407	1
2022-12-28	36493	15	406	0
2022-12-27	36478	66	406	7
2022-12-23	36412	12	399	0
2022-12-22	36400	32	399	0
2022-12-21	36368	53	399	1
2022-12-20	36315	23	398	0
2022-12-19	36292	29	398	2
2022-12-16	36263	28	396	1
2022-12-15	36235	31	395	0
2022-12-14	36204	58	395	1
2022-12-13	36146	18	394	0
2022-12-12	36128	50	394	0
2022-12-09	36078	39	394	0
2022-12-08	36039	42	394	0
2022-12-07	35997	18	394	0
2022-12-06	35979	16	394	1
2022-12-05	35963	70	393	3
2022-12-02	35893	27	390	1
2022-12-01	35866	35	389	1
2022-11-30	35831	51	388	0
2022-11-29	35780	31	388	0
2022-11-28	35749	69	388	0
2022-11-25	35680	24	388	1
2022-11-24	35656	28	387	0
2022-11-23	35628	25	387	0
2022-11-22	35603	24	387	1
2022-11-21	35579	35	386	0
2022-11-18	35544	17	386	0
2022-11-17	35527	16	386	0
2022-11-16	35511	33	386	1
2022-11-15	35478	11	385	0
2022-11-14	35467	41	385	0
2022-11-11	35426	25	385	0
2022-11-10	35401	32	385	0
2022-11-09	35369	53	385	0
2022-11-08	35316	21	385	0
2022-11-07	35295	56	385	0
2022-11-04	35239	43	385	0
2022-11-03	35196	90	385	0
2022-11-02	35106	34	385	0
2022-11-01	35072	91	385	0
2022-10-28	34981	37	385	0
2022-10-27	34944	49	385	0
2022-10-26	34895	83	385	1
2022-10-25	34812	57	384	0
2022-10-24	34755	120	384	0
2022-10-21	34635	52	384	1
2022-10-20	34583	82	383	1
2022-10-19	34501	133	382	1
2022-10-18	34368	56	381	1
2022-10-17	34312	110	380	0
2022-10-14	34202	75	380	0
2022-10-13	34127	81	380	1
2022-10-12	34046	144	379	0
2022-10-11	33902	49	379	0
2022-10-10	33853	122	379	1
2022-10-07	33731	105	378	0
2022-10-06	33626	204	378	1
2022-10-05	33422	37	377	0
2022-10-04	33385	120	377	1
2022-09-30	33265	49	376	0
2022-09-29	33216	59	376	0
2022-09-28	33157	90	376	0
2022-09-27	33067	42	376	0
2022-09-26	33025	83	376	0
2022-09-23	32942	88	376	0
2022-09-22	32854	25	376	0
2022-09-21	32829	74	376	2
2022-09-19	32755	86	374	0
2022-09-16	32669	40	374	0
2022-09-15	32629	41	374	0
2022-09-14	32588	41	374	0
2022-09-13	32547	37	374	1
2022-09-12	32510	57	373	1
2022-09-09	32453	29	372	0
2022-09-08	32424	22	372	0
2022-09-07	32402	51	372	0
2022-09-06	32351	34	372	0
2022-09-05	32317	33	372	0
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2022-09-01	32267	20	372	0
2022-08-31	32247	56	372	0
2022-08-30	32191	28	372	0
2022-08-29	32163	92	372	0
2022-08-26	32071	10	372	0
2022-08-25	32061	32	372	0
2022-08-24	32029	41	372	0
2022-08-23	31988	38	372	0
2022-08-22	31950	60	372	2
2022-08-19	31890	29	370	0
2022-08-18	31861	41	370	0
2022-08-17	31820	69	370	0
2022-08-16	31751	19	370	0
2022-08-15	31732	91	370	0
2022-08-12	31641	31	370	0
2022-08-11	31610	40	370	0
2022-08-10	31570	63	370	0
2022-08-09	31507	23	370	0
