Germany: LK Altmarkkreis Salzwedel (Sachsen-Anhalt)

• 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 15:36:47 CEST

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

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

overview(country="Germany", subregion="LK Altmarkkreis Salzwedel");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Altmarkkreis Salzwedel")
print(f'Population of country="Germany", subregion="LK Altmarkkreis Salzwedel": {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 Altmarkkreis Salzwedel": 81986 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	38480	8	173	0
2023-03-03	38472	8	173	0
2023-03-02	38464	8	173	0
2023-03-01	38456	5	173	0
2023-02-28	38451	11	173	0
2023-02-27	38440	13	173	0
2023-02-24	38427	11	173	0
2023-02-23	38416	14	173	0
2023-02-22	38402	15	173	0
2023-02-21	38387	9	173	0
2023-02-20	38378	13	173	0
2023-02-17	38365	7	173	0
2023-02-16	38358	15	173	0
2023-02-15	38343	14	173	0
2023-02-14	38329	16	173	0
2023-02-13	38313	12	173	0
2023-02-10	38301	5	173	1
2023-02-09	38296	9	172	0
2023-02-08	38287	8	172	0
2023-02-07	38279	15	172	0
2023-02-06	38264	6	172	0
2023-02-03	38258	3	172	0
2023-02-02	38255	11	172	0
2023-02-01	38244	10	172	0
2023-01-31	38234	18	172	0
2023-01-30	38216	9	172	0
2023-01-27	38207	7	172	0
2023-01-26	38200	13	172	0
2023-01-25	38187	11	172	0
2023-01-24	38176	15	172	0
2023-01-23	38161	12	172	1
2023-01-20	38149	3	171	0
2023-01-19	38146	2	171	0
2023-01-18	38144	8	171	0
2023-01-17	38136	12	171	0
2023-01-16	38124	12	171	0
2023-01-13	38112	12	171	0
2023-01-12	38100	12	171	0
2023-01-11	38088	31	171	0
2023-01-10	38057	22	171	0
2023-01-09	38035	42	171	1
2023-01-05	37993	35	170	0
2023-01-04	37958	42	170	0
2023-01-03	37916	30	170	0
2023-01-02	37886	28	170	0
2022-12-30	37858	32	170	0
2022-12-29	37826	34	170	0
2022-12-28	37792	56	170	0
2022-12-27	37736	43	170	1
2022-12-23	37693	21	169	1
2022-12-22	37672	29	168	0
2022-12-21	37643	53	168	0
2022-12-20	37590	25	168	0
2022-12-19	37565	65	168	2
2022-12-16	37500	38	166	0
2022-12-15	37462	44	166	1
2022-12-14	37418	45	165	0
2022-12-13	37373	69	165	0
2022-12-12	37304	47	165	0
2022-12-09	37257	52	165	0
2022-12-08	37205	50	165	1
2022-12-07	37155	69	164	0
2022-12-06	37086	51	164	0
2022-12-05	37035	45	164	0
2022-12-02	36990	46	164	1
2022-12-01	36944	41	163	0
2022-11-30	36903	84	163	0
2022-11-29	36819	58	163	0
2022-11-28	36761	72	163	0
2022-11-25	36689	44	163	0
2022-11-24	36645	54	163	0
2022-11-23	36591	66	163	0
2022-11-22	36525	50	163	0
2022-11-21	36475	32	163	0
2022-11-18	36443	34	163	0
2022-11-17	36409	21	163	0
2022-11-16	36388	39	163	0
