Germany: LK Südwestpfalz (Rheinland-Pfalz)

• 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 14:56:24 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Südwestpfalz")
print(f'Population of country="Germany", subregion="LK Südwestpfalz": {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 Südwestpfalz": 94819 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	40500	15	173	0
2023-03-03	40485	10	173	0
2023-03-02	40475	20	173	0
2023-03-01	40455	29	173	0
2023-02-28	40426	53	173	0
2023-02-27	40373	47	173	0
2023-02-24	40326	12	173	0
2023-02-23	40314	27	173	0
2023-02-22	40287	23	173	0
2023-02-21	40264	35	173	0
2023-02-20	40229	37	173	0
2023-02-17	40192	23	173	0
2023-02-16	40169	21	173	0
2023-02-15	40148	19	173	0
2023-02-14	40129	24	173	1
2023-02-13	40105	31	172	0
2023-02-10	40074	16	172	0
2023-02-09	40058	18	172	0
2023-02-08	40040	29	172	0
2023-02-07	40011	30	172	0
2023-02-06	39981	33	172	0
2023-02-03	39948	10	172	0
2023-02-02	39938	14	172	0
2023-02-01	39924	27	172	0
2023-01-31	39897	14	172	0
2023-01-30	39883	22	172	0
2023-01-27	39861	11	172	0
2023-01-26	39850	8	172	0
2023-01-25	39842	23	172	0
2023-01-24	39819	20	172	0
2023-01-23	39799	12	172	0
2023-01-20	39787	10	172	0
2023-01-19	39777	19	172	0
2023-01-18	39758	17	172	0
2023-01-17	39741	19	172	0
2023-01-16	39722	24	172	0
2023-01-13	39698	2	172	0
2023-01-12	39696	19	172	0
2023-01-11	39677	18	172	0
2023-01-10	39659	34	172	1
2023-01-09	39625	22	171	1
2023-01-06	39603	31	170	0
2023-01-05	39572	21	170	0
2023-01-04	39551	48	170	0
2023-01-03	39503	51	170	0
2023-01-02	39452	80	170	0
2022-12-30	39372	23	170	0
2022-12-29	39349	23	170	0
2022-12-28	39326	25	170	0
2022-12-27	39301	24	170	0
2022-12-23	39277	30	170	0
2022-12-22	39247	26	170	1
2022-12-21	39221	35	169	0
2022-12-20	39186	44	169	0
2022-12-19	39142	59	169	1
2022-12-16	39083	14	168	0
2022-12-15	39069	38	168	0
2022-12-14	39031	32	168	0
2022-12-13	38999	30	168	1
2022-12-12	38969	39	167	1
2022-12-09	38930	18	166	0
2022-12-08	38912	24	166	0
2022-12-07	38888	25	166	0
2022-12-06	38863	15	166	0
2022-12-05	38848	21	166	0
2022-12-02	38827	10	166	0
2022-12-01	38817	15	166	0
2022-11-30	38802	18	166	0
2022-11-29	38784	39	166	0
2022-11-28	38745	33	166	0
2022-11-25	38712	17	166	1
2022-11-24	38695	25	165	0
2022-11-23	38670	41	165	0
2022-11-22	38629	49	165	0
2022-11-21	38580	56	165	0
2022-11-18	38524	27	165	0
2022-11-17	38497	58	165	1
2022-11-16	38439	39	164	0
2022-11-15	38400	55	164	1
2022-11-14	38345	33	163	1
2022-11-11	38312	61	162	0
2022-11-10	38251	31	162	0
2022-11-09	38220	60	162	0
2022-11-08	38160	35	162	0
2022-11-07	38125	93	162	2
2022-11-04	38032	36	160	0
2022-11-03	37996	59	160	0
2022-11-02	37937	110	160	0
2022-10-31	37827	89	160	0
2022-10-28	37738	39	160	0
2022-10-27	37699	100	160	0
