Germany: LK Haßberge (Bayern)

• 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 10:55:18 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Haßberge")
print(f'Population of country="Germany", subregion="LK Haßberge": {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 Haßberge": 84284 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	45927	11	179	0
2023-03-03	45916	7	179	0
2023-03-02	45909	9	179	0
2023-03-01	45900	9	179	0
2023-02-28	45891	18	179	0
2023-02-27	45873	42	179	0
2023-02-24	45831	16	179	0
2023-02-23	45815	13	179	0
2023-02-22	45802	22	179	0
2023-02-21	45780	11	179	0
2023-02-20	45769	21	179	0
2023-02-17	45748	9	179	0
2023-02-16	45739	12	179	0
2023-02-15	45727	19	179	1
2023-02-14	45708	17	178	0
2023-02-13	45691	32	178	0
2023-02-10	45659	10	178	0
2023-02-09	45649	13	178	0
2023-02-08	45636	16	178	0
2023-02-07	45620	32	178	0
2023-02-06	45588	39	178	0
2023-02-03	45549	10	178	0
2023-02-02	45539	11	178	0
2023-02-01	45528	15	178	1
2023-01-31	45513	14	177	0
2023-01-30	45499	9	177	0
2023-01-27	45490	9	177	0
2023-01-26	45481	8	177	0
2023-01-25	45473	9	177	0
2023-01-24	45464	22	177	0
2023-01-23	45442	10	177	0
2023-01-20	45432	3	177	1
2023-01-19	45429	10	176	0
2023-01-18	45419	3	176	0
2023-01-17	45416	7	176	0
2023-01-16	45409	9	176	2
2023-01-13	45400	3	174	0
2023-01-12	45397	13	174	0
2023-01-11	45384	8	174	0
2023-01-10	45376	14	174	1
2023-01-09	45362	10	173	0
2023-01-05	45352	7	173	0
2023-01-04	45345	14	173	0
2023-01-03	45331	22	173	0
2023-01-02	45309	18	173	0
2022-12-30	45291	10	173	0
2022-12-29	45281	11	173	0
2022-12-28	45270	18	173	0
2022-12-27	45252	12	173	0
2022-12-23	45240	9	173	0
2022-12-22	45231	21	173	0
2022-12-21	45210	22	173	0
2022-12-20	45188	23	173	0
2022-12-19	45165	21	173	0
2022-12-16	45144	21	173	1
2022-12-15	45123	6	172	0
2022-12-14	45117	16	172	0
2022-12-13	45101	27	172	0
2022-12-12	45074	20	172	1
2022-12-09	45054	10	171	0
2022-12-08	45044	11	171	0
2022-12-07	45033	16	171	0
2022-12-06	45017	28	171	0
2022-12-05	44989	21	171	0
2022-12-02	44968	17	171	0
2022-12-01	44951	6	171	0
2022-11-30	44945	20	171	0
2022-11-29	44925	24	171	0
2022-11-28	44901	32	171	0
2022-11-25	44869	17	171	0
2022-11-24	44852	12	171	1
2022-11-23	44840	31	170	0
2022-11-22	44809	15	170	0
2022-11-21	44794	14	170	0
2022-11-18	44780	15	170	0
2022-11-17	44765	15	170	0
2022-11-16	44750	18	170	0
2022-11-15	44732	37	170	0
2022-11-14	44695	38	170	0
2022-11-11	44657	24	170	1
2022-11-10	44633	28	169	0
2022-11-09	44605	34	169	0
2022-11-08	44571	67	169	0
2022-11-07	44504	40	169	0
2022-11-04	44464	35	169	0
