Germany: SK Neustadt a.d.Weinstraße (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 15:04:09 CEST

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

overview(country="Germany", subregion="SK Neustadt a.d.Weinstraße", weeks=5);

overview(country="Germany", subregion="SK Neustadt a.d.Weinstraße");

compare_plot(country="Germany", subregion="SK Neustadt a.d.Weinstraße", dates="2020-03-15:");

# load the data
cases, deaths = germany_get_region(landkreis="SK Neustadt a.d.Weinstraße")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Neustadt a.d.Weinstraße")
print(f'Population of country="Germany", subregion="SK Neustadt a.d.Weinstraße": {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 Neustadt a.d.Weinstraße": 53491 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	22967	2	87	0
2023-03-03	22965	3	87	0
2023-03-02	22962	20	87	0
2023-03-01	22942	11	87	0
2023-02-28	22931	23	87	0
2023-02-27	22908	17	87	0
2023-02-24	22891	10	87	0
2023-02-23	22881	9	87	0
2023-02-22	22872	12	87	0
2023-02-21	22860	9	87	0
2023-02-20	22851	22	87	0
2023-02-17	22829	31	87	0
2023-02-16	22798	25	87	0
2023-02-15	22773	21	87	0
2023-02-14	22752	8	87	0
2023-02-13	22744	11	87	0
2023-02-10	22733	5	87	0
2023-02-09	22728	10	87	0
2023-02-08	22718	4	87	0
2023-02-07	22714	10	87	0
2023-02-06	22704	17	87	0
2023-02-03	22687	10	87	0
2023-02-02	22677	6	87	0
2023-02-01	22671	4	87	0
2023-01-31	22667	16	87	0
2023-01-30	22651	13	87	0
2023-01-29	22638	1	87	0
2023-01-27	22637	4	87	0
2023-01-26	22633	17	87	0
2023-01-25	22616	9	87	0
2023-01-24	22607	7	87	0
2023-01-23	22600	14	87	0
2023-01-20	22586	4	87	0
2023-01-19	22582	14	87	0
2023-01-18	22568	7	87	0
2023-01-17	22561	6	87	0
2023-01-16	22555	13	87	0
2023-01-15	22542	1	87	0
2023-01-13	22541	9	87	0
2023-01-12	22532	21	87	0
2023-01-11	22511	9	87	0
2023-01-10	22502	11	87	0
2023-01-09	22491	27	87	0
2023-01-08	22464	1	87	0
2023-01-07	22463	1	87	0
2023-01-06	22462	19	87	1
2023-01-05	22443	67	86	0
2023-01-04	22376	22	86	0
2023-01-03	22354	67	86	1
2023-01-02	22287	73	85	3
2022-12-31	22214	1	82	0
2022-12-28	22213	2	82	0
2022-12-26	22211	1	82	0
2022-12-23	22210	8	82	0
2022-12-22	22202	27	82	0
2022-12-21	22175	27	82	0
2022-12-20	22148	19	82	0
2022-12-19	22129	38	82	2
2022-12-18	22091	5	80	0
2022-12-17	22086	2	80	0
2022-12-16	22084	15	80	1
2022-12-15	22069	27	79	1
2022-12-14	22042	21	78	0
2022-12-13	22021	31	78	0
2022-12-12	21990	40	78	0
2022-12-09	21950	9	78	0
2022-12-08	21941	9	78	0
2022-12-07	21932	8	78	0
2022-12-06	21924	24	78	1
2022-12-05	21900	20	77	0
2022-12-02	21880	16	77	0
2022-12-01	21864	10	77	0
2022-11-30	21854	6	77	0
2022-11-29	21848	21	77	0
2022-11-28	21827	35	77	0
2022-11-25	21792	13	77	0
2022-11-24	21779	15	77	0
2022-11-23	21764	23	77	0
2022-11-22	21741	24	77	0
