Germany: SK Salzgitter (Niedersachsen)

• 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 13:45:30 CEST

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

overview(country="Germany", subregion="SK Salzgitter", weeks=5);

overview(country="Germany", subregion="SK Salzgitter");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Salzgitter")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Salzgitter")
print(f'Population of country="Germany", subregion="SK Salzgitter": {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 Salzgitter": 103694 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	51816	8	213	1
2023-03-03	51808	2	212	0
2023-03-02	51806	13	212	0
2023-03-01	51793	18	212	0
2023-02-28	51775	26	212	0
2023-02-27	51749	61	212	0
2023-02-24	51688	7	212	0
2023-02-23	51681	19	212	0
2023-02-22	51662	28	212	0
2023-02-21	51634	33	212	0
2023-02-20	51601	31	212	1
2023-02-17	51570	21	211	0
2023-02-16	51549	24	211	0
2023-02-15	51525	27	211	0
2023-02-14	51498	29	211	0
2023-02-13	51469	51	211	0
2023-02-10	51418	12	211	1
2023-02-09	51406	16	210	0
2023-02-08	51390	12	210	0
2023-02-07	51378	30	210	0
2023-02-06	51348	31	210	0
2023-02-03	51317	25	210	0
2023-02-02	51292	12	210	0
2023-02-01	51280	39	210	0
2023-01-31	51241	46	210	0
2023-01-30	51195	62	210	1
2023-01-27	51133	27	209	0
2023-01-26	51106	37	209	0
2023-01-25	51069	29	209	0
2023-01-24	51040	47	209	0
2023-01-23	50993	37	209	0
2023-01-20	50956	28	209	0
2023-01-19	50928	24	209	0
2023-01-18	50904	18	209	0
2023-01-17	50886	33	209	0
2023-01-16	50853	33	209	1
2023-01-13	50820	26	208	0
2023-01-12	50794	20	208	0
2023-01-11	50774	41	208	0
2023-01-10	50733	38	208	0
2023-01-09	50695	68	208	1
2023-01-06	50627	33	207	0
2023-01-05	50594	30	207	0
2023-01-04	50564	51	207	1
2023-01-03	50513	86	206	0
2023-01-02	50427	59	206	3
2022-12-30	50368	49	203	0
2022-12-29	50319	65	203	0
2022-12-28	50254	102	203	1
2022-12-27	50152	150	202	0
2022-12-23	50002	62	202	0
2022-12-22	49940	94	202	0
2022-12-21	49846	94	202	1
2022-12-20	49752	107	201	2
2022-12-19	49645	163	199	0
2022-12-16	49482	87	199	0
2022-12-15	49395	93	199	0
2022-12-14	49302	100	199	0
2022-12-13	49202	103	199	0
2022-12-12	49099	186	199	0
2022-12-09	48913	52	199	0
2022-12-08	48861	79	199	0
2022-12-07	48782	91	199	1
2022-12-06	48691	118	198	0
2022-12-05	48573	100	198	0
2022-12-02	48473	56	198	0
2022-12-01	48417	81	198	0
2022-11-30	48336	77	198	0
2022-11-29	48259	92	198	0
2022-11-28	48167	100	198	0
2022-11-25	48067	46	198	0
2022-11-24	48021	41	198	1
2022-11-23	47980	51	197	0
2022-11-22	47929	57	197	0
2022-11-21	47872	90	197	1
2022-11-18	47782	50	196	1
2022-11-17	47732	56	195	0
2022-11-16	47676	57	195	0
2022-11-15	47619	77	195	1
2022-11-14	47542	97	194	0
2022-11-11	47445	49	194	0
2022-11-10	47396	48	194	0
2022-11-09	47348	67	194	2
2022-11-08	47281	69	192	1
2022-11-07	47212	88	191	2
2022-11-04	47124	44	189	0
2022-11-03	47080	72	189	0
2022-11-02	47008	133	189	1
2022-11-01	46875	173	188	0
2022-10-28	46702	54	188	0
2022-10-27	46648	80	188	0
2022-10-26	46568	100	188	1
2022-10-25	46468	147	187	0
