Germany: LK Tuttlingen (Baden-Württemberg)

• 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 10:10:38 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Tuttlingen")
print(f'Population of country="Germany", subregion="LK Tuttlingen": {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 Tuttlingen": 142414 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	66422	12	293	0
2023-03-03	66410	7	293	0
2023-03-02	66403	20	293	0
2023-03-01	66383	35	293	0
2023-02-28	66348	54	293	0
2023-02-27	66294	53	293	0
2023-02-24	66241	29	293	0
2023-02-23	66212	33	293	0
2023-02-22	66179	50	293	0
2023-02-21	66129	35	293	0
2023-02-20	66094	44	293	0
2023-02-17	66050	22	293	0
2023-02-16	66028	36	293	0
2023-02-15	65992	30	293	0
2023-02-14	65962	38	293	0
2023-02-13	65924	37	293	0
2023-02-10	65887	5	293	0
2023-02-09	65882	26	293	0
2023-02-08	65856	11	293	0
2023-02-07	65845	47	293	0
2023-02-06	65798	17	293	0
2023-02-03	65781	19	293	0
2023-02-02	65762	20	293	1
2023-02-01	65742	19	292	0
2023-01-31	65723	21	292	0
2023-01-30	65702	18	292	0
2023-01-27	65684	14	292	0
2023-01-26	65670	29	292	0
2023-01-25	65641	15	292	0
2023-01-24	65626	15	292	0
2023-01-23	65611	12	292	0
2023-01-20	65599	5	292	0
2023-01-19	65594	13	292	0
2023-01-18	65581	10	292	0
2023-01-17	65571	14	292	0
2023-01-16	65557	17	292	0
2023-01-13	65540	7	292	1
2023-01-12	65533	14	291	0
2023-01-11	65519	14	291	0
2023-01-10	65505	33	291	0
2023-01-09	65472	22	291	0
2023-01-05	65450	17	291	0
2023-01-04	65433	23	291	1
2023-01-03	65410	31	290	0
2023-01-02	65379	146	290	2
2022-12-23	65233	30	288	0
2022-12-22	65203	56	288	0
2022-12-21	65147	23	288	0
2022-12-20	65124	53	288	0
2022-12-19	65071	32	288	1
2022-12-16	65039	25	287	0
2022-12-15	65014	30	287	0
2022-12-14	64984	35	287	0
2022-12-13	64949	29	287	0
2022-12-12	64920	23	287	0
2022-12-09	64897	26	287	0
2022-12-08	64871	20	287	0
2022-12-07	64851	33	287	0
2022-12-06	64818	40	287	1
2022-12-05	64778	36	286	1
2022-12-02	64742	25	285	0
2022-12-01	64717	24	285	0
2022-11-30	64693	26	285	0
2022-11-29	64667	47	285	0
2022-11-28	64620	23	285	0
2022-11-25	64597	22	285	1
2022-11-24	64575	21	284	0
2022-11-23	64554	24	284	1
2022-11-22	64530	57	283	0
2022-11-21	64473	44	283	0
2022-11-18	64429	39	283	1
2022-11-17	64390	12	282	0
2022-11-16	64378	42	282	0
2022-11-15	64336	77	282	0
2022-11-14	64259	40	282	0
2022-11-11	64219	26	282	0
2022-11-10	64193	62	282	0
2022-11-09	64131	28	282	0
2022-11-08	64103	63	282	0
2022-11-07	64040	58	282	0
2022-11-04	63982	37	282	0
2022-11-03	63945	98	282	1
2022-11-02	63847	42	281	0
2022-11-01	63805	1	281	0
2022-10-31	63804	55	281	0
2022-10-28	63749	61	281	0
2022-10-27	63688	87	281	0
2022-10-26	63601	111	281	0
2022-10-25	63490	175	281	1
2022-10-24	63315	110	280	0
2022-10-22	63205	38	280	0