2022-11-21	21717	19	77	0
2022-11-18	21698	1	77	0
2022-11-17	21697	22	77	0
2022-11-16	21675	34	77	0
2022-11-15	21641	12	77	0
2022-11-14	21629	29	77	0
2022-11-11	21600	16	77	0
2022-11-10	21584	17	77	0
2022-11-09	21567	25	77	0
2022-11-08	21542	35	77	1
2022-11-07	21507	47	76	1
2022-11-04	21460	37	75	0
2022-11-03	21423	62	75	0
2022-11-02	21361	56	75	0
2022-10-28	21305	15	75	0
2022-10-27	21290	32	75	0
2022-10-26	21258	30	75	0
2022-10-25	21228	60	75	0
2022-10-24	21168	68	75	1
2022-10-21	21100	62	74	0
2022-10-20	21038	99	74	1
2022-10-19	20939	101	73	0
2022-10-18	20838	63	73	0
2022-10-17	20775	132	73	0
2022-10-14	20643	69	73	0
2022-10-13	20574	120	73	1
2022-10-12	20454	116	72	1
2022-10-11	20338	134	71	1
2022-10-10	20204	166	70	0
2022-10-07	20038	18	70	0
2022-10-06	20020	216	70	1
2022-10-05	19804	27	69	0
2022-10-04	19777	157	69	0
2022-09-30	19620	36	69	0
2022-09-29	19584	65	69	0
2022-09-28	19519	84	69	0
2022-09-27	19435	78	69	0
2022-09-26	19357	111	69	0
2022-09-23	19246	23	69	0
2022-09-22	19223	42	69	0
2022-09-21	19181	39	69	0
2022-09-20	19142	55	69	0
2022-09-19	19087	74	69	0
2022-09-16	19013	6	69	0
2022-09-15	19007	30	69	0
2022-09-14	18977	30	69	0
2022-09-13	18947	30	69	0
2022-09-12	18917	44	69	0
2022-09-09	18873	30	69	0
2022-09-08	18843	21	69	0
2022-09-07	18822	18	69	0
2022-09-06	18804	26	69	0
2022-09-05	18778	33	69	0
2022-09-02	18745	6	69	0
2022-09-01	18739	20	69	0
2022-08-31	18719	17	69	0
2022-08-30	18702	26	69	0
2022-08-29	18676	37	69	0
2022-08-26	18639	8	69	0
2022-08-25	18631	8	69	0
2022-08-24	18623	33	69	0
2022-08-23	18590	20	69	0
2022-08-22	18570	29	69	0
2022-08-19	18541	19	69	0
2022-08-18	18522	20	69	0
2022-08-17	18502	59	69	0
2022-08-16	18443	42	69	0
2022-08-15	18401	55	69	0
2022-08-12	18346	38	69	0
2022-08-11	18308	29	69	0
2022-08-10	18279	56	69	0
2022-08-09	18223	49	69	0
2022-08-08	18174	64	69	0
2022-08-05	18110	21	69	0
2022-08-04	18089	40	69	0
2022-08-03	18049	41	69	0
2022-08-02	18008	50	69	1
2022-08-01	17958	76	68	0
2022-07-29	17882	37	68	1
2022-07-28	17845	32	67	0
2022-07-27	17813	97	67	0
2022-07-26	17716	83	67	0
2022-07-25	17633	141	67	0
2022-07-22	17492	76	67	0
2022-07-21	17416	90	67	0
2022-07-20	17326	122	67	0
2022-07-19	17204	139	67	1
2022-07-18	17065	154	66	0
2022-07-15	16911	87	66	1
2022-07-14	16824	152	65	0
2022-07-13	16672	62	65	0
2022-07-12	16610	68	65	0
2022-07-11	16542	50	65	0
2022-07-08	16492	35	65	0
2022-07-07	16457	74	65	0
2022-07-06	16383	65	65	0
2022-07-05	16318	73	65	0
2022-07-04	16245	72	65	0
2022-07-01	16173	44	65	0
2022-06-30	16129	43	65	0
2022-06-29	16086	53	65	0
2022-06-28	16033	97	65	0
2022-06-27	15936	46	65	0
2022-06-24	15890	43	65	0
2022-06-23	15847	36	65	0
2022-06-22	15811	52	65	0
2022-06-21	15759	83	65	0
2022-06-20	15676	108	65	0
2022-06-17	15568	45	65	0