2022-11-15	36349	49	163	0
2022-11-14	36300	45	163	0
2022-11-11	36255	37	163	1
2022-11-10	36218	39	162	0
2022-11-09	36179	70	162	0
2022-11-08	36109	95	162	0
2022-11-07	36014	63	162	0
2022-11-04	35951	55	162	0
2022-11-03	35896	57	162	0
2022-11-02	35839	99	162	0
2022-11-01	35740	94	162	1
2022-10-28	35646	63	161	0
2022-10-27	35583	143	161	0
2022-10-26	35440	58	161	0
2022-10-25	35382	115	161	1
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2022-10-20	35006	109	160	1
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2022-10-12	34359	131	156	0
2022-10-11	34228	122	156	0
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2022-10-06	33798	147	156	0
2022-10-05	33651	78	156	0
2022-10-04	33573	138	156	0
2022-09-30	33435	78	156	0
2022-09-29	33357	99	156	1
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2022-09-27	33110	68	155	0
2022-09-26	33042	96	155	0
2022-09-23	32946	46	155	0
2022-09-22	32900	50	155	0
2022-09-21	32850	71	155	0
2022-09-20	32779	83	155	1
2022-09-19	32696	58	154	0
2022-09-16	32638	45	154	1
2022-09-15	32593	47	153	0
2022-09-14	32546	63	153	0
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2021-08-13	2540	1	80	0
2021-08-12	2539	3	80	0
2021-08-11	2536	3	80	0
2021-08-10	2533	5	80	0
2021-08-08	2528	2	80	0
2021-08-07	2526	1	80	0
2021-08-06	2525	2	80	0
2021-08-05	2523	1	80	0
2021-08-04	2522	8	80	0
2021-08-03	2514	6	80	0
2021-07-31	2508	13	80	0
2021-07-30	2495	12	80	0
2021-07-29	2483	4	80	0
2021-07-28	2479	4	80	0
2021-07-27	2475	1	80	0
2021-07-14	2474	1	80	0
2021-07-13	2473	1	80	0
2021-06-30	2472	1	80	0
2021-06-24	2471	2	80	0
2021-06-22	2469	2	80	0
2021-06-19	2467	2	80	0
2021-06-16	2465	5	80	0
2021-06-15	2460	4	80	0
2021-06-13	2456	3	80	0
2021-06-12	2453	1	80	0
2021-06-10	2452	5	80	0
2021-06-08	2447	2	80	0
2021-06-06	2445	3	80	0
2021-06-03	2442	3	80	0
2021-06-02	2439	2	80	0
2021-06-01	2437	8	80	0
2021-05-31	2429	2	80	0
2021-05-29	2427	4	80	0
2021-05-28	2423	4	80	0
2021-05-27	2419	6	80	0
2021-05-26	2413	5	80	0
2021-05-22	2408	6	80	0
2021-05-21	2402	8	80	0
2021-05-20	2394	10	80	0
2021-05-19	2384	11	80	0
2021-05-18	2373	5	80	0
2021-05-17	2368	3	80	0
2021-05-16	2365	1	80	0
2021-05-15	2364	1	80	0
2021-05-14	2363	1	80	0
2021-05-13	2362	20	80	0
2021-05-12	2342	20	80	0
2021-05-11	2322	12	80	0
2021-05-10	2310	3	80	0
2021-05-09	2307	7	80	0
2021-05-08	2300	9	80	0
2021-05-07	2291	22	80	2
2021-05-06	2269	15	78	0
2021-05-05	2254	20	78	0
2021-05-04	2234	22	78	1
2021-05-03	2212	2	77	0
2021-05-02	2210	2	77	0
2021-05-01	2208	8	77	0
2021-04-30	2200	30	77	0
2021-04-29	2170	18	77	0
2021-04-28	2152	15	77	0
