Germany: LK Rhein-Lahn-Kreis (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 14:47:34 CEST

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

overview(country="Germany", subregion="LK Rhein-Lahn-Kreis", weeks=5);

overview(country="Germany", subregion="LK Rhein-Lahn-Kreis");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Rhein-Lahn-Kreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Rhein-Lahn-Kreis")
print(f'Population of country="Germany", subregion="LK Rhein-Lahn-Kreis": {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 Rhein-Lahn-Kreis": 122724 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	49608	44	140	0
2023-03-02	49564	15	140	0
2023-03-01	49549	38	140	0
2023-02-28	49511	52	140	0
2023-02-27	49459	90	140	0
2023-02-23	49369	64	140	0
2023-02-22	49305	43	140	1
2023-02-21	49262	39	139	0
2023-02-20	49223	53	139	0
2023-02-17	49170	37	139	0
2023-02-16	49133	22	139	0
2023-02-15	49111	52	139	0
2023-02-14	49059	36	139	0
2023-02-13	49023	51	139	0
2023-02-10	48972	27	139	0
2023-02-09	48945	30	139	0
2023-02-08	48915	30	139	0
2023-02-07	48885	36	139	0
2023-02-06	48849	41	139	1
2023-02-03	48808	11	138	0
2023-02-02	48797	13	138	0
2023-02-01	48784	34	138	1
2023-01-31	48750	25	137	0
2023-01-30	48725	32	137	0
2023-01-27	48693	11	137	0
2023-01-26	48682	15	137	0
2023-01-25	48667	22	137	0
2023-01-24	48645	19	137	1
2023-01-23	48626	26	136	2
2023-01-20	48600	18	134	0
2023-01-19	48582	18	134	0
2023-01-18	48564	16	134	0
2023-01-17	48548	14	134	0
2023-01-16	48534	21	134	0
2023-01-13	48513	9	134	0
2023-01-12	48504	19	134	1
2023-01-11	48485	14	133	0
2023-01-10	48471	43	133	0
2023-01-09	48428	45	133	0
2023-01-06	48383	17	133	0
2023-01-05	48366	41	133	1
2023-01-04	48325	46	132	0
2023-01-03	48279	37	132	0
2023-01-02	48242	70	132	0
2022-12-30	48172	26	132	0
2022-12-29	48146	47	132	0
2022-12-28	48099	67	132	0
2022-12-27	48032	114	132	0
2022-12-23	47918	51	132	0
2022-12-22	47867	77	132	1
2022-12-21	47790	79	131	0
2022-12-20	47711	38	131	0
2022-12-19	47673	80	131	0
2022-12-16	47593	27	131	0
2022-12-15	47566	46	131	0
2022-12-14	47520	80	131	0
2022-12-13	47440	45	131	0
2022-12-12	47395	65	131	1
2022-12-09	47330	33	130	0
2022-12-08	47297	43	130	0
2022-12-07	47254	35	130	0
2022-12-06	47219	46	130	0
2022-12-05	47173	67	130	0
2022-12-02	47106	21	130	0
2022-12-01	47085	28	130	0
2022-11-30	47057	36	130	0
2022-11-29	47021	44	130	0
2022-11-28	46977	52	130	0
2022-11-25	46925	23	130	0
2022-11-24	46902	37	130	0
2022-11-23	46865	34	130	0
2022-11-22	46831	41	130	0
2022-11-21	46790	69	130	0
2022-11-18	46721	32	130	0
2022-11-17	46689	25	130	0
2022-11-16	46664	43	130	1
2022-11-15	46621	53	129	0
2022-11-14	46568	95	129	0
2022-11-11	46473	15	129	0
2022-11-10	46458	46	129	0
2022-11-09	46412	35	129	0
2022-11-08	46377	53	129	0
2022-11-07	46324	84	129	0
2022-11-04	46240	27	129	0
2022-11-03	46213	77	129	0
2022-11-02	46136	93	129	0
2022-10-31	46043	111	129	0
2022-10-28	45932	50	129	0
2022-10-27	45882	91	129	0
2022-10-26	45791	105	129	0
2022-10-25	45686	99	129	0