2022-08-08	31484	70	370	0
2022-08-05	31414	52	370	0
2022-08-04	31362	43	370	0
2022-08-03	31319	102	370	0
2022-08-02	31217	40	370	0
2022-08-01	31177	83	370	1
2022-07-29	31094	50	369	0
2022-07-28	31044	60	369	2
2022-07-27	30984	97	367	0
2022-07-26	30887	49	367	0
2022-07-25	30838	102	367	0
2022-07-22	30736	47	367	0
2022-07-21	30689	65	367	1
2022-07-20	30624	131	366	1
2022-07-19	30493	52	365	0
2022-07-18	30441	100	365	1
2022-07-15	30341	73	364	0
2022-07-14	30268	56	364	0
2022-07-13	30212	95	364	0
2022-07-12	30117	45	364	2
2022-07-11	30072	104	362	3
2022-07-08	29968	45	359	0
2022-07-07	29923	34	359	0
2022-07-06	29889	89	359	0
2022-07-05	29800	38	359	0
2022-07-04	29762	83	359	0
2022-07-01	29679	38	359	0
2022-06-30	29641	33	359	0
2022-06-29	29608	69	359	0
2022-06-28	29539	51	359	1
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2022-06-24	29424	35	358	0
2022-06-23	29389	24	358	0
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2021-05-26	5642	2	200	0
2021-05-25	5640	4	200	0
2021-05-23	5636	1	200	0
2021-05-22	5635	5	200	0
2021-05-21	5630	5	200	0
2021-05-20	5625	4	200	0
2021-05-19	5621	7	200	0
2021-05-18	5614	12	200	0
2021-05-17	5602	2	200	0
2021-05-15	5600	3	200	0
2021-05-14	5597	18	200	1
2021-05-13	5579	9	199	0
2021-05-12	5570	21	199	0
2021-05-11	5549	28	199	0
2021-05-10	5521	18	199	0
2021-05-08	5503	12	199	0
2021-05-07	5491	42	199	1
2021-05-06	5449	26	198	1
2021-05-05	5423	34	197	0
2021-05-04	5389	34	197	1
2021-05-03	5355	11	196	0
2021-05-01	5344	25	196	0
2021-04-30	5319	103	196	1
2021-04-29	5216	35	195	0
2021-04-28	5181	40	195	4
2021-04-27	5141	31	191	0
2021-04-26	5110	16	191	1
2021-04-25	5094	28	190	0
2021-04-24	5066	28	190	1
2021-04-23	5038	31	189	0
2021-04-22	5007	36	189	1
2021-04-21	4971	74	188	3
2021-04-20	4897	39	185	1
2021-04-19	4858	43	184	1
2021-04-17	4815	31	183	3
2021-04-16	4784	46	180	0
2021-04-15	4738	54	180	1
2021-04-14	4684	82	179	1
2021-04-13	4602	32	178	4
2021-04-12	4570	26	174	1
2021-04-10	4544	51	173	0
2021-04-09	4493	88	173	4
2021-04-08	4405	54	169	2
2021-04-07	4351	58	167	4
2021-04-06	4293	20	163	1
2021-04-05	4273	22	162	0
2021-04-03	4251	34	162	3
2021-04-02	4217	58	159	4
2021-04-01	4159	30	155	1
2021-03-31	4129	96	154	1
2021-03-30	4033	39	153	4
2021-03-29	3994	62	149	3
2021-03-28	3932	1	146	0
2021-03-27	3931	42	146	1
2021-03-26	3889	78	145	4
2021-03-25	3811	46	141	0
2021-03-24	3765	82	141	3
2021-03-23	3683	28	138	2
2021-03-22	3655	40	136	2
2021-03-20	3615	47	134	0
2021-03-19	3568	99	134	1
2021-03-18	3469	45	133	3
2021-03-17	3424	38	130	2
2021-03-16	3386	56	128	2
2021-03-14	3330	4	126	0
2021-03-13	3326	33	126	2
