Germany: LK Germersheim (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 14:47:56 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Germersheim")
print(f'Population of country="Germany", subregion="LK Germersheim": {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 Germersheim": 129313 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	60036	12	233	0
2023-03-02	60024	8	233	0
2023-03-01	60016	25	233	0
2023-02-28	59991	33	233	1
2023-02-27	59958	39	232	0
2023-02-24	59919	35	232	0
2023-02-23	59884	29	232	0
2023-02-22	59855	59	232	0
2023-02-21	59796	40	232	0
2023-02-20	59756	60	232	0
2023-02-17	59696	11	232	0
2023-02-16	59685	28	232	0
2023-02-15	59657	29	232	0
2023-02-14	59628	26	232	0
2023-02-13	59602	48	232	0
2023-02-10	59554	23	232	0
2023-02-09	59531	26	232	0
2023-02-08	59505	30	232	1
2023-02-07	59475	28	231	0
2023-02-06	59447	43	231	3
2023-02-03	59404	12	228	0
2023-02-02	59392	25	228	0
2023-02-01	59367	38	228	0
2023-01-31	59329	12	228	0
2023-01-30	59317	29	228	0
2023-01-27	59288	11	228	0
2023-01-26	59277	4	228	0
2023-01-25	59273	15	228	0
2023-01-24	59258	10	228	0
2023-01-23	59248	24	228	1
2023-01-20	59224	9	227	0
2023-01-19	59215	17	227	0
2023-01-18	59198	22	227	0
2023-01-17	59176	33	227	0
2023-01-16	59143	29	227	0
2023-01-13	59114	18	227	0
2023-01-12	59096	10	227	0
2023-01-11	59086	24	227	1
2023-01-10	59062	25	226	1
2023-01-09	59037	34	225	1
2023-01-06	59003	24	224	0
2023-01-05	58979	30	224	0
2023-01-04	58949	29	224	0
2023-01-03	58920	223	224	0
2022-12-23	58697	41	224	0
2022-12-22	58656	52	224	1
2022-12-21	58604	32	223	0
2022-12-20	58572	52	223	0
2022-12-19	58520	41	223	0
2022-12-16	58479	24	223	0
2022-12-15	58455	44	223	0
2022-12-14	58411	40	223	0
2022-12-13	58371	44	223	0
2022-12-12	58327	33	223	0
2022-12-09	58294	40	223	0
2022-12-08	58254	23	223	0
2022-12-07	58231	23	223	0
2022-12-06	58208	46	223	0
2022-12-05	58162	46	223	0
2022-12-02	58116	25	223	0
2022-12-01	58091	23	223	0
2022-11-30	58068	54	223	0
2022-11-29	58014	42	223	0
2022-11-28	57972	41	223	0
2022-11-25	57931	53	223	0
2022-11-24	57878	10	223	0
2022-11-23	57868	49	223	0
2022-11-22	57819	56	223	0
2022-11-21	57763	58	223	0
2022-11-18	57705	74	223	0
2022-11-17	57631	31	223	0
2022-11-16	57600	52	223	0
2022-11-15	57548	59	223	0
2022-11-14	57489	72	223	1
2022-11-11	57417	38	222	0
2022-11-10	57379	24	222	0
2022-11-09	57355	97	222	0
2022-11-08	57258	76	222	0
2022-11-07	57182	91	222	0
2022-11-04	57091	54	222	0
2022-11-03	57037	85	222	1
2022-11-02	56952	246	221	0
2022-10-28	56706	102	221	0
2022-10-27	56604	65	221	1
2022-10-26	56539	43	220	1
2022-10-25	56496	145	219	0
2022-10-24	56351	249	219	2
2022-10-21	56102	122	217	0
2022-10-20	55980	115	217	1
2022-10-19	55865	545	216	0
2022-10-18	55320	359	216	0
2022-10-17	54961	1	216	0
2022-10-13	54960	186	216	0
2022-10-12	54774	212	216	0
2022-10-11	54562	195	216	0
2022-10-10	54367	309	216	0
2022-10-07	54058	202	216	0
2022-10-06	53856	179	216	0
2022-10-05	53677	282	216	0
2022-10-04	53395	327	216	0
2022-09-30	53068	100	216	0
2022-09-29	52968	106	216	0
2022-09-28	52862	181	216	0