2022-10-24	45587	223	129	1
2022-10-21	45364	106	128	0
2022-10-20	45258	214	128	0
2022-10-19	45044	164	128	0
2022-10-18	44880	265	128	1
2022-10-17	44615	254	127	0
2022-10-14	44361	114	127	0
2022-10-13	44247	212	127	0
2022-10-12	44035	223	127	0
2022-10-11	43812	340	127	0
2022-10-10	43472	307	127	0
2022-10-07	43165	308	127	1
2022-10-06	42857	372	126	0
2022-10-05	42485	321	126	0
2022-10-04	42164	134	126	0
2022-09-29	42030	90	126	0
2022-09-28	41940	170	126	0
2022-09-27	41770	185	126	0
2022-09-26	41585	245	126	1
2022-09-23	41340	81	125	0
2022-09-22	41259	125	125	0
2022-09-21	41134	85	125	0
2022-09-20	41049	174	125	0
2022-09-19	40875	57	125	0
2022-09-16	40818	48	125	0
2022-09-15	40770	56	125	0
2022-09-14	40714	51	125	0
2022-09-13	40663	81	125	0
2022-09-12	40582	66	125	1
2022-09-09	40516	44	124	0
2022-09-08	40472	67	124	0
2022-09-07	40405	67	124	0
2022-09-06	40338	68	124	0
2022-09-05	40270	67	124	0
2022-09-02	40203	35	124	0
2022-09-01	40168	50	124	1
2022-08-31	40118	57	123	0
2022-08-30	40061	69	123	0
2022-08-29	39992	97	123	0
2022-08-26	39895	33	123	0
2022-08-25	39862	77	123	0
2022-08-24	39785	17	123	0
2022-08-23	39768	68	123	0
2022-08-22	39700	88	123	0
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2022-08-17	39486	33	123	0
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2022-08-05	38890	50	123	0
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2022-08-03	38745	93	123	0
2022-08-02	38652	159	123	0
2022-08-01	38493	155	123	0
2022-07-29	38338	89	123	0
2022-07-28	38249	91	123	0
2022-07-27	38158	125	123	0
2022-07-26	38033	226	123	0
2022-07-25	37807	263	123	0
2022-07-22	37544	118	123	0
2022-07-21	37426	187	123	0
2022-07-20	37239	154	123	1
2022-07-19	37085	231	122	0
2022-07-18	36854	209	122	0
2022-07-15	36645	178	122	0
2022-07-14	36467	161	122	0
2022-07-13	36306	260	122	0
2022-07-12	36046	277	122	0
2022-07-11	35769	235	122	0
2022-07-08	35534	105	122	0
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2022-07-06	35252	204	122	0
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2022-07-01	34595	125	122	0
2022-06-30	34470	106	122	0
2022-06-29	34364	163	122	0
2022-06-28	34201	222	122	0
2022-06-27	33979	214	122	0
2022-06-24	33765	120	122	0
2022-06-23	33645	132	122	0
2022-06-22	33513	186	122	0
2022-06-21	33327	189	122	0
2022-06-20	33138	163	122	1
2022-06-17	32975	92	121	0
2022-06-15	32883	108	121	0
2022-06-14	32775	112	121	0
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2022-05-27	31744	51	121	0
2022-05-25	31693	29	121	0
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2021-12-22	6521	27	109	1
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2021-11-29	5683	54	105	0
2021-11-26	5629	47	105	1
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2021-05-18	3919	19	98	0
2021-05-17	3900	12	98	0
2021-05-15	3888	11	98	0
2021-05-14	3877	13	98	0
2021-05-12	3864	15	98	0
2021-05-11	3849	18	98	0
2021-05-10	3831	12	98	0
2021-05-08	3819	23	98	0
2021-05-07	3796	12	98	0
2021-05-06	3784	12	98	0
2021-05-05	3772	14	98	0
2021-05-04	3758	12	98	1
2021-05-03	3746	11	97	0