2021-03-12	3293	37	124	0
2021-03-11	3256	16	124	0
2021-03-10	3240	28	124	0
2021-03-09	3212	12	124	0
2021-03-08	3200	24	124	1
2021-03-06	3176	13	123	0
2021-03-05	3163	10	123	1
2021-03-04	3153	13	122	0
2021-03-03	3140	30	122	0
2021-03-02	3110	17	122	1
2021-03-01	3093	1	121	0
2021-02-28	3092	5	121	0
2021-02-27	3087	10	121	0
2021-02-26	3077	21	121	0
2021-02-25	3056	7	121	0
2021-02-24	3049	25	121	0
2021-02-23	3024	15	121	1
2021-02-22	3009	10	120	0
2021-02-20	2999	8	120	0
2021-02-19	2991	28	120	1
2021-02-18	2963	11	119	0
2021-02-17	2952	20	119	0
2021-02-16	2932	17	119	0
2021-02-15	2915	7	119	0
2021-02-13	2908	12	119	1
2021-02-12	2896	11	118	0
2021-02-11	2885	23	118	1
2021-02-10	2862	17	117	0
2021-02-09	2845	6	117	0
2021-02-08	2839	5	117	0
2021-02-06	2834	9	117	0
2021-02-05	2825	17	117	0
2021-02-04	2808	14	117	0
2021-02-03	2794	22	117	0
2021-02-02	2772	7	117	0
2021-02-01	2765	9	117	1
2021-01-30	2756	6	116	0
2021-01-29	2750	21	116	0
2021-01-28	2729	15	116	2
2021-01-27	2714	16	114	1
2021-01-26	2698	13	113	2
2021-01-25	2685	19	111	1
2021-01-23	2666	8	110	1
2021-01-22	2658	26	109	0
2021-01-21	2632	5	109	0
2021-01-20	2627	40	109	0
2021-01-19	2587	16	109	0
2021-01-18	2571	23	109	3
2021-01-16	2548	20	106	0
2021-01-15	2528	23	106	1
2021-01-14	2505	12	105	0
2021-01-13	2493	39	105	1
2021-01-12	2454	27	104	0
2021-01-11	2427	30	104	0
2021-01-09	2397	31	104	0
2021-01-08	2366	70	104	4
2021-01-07	2296	29	100	0
2021-01-06	2267	47	100	2
2021-01-05	2220	30	98	2
2021-01-04	2190	15	96	2
2021-01-02	2175	30	94	1
2020-12-31	2145	37	93	1
2020-12-30	2108	62	92	0
2020-12-29	2046	19	92	1
2020-12-28	2027	37	91	1
2020-12-26	1990	12	90	0
2020-12-25	1978	27	90	0
2020-12-24	1951	77	90	1
2020-12-23	1874	73	89	3
2020-12-22	1801	37	86	2
2020-12-21	1764	73	84	3
2020-12-19	1691	53	81	5
2020-12-18	1638	69	76	1
2020-12-17	1569	81	75	2
2020-12-16	1488	64	73	2
2020-12-15	1424	21	71	1
2020-12-14	1403	112	70	6
2020-12-12	1291	81	64	3
2020-12-11	1210	46	61	6
2020-12-10	1164	50	55	3
2020-12-09	1114	28	52	0
2020-12-08	1086	10	52	2
2020-12-07	1076	76	50	5
2020-12-05	1000	24	45	1
2020-12-04	976	21	44	1
2020-12-03	955	48	43	6
2020-12-02	907	21	37	3
2020-12-01	886	14	34	0
2020-11-30	872	21	34	0
2020-11-28	851	15	34	1
2020-11-27	836	42	33	2
2020-11-26	794	25	31	0
2020-11-25	769	24	31	0
2020-11-24	745	15	31	0
2020-11-23	730	13	31	0
2020-11-22	717	11	31	0
2020-11-21	706	14	31	1
2020-11-20	692	49	30	3
2020-11-19	643	9	27	0
2020-11-18	634	13	27	0
2020-11-17	621	7	27	0
2020-11-16	614	4	27	0
2020-11-14	610	7	27	0
2020-11-13	603	12	27	1
2020-11-12	591	10	26	0
2020-11-11	581	15	26	0
2020-11-10	566	4	26	0