2022-06-15	15523	39	65	1
2022-06-14	15484	75	64	0
2022-06-13	15409	70	64	0
2022-06-10	15339	13	64	0
2022-06-09	15326	41	64	0
2022-06-08	15285	48	64	0
2022-06-07	15237	56	64	1
2022-06-03	15181	18	63	0
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2022-05-31	15121	28	63	0
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2022-05-09	14652	38	63	0
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2022-05-04	14542	52	63	0
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2022-04-29	14367	51	63	0
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2022-04-26	14193	114	63	0
2022-04-25	14079	113	63	0
2022-04-22	13966	65	63	0
2022-04-21	13901	97	63	0
2022-04-20	13804	112	63	0
2022-04-19	13692	260	63	1
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2022-04-13	13339	120	62	0
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2022-04-07	12786	113	62	1
2022-04-06	12673	100	61	0
2022-04-05	12573	119	61	0
2022-04-04	12454	174	61	0
2022-04-01	12280	95	61	1
2022-03-31	12185	127	60	0
2022-03-30	12058	157	60	0
2022-03-29	11901	191	60	0
2022-03-28	11710	286	60	0
2022-03-25	11424	201	60	0
2022-03-24	11223	132	60	0
2022-03-23	11091	112	60	0
2022-03-22	10979	200	60	2
2022-03-21	10779	283	58	1
2022-03-18	10496	178	57	0
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2022-03-16	10061	159	57	0
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2022-01-07	4261	9	53	0
2022-01-06	4252	37	53	1
2022-01-05	4215	26	52	0
2022-01-04	4189	43	52	0
2022-01-03	4146	46	52	0
2021-12-30	4100	20	52	0
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2021-12-27	4042	45	52	0
2021-12-25	3997	1	52	0
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2021-12-17	3886	15	52	0
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2021-06-15	1688	1	38	0
2021-06-10	1687	1	38	0
2021-06-05	1686	1	38	0
2021-06-03	1685	3	38	0
2021-06-02	1682	4	38	0
2021-06-01	1678	2	38	0
2021-05-31	1676	1	38	0
2021-05-29	1675	3	38	0
2021-05-28	1672	1	38	0
2021-05-27	1671	7	38	0
2021-05-26	1664	6	38	0
2021-05-25	1658	2	38	0
2021-05-24	1656	1	38	0
2021-05-23	1655	2	38	0
2021-05-22	1653	1	38	0
2021-05-21	1652	2	38	0
2021-05-20	1650	1	38	0
2021-05-19	1649	3	38	0
2021-05-18	1646	6	38	0
2021-05-17	1640	4	38	0
2021-05-15	1636	3	38	0
2021-05-14	1633	2	38	0
2021-05-13	1631	1	38	0
2021-05-12	1630	12	38	0
2021-05-11	1618	6	38	0
2021-05-10	1612	5	38	0
2021-05-08	1607	11	38	1
2021-05-07	1596	5	37	0
2021-05-06	1591	6	37	0
2021-05-05	1585	9	37	0
2021-05-04	1576	8	37	0
2021-05-03	1568	8	37	0
2021-05-02	1560	1	37	0
2021-05-01	1559	6	37	0
2021-04-30	1553	8	37	0
2021-04-29	1545	8	37	0
2021-04-28	1537	8	37	0
2021-04-27	1529	4	37	0
2021-04-26	1525	4	37	0
2021-04-25	1521	2	37	0
2021-04-24	1519	8	37	0
2021-04-23	1511	7	37	0