2022-10-24	46321	183	187	0
2022-10-21	46138	94	187	0
2022-10-20	46044	108	187	1
2022-10-19	45936	118	186	1
2022-10-18	45818	161	185	0
2022-10-17	45657	170	185	0
2022-10-14	45487	125	185	0
2022-10-13	45362	120	185	1
2022-10-12	45242	125	184	0
2022-10-11	45117	163	184	1
2022-10-10	44954	208	183	1
2022-10-07	44746	112	182	0
2022-10-06	44634	129	182	0
2022-10-05	44505	152	182	0
2022-10-04	44353	207	182	1
2022-09-30	44146	85	181	0
2022-09-29	44061	89	181	0
2022-09-28	43972	87	181	0
2022-09-27	43885	121	181	0
2022-09-26	43764	103	181	0
2022-09-23	43661	47	181	0
2022-09-22	43614	53	181	0
2022-09-21	43561	48	181	0
2022-09-20	43513	65	181	0
2022-09-19	43448	84	181	0
2022-09-16	43364	34	181	0
2022-09-15	43330	35	181	0
2022-09-14	43295	48	181	0
2022-09-13	43247	55	181	0
2022-09-12	43192	70	181	0
2022-09-09	43122	32	181	0
2022-09-08	43090	39	181	0
2022-09-07	43051	42	181	0
2022-09-06	43009	57	181	0
2022-09-05	42952	68	181	0
2022-09-02	42884	38	181	0
2022-09-01	42846	30	181	0
2022-08-31	42816	57	181	0
2022-08-30	42759	49	181	0
2022-08-29	42710	61	181	0
2022-08-26	42649	42	181	0
2022-08-25	42607	37	181	0
2022-08-24	42570	49	181	0
2022-08-23	42521	58	181	0
2022-08-22	42463	95	181	0
2022-08-19	42368	38	181	0
2022-08-18	42330	79	181	0
2022-08-17	42251	64	181	0
2022-08-16	42187	101	181	0
2022-08-15	42086	99	181	1
2022-08-12	41987	52	180	0
2022-08-11	41935	42	180	0
2022-08-10	41893	67	180	2
2022-08-09	41826	96	178	0
2022-08-08	41730	99	178	2
2022-08-05	41631	46	176	0
2022-08-04	41585	56	176	1
2022-08-03	41529	90	175	0
2022-08-02	41439	99	175	0
2022-08-01	41340	156	175	1
2022-07-29	41184	69	174	0
2022-07-28	41115	119	174	0
2022-07-27	40996	106	174	0
2022-07-26	40890	159	174	0
2022-07-25	40731	284	174	1
2022-07-22	40447	150	173	1
2022-07-21	40297	152	172	0
2022-07-20	40145	206	172	0
2022-07-19	39939	237	172	0
2022-07-18	39702	237	172	2
2022-07-15	39465	186	170	0
2022-07-14	39279	212	170	0
2022-07-13	39067	218	170	0
2022-07-12	38849	268	170	1
2022-07-11	38581	273	169	0
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2022-07-06	38048	178	169	0
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2022-04-13	31204	400	163	2
2022-04-12	30804	436	161	1
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2021-05-10	5082	18	78	0
2021-05-09	5064	1	78	0
2021-05-08	5063	37	78	1
2021-05-07	5026	18	77	0
2021-05-06	5008	30	77	2
2021-05-05	4978	46	75	0
2021-05-04	4932	42	75	0
2021-05-03	4890	24	75	1
2021-05-02	4866	4	74	1
2021-05-01	4862	26	73	0
2021-04-30	4836	30	73	2
2021-04-29	4806	52	71	1
2021-04-28	4754	43	70	1
2021-04-27	4711	53	69	0
2021-04-26	4658	9	69	0
2021-04-25	4649	30	69	0
2021-04-24	4619	36	69	0
2021-04-23	4583	77	69	1
2021-04-22	4506	51	68	0
2021-04-21	4455	81	68	1
2021-04-20	4374	53	67	0
2021-04-19	4321	48	67	0
2021-04-18	4273	13	67	0
2021-04-17	4260	35	67	1
2021-04-16	4225	58	66	0
2021-04-15	4167	69	66	0
2021-04-14	4098	66	66	1
2021-04-13	4032	42	65	1
2021-04-12	3990	44	64	0
2021-04-11	3946	54	64	0
2021-04-10	3892	65	64	0
2021-04-09	3827	45	64	1
2021-04-08	3782	50	63	0
2021-04-07	3732	39	63	0