2022-09-27	52681	160	216	0
2022-09-26	52521	223	216	0
2022-09-23	52298	88	216	0
2022-09-22	52210	44	216	0
2022-09-21	52166	83	216	0
2022-09-20	52083	159	216	1
2022-09-19	51924	120	215	0
2022-09-16	51804	59	215	0
2022-09-15	51745	43	215	0
2022-09-14	51702	43	215	0
2022-09-13	51659	65	215	0
2022-09-12	51594	84	215	0
2022-09-09	51510	59	215	0
2022-09-08	51451	51	215	0
2022-09-07	51400	40	215	0
2022-09-06	51360	97	215	0
2022-09-05	51263	91	215	0
2022-09-02	51172	44	215	0
2022-09-01	51128	53	215	0
2022-08-31	51075	32	215	0
2022-08-30	51043	92	215	0
2022-08-29	50951	79	215	0
2022-08-26	50872	37	215	0
2022-08-25	50835	36	215	0
2022-08-24	50799	27	215	0
2022-08-23	50772	109	215	0
2022-08-22	50663	111	215	0
2022-08-19	50552	31	215	0
2022-08-18	50521	80	215	1
2022-08-17	50441	44	214	0
2022-08-16	50397	67	214	0
2022-08-15	50330	135	214	0
2022-08-12	50195	51	214	0
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2022-08-09	49987	103	214	0
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2022-07-27	49047	174	214	0
2022-07-26	48873	173	214	0
2022-07-25	48700	271	214	1
2022-07-22	48429	115	213	0
2022-07-21	48314	134	213	1
2022-07-20	48180	240	212	0
2022-07-19	47940	232	212	0
2022-07-18	47708	235	212	0
2022-07-15	47473	179	212	0
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2022-07-07	46453	198	212	0
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2022-07-04	46002	168	212	0
2022-07-01	45834	90	212	0
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2022-06-23	44995	157	212	1
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2021-05-20	5444	7	125	0
2021-05-19	5437	6	125	0
2021-05-18	5431	14	125	0
2021-05-16	5417	1	125	0
2021-05-15	5416	19	125	0
2021-05-13	5397	17	125	0
2021-05-12	5380	33	125	0
2021-05-11	5347	31	125	0
2021-05-10	5316	1	125	0
2021-05-09	5315	6	125	0
2021-05-08	5309	34	125	0
2021-05-07	5275	6	125	0
2021-05-06	5269	22	125	0
2021-05-05	5247	23	125	0
2021-05-04	5224	20	125	0
2021-05-03	5204	2	125	0
2021-05-02	5202	4	125	0
2021-05-01	5198	20	125	0
2021-04-30	5178	15	125	0
2021-04-29	5163	28	125	0
2021-04-28	5135	61	125	0
2021-04-27	5074	30	125	0
2021-04-26	5044	2	125	0
2021-04-25	5042	3	125	0
2021-04-24	5039	40	125	0
2021-04-23	4999	23	125	0
2021-04-22	4976	34	125	0
2021-04-21	4942	56	125	0
2021-04-20	4886	40	125	0
2021-04-19	4846	4	125	0
2021-04-18	4842	11	125	1
2021-04-17	4831	34	124	0
2021-04-16	4797	43	124	0
2021-04-15	4754	25	124	0
2021-04-14	4729	43	124	0
2021-04-13	4686	34	124	0
2021-04-12	4652	1	124	1
2021-04-11	4651	60	123	1
2021-04-10	4591	15	122	0
2021-04-09	4576	30	122	0
2021-04-08	4546	51	122	0
2021-04-07	4495	65	122	0
2021-04-06	4430	2	122	0
2021-04-05	4428	4	122	1
2021-04-04	4424	25	121	0
2021-04-03	4399	6	121	0
2021-04-02	4393	56	121	1
2021-04-01	4337	37	120	0
2021-03-31	4300	67	120	0
2021-03-30	4233	26	120	0
2021-03-29	4207	3	120	1
2021-03-28	4204	16	119	0
2021-03-27	4188	24	119	0
2021-03-26	4164	37	119	0
2021-03-25	4127	54	119	1
2021-03-24	4073	42	118	1
2021-03-23	4031	31	117	1
2021-03-22	4000	3	116	1
2021-03-21	3997	12	115	0