2021-04-22	1504	13	37	0
2021-04-21	1491	8	37	0
2021-04-20	1483	8	37	0
2021-04-19	1475	8	37	0
2021-04-18	1467	1	37	0
2021-04-17	1466	15	37	0
2021-04-16	1451	8	37	0
2021-04-15	1443	5	37	0
2021-04-14	1438	9	37	0
2021-04-13	1429	7	37	0
2021-04-12	1422	12	37	1
2021-04-11	1410	1	36	0
2021-04-10	1409	9	36	1
2021-04-09	1400	10	35	0
2021-04-08	1390	12	35	0
2021-04-07	1378	10	35	1
2021-04-06	1368	2	34	0
2021-04-04	1366	3	34	0
2021-04-03	1363	8	34	0
2021-04-02	1355	7	34	0
2021-04-01	1348	9	34	0
2021-03-31	1339	14	34	0
2021-03-30	1325	7	34	0
2021-03-29	1318	1	34	0
2021-03-28	1317	1	34	0
2021-03-27	1316	7	34	0
2021-03-26	1309	5	34	0
2021-03-25	1304	9	34	0
2021-03-24	1295	8	34	0
2021-03-23	1287	4	34	0
2021-03-22	1283	9	34	0
2021-03-20	1274	4	34	0
2021-03-19	1270	3	34	0
2021-03-18	1267	6	34	1
2021-03-16	1261	3	33	0
2021-03-15	1258	4	33	0
2021-03-14	1254	1	33	0
2021-03-12	1253	4	33	0
2021-03-11	1249	5	33	0
2021-03-10	1244	4	33	0
2021-03-08	1240	2	33	0
2021-03-07	1238	1	33	0
2021-03-05	1237	3	33	0
2021-03-03	1234	4	33	0
2021-03-02	1230	3	33	0
2021-02-27	1227	3	33	0
2021-02-26	1224	2	33	0
2021-02-25	1222	3	33	0
2021-02-24	1219	4	33	1
2021-02-23	1215	10	32	0
2021-02-21	1205	2	32	0
2021-02-20	1203	10	32	1
2021-02-19	1193	8	31	1
2021-02-18	1185	6	30	0
2021-02-17	1179	11	30	0
2021-02-16	1168	1	30	0
2021-02-15	1167	2	30	0
2021-02-14	1165	7	30	0
2021-02-13	1158	1	30	0
2021-02-12	1157	2	30	0
2021-02-11	1155	6	30	0
2021-02-10	1149	5	30	1
2021-02-09	1144	10	29	0
2021-02-08	1134	1	29	0
2021-02-06	1133	3	29	0
2021-02-05	1130	8	29	1
2021-02-04	1122	11	28	0
2021-02-03	1111	6	28	0
2021-02-02	1105	6	28	0
2021-02-01	1099	3	28	0
2021-01-31	1096	1	28	0
2021-01-30	1095	7	28	0
2021-01-29	1088	4	28	0
2021-01-28	1084	5	28	0
2021-01-27	1079	14	28	1
2021-01-26	1065	12	27	1
2021-01-25	1053	3	26	0
2021-01-24	1050	3	26	0
2021-01-23	1047	2	26	1
2021-01-22	1045	19	25	1
2021-01-21	1026	11	24	0
2021-01-20	1015	10	24	0
2021-01-19	1005	13	24	1
2021-01-18	992	3	23	0
2021-01-17	989	9	23	0
2021-01-16	980	7	23	1
2021-01-15	973	4	22	0
2021-01-14	969	15	22	0
2021-01-13	954	15	22	3
2021-01-12	939	11	19	1
2021-01-11	928	4	18	0
2021-01-10	924	5	18	0
2021-01-09	919	7	18	0
2021-01-08	912	7	18	0
2021-01-07	905	16	18	0
2021-01-06	889	16	18	4
2021-01-05	873	12	14	0
2021-01-04	861	3	14	0
2021-01-03	858	4	14	0
2021-01-02	854	4	14	0
2021-01-01	850	5	14	0
2020-12-31	845	11	14	0
2020-12-30	834	7	14	0
2020-12-29	827	26	14	2
2020-12-28	801	6	12	0
2020-12-27	795	1	12	0
2020-12-26	794	5	12	0
2020-12-25	789	10	12	0
2020-12-24	779	11	12	0
2020-12-23	768	17	12	0
2020-12-22	751	10	12	1
2020-12-21	741	7	11	0
2020-12-20	734	7	11	0
2020-12-19	727	7	11	0
2020-12-18	720	18	11	0
2020-12-17	702	14	11	0
2020-12-16	688	6	11	0
2020-12-15	682	16	11	1
2020-12-14	666	7	10	0