2022-10-21	63167	90	280	0
2022-10-20	63077	123	280	0
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2022-10-17	62525	208	280	0
2022-10-15	62317	13	280	0
2022-10-14	62304	134	280	0
2022-10-13	62170	216	280	1
2022-10-12	61954	217	279	0
2022-10-11	61737	287	279	0
2022-10-10	61450	243	279	0
2022-10-08	61207	2	279	0
2022-10-07	61205	114	279	0
2022-10-06	61091	257	279	0
2022-10-05	60834	165	279	1
2022-10-04	60669	184	278	0
2022-09-30	60485	68	278	0
2022-09-29	60417	101	278	0
2022-09-28	60316	108	278	0
2022-09-27	60208	168	278	0
2022-09-26	60040	70	278	0
2022-09-23	59970	52	278	0
2022-09-22	59918	78	278	0
2022-09-21	59840	41	278	0
2022-09-20	59799	89	278	0
2022-09-19	59710	49	278	0
2022-09-16	59661	25	278	0
2022-09-15	59636	42	278	0
2022-09-14	59594	58	278	1
2022-09-13	59536	63	277	0
2022-09-12	59473	41	277	0
2022-09-10	59432	1	277	0
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2021-09-03	8088	19	164	0
2021-09-02	8069	41	164	0
2021-09-01	8028	35	164	1
2021-08-31	7993	6	163	0
2021-08-29	7987	21	163	0
2021-08-28	7966	19	163	0
2021-08-27	7947	17	163	1
2021-08-26	7930	43	162	0
2021-08-25	7887	43	162	0
2021-08-24	7844	7	162	0
2021-08-23	7837	2	162	0
2021-08-22	7835	1	162	0
2021-08-21	7834	29	162	1
2021-08-20	7805	6	161	0
2021-08-19	7799	12	161	0
2021-08-18	7787	11	161	0
2021-08-17	7776	3	161	0
2021-08-16	7773	1	161	0
2021-08-15	7772	1	161	0
2021-08-14	7771	2	161	0
2021-08-13	7769	9	161	0
2021-08-12	7760	4	161	0
2021-08-11	7756	8	161	0
2021-08-10	7748	6	161	0
2021-08-08	7742	1	161	0
2021-08-07	7741	1	161	0
2021-08-06	7740	1	161	0
2021-08-05	7739	9	161	0
2021-08-04	7730	6	161	0
2021-08-03	7724	1	161	0
2021-07-31	7723	1	161	0
2021-07-30	7722	1	161	0
2021-07-24	7721	4	161	0
2021-07-22	7717	4	161	0
2021-07-21	7713	7	161	0
2021-07-20	7706	3	161	0
2021-07-17	7703	4	161	0
2021-07-16	7699	1	161	0
2021-07-15	7698	2	161	0
2021-07-14	7696	3	161	0
2021-07-08	7693	1	161	0
2021-07-07	7692	1	161	0
2021-07-03	7691	1	161	0
2021-06-30	7690	3	161	0
2021-06-29	7687	1	161	0
2021-06-27	7686	2	161	0
2021-06-26	7684	2	161	0
2021-06-25	7682	2	161	0
2021-06-23	7680	2	161	0
2021-06-22	7678	1	161	0
2021-06-19	7677	4	161	0
2021-06-18	7673	5	161	0
2021-06-17	7668	5	161	0
2021-06-16	7663	8	161	0
2021-06-15	7655	4	161	0
2021-06-13	7651	11	161	0
2021-06-12	7640	7	161	0
2021-06-11	7633	10	161	0
2021-06-10	7623	21	161	0
2021-06-09	7602	28	161	0
2021-06-08	7574	6	161	0
2021-06-07	7568	7	161	1
2021-06-06	7561	1	160	0
2021-06-05	7560	8	160	0
2021-06-04	7552	2	160	0
2021-06-03	7550	32	160	0
2021-06-02	7518	12	160	0
2021-06-01	7506	7	160	1
2021-05-31	7499	7	159	0
2021-05-30	7492	18	159	0
2021-05-29	7474	21	159	0
2021-05-28	7453	24	159	1
2021-05-27	7429	49	158	0
2021-05-26	7380	4	158	0
2021-05-25	7376	10	158	0