2022-10-26	37599	155	160	0
2022-10-25	37444	84	160	0
2022-10-24	37360	182	160	0
2022-10-21	37178	133	160	0
2022-10-20	37045	160	160	1
2022-10-19	36885	233	159	1
2022-10-18	36652	336	158	0
2022-10-17	36316	234	158	1
2022-10-14	36082	161	157	1
2022-10-13	35921	311	156	1
2022-10-12	35610	442	155	0
2022-10-11	35168	331	155	1
2022-10-10	34837	414	154	4
2022-10-07	34423	215	150	0
2022-10-06	34208	394	150	1
2022-10-05	33814	245	149	0
2022-10-04	33569	231	149	1
2022-09-30	33338	60	148	0
2022-09-29	33278	269	148	2
2022-09-28	33009	186	146	0
2022-09-27	32823	202	146	0
2022-09-26	32621	85	146	0
2022-09-23	32536	44	146	0
2022-09-22	32492	105	146	0
2022-09-21	32387	92	146	0
2022-09-20	32295	145	146	0
2022-09-19	32150	76	146	0
2022-09-16	32074	54	146	0
2022-09-15	32020	62	146	0
2022-09-14	31958	73	146	0
2022-09-13	31885	78	146	0
2022-09-12	31807	86	146	0
2022-09-09	31721	29	146	0
2022-09-08	31692	69	146	0
2022-09-07	31623	49	146	0
2022-09-06	31574	51	146	0
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2022-09-02	31458	43	146	0
2022-09-01	31415	51	146	0
2022-08-31	31364	42	146	0
2022-08-30	31322	61	146	0
2022-08-29	31261	66	146	0
2022-08-26	31195	20	146	0
2022-08-25	31175	24	146	0
2022-08-24	31151	71	146	0
2022-08-23	31080	77	146	0
2022-08-22	31003	116	146	0
2022-08-19	30887	41	146	0
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2022-08-17	30781	101	146	0
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2022-08-03	29832	114	146	0
2022-08-02	29718	115	146	0
2022-08-01	29603	188	146	0
2022-07-29	29415	54	146	0
2022-07-28	29361	187	146	0
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2022-07-21	28600	245	146	0
2022-07-20	28355	154	146	0
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2022-07-18	28097	241	146	0
2022-07-15	27856	138	146	0
2022-07-14	27718	205	146	0
2022-07-13	27513	243	146	0
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2022-07-06	26614	156	144	1
2022-07-05	26458	130	143	0
2022-07-04	26328	200	143	0
2022-07-01	26128	94	143	0
2022-06-30	26034	168	143	1
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2022-06-24	25424	73	142	0
2022-06-23	25351	81	142	0
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2021-05-17	2562	1	85	0
2021-05-16	2561	5	85	0
2021-05-15	2556	9	85	0
2021-05-14	2547	17	85	0
2021-05-12	2530	12	85	0
2021-05-11	2518	15	85	1
2021-05-10	2503	1	84	0
2021-05-09	2502	3	84	0
2021-05-08	2499	13	84	0
2021-05-07	2486	6	84	0
2021-05-06	2480	14	84	0
2021-05-05	2466	20	84	0
2021-05-04	2446	12	84	0
2021-05-03	2434	1	84	0
2021-05-01	2433	18	84	0
2021-04-30	2415	7	84	0
2021-04-29	2408	15	84	0
2021-04-28	2393	20	84	0
2021-04-27	2373	10	84	0
2021-04-26	2363	2	84	0
2021-04-25	2361	4	84	0
2021-04-24	2357	11	84	0
2021-04-23	2346	13	84	0