2021-03-20	3985	22	115	0
2021-03-19	3963	25	115	1
2021-03-18	3938	21	114	1
2021-03-17	3917	26	113	0
2021-03-16	3891	53	113	0
2021-03-15	3838	5	113	0
2021-03-14	3833	7	113	0
2021-03-13	3826	33	113	1
2021-03-12	3793	17	112	1
2021-03-11	3776	26	111	3
2021-03-10	3750	22	108	1
2021-03-09	3728	17	107	0
2021-03-08	3711	6	107	0
2021-03-07	3705	29	107	1
2021-03-06	3676	4	106	0
2021-03-05	3672	15	106	0
2021-03-04	3657	18	106	0
2021-03-03	3639	57	106	0
2021-03-02	3582	29	106	1
2021-03-01	3553	15	105	0
2021-02-28	3538	16	105	0
2021-02-27	3522	18	105	0
2021-02-26	3504	21	105	0
2021-02-25	3483	30	105	0
2021-02-24	3453	34	105	0
2021-02-23	3419	19	105	0
2021-02-21	3400	5	105	0
2021-02-20	3395	34	105	1
2021-02-19	3361	27	104	1
2021-02-18	3334	28	103	0
2021-02-17	3306	36	103	0
2021-02-16	3270	31	103	0
2021-02-15	3239	3	103	1
2021-02-14	3236	7	102	0
2021-02-13	3229	17	102	1
2021-02-12	3212	20	101	2
2021-02-11	3192	10	99	0
2021-02-10	3182	18	99	0
2021-02-09	3164	19	99	0
2021-02-07	3145	1	99	0
2021-02-06	3144	13	99	1
2021-02-05	3131	13	98	0
2021-02-04	3118	10	98	0
2021-02-03	3108	17	98	0
2021-02-02	3091	20	98	0
2021-02-01	3071	1	98	0
2021-01-31	3070	9	98	0
2021-01-30	3061	13	98	0
2021-01-29	3048	23	98	0
2021-01-28	3025	11	98	0
2021-01-27	3014	18	98	0
2021-01-26	2996	19	98	0
2021-01-24	2977	2	98	0
2021-01-23	2975	20	98	0
2021-01-22	2955	12	98	0
2021-01-21	2943	16	98	0
2021-01-20	2927	43	98	2
2021-01-19	2884	13	96	1
2021-01-18	2871	8	95	0
2021-01-17	2863	6	95	0
2021-01-16	2857	12	95	0
2021-01-15	2845	36	95	0
2021-01-14	2809	19	95	1
2021-01-13	2790	16	94	0
2021-01-12	2774	24	94	0
2021-01-11	2750	9	94	2
2021-01-10	2741	38	92	4
2021-01-09	2703	19	88	2
2021-01-08	2684	23	86	1
2021-01-07	2661	35	85	1
2021-01-06	2626	30	84	0
2021-01-05	2596	29	84	0
2021-01-04	2567	6	84	1
2021-01-03	2561	5	83	0
2021-01-02	2556	6	83	0
2021-01-01	2550	17	83	0
2020-12-31	2533	37	83	1
2020-12-30	2496	33	82	1
2020-12-29	2463	43	81	4
2020-12-28	2420	7	77	1
2020-12-27	2413	1	76	0
2020-12-26	2412	6	76	0
2020-12-25	2406	25	76	0
2020-12-24	2381	30	76	1
2020-12-23	2351	57	75	1
2020-12-22	2294	30	74	0
2020-12-21	2264	16	74	1
2020-12-20	2248	19	73	1
2020-12-19	2229	13	72	0
2020-12-18	2216	44	72	1
2020-12-17	2172	41	71	1
2020-12-16	2131	42	70	0
2020-12-15	2089	32	70	2
2020-12-14	2057	20	68	1
2020-12-13	2037	19	67	2
2020-12-12	2018	31	65	1
2020-12-11	1987	56	64	7
2020-12-10	1931	34	57	2
2020-12-09	1897	33	55	0
2020-12-08	1864	44	55	1
2020-12-07	1820	16	54	2
2020-12-06	1804	7	52	0
2020-12-05	1797	36	52	0
2020-12-04	1761	34	52	0
2020-12-03	1727	32	52	1
2020-12-02	1695	35	51	0
2020-12-01	1660	25	51	1
2020-11-30	1635	4	50	0
2020-11-29	1631	8	50	0
2020-11-28	1623	34	50	2
2020-11-27	1589	29	48	1
2020-11-26	1560	69	47	7
2020-11-25	1491	18	40	0
2020-11-24	1473	23	40	3
2020-11-23	1450	16	37	1
2020-11-22	1434	9	36	1
2020-11-21	1425	48	35	3
2020-11-20	1377	53	32	2
2020-11-19	1324	58	30	2
2020-11-18	1266	39	28	1
2020-11-17	1227	33	27	1
2020-11-16	1194	13	26	0
2020-11-15	1181	6	26	0
2020-11-14	1175	23	26	0
2020-11-13	1152	64	26	4
2020-11-12	1088	34	22	1