2021-05-24	7366	12	158	0
2021-05-23	7354	18	158	0
2021-05-22	7336	20	158	0
2021-05-21	7316	21	158	0
2021-05-20	7295	40	158	0
2021-05-19	7255	48	158	0
2021-05-18	7207	11	158	1
2021-05-17	7196	2	157	0
2021-05-16	7194	24	157	0
2021-05-15	7170	24	157	1
2021-05-14	7146	14	156	0
2021-05-13	7132	52	156	1
2021-05-12	7080	44	155	0
2021-05-11	7036	33	155	1
2021-05-10	7003	39	154	0
2021-05-09	6964	8	154	0
2021-05-08	6956	30	154	0
2021-05-07	6926	31	154	0
2021-05-06	6895	60	154	1
2021-05-05	6835	67	153	0
2021-05-04	6768	21	153	0
2021-05-03	6747	43	153	0
2021-05-02	6704	14	153	0
2021-05-01	6690	51	153	1
2021-04-30	6639	56	152	2
2021-04-29	6583	98	150	0
2021-04-28	6485	66	150	0
2021-04-27	6419	40	150	3
2021-04-26	6379	62	147	3
2021-04-25	6317	22	144	0
2021-04-24	6295	35	144	0
2021-04-23	6260	80	144	0
2021-04-22	6180	71	144	0
2021-04-21	6109	66	144	0
2021-04-20	6043	37	144	1
2021-04-19	6006	60	143	0
2021-04-18	5946	24	143	1
2021-04-17	5922	60	142	1
2021-04-16	5862	55	141	0
2021-04-15	5807	50	141	0
2021-04-14	5757	49	141	1
2021-04-13	5708	24	140	0
2021-04-12	5684	19	140	1
2021-04-11	5665	11	139	1
2021-04-10	5654	35	138	0
2021-04-09	5619	40	138	0
2021-04-08	5579	67	138	1
2021-04-07	5512	11	137	0
2021-04-06	5501	27	137	0
2021-04-05	5474	4	137	0
2021-04-04	5470	14	137	0
2021-04-03	5456	23	137	0
2021-04-02	5433	22	137	0
2021-04-01	5411	43	137	0
2021-03-31	5368	32	137	0
2021-03-30	5336	3	137	0
2021-03-29	5333	17	137	1
2021-03-28	5316	24	136	0
2021-03-27	5292	31	136	0
2021-03-26	5261	33	136	1
2021-03-25	5228	19	135	0
2021-03-24	5209	34	135	0
2021-03-23	5175	6	135	1
2021-03-22	5169	5	134	0
2021-03-21	5164	28	134	0
2021-03-20	5136	18	134	0
2021-03-19	5118	25	134	0
2021-03-18	5093	47	134	2
2021-03-17	5046	27	132	1
2021-03-16	5019	13	131	1
2021-03-15	5006	2	130	0
2021-03-14	5004	14	130	0
2021-03-13	4990	27	130	0
2021-03-12	4963	26	130	1
2021-03-11	4937	36	129	0
2021-03-10	4901	27	129	0
2021-03-09	4874	9	129	0
2021-03-07	4865	11	129	0
2021-03-06	4854	20	129	0
2021-03-05	4834	23	129	0
2021-03-04	4811	21	129	0
2021-03-03	4790	20	129	0
2021-03-02	4770	11	129	0
2021-03-01	4759	3	129	0
2021-02-28	4756	17	129	0
2021-02-27	4739	16	129	1
2021-02-26	4723	12	128	0
2021-02-25	4711	22	128	0
2021-02-24	4689	20	128	0
2021-02-23	4669	10	128	1
2021-02-20	4659	19	127	0
2021-02-19	4640	14	127	3
2021-02-18	4626	6	124	0
2021-02-17	4620	6	124	0
2021-02-16	4614	3	124	0
2021-02-15	4611	2	124	0
2021-02-14	4609	7	124	0
2021-02-13	4602	16	124	0
2021-02-12	4586	6	124	0
2021-02-11	4580	26	124	0
2021-02-10	4554	11	124	0
2021-02-09	4543	12	124	1
2021-02-08	4531	7	123	0
2021-02-07	4524	14	123	0
2021-02-06	4510	16	123	0
2021-02-05	4494	18	123	0
2021-02-04	4476	40	123	0
2021-02-03	4436	16	123	0
2021-02-02	4420	15	123	0
2021-02-01	4405	10	123	0