2020-11-09	562	15	26	0
2020-11-07	547	8	26	0
2020-11-06	539	15	26	1
2020-11-05	524	13	25	0
2020-11-04	511	23	25	1
2020-11-03	488	10	24	0
2020-11-02	478	26	24	0
2020-10-31	452	4	24	0
2020-10-30	448	20	24	0
2020-10-29	428	16	24	1
2020-10-28	412	12	23	1
2020-10-27	400	4	22	0
2020-10-26	396	3	22	0
2020-10-24	393	3	22	0
2020-10-23	390	12	22	0
2020-10-22	378	6	22	0
2020-10-21	372	11	22	0
2020-10-20	361	1	22	0
2020-10-19	360	9	22	0
2020-10-17	351	9	22	0
2020-10-16	342	3	22	0
2020-10-15	339	5	22	0
2020-10-14	334	9	22	0
2020-10-13	325	1	22	0
2020-10-12	324	12	22	0
2020-10-09	312	9	22	0
2020-10-08	303	2	22	0
2020-10-07	301	8	22	0
2020-10-05	293	1	22	0
2020-10-04	292	1	22	0
2020-10-03	291	1	22	0
2020-10-02	290	3	22	0
2020-09-30	287	3	22	0
2020-09-25	284	2	22	0
2020-09-23	282	3	22	0
2020-09-21	279	1	22	0
2020-09-18	278	1	22	0
2020-09-13	277	3	22	0
2020-09-11	274	1	22	0
2020-09-04	273	2	22	0
2020-08-27	271	1	22	0
2020-08-12	270	3	22	0
2020-08-11	267	1	22	0
2020-08-08	266	1	22	0
2020-08-07	265	2	22	0
2020-08-03	263	1	22	0
2020-08-01	262	1	22	0
2020-07-28	261	1	22	0
2020-07-22	260	1	22	0
2020-07-17	259	1	22	0
2020-07-06	258	2	22	0
2020-07-01	256	1	22	0
2020-06-30	255	1	22	0
2020-06-26	254	1	22	0
2020-06-16	253	1	22	0
2020-06-08	252	1	22	0
2020-06-07	251	1	22	0
2020-06-05	250	4	22	0
2020-06-04	246	2	22	0
2020-06-03	244	5	22	0
2020-05-30	239	5	22	2
2020-05-29	234	3	20	0
2020-05-28	231	3	20	0
2020-05-27	228	1	20	0
2020-05-26	227	2	20	0
2020-05-25	225	9	20	1
2020-05-23	216	3	19	1
2020-05-22	213	7	18	1
2020-05-20	206	3	17	1
2020-05-19	203	1	16	0
2020-05-18	202	7	16	1
2020-05-16	195	1	15	0
2020-05-15	194	5	15	0
2020-05-14	189	4	15	1
2020-05-12	185	3	14	0
2020-05-11	182	2	14	0
2020-05-09	180	2	14	0
2020-05-08	178	3	14	0
2020-05-07	175	6	14	1
2020-05-06	169	6	13	0
2020-05-04	163	1	13	0
2020-05-02	162	4	13	0
2020-05-01	158	1	13	0
2020-04-30	157	7	13	1
2020-04-29	150	3	12	0
2020-04-28	147	8	12	0
2020-04-27	139	3	12	0
2020-04-26	136	3	12	0
2020-04-25	133	1	12	0
2020-04-24	132	9	12	0
2020-04-23	123	9	12	0
2020-04-22	114	6	12	0
2020-04-21	108	15	12	1
2020-04-20	93	3	11	1
2020-04-19	90	3	10	0
2020-04-18	87	8	10	0
2020-04-17	79	1	10	1
2020-04-16	78	5	9	0
2020-04-15	73	8	9	1
2020-04-14	65	11	8	4
2020-04-12	54	5	4	3
2020-04-11	49	2	1	0
2020-04-09	47	9	1	1
2020-04-08	38	2	0	0
2020-04-07	36	2	0	0
2020-04-06	34	1	0	0
2020-04-03	33	2	0	0
2020-04-02	31	8	0	0
2020-04-01	23	4	0	0
2020-03-28	19	5	0	0
2020-03-27	14	6	0	0
2020-03-26	8	1	0	0
2020-03-24	7	1	0	0
2020-03-23	6	2	0	0
2020-03-18	4	2	0	0
2020-03-17	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: 0:04:13.321775