2022-11-03	44429	43	169	1
2022-11-02	44386	70	168	0
2022-11-01	44316	1	168	0
2022-10-31	44315	56	168	1
2022-10-28	44259	25	167	0
2022-10-27	44234	55	167	0
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2022-10-13	43127	83	167	1
2022-10-12	43044	182	166	2
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2022-09-29	41874	118	164	0
2022-09-28	41756	76	164	0
2022-09-27	41680	97	164	0
2022-09-26	41583	63	164	1
2022-09-23	41520	40	163	0
2022-09-22	41480	38	163	0
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2021-08-31	4189	10	87	0
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2021-08-28	4175	2	87	0
2021-08-27	4173	4	87	0
2021-08-26	4169	5	87	0
2021-08-25	4164	4	87	0
2021-08-24	4160	17	87	0
2021-08-21	4143	3	87	0
2021-08-20	4140	8	87	0
2021-08-19	4132	5	87	0
2021-08-18	4127	5	87	0
2021-08-17	4122	4	87	0
2021-08-14	4118	5	87	0
2021-08-13	4113	2	87	0
2021-08-12	4111	2	87	0
2021-08-10	4109	3	87	0
2021-08-04	4106	1	87	0
2021-08-03	4105	3	87	0
2021-07-31	4102	1	87	0
2021-07-30	4101	4	87	0
2021-07-28	4097	5	87	0
2021-07-27	4092	5	87	0
2021-07-24	4087	4	87	0
2021-07-23	4083	1	87	0
2021-07-20	4082	1	87	0
2021-07-18	4081	1	87	0
2021-07-17	4080	1	87	0
2021-07-16	4079	1	87	0
2021-07-14	4078	1	87	0
2021-07-13	4077	4	87	0
2021-07-10	4073	1	87	0
2021-07-09	4072	2	87	0
2021-07-07	4070	1	87	0
2021-07-02	4069	1	87	0
2021-06-26	4068	1	87	0
2021-06-16	4067	2	87	0
2021-06-15	4065	2	87	0
2021-06-12	4063	8	87	0
2021-06-11	4055	3	87	0
2021-06-10	4052	2	87	0
2021-06-09	4050	9	87	0
2021-06-08	4041	3	87	0
2021-06-06	4038	3	87	0
2021-06-05	4035	2	87	0
2021-06-04	4033	1	87	0
2021-06-03	4032	2	87	0
2021-06-02	4030	3	87	0
2021-06-01	4027	3	87	0
2021-05-31	4024	1	87	0
2021-05-29	4023	4	87	0
2021-05-28	4019	4	87	0
2021-05-27	4015	8	87	0
2021-05-26	4007	11	87	0
2021-05-23	3996	2	87	0
2021-05-22	3994	9	87	0
2021-05-21	3985	1	87	0
2021-05-20	3984	14	87	0
2021-05-19	3970	15	87	0
2021-05-18	3955	10	87	0
2021-05-17	3945	2	87	0
2021-05-16	3943	1	87	0
2021-05-15	3942	6	87	0
2021-05-14	3936	7	87	0
2021-05-13	3929	10	87	0
2021-05-12	3919	19	87	0
2021-05-11	3900	10	87	0
2021-05-10	3890	1	87	0
2021-05-09	3889	7	87	0
2021-05-08	3882	6	87	0
2021-05-07	3876	27	87	0
2021-05-06	3849	14	87	0
2021-05-05	3835	21	87	0
2021-05-04	3814	17	87	0
2021-05-03	3797	4	87	1
2021-05-02	3793	5	86	0
2021-05-01	3788	4	86	0
2021-04-30	3784	17	86	0
2021-04-29	3767	32	86	0
2021-04-28	3735	22	86	0
2021-04-27	3713	32	86	1
2021-04-26	3681	4	85	0
2021-04-25	3677	15	85	0
2021-04-24	3662	40	85	0
2021-04-23	3622	43	85	0
2021-04-22	3579	39	85	0
2021-04-21	3540	87	85	0