2021-01-31	4395	24	123	0
2021-01-30	4371	20	123	2
2021-01-29	4351	28	121	1
2021-01-28	4323	28	120	0
2021-01-27	4295	51	120	0
2021-01-26	4244	13	120	1
2021-01-25	4231	6	119	0
2021-01-24	4225	15	119	0
2021-01-23	4210	33	119	0
2021-01-22	4177	30	119	0
2021-01-21	4147	38	119	2
2021-01-20	4109	59	117	2
2021-01-19	4050	23	115	2
2021-01-18	4027	3	113	0
2021-01-17	4024	31	113	0
2021-01-16	3993	20	113	0
2021-01-15	3973	39	113	1
2021-01-14	3934	58	112	0
2021-01-13	3876	24	112	3
2021-01-12	3852	16	109	4
2021-01-11	3836	14	105	0
2021-01-10	3822	27	105	0
2021-01-09	3795	38	105	0
2021-01-08	3757	50	105	2
2021-01-07	3707	51	103	1
2021-01-06	3656	29	102	0
2021-01-05	3627	22	102	1
2021-01-04	3605	27	101	2
2021-01-03	3578	57	99	0
2021-01-02	3521	30	99	0
2021-01-01	3491	47	99	1
2020-12-31	3444	58	98	2
2020-12-30	3386	38	96	2
2020-12-29	3348	31	94	2
2020-12-28	3317	39	92	1
2020-12-27	3278	29	91	0
2020-12-26	3249	18	91	0
2020-12-25	3231	50	91	1
2020-12-24	3181	42	90	1
2020-12-23	3139	53	89	1
2020-12-22	3086	79	88	3
2020-12-21	3007	76	85	2
2020-12-20	2931	58	83	1
2020-12-19	2873	45	82	2
2020-12-18	2828	37	80	1
2020-12-17	2791	52	79	1
2020-12-16	2739	55	78	1
2020-12-15	2684	58	77	3
2020-12-14	2626	32	74	0
2020-12-13	2594	57	74	2
2020-12-12	2537	27	72	0
2020-12-11	2510	58	72	1
2020-12-10	2452	52	71	1
2020-12-09	2400	51	70	0
2020-12-08	2349	48	70	1
2020-12-07	2301	32	69	1
2020-12-06	2269	55	68	2
2020-12-05	2214	18	66	1
2020-12-04	2196	34	65	0
2020-12-03	2162	61	65	1
2020-12-02	2101	65	64	2
2020-12-01	2036	29	62	2
2020-11-30	2007	7	60	0
2020-11-29	2000	41	60	2
2020-11-28	1959	38	58	0
2020-11-27	1921	27	58	2
2020-11-26	1894	88	56	3
2020-11-25	1806	56	53	3
2020-11-24	1750	54	50	0
2020-11-23	1696	71	50	1
2020-11-22	1625	14	49	0
2020-11-21	1611	22	49	0
2020-11-20	1589	84	49	7
2020-11-19	1505	71	42	4
2020-11-18	1434	44	38	1
2020-11-17	1390	34	37	1
2020-11-16	1356	49	36	0
2020-11-15	1307	35	36	0
2020-11-14	1272	13	36	0
2020-11-13	1259	80	36	5
2020-11-12	1179	34	31	0
2020-11-11	1145	23	31	0
2020-11-10	1122	24	31	1
2020-11-09	1098	6	30	0
2020-11-08	1092	20	30	0
2020-11-07	1072	31	30	1
2020-11-06	1041	36	29	1
2020-11-05	1005	26	28	1
2020-11-04	979	17	27	0
2020-11-03	962	23	27	1
2020-11-02	939	21	26	0
2020-11-01	918	13	26	1
2020-10-31	905	12	25	0
2020-10-30	893	18	25	0
2020-10-29	875	18	25	0
2020-10-28	857	17	25	0
2020-10-27	840	11	25	0
2020-10-26	829	8	25	0
2020-10-25	821	14	25	0
2020-10-24	807	15	25	0
2020-10-23	792	20	25	0
2020-10-22	772	10	25	0
2020-10-21	762	3	25	0
2020-10-20	759	4	25	0
2020-10-19	755	20	25	0
2020-10-18	735	9	25	0
2020-10-17	726	4	25	0
2020-10-16	722	15	25	0
2020-10-15	707	13	25	0
2020-10-14	694	3	25	0
2020-10-13	691	3	25	0
2020-10-12	688	11	25	0
2020-10-11	677	1	25	0
2020-10-10	676	7	25	0