2021-04-27	2137	29	77	0
2021-04-26	2108	4	77	0
2021-04-25	2104	6	77	0
2021-04-24	2098	14	77	0
2021-04-23	2084	34	77	0
2021-04-22	2050	24	77	0
2021-04-21	2026	39	77	1
2021-04-20	1987	23	76	0
2021-04-19	1964	3	76	0
2021-04-18	1961	10	76	0
2021-04-17	1951	16	76	1
2021-04-16	1935	27	75	0
2021-04-15	1908	15	75	0
2021-04-14	1893	45	75	1
2021-04-13	1848	10	74	0
2021-04-12	1838	2	74	0
2021-04-11	1836	1	74	0
2021-04-10	1835	19	74	0
2021-04-09	1816	31	74	1
2021-04-08	1785	18	73	0
2021-04-07	1767	17	73	1
2021-04-06	1750	6	72	1
2021-04-05	1744	1	71	0
2021-04-04	1743	18	71	1
2021-04-03	1725	2	70	0
2021-04-02	1723	15	70	3
2021-04-01	1708	6	67	0
2021-03-31	1702	11	67	1
2021-03-30	1691	5	66	0
2021-03-29	1686	2	66	0
2021-03-28	1684	8	66	2
2021-03-27	1676	1	64	0
2021-03-26	1675	14	64	0
2021-03-25	1661	10	64	0
2021-03-24	1651	6	64	0
2021-03-23	1645	5	64	0
2021-03-22	1640	9	64	0
2021-03-21	1631	5	64	0
2021-03-20	1626	6	64	0
2021-03-19	1620	10	64	0
2021-03-18	1610	9	64	1
2021-03-17	1601	14	63	0
2021-03-16	1587	10	63	1
2021-03-15	1577	3	62	1
2021-03-14	1574	5	61	0
2021-03-13	1569	3	61	0
2021-03-12	1566	10	61	0
2021-03-11	1556	5	61	0
2021-03-10	1551	3	61	0
2021-03-09	1548	12	61	0
2021-03-08	1536	4	61	0
2021-03-06	1532	2	61	0
2021-03-05	1530	5	61	0
2021-03-04	1525	5	61	0
2021-03-03	1520	14	61	0
2021-03-02	1506	20	61	0
2021-02-28	1486	3	61	0
2021-02-27	1483	9	61	0
2021-02-26	1474	9	61	0
2021-02-25	1465	4	61	0
2021-02-24	1461	14	61	0
2021-02-23	1447	11	61	1
2021-02-22	1436	2	60	1
2021-02-21	1434	2	59	0
2021-02-20	1432	5	59	0
2021-02-19	1427	6	59	0
2021-02-18	1421	15	59	0
2021-02-17	1406	20	59	0
2021-02-16	1386	7	59	0
2021-02-14	1379	1	59	0
2021-02-13	1378	2	59	0
2021-02-12	1376	8	59	0
2021-02-11	1368	6	59	0
2021-02-10	1362	6	59	0
2021-02-09	1356	5	59	0
2021-02-08	1351	1	59	0
2021-02-07	1350	6	59	0
2021-02-06	1344	14	59	0
2021-02-05	1330	9	59	0
2021-02-04	1321	11	59	0
2021-02-03	1310	17	59	0
2021-02-02	1293	14	59	0
2021-02-01	1279	6	59	0
2021-01-31	1273	3	59	0
2021-01-30	1270	9	59	1
2021-01-29	1261	16	58	0
2021-01-28	1245	19	58	0
2021-01-27	1226	21	58	0
2021-01-26	1205	18	58	1
2021-01-25	1187	13	57	1
2021-01-24	1174	3	56	0
2021-01-23	1171	19	56	0
2021-01-22	1152	21	56	1
2021-01-21	1131	22	55	1
2021-01-20	1109	28	54	1
2021-01-19	1081	17	53	2
2021-01-18	1064	8	51	0
2021-01-17	1056	11	51	1
2021-01-16	1045	11	50	0
2021-01-15	1034	30	50	3
2021-01-14	1004	28	47	1
2021-01-13	976	43	46	0
2021-01-12	933	20	46	4
2021-01-11	913	24	42	3
2021-01-10	889	6	39	0
2021-01-09	883	28	39	1
2021-01-08	855	26	38	1
2021-01-07	829	42	37	3
2021-01-06	787	29	34	0