2021-05-01	3735	16	97	0
2021-04-30	3719	22	97	0
2021-04-29	3697	14	97	0
2021-04-28	3683	19	97	0
2021-04-27	3664	16	97	0
2021-04-26	3648	11	97	0
2021-04-24	3637	38	97	0
2021-04-23	3599	22	97	0
2021-04-22	3577	26	97	1
2021-04-21	3551	37	96	1
2021-04-20	3514	36	95	0
2021-04-19	3478	16	95	0
2021-04-17	3462	24	95	0
2021-04-16	3438	23	95	0
2021-04-15	3415	22	95	0
2021-04-14	3393	19	95	0
2021-04-13	3374	32	95	1
2021-04-12	3342	20	94	0
2021-04-11	3322	15	94	0
2021-04-10	3307	31	94	0
2021-04-09	3276	13	94	1
2021-04-08	3263	39	93	0
2021-04-07	3224	22	93	1
2021-04-06	3202	14	92	0
2021-04-05	3188	16	92	0
2021-04-03	3172	29	92	0
2021-04-01	3143	28	92	0
2021-03-31	3115	38	92	0
2021-03-30	3077	13	92	0
2021-03-29	3064	18	92	0
2021-03-28	3046	2	92	0
2021-03-27	3044	17	92	0
2021-03-26	3027	16	92	0
2021-03-25	3011	29	92	0
2021-03-24	2982	27	92	0
2021-03-23	2955	14	92	0
2021-03-22	2941	11	92	0
2021-03-20	2930	22	92	0
2021-03-19	2908	24	92	0
2021-03-18	2884	11	92	0
2021-03-17	2873	21	92	0
2021-03-16	2852	8	92	0
2021-03-15	2844	7	92	0
2021-03-13	2837	11	92	1
2021-03-12	2826	10	91	0
2021-03-11	2816	12	91	0
2021-03-10	2804	19	91	0
2021-03-09	2785	25	91	0
2021-03-08	2760	6	91	0
2021-03-06	2754	18	91	0
2021-03-05	2736	12	91	1
2021-03-04	2724	12	90	0
2021-03-03	2712	15	90	0
2021-03-02	2697	6	90	0
2021-03-01	2691	12	90	1
2021-02-27	2679	18	89	0
2021-02-26	2661	12	89	0
2021-02-25	2649	23	89	0
2021-02-24	2626	28	89	0
2021-02-23	2598	15	89	0
2021-02-22	2583	17	89	0
2021-02-20	2566	16	89	0
2021-02-19	2550	14	89	0
2021-02-18	2536	20	89	1
2021-02-17	2516	18	88	0
2021-02-16	2498	15	88	0
2021-02-15	2483	13	88	0
2021-02-13	2470	2	88	0
2021-02-12	2468	17	88	1
2021-02-11	2451	21	87	0
2021-02-10	2430	10	87	0
2021-02-09	2420	9	87	0
2021-02-08	2411	12	87	0
2021-02-07	2399	11	87	0
2021-02-06	2388	11	87	0
2021-02-05	2377	8	87	0
2021-02-04	2369	15	87	0
2021-02-03	2354	33	87	0
2021-02-02	2321	8	87	0
2021-02-01	2313	8	87	0
2021-01-30	2305	20	87	0
2021-01-29	2285	15	87	0
2021-01-28	2270	18	87	0
2021-01-27	2252	18	87	0
2021-01-26	2234	10	87	1
2021-01-25	2224	11	86	0
2021-01-23	2213	22	86	0
2021-01-22	2191	21	86	2
2021-01-21	2170	21	84	0
2021-01-20	2149	15	84	0
2021-01-19	2134	21	84	0
2021-01-18	2113	10	84	0
2021-01-16	2103	15	84	0
2021-01-15	2088	18	84	1
2021-01-14	2070	15	83	1
2021-01-13	2055	20	82	1
2021-01-12	2035	11	81	0
2021-01-11	2024	11	81	1
2021-01-10	2013	2	80	0
2021-01-09	2011	17	80	1
2021-01-08	1994	25	79	1
2021-01-07	1969	28	78	1
2021-01-06	1941	9	77	0
2021-01-05	1932	24	77	0
2021-01-04	1908	23	77	0
2021-01-03	1885	7	77	0
2021-01-02	1878	7	77	0
2021-01-01	1871	18	77	0
2020-12-31	1853	30	77	0
2020-12-30	1823	56	77	1
2020-12-29	1767	15	76	0
2020-12-28	1752	25	76	1
2020-12-27	1727	12	75	0
2020-12-26	1715	24	75	0
2020-12-25	1691	37	75	2
2020-12-24	1654	16	73	1
2020-12-23	1638	45	72	2
2020-12-22	1593	34	70	1
2020-12-21	1559	17	69	0
2020-12-20	1542	95	69	12
2020-12-19	1447	36	57	1
2020-12-18	1411	32	56	1
2020-12-17	1379	60	55	4
2020-12-16	1319	40	51	3
2020-12-15	1279	37	48	1
2020-12-14	1242	28	47	2