2021-04-20	3453	56	85	0
2021-04-19	3397	11	85	0
2021-04-18	3386	21	85	0
2021-04-17	3365	35	85	0
2021-04-16	3330	44	85	0
2021-04-15	3286	41	85	0
2021-04-14	3245	73	85	0
2021-04-13	3172	67	85	1
2021-04-12	3105	9	84	0
2021-04-11	3096	1	84	0
2021-04-10	3095	30	84	2
2021-04-09	3065	38	82	0
2021-04-08	3027	62	82	0
2021-04-07	2965	51	82	2
2021-04-06	2914	12	80	2
2021-04-05	2902	3	78	0
2021-04-04	2899	22	78	0
2021-04-03	2877	4	78	0
2021-04-02	2873	29	78	0
2021-04-01	2844	40	78	0
2021-03-31	2804	19	78	1
2021-03-30	2785	46	77	0
2021-03-29	2739	7	77	1
2021-03-28	2732	1	76	0
2021-03-27	2731	11	76	0
2021-03-26	2720	19	76	2
2021-03-25	2701	28	74	1
2021-03-24	2673	27	73	1
2021-03-23	2646	19	72	1
2021-03-22	2627	12	71	1
2021-03-21	2615	3	70	0
2021-03-20	2612	18	70	0
2021-03-19	2594	18	70	0
2021-03-18	2576	17	70	0
2021-03-17	2559	23	70	0
2021-03-16	2536	17	70	0
2021-03-15	2519	5	70	0
2021-03-14	2514	5	70	0
2021-03-13	2509	4	70	0
2021-03-12	2505	8	70	0
2021-03-11	2497	6	70	0
2021-03-10	2491	15	70	0
2021-03-09	2476	8	70	0
2021-03-08	2468	1	70	0
2021-03-06	2467	7	70	0
2021-03-05	2460	6	70	0
2021-03-04	2454	1	70	0
2021-03-03	2453	13	70	0
2021-03-02	2440	6	70	0
2021-03-01	2434	3	70	0
2021-02-28	2431	1	70	0
2021-02-27	2430	8	70	0
2021-02-26	2422	3	70	0
2021-02-25	2419	2	70	0
2021-02-24	2417	5	70	0
2021-02-23	2412	6	70	0
2021-02-22	2406	1	70	0
2021-02-21	2405	1	70	0
2021-02-20	2404	2	70	0
2021-02-19	2402	4	70	0
2021-02-18	2398	6	70	1
2021-02-17	2392	14	69	0
2021-02-16	2378	3	69	0
2021-02-15	2375	1	69	0
2021-02-14	2374	6	69	0
2021-02-13	2368	1	69	0
2021-02-12	2367	10	69	0
2021-02-11	2357	4	69	0
2021-02-10	2353	7	69	0
2021-02-09	2346	7	69	1
2021-02-08	2339	3	68	1
2021-02-06	2336	3	67	0
2021-02-05	2333	4	67	0
2021-02-04	2329	9	67	0
2021-02-03	2320	8	67	0
2021-02-02	2312	11	67	0
2021-02-01	2301	3	67	0
2021-01-30	2298	12	67	0
2021-01-29	2286	8	67	0
2021-01-28	2278	14	67	0
2021-01-27	2264	9	67	0
2021-01-26	2255	16	67	0
2021-01-25	2239	4	67	0
2021-01-24	2235	1	67	0
2021-01-23	2234	5	67	0
2021-01-22	2229	12	67	1
2021-01-21	2217	27	66	0
2021-01-20	2190	5	66	1
2021-01-19	2185	7	65	1
2021-01-18	2178	6	64	2
2021-01-17	2172	7	62	1
2021-01-16	2165	11	61	0
2021-01-15	2154	14	61	0
2021-01-14	2140	26	61	2
2021-01-13	2114	20	59	0
2021-01-12	2094	33	59	1
2021-01-11	2061	5	58	0
2021-01-09	2056	41	58	0
2021-01-08	2015	34	58	1
2021-01-07	1981	8	57	0
2021-01-06	1973	38	57	0
2021-01-05	1935	44	57	0
2021-01-04	1891	3	57	0
2021-01-03	1888	11	57	2
2021-01-02	1877	14	55	0
2021-01-01	1863	6	55	0
2020-12-31	1857	42	55	4
2020-12-30	1815	73	51	2