2021-01-05	758	10	34	2
2021-01-04	748	25	32	3
2021-01-03	723	3	29	1
2021-01-02	720	5	28	0
2021-01-01	715	9	28	0
2020-12-31	706	14	28	0
2020-12-30	692	28	28	1
2020-12-29	664	24	27	0
2020-12-28	640	1	27	0
2020-12-27	639	1	27	0
2020-12-26	638	7	27	1
2020-12-25	631	17	26	0
2020-12-24	614	13	26	1
2020-12-23	601	17	25	0
2020-12-22	584	12	25	2
2020-12-21	572	6	23	0
2020-12-20	566	11	23	0
2020-12-19	555	9	23	0
2020-12-18	546	16	23	0
2020-12-17	530	21	23	2
2020-12-16	509	16	21	2
2020-12-15	493	17	19	2
2020-12-14	476	8	17	0
2020-12-13	468	10	17	0
2020-12-12	458	13	17	0
2020-12-11	445	8	17	2
2020-12-10	437	19	15	0
2020-12-09	418	21	15	1
2020-12-08	397	3	14	0
2020-12-07	394	14	14	2
2020-12-05	380	7	12	0
2020-12-04	373	6	12	1
2020-12-03	367	11	11	0
2020-12-02	356	10	11	1
2020-12-01	346	8	10	1
2020-11-30	338	9	9	1
2020-11-29	329	10	8	0
2020-11-28	319	5	8	0
2020-11-27	314	12	8	1
2020-11-26	302	15	7	0
2020-11-25	287	3	7	0
2020-11-24	284	11	7	0
2020-11-23	273	3	7	1
2020-11-22	270	2	6	0
2020-11-21	268	9	6	0
2020-11-20	259	4	6	0
2020-11-19	255	20	6	0
2020-11-18	235	2	6	0
2020-11-17	233	16	6	0
2020-11-16	217	6	6	1
2020-11-15	211	1	5	0
2020-11-14	210	4	5	0
2020-11-13	206	7	5	0
2020-11-12	199	12	5	0
2020-11-11	187	5	5	0
2020-11-10	182	7	5	0
2020-11-09	175	4	5	1
2020-11-08	171	6	4	0
2020-11-07	165	9	4	0
2020-11-06	156	14	4	0
2020-11-05	142	14	4	1
2020-11-04	128	14	3	2
2020-11-03	114	2	1	0
2020-11-02	112	14	1	0
2020-11-01	98	2	1	0
2020-10-30	96	2	1	0
2020-10-29	94	5	1	0
2020-10-28	89	2	1	0
2020-10-27	87	5	1	0
2020-10-26	82	8	1	0
2020-10-24	74	2	1	0
2020-10-23	72	3	1	0
2020-10-21	69	4	1	0
2020-10-20	65	1	1	0
2020-10-19	64	1	1	0
2020-10-15	63	1	1	0
2020-10-14	62	2	1	0
2020-10-08	60	1	1	0
2020-10-05	59	1	1	0
2020-10-03	58	1	1	0
2020-09-26	57	1	1	0
2020-09-25	56	2	1	0
2020-09-17	54	1	1	0
2020-09-14	53	2	1	0
2020-09-10	51	1	1	0
2020-09-08	50	3	1	0
2020-09-06	47	1	1	0
2020-09-01	46	1	1	0
2020-08-29	45	2	1	0
2020-08-24	43	1	1	0
2020-08-22	42	2	1	0
2020-08-20	40	1	1	0
2020-08-18	39	2	1	0
2020-08-15	37	1	1	0
2020-07-24	36	1	1	0
2020-07-22	35	1	1	0
2020-06-25	34	1	1	0
2020-06-12	33	1	1	0
2020-05-19	32	1	1	1
2020-04-28	31	1	0	0
2020-04-25	30	1	0	0
2020-04-15	29	1	0	0
2020-04-10	28	1	0	0
2020-04-09	27	2	0	0
2020-04-08	25	2	0	0
2020-04-07	23	2	0	0
2020-04-06	21	1	0	0
2020-04-05	20	1	0	0
2020-04-04	19	2	0	0
2020-04-02	17	1	0	0
2020-04-01	16	1	0	0
2020-03-31	15	1	0	0
2020-03-30	14	2	0	0
2020-03-27	12	2	0	0
2020-03-25	10	1	0	0
2020-03-24	9	1	0	0
2020-03-23	8	4	0	0
2020-03-22	4	1	0	0
2020-03-16	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: 0:03:09.315027