2021-04-22	2333	12	84	0
2021-04-21	2321	17	84	0
2021-04-20	2304	17	84	0
2021-04-19	2287	1	84	0
2021-04-18	2286	1	84	0
2021-04-17	2285	13	84	1
2021-04-16	2272	11	83	0
2021-04-15	2261	14	83	1
2021-04-14	2247	19	82	1
2021-04-13	2228	26	81	1
2021-04-12	2202	5	80	0
2021-04-11	2197	7	80	0
2021-04-10	2190	13	80	0
2021-04-09	2177	5	80	0
2021-04-08	2172	24	80	2
2021-04-07	2148	18	78	0
2021-04-06	2130	5	78	0
2021-04-05	2125	2	78	1
2021-04-04	2123	1	77	0
2021-04-03	2122	8	77	0
2021-04-02	2114	5	77	0
2021-04-01	2109	17	77	0
2021-03-31	2092	24	77	2
2021-03-30	2068	12	75	0
2021-03-29	2056	2	75	0
2021-03-28	2054	2	75	0
2021-03-27	2052	18	75	0
2021-03-26	2034	13	75	0
2021-03-25	2021	21	75	0
2021-03-24	2000	13	75	0
2021-03-23	1987	22	75	0
2021-03-22	1965	1	75	0
2021-03-21	1964	6	75	0
2021-03-20	1958	16	75	1
2021-03-19	1942	15	74	0
2021-03-18	1927	14	74	0
2021-03-17	1913	20	74	0
2021-03-16	1893	25	74	1
2021-03-15	1868	7	73	1
2021-03-14	1861	7	72	0
2021-03-13	1854	13	72	0
2021-03-12	1841	16	72	1
2021-03-11	1825	15	71	0
2021-03-10	1810	23	71	1
2021-03-09	1787	16	70	0
2021-03-08	1771	1	70	0
2021-03-07	1770	2	70	1
2021-03-06	1768	9	69	2
2021-03-05	1759	3	67	1
2021-03-04	1756	12	66	1
2021-03-03	1744	9	65	0
2021-03-02	1735	7	65	0
2021-02-28	1728	2	65	0
2021-02-27	1726	7	65	0
2021-02-26	1719	4	65	0
2021-02-25	1715	8	65	0
2021-02-24	1707	8	65	1
2021-02-23	1699	5	64	1
2021-02-22	1694	2	63	1
2021-02-21	1692	1	62	0
2021-02-20	1691	7	62	0
2021-02-19	1684	9	62	0
2021-02-18	1675	8	62	0
2021-02-17	1667	7	62	0
2021-02-16	1660	6	62	0
2021-02-14	1654	1	62	0
2021-02-13	1653	7	62	0
2021-02-12	1646	4	62	0
2021-02-11	1642	5	62	0
2021-02-10	1637	4	62	0
2021-02-09	1633	11	62	0
2021-02-08	1622	3	62	0
2021-02-07	1619	4	62	0
2021-02-06	1615	3	62	0
2021-02-05	1612	6	62	0
2021-02-04	1606	8	62	1
2021-02-03	1598	6	61	0
2021-02-02	1592	12	61	0
2021-02-01	1580	6	61	2
2021-01-31	1574	4	59	0
2021-01-30	1570	8	59	0
2021-01-29	1562	13	59	0
2021-01-28	1549	6	59	0
2021-01-27	1543	10	59	0
2021-01-26	1533	10	59	0
2021-01-25	1523	5	59	2
2021-01-24	1518	5	57	0
2021-01-23	1513	1	57	0
2021-01-22	1512	12	57	1
2021-01-21	1500	9	56	0
2021-01-20	1491	24	56	2
2021-01-19	1467	7	54	0
2021-01-18	1460	1	54	0
2021-01-16	1459	6	54	1
2021-01-15	1453	7	53	0
2021-01-14	1446	23	53	1
2021-01-13	1423	13	52	1
2021-01-12	1410	22	51	1
2021-01-11	1388	4	50	1
2021-01-10	1384	4	49	1
2021-01-09	1380	20	48	0
2021-01-08	1360	3	48	0
2021-01-07	1357	18	48	0
2021-01-06	1339	40	48	3
2021-01-05	1299	33	45	5
2021-01-04	1266	8	40	0
2021-01-03	1258	9	40	0
2021-01-02	1249	25	40	2
2020-12-31	1224	3	38	1
2020-12-30	1221	42	37	3
2020-12-29	1179	23	34	0
2020-12-28	1156	28	34	1
2020-12-27	1128	24	33	0
2020-12-23	1104	23	33	0
2020-12-22	1081	21	33	1
2020-12-21	1060	12	32	1