2020-12-13	1214	23	45	1
2020-12-12	1191	28	44	4
2020-12-11	1163	37	40	3
2020-12-10	1126	25	37	1
2020-12-09	1101	48	36	0
2020-12-08	1053	14	36	2
2020-12-07	1039	17	34	1
2020-12-06	1022	12	33	1
2020-12-05	1010	18	32	2
2020-12-04	992	30	30	3
2020-12-03	962	30	27	1
2020-12-02	932	36	26	0
2020-12-01	896	20	26	0
2020-11-30	876	12	26	0
2020-11-29	864	5	26	0
2020-11-28	859	20	26	2
2020-11-27	839	16	24	3
2020-11-26	823	16	21	3
2020-11-25	807	28	18	1
2020-11-24	779	17	17	0
2020-11-23	762	22	17	1
2020-11-22	740	3	16	0
2020-11-21	737	13	16	1
2020-11-20	724	26	15	0
2020-11-19	698	21	15	1
2020-11-18	677	24	14	1
2020-11-17	653	12	13	0
2020-11-16	641	12	13	0
2020-11-15	629	7	13	0
2020-11-14	622	11	13	1
2020-11-13	611	20	12	1
2020-11-12	591	13	11	0
2020-11-11	578	28	11	1
2020-11-10	550	9	10	0
2020-11-09	541	6	10	0
2020-11-08	535	13	10	0
2020-11-07	522	23	10	0
2020-11-06	499	9	10	0
2020-11-05	490	11	10	0
2020-11-04	479	35	10	1
2020-11-03	444	9	9	0
2020-11-02	435	6	9	1
2020-11-01	429	14	8	0
2020-10-31	415	15	8	0
2020-10-30	400	14	8	0
2020-10-29	386	14	8	0
2020-10-28	372	25	8	0
2020-10-27	347	21	8	1
2020-10-26	326	21	7	0
2020-10-24	305	9	7	0
2020-10-23	296	5	7	0
2020-10-22	291	9	7	0
2020-10-21	282	10	7	0
2020-10-20	272	4	7	0
2020-10-19	268	2	7	0
2020-10-17	266	7	7	0
2020-10-16	259	11	7	0
2020-10-15	248	4	7	0
2020-10-14	244	3	7	0
2020-10-13	241	4	7	1
2020-10-12	237	1	6	0
2020-10-11	236	8	6	0
2020-10-10	228	1	6	0
2020-10-09	227	5	6	0
2020-10-08	222	2	6	0
2020-10-07	220	1	6	0
2020-10-06	219	4	6	0
2020-10-04	215	4	6	0
2020-10-02	211	6	6	0
2020-10-01	205	1	6	0
2020-09-27	204	3	6	0
2020-09-23	201	2	6	0
2020-09-21	199	3	6	0
2020-09-06	196	2	6	0
2020-09-04	194	1	6	0
2020-09-02	193	1	6	0
2020-08-29	192	1	6	0
2020-08-28	191	3	6	0
2020-08-27	188	1	6	0
2020-08-26	187	4	6	0
2020-08-24	183	1	6	0
2020-08-23	182	1	6	0
2020-08-21	181	1	6	0
2020-08-18	180	1	6	0
2020-08-17	179	5	6	0
2020-08-14	174	1	6	0
2020-08-13	173	1	6	0
2020-08-11	172	2	6	0
2020-08-08	170	2	6	0
2020-08-07	168	1	6	0
2020-08-05	167	1	6	0
2020-08-04	166	1	6	0
2020-08-03	165	1	6	0
2020-07-30	164	2	6	0
2020-07-29	162	1	6	0
2020-07-21	161	2	6	0
2020-06-02	159	1	6	0
2020-05-11	158	1	6	0
2020-05-06	157	2	6	0
2020-05-04	155	2	6	0
2020-04-30	153	1	6	0
2020-04-26	152	1	6	0
2020-04-24	151	1	6	0
2020-04-18	150	2	6	0
2020-04-17	148	8	6	0
2020-04-16	140	3	6	0
2020-04-15	137	1	6	0
2020-04-14	136	2	6	0
2020-04-12	134	2	6	0
2020-04-11	132	2	6	0
2020-04-10	130	1	6	1
2020-04-09	129	3	5	0
2020-04-08	126	6	5	0
2020-04-07	120	3	5	0
2020-04-06	117	3	5	0
2020-04-05	114	3	5	0
2020-04-04	111	5	5	0
2020-04-02	106	11	5	1
2020-04-01	95	7	4	0
2020-03-31	88	3	4	1
2020-03-30	85	6	3	0
2020-03-29	79	1	3	0
2020-03-28	78	5	3	1
2020-03-27	73	6	2	0
2020-03-26	67	8	2	1
2020-03-25	59	9	1	0
2020-03-24	50	3	1	0
2020-03-23	47	10	1	0
2020-03-22	37	3	1	0
2020-03-21	34	2	1	0
2020-03-19	32	6	1	0
2020-03-18	26	10	1	0
2020-03-17	16	6	1	0
2020-03-16	10	4	1	1
2020-03-13	6	1	0	0
2020-03-12	5	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: 0:04:39.219461