2020-11-11	1054	24	21	0
2020-11-10	1030	27	21	0
2020-11-09	1003	14	21	1
2020-11-08	989	33	20	1
2020-11-07	956	30	19	0
2020-11-06	926	34	19	0
2020-11-05	892	43	19	0
2020-11-04	849	32	19	0
2020-11-03	817	31	19	0
2020-11-02	786	22	19	0
2020-11-01	764	65	19	0
2020-10-31	699	9	19	0
2020-10-30	690	56	19	7
2020-10-29	634	20	12	0
2020-10-28	614	37	12	0
2020-10-27	577	28	12	1
2020-10-26	549	3	11	0
2020-10-25	546	9	11	0
2020-10-24	537	15	11	1
2020-10-23	522	11	10	0
2020-10-22	511	16	10	0
2020-10-21	495	20	10	0
2020-10-20	475	13	10	1
2020-10-19	462	5	9	0
2020-10-18	457	2	9	0
2020-10-17	455	4	9	0
2020-10-16	451	6	9	0
2020-10-15	445	11	9	0
2020-10-14	434	7	9	0
2020-10-13	427	4	9	0
2020-10-12	423	3	9	0
2020-10-11	420	5	9	0
2020-10-09	415	7	9	0
2020-10-08	408	8	9	0
2020-10-07	400	4	9	0
2020-10-06	396	3	9	0
2020-10-05	393	11	9	3
2020-10-03	382	5	6	0
2020-10-02	377	7	6	0
2020-10-01	370	3	6	0
2020-09-30	367	3	6	0
2020-09-29	364	3	6	0
2020-09-28	361	3	6	0
2020-09-27	358	4	6	0
2020-09-24	354	8	6	0
2020-09-23	346	3	6	0
2020-09-22	343	3	6	0
2020-09-18	340	3	6	0
2020-09-17	337	4	6	0
2020-09-16	333	21	6	0
2020-09-15	312	2	6	0
2020-09-14	310	1	6	0
2020-09-12	309	3	6	0
2020-09-11	306	1	6	0
2020-09-10	305	2	6	0
2020-09-09	303	2	6	0
2020-09-08	301	1	6	0
2020-09-04	300	2	6	0
2020-09-03	298	9	6	0
2020-09-02	289	2	6	0
2020-09-01	287	2	6	0
2020-08-31	285	1	6	0
2020-08-29	284	2	6	0
2020-08-28	282	3	6	0
2020-08-27	279	4	6	0
2020-08-26	275	2	6	0
2020-08-25	273	7	6	0
2020-08-24	266	4	6	0
2020-08-22	262	3	6	0
2020-08-21	259	11	6	0
2020-08-20	248	4	6	0
2020-08-19	244	9	6	0
2020-08-18	235	9	6	0
2020-08-15	226	5	6	0
2020-08-14	221	3	6	0
2020-08-13	218	1	6	0
2020-08-12	217	2	6	0
2020-08-09	215	4	6	0
2020-08-08	211	1	6	0
2020-08-07	210	1	6	0
2020-08-05	209	1	6	0
2020-08-04	208	2	6	0
2020-08-03	206	5	6	0
2020-07-22	201	1	6	0
2020-07-14	200	2	6	0
2020-07-12	198	2	6	0
2020-07-11	196	2	6	0
2020-07-10	194	1	6	0
2020-07-09	193	4	6	0
2020-07-07	189	1	6	0
2020-07-01	188	17	6	0
2020-06-30	171	1	6	0
2020-06-29	170	9	6	0
2020-06-28	161	6	6	0
2020-06-27	155	4	6	0
2020-06-25	151	3	6	0
2020-06-24	148	1	6	0
2020-06-21	147	1	6	1
2020-05-19	146	5	5	0
2020-05-13	141	1	5	0
2020-05-11	140	1	5	0
2020-05-08	139	1	5	0
2020-05-05	138	1	5	0
2020-04-28	137	1	5	1
2020-04-27	136	1	4	0
2020-04-23	135	1	4	0
2020-04-22	134	3	4	0
2020-04-21	131	2	4	0
2020-04-20	129	1	4	0
2020-04-19	128	2	4	0
2020-04-18	126	5	4	1
2020-04-16	121	3	3	0
2020-04-15	118	1	3	0
2020-04-14	117	2	3	0
2020-04-11	115	1	3	0
2020-04-10	114	7	3	0
2020-04-09	107	1	3	0
2020-04-08	106	6	3	1
2020-04-07	100	3	2	0
2020-04-04	97	7	2	0
2020-04-03	90	16	2	1
2020-04-01	74	5	1	0
2020-03-31	69	4	1	0
2020-03-30	65	2	1	0
2020-03-29	63	3	1	0
2020-03-28	60	3	1	0
2020-03-27	57	4	1	0
2020-03-26	53	7	1	0
2020-03-25	46	9	1	0
2020-03-24	37	6	1	0
2020-03-22	31	2	1	0
2020-03-21	29	2	1	0
2020-03-20	27	4	1	1
2020-03-19	23	5	0	0
2020-03-18	18	6	0	0
2020-03-17	12	2	0	0
2020-03-16	10	1	0	0
2020-03-14	9	5	0	0
2020-03-13	4	2	0	0
2020-03-11	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: 0:04:18.135317