2020-12-13	659	6	10	1
2020-12-12	653	9	9	0
2020-12-11	644	12	9	0
2020-12-10	632	13	9	1
2020-12-09	619	12	8	0
2020-12-08	607	16	8	1
2020-12-07	591	12	7	1
2020-12-06	579	5	6	0
2020-12-05	574	12	6	0
2020-12-04	562	14	6	1
2020-12-03	548	16	5	1
2020-12-02	532	11	4	0
2020-12-01	521	17	4	0
2020-11-30	504	9	4	0
2020-11-29	495	8	4	0
2020-11-28	487	8	4	0
2020-11-27	479	13	4	0
2020-11-26	466	14	4	0
2020-11-25	452	10	4	0
2020-11-24	442	8	4	0
2020-11-23	434	14	4	0
2020-11-22	420	13	4	1
2020-11-21	407	13	3	1
2020-11-20	394	11	2	0
2020-11-19	383	13	2	0
2020-11-18	370	6	2	0
2020-11-17	364	6	2	0
2020-11-16	358	12	2	0
2020-11-15	346	6	2	0
2020-11-14	340	4	2	0
2020-11-13	336	7	2	0
2020-11-12	329	8	2	0
2020-11-11	321	11	2	0
2020-11-10	310	5	2	0
2020-11-09	305	5	2	0
2020-11-08	300	8	2	0
2020-11-07	292	18	2	0
2020-11-06	274	9	2	0
2020-11-05	265	12	2	0
2020-11-04	253	7	2	0
2020-11-03	246	10	2	0
2020-11-02	236	11	2	0
2020-10-31	225	5	2	0
2020-10-30	220	10	2	0
2020-10-29	210	8	2	0
2020-10-28	202	4	2	0
2020-10-27	198	4	2	0
2020-10-26	194	2	2	0
2020-10-25	192	2	2	0
2020-10-24	190	1	2	0
2020-10-23	189	4	2	0
2020-10-22	185	3	2	0
2020-10-21	182	2	2	0
2020-10-20	180	4	2	0
2020-10-19	176	1	2	0
2020-10-18	175	1	2	0
2020-10-17	174	1	2	0
2020-10-16	173	1	2	0
2020-10-15	172	3	2	0
2020-10-13	169	6	2	0
2020-10-10	163	1	2	0
2020-10-09	162	1	2	0
2020-10-08	161	1	2	0
2020-10-07	160	1	2	0
2020-10-02	159	1	2	0
2020-10-01	158	2	2	0
2020-09-30	156	2	2	0
2020-09-28	154	3	2	0
2020-09-27	151	1	2	0
2020-09-26	150	2	2	0
2020-09-22	148	1	2	0
2020-09-21	147	2	2	0
2020-09-18	145	1	2	0
2020-09-17	144	2	2	0
2020-09-15	142	1	2	0
2020-09-14	141	1	2	0
2020-09-10	140	1	2	0
2020-08-31	139	1	2	0
2020-08-26	138	1	2	0
2020-08-21	137	1	2	0
2020-08-20	136	3	2	0
2020-08-19	133	1	2	0
2020-08-16	132	3	2	0
2020-08-13	129	2	2	0
2020-08-11	127	4	2	0
2020-08-07	123	1	2	0
2020-08-05	122	1	2	0
2020-08-01	121	1	2	0
2020-07-31	120	2	2	0
2020-07-22	118	5	2	0
2020-07-21	113	1	2	0
2020-07-16	112	1	2	0
2020-07-09	111	2	2	0
2020-07-08	109	2	2	0
2020-07-02	107	1	2	0
2020-06-26	106	1	2	0
2020-06-23	105	1	2	0
2020-06-01	104	1	2	0
2020-05-13	103	1	2	0
2020-04-30	102	1	2	0
2020-04-22	101	2	2	0
2020-04-17	99	1	2	0
2020-04-15	98	2	2	0
2020-04-14	96	1	2	1
2020-04-10	95	5	1	0
2020-04-08	90	4	1	0
2020-04-07	86	2	1	0
2020-04-06	84	3	1	0
2020-04-05	81	2	1	0
2020-04-04	79	4	1	0
2020-04-03	75	5	1	0
2020-04-02	70	3	1	0
2020-04-01	67	5	1	0
2020-03-31	62	2	1	0
2020-03-30	60	5	1	0
2020-03-28	55	3	1	0
2020-03-27	52	6	1	0
2020-03-26	46	4	1	0
2020-03-25	42	3	1	0
2020-03-24	39	4	1	0
2020-03-23	35	11	1	0
2020-03-21	24	6	1	0
2020-03-20	18	6	1	0
2020-03-19	12	2	1	0
2020-03-18	10	4	1	1
2020-03-17	6	3	0	0
2020-03-13	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: 0:03:21.717172