2021-04-06	3693	24	63	0
2021-04-05	3669	14	63	0
2021-04-04	3655	18	63	0
2021-04-03	3637	27	63	0
2021-04-02	3610	39	63	0
2021-04-01	3571	40	63	1
2021-03-31	3531	52	62	2
2021-03-30	3479	78	60	0
2021-03-29	3401	13	60	0
2021-03-28	3388	25	60	0
2021-03-27	3363	13	60	0
2021-03-26	3350	67	60	0
2021-03-25	3283	41	60	0
2021-03-24	3242	56	60	0
2021-03-23	3186	26	60	0
2021-03-22	3160	8	60	0
2021-03-21	3152	14	60	1
2021-03-20	3138	17	59	0
2021-03-19	3121	42	59	1
2021-03-18	3079	35	58	0
2021-03-17	3044	50	58	0
2021-03-16	2994	42	58	0
2021-03-15	2952	22	58	0
2021-03-14	2930	2	58	0
2021-03-13	2928	54	58	1
2021-03-12	2874	27	57	0
2021-03-11	2847	46	57	0
2021-03-10	2801	37	57	1
2021-03-09	2764	31	56	0
2021-03-08	2733	3	56	0
2021-03-07	2730	1	56	0
2021-03-06	2729	23	56	1
2021-03-05	2706	21	55	0
2021-03-04	2685	10	55	0
2021-03-03	2675	15	55	0
2021-03-02	2660	38	55	0
2021-02-27	2622	21	55	1
2021-02-26	2601	24	54	0
2021-02-25	2577	14	54	0
2021-02-24	2563	15	54	0
2021-02-23	2548	35	54	0
2021-02-22	2513	2	54	0
2021-02-21	2511	1	54	0
2021-02-20	2510	15	54	0
2021-02-19	2495	19	54	0
2021-02-18	2476	22	54	0
2021-02-17	2454	15	54	0
2021-02-16	2439	33	54	1
2021-02-14	2406	7	53	0
2021-02-13	2399	12	53	0
2021-02-12	2387	13	53	1
2021-02-11	2374	14	52	0
2021-02-10	2360	45	52	1
2021-02-09	2315	13	51	0
2021-02-07	2302	1	51	0
2021-02-06	2301	12	51	0
2021-02-05	2289	16	51	0
2021-02-04	2273	19	51	3
2021-02-03	2254	12	48	0
2021-02-02	2242	25	48	0
2021-01-31	2217	1	48	0
2021-01-30	2216	25	48	1
2021-01-29	2191	17	47	0
2021-01-28	2174	11	47	0
2021-01-27	2163	33	47	1
2021-01-26	2130	16	46	0
2021-01-25	2114	1	46	0
2021-01-23	2113	6	46	0
2021-01-22	2107	16	46	0
2021-01-21	2091	19	46	0
2021-01-20	2072	20	46	0
2021-01-19	2052	22	46	1
2021-01-16	2030	14	45	0
2021-01-15	2016	8	45	0
2021-01-14	2008	20	45	0
2021-01-13	1988	15	45	1
2021-01-12	1973	35	44	0
2021-01-11	1938	4	44	0
2021-01-10	1934	1	44	0
2021-01-09	1933	19	44	0
2021-01-08	1914	12	44	0
2021-01-07	1902	36	44	0
2021-01-06	1866	32	44	0
2021-01-05	1834	19	44	0
2021-01-04	1815	2	44	0
2021-01-03	1813	5	44	0
2021-01-01	1808	1	44	0
2020-12-31	1807	16	44	0
2020-12-30	1791	20	44	1
2020-12-29	1771	27	43	0
2020-12-28	1744	7	43	1
2020-12-27	1737	2	42	0
2020-12-25	1735	3	42	0
2020-12-24	1732	16	42	0
2020-12-23	1716	17	42	0
2020-12-22	1699	39	42	1
2020-12-21	1660	3	41	0
2020-12-19	1657	23	41	1
2020-12-18	1634	40	40	0
2020-12-17	1594	20	40	0
2020-12-16	1574	35	40	0
2020-12-15	1539	36	40	0
2020-12-14	1503	2	40	1
2020-12-13	1501	1	39	0
2020-12-12	1500	23	39	0
2020-12-11	1477	25	39	0
2020-12-10	1452	13	39	0
2020-12-09	1439	20	39	0
2020-12-08	1419	30	39	0
2020-12-07	1389	1	39	0
2020-12-06	1388	2	39	0
2020-12-05	1386	8	39	0
2020-12-04	1378	20	39	0
2020-12-03	1358	14	39	1
2020-12-02	1344	24	38	0
2020-12-01	1320	9	38	2
2020-11-30	1311	8	36	0
2020-11-29	1303	4	36	1
2020-11-28	1299	7	35	0
2020-11-27	1292	18	35	0
2020-11-26	1274	35	35	0
2020-11-25	1239	30	35	0
2020-11-24	1209	12	35	1
2020-11-23	1197	12	34	1
2020-11-22	1185	2	33	0
2020-11-21	1183	42	33	0
2020-11-20	1141	51	33	1
2020-11-19	1090	35	32	0