2020-10-09	669	12	25	0
2020-10-08	657	14	25	0
2020-10-07	643	17	25	0
2020-10-06	626	1	25	0
2020-10-04	625	1	25	0
2020-10-03	624	3	25	0
2020-10-02	621	2	25	0
2020-10-01	619	4	25	0
2020-09-30	615	4	25	0
2020-09-28	611	1	25	0
2020-09-27	610	1	25	0
2020-09-26	609	1	25	0
2020-09-25	608	2	25	0
2020-09-24	606	1	25	0
2020-09-23	605	3	25	0
2020-09-22	602	1	25	0
2020-09-21	601	1	25	0
2020-09-19	600	1	25	0
2020-09-18	599	2	25	0
2020-09-17	597	1	25	0
2020-09-16	596	2	25	0
2020-09-15	594	2	25	0
2020-09-14	592	1	25	0
2020-09-13	591	2	25	0
2020-09-11	589	1	25	0
2020-09-10	588	1	25	0
2020-09-09	587	2	25	0
2020-09-07	585	1	25	0
2020-09-05	584	3	25	0
2020-09-04	581	1	25	0
2020-09-03	580	5	25	0
2020-09-02	575	5	25	0
2020-09-01	570	2	25	0
2020-08-31	568	3	25	0
2020-08-29	565	1	25	0
2020-08-28	564	1	25	0
2020-08-27	563	7	25	0
2020-08-26	556	6	25	0
2020-08-25	550	1	25	0
2020-08-24	549	2	25	0
2020-08-22	547	3	25	0
2020-08-20	544	3	25	0
2020-08-19	541	4	25	0
2020-08-18	537	6	25	0
2020-08-17	531	3	25	0
2020-08-13	528	1	25	0
2020-08-12	527	1	25	0
2020-07-29	526	1	25	0
2020-07-24	525	2	25	0
2020-07-23	523	1	25	0
2020-07-22	522	1	25	0
2020-07-17	521	2	25	0
2020-07-11	519	1	25	0
2020-07-07	518	1	25	0
2020-07-04	517	1	25	1
2020-07-01	516	1	24	0
2020-06-27	515	2	24	0
2020-06-26	513	4	24	0
2020-06-24	509	1	24	0
2020-06-22	508	2	24	0
2020-06-21	506	1	24	0
2020-06-11	505	1	24	0
2020-06-04	504	2	24	2
2020-05-28	502	2	22	0
2020-05-26	500	1	22	0
2020-05-22	499	1	22	0
2020-05-20	498	1	22	0
2020-05-14	497	1	22	0
2020-05-13	496	1	22	0
2020-05-09	495	3	22	0
2020-05-08	492	1	22	0
2020-05-07	491	1	22	0
2020-05-06	490	5	22	0
2020-05-05	485	1	22	0
2020-05-02	484	3	22	0
2020-05-01	481	2	22	0
2020-04-30	479	8	22	0
2020-04-29	471	2	22	0
2020-04-28	469	2	22	0
2020-04-27	467	1	22	0
2020-04-25	466	41	22	4
2020-04-24	425	6	18	0
2020-04-23	419	1	18	0
2020-04-22	418	10	18	1
2020-04-21	408	2	17	0
2020-04-19	406	5	17	0
2020-04-18	401	5	17	0
2020-04-17	396	4	17	0
2020-04-16	392	3	17	0
2020-04-15	389	19	17	2
2020-04-14	370	8	15	0
2020-04-12	362	4	15	0
2020-04-11	358	2	15	0
2020-04-10	356	15	15	1
2020-04-09	341	8	14	1
2020-04-08	333	13	13	2
2020-04-07	320	12	11	0
2020-04-06	308	20	11	1
2020-04-05	288	13	10	1
2020-04-04	275	34	9	2
2020-04-02	241	41	7	0
2020-04-01	200	15	7	0
2020-03-31	185	17	7	2
2020-03-30	168	25	5	1
2020-03-29	143	4	4	0
2020-03-28	139	7	4	0
2020-03-27	132	33	4	0
2020-03-26	99	21	4	1
2020-03-25	78	35	3	0
2020-03-24	43	6	3	2
2020-03-23	37	12	1	0
2020-03-22	25	3	1	0
2020-03-21	22	2	1	0
2020-03-20	20	1	1	0
2020-03-19	19	3	1	0
2020-03-18	16	2	1	0
2020-03-17	14	3	1	0
2020-03-14	11	3	1	1
2020-03-13	8	4	0	0
2020-03-12	4	1	0	0
2020-03-11	3	1	0	0
2020-03-09	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: 0:02:54.084444