2020-12-20	1048	13	31	0
2020-12-19	1035	23	31	2
2020-12-18	1012	12	29	0
2020-12-17	1000	35	29	1
2020-12-16	965	22	28	0
2020-12-15	943	17	28	0
2020-12-14	926	1	28	0
2020-12-13	925	10	28	1
2020-12-12	915	19	27	1
2020-12-11	896	36	26	0
2020-12-10	860	19	26	2
2020-12-09	841	23	24	0
2020-12-08	818	6	24	0
2020-12-07	812	4	24	0
2020-12-06	808	7	24	0
2020-12-05	801	19	24	3
2020-12-04	782	13	21	1
2020-12-03	769	19	20	1
2020-12-02	750	12	19	0
2020-12-01	738	11	19	1
2020-11-30	727	6	18	0
2020-11-29	721	17	18	0
2020-11-28	704	5	18	0
2020-11-27	699	20	18	1
2020-11-26	679	18	17	0
2020-11-25	661	22	17	0
2020-11-24	639	25	17	1
2020-11-23	614	4	16	1
2020-11-22	610	17	15	1
2020-11-21	593	11	14	0
2020-11-20	582	28	14	1
2020-11-19	554	18	13	3
2020-11-18	536	14	10	0
2020-11-17	522	11	10	2
2020-11-16	511	4	8	0
2020-11-15	507	7	8	0
2020-11-14	500	28	8	1
2020-11-13	472	18	7	0
2020-11-12	454	17	7	1
2020-11-11	437	13	6	1
2020-11-10	424	8	5	1
2020-11-09	416	15	4	0
2020-11-08	401	10	4	0
2020-11-07	391	13	4	0
2020-11-06	378	13	4	0
2020-11-05	365	19	4	1
2020-11-04	346	32	3	0
2020-11-03	314	2	3	0
2020-11-02	312	11	3	0
2020-11-01	301	8	3	0
2020-10-31	293	14	3	0
2020-10-30	279	13	3	0
2020-10-29	266	15	3	0
2020-10-28	251	7	3	0
2020-10-27	244	9	3	0
2020-10-26	235	2	3	0
2020-10-25	233	3	3	0
2020-10-24	230	7	3	0
2020-10-23	223	15	3	0
2020-10-22	208	2	3	0
2020-10-21	206	9	3	0
2020-10-20	197	9	3	0
2020-10-19	188	5	3	0
2020-10-18	183	1	3	0
2020-10-17	182	18	3	0
2020-10-16	164	2	3	0
2020-10-15	162	3	3	0
2020-10-14	159	2	3	0
2020-10-13	157	4	3	0
2020-10-12	153	6	3	0
2020-10-06	147	1	3	0
2020-10-02	146	1	3	0
2020-09-28	145	1	3	0
2020-09-16	144	1	3	0
2020-09-10	143	1	3	0
2020-09-09	142	1	3	0
2020-09-04	141	1	3	0
2020-09-03	140	1	3	0
2020-08-31	139	1	3	0
2020-08-27	138	4	3	0
2020-08-25	134	1	3	0
2020-08-20	133	1	3	0
2020-08-17	132	5	3	0
2020-08-13	127	4	3	0
2020-08-10	123	1	3	0
2020-08-07	122	2	3	0
2020-07-22	120	2	3	0
2020-07-16	118	4	3	0
2020-07-15	114	1	3	0
2020-07-14	113	1	3	0
2020-07-13	112	1	3	0
2020-07-11	111	5	3	0
2020-07-09	106	1	3	0
2020-07-08	105	1	3	0
2020-04-29	104	1	3	0
2020-04-25	103	1	3	0
2020-04-22	102	1	3	0
2020-04-17	101	1	3	0
2020-04-16	100	3	3	0
2020-04-15	97	1	3	0
2020-04-14	96	1	3	0
2020-04-13	95	2	3	0
2020-04-11	93	10	3	0
2020-04-09	83	2	3	0
2020-04-08	81	1	3	0
2020-04-07	80	2	3	0
2020-04-06	78	1	3	0
2020-04-04	77	7	3	0
2020-04-03	70	8	3	0
2020-04-02	62	6	3	0
2020-04-01	56	7	3	1
2020-03-31	49	3	2	1
2020-03-30	46	5	1	0
2020-03-29	41	3	1	0
2020-03-28	38	5	1	1
2020-03-27	33	2	0	0
2020-03-26	31	7	0	0
2020-03-25	24	4	0	0
2020-03-24	20	2	0	0
2020-03-23	18	2	0	0
2020-03-22	16	4	0	0
2020-03-21	12	1	0	0
2020-03-20	11	8	0	0
2020-03-17	3	2	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: 0:03:18.001337