2020-11-18	1055	46	32	0
2020-11-17	1009	33	32	2
2020-11-16	976	6	30	0
2020-11-15	970	13	30	2
2020-11-14	957	34	28	3
2020-11-13	923	28	25	1
2020-11-12	895	69	24	3
2020-11-11	826	37	21	0
2020-11-10	789	37	21	2
2020-11-09	752	37	19	1
2020-11-08	715	91	18	1
2020-11-07	624	29	17	0
2020-11-06	595	3	17	0
2020-11-05	592	20	17	0
2020-11-04	572	9	17	0
2020-11-03	563	14	17	1
2020-11-02	549	25	16	0
2020-11-01	524	35	16	0
2020-10-30	489	18	16	0
2020-10-29	471	23	16	0
2020-10-28	448	20	16	2
2020-10-27	428	38	14	0
2020-10-26	390	21	14	1
2020-10-25	369	3	13	0
2020-10-24	366	12	13	1
2020-10-23	354	12	12	2
2020-10-22	342	7	10	0
2020-10-21	335	6	10	0
2020-10-20	329	21	10	0
2020-10-18	308	1	10	0
2020-10-17	307	3	10	0
2020-10-16	304	5	10	0
2020-10-15	299	3	10	0
2020-10-14	296	14	10	0
2020-10-13	282	6	10	0
2020-10-11	276	1	10	0
2020-10-09	275	4	10	0
2020-10-08	271	1	10	0
2020-10-03	270	1	10	0
2020-09-29	269	1	10	0
2020-09-28	268	2	10	0
2020-09-26	266	1	10	0
2020-09-22	265	1	10	0
2020-09-21	264	1	10	0
2020-09-18	263	2	10	0
2020-09-17	261	8	10	0
2020-09-16	253	5	10	0
2020-09-15	248	4	10	0
2020-09-14	244	5	10	0
2020-09-13	239	1	10	0
2020-09-11	238	1	10	0
2020-09-10	237	2	10	0
2020-09-09	235	2	10	0
2020-09-08	233	2	10	0
2020-09-07	231	1	10	0
2020-09-04	230	1	10	0
2020-09-03	229	4	10	0
2020-09-01	225	3	10	0
2020-08-31	222	2	10	0
2020-08-29	220	4	10	0
2020-08-27	216	3	10	0
2020-08-26	213	2	10	0
2020-08-25	211	3	10	0
2020-08-24	208	3	10	0
2020-08-22	205	2	10	0
2020-08-21	203	2	10	0
2020-08-20	201	5	10	0
2020-08-19	196	2	10	0
2020-08-18	194	11	10	0
2020-08-15	183	6	10	1
2020-08-14	177	1	9	0
2020-08-13	176	1	9	0
2020-08-12	175	1	9	0
2020-08-11	174	2	9	0
2020-08-08	172	1	9	0
2020-08-06	171	1	9	0
2020-08-05	170	2	9	0
2020-08-04	168	2	9	0
2020-07-29	166	1	9	0
2020-07-28	165	1	9	0
2020-07-27	164	1	9	0
2020-07-18	163	1	9	0
2020-07-16	162	1	9	0
2020-07-14	161	1	9	0
2020-07-06	160	1	9	0
2020-07-02	159	2	9	0
2020-07-01	157	1	9	0
2020-06-29	156	3	9	0
2020-06-27	153	2	9	0
2020-06-25	151	1	9	0
2020-06-20	150	4	9	0
2020-06-19	146	1	9	0
2020-06-03	145	3	9	0
2020-05-26	142	1	9	0
2020-05-25	141	1	9	0
2020-05-18	140	1	9	0
2020-05-15	139	1	9	0
2020-05-12	138	1	9	0
2020-05-11	137	4	9	0
2020-05-08	133	1	9	0
2020-05-05	132	1	9	0
2020-05-01	131	1	9	0
2020-04-28	130	2	9	0
2020-04-27	128	2	9	1
2020-04-23	126	7	8	1
2020-04-21	119	2	7	0
2020-04-20	117	1	7	0
2020-04-19	116	2	7	1
2020-04-18	114	2	6	0
2020-04-17	112	3	6	0
2020-04-16	109	3	6	0
2020-04-15	106	5	6	1
2020-04-14	101	2	5	0
2020-04-13	99	2	5	2
2020-04-10	97	3	3	0
2020-04-09	94	4	3	0
2020-04-08	90	5	3	0
2020-04-07	85	13	3	0
2020-04-05	72	2	3	0
2020-04-04	70	3	3	1
2020-04-03	67	3	2	1
2020-04-02	64	3	1	0
2020-04-01	61	3	1	0
2020-03-31	58	5	1	0
2020-03-30	53	3	1	0
2020-03-29	50	5	1	0
2020-03-27	45	3	1	0
2020-03-26	42	8	1	1
2020-03-25	34	3	0	0
2020-03-24	31	4	0	0
2020-03-23	27	2	0	0
2020-03-22	25	1	0	0
2020-03-21	24	6	0	0
2020-03-20	18	8	0	0
2020-03-19	10	3	0	0
2020-03-18	7	3	0	0
2020-03-17	4	2	0	0
2020-03-13	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: 0:03:46.096533