2020-12-29	1742	34	49	1
2020-12-28	1708	16	48	3
2020-12-27	1692	4	45	2
2020-12-26	1688	17	43	0
2020-12-25	1671	11	43	0
2020-12-24	1660	21	43	0
2020-12-23	1639	51	43	1
2020-12-22	1588	30	42	0
2020-12-21	1558	12	42	1
2020-12-20	1546	6	41	0
2020-12-19	1540	36	41	1
2020-12-18	1504	36	40	2
2020-12-17	1468	25	38	2
2020-12-16	1443	25	36	0
2020-12-15	1418	25	36	0
2020-12-14	1393	7	36	1
2020-12-13	1386	7	35	0
2020-12-12	1379	17	35	0
2020-12-11	1362	16	35	2
2020-12-10	1346	46	33	0
2020-12-09	1300	17	33	0
2020-12-08	1283	30	33	0
2020-12-07	1253	11	33	1
2020-12-06	1242	13	32	0
2020-12-05	1229	13	32	0
2020-12-04	1216	25	32	0
2020-12-03	1191	42	32	0
2020-12-02	1149	30	32	0
2020-12-01	1119	26	32	1
2020-11-30	1093	5	31	0
2020-11-29	1088	11	31	2
2020-11-28	1077	29	29	1
2020-11-27	1048	44	28	1
2020-11-26	1004	42	27	0
2020-11-25	962	45	27	2
2020-11-24	917	23	25	0
2020-11-23	894	9	25	0
2020-11-22	885	20	25	0
2020-11-21	865	37	25	0
2020-11-20	828	42	25	0
2020-11-19	786	60	25	12
2020-11-18	726	30	13	0
2020-11-17	696	34	13	0
2020-11-16	662	5	13	0
2020-11-15	657	6	13	1
2020-11-14	651	24	12	0
2020-11-13	627	28	12	0
2020-11-12	599	34	12	0
2020-11-11	565	32	12	0
2020-11-10	533	19	12	4
2020-11-09	514	4	8	0
2020-11-08	510	16	8	1
2020-11-07	494	14	7	0
2020-11-06	480	15	7	0
2020-11-05	465	19	7	0
2020-11-04	446	15	7	0
2020-11-03	431	5	7	0
2020-11-02	426	3	7	1
2020-11-01	423	7	6	0
2020-10-31	416	7	6	0
2020-10-30	409	19	6	0
2020-10-29	390	4	6	0
2020-10-28	386	14	6	0
2020-10-27	372	10	6	0
2020-10-26	362	19	6	0
2020-10-25	343	4	6	0
2020-10-24	339	6	6	0
2020-10-23	333	15	6	0
2020-10-22	318	14	6	0
2020-10-21	304	9	6	0
2020-10-20	295	9	6	0
2020-10-19	286	6	6	0
2020-10-18	280	1	6	0
2020-10-17	279	14	6	0
2020-10-16	265	5	6	0
2020-10-15	260	6	6	0
2020-10-14	254	4	6	0
2020-10-13	250	3	6	0
2020-10-12	247	1	6	0
2020-10-09	246	2	6	0
2020-10-08	244	2	6	0
2020-10-07	242	5	6	0
2020-10-06	237	1	6	0
2020-10-05	236	3	6	0
2020-10-03	233	1	6	0
2020-10-02	232	1	6	0
2020-10-01	231	1	6	0
2020-09-30	230	1	6	0
2020-09-29	229	2	6	0
2020-09-28	227	4	6	0
2020-09-27	223	2	6	0
2020-09-26	221	3	6	0
2020-09-25	218	1	6	0
2020-09-24	217	4	6	0
2020-09-23	213	10	6	0
2020-09-22	203	1	6	0
2020-09-21	202	2	6	0
2020-09-19	200	1	6	0
2020-09-18	199	1	6	0
2020-09-17	198	1	6	0
2020-09-15	197	2	6	0
2020-09-14	195	1	6	0
2020-09-10	194	1	6	0
2020-09-09	193	1	6	0
2020-09-07	192	2	6	0
2020-09-06	190	3	6	0
2020-09-05	187	1	6	0
2020-09-04	186	1	6	0
2020-08-30	185	3	6	0
2020-08-29	182	1	6	0
2020-08-26	181	1	6	0
2020-08-17	180	1	6	0
2020-08-07	179	1	6	0
2020-08-05	178	1	6	0
2020-07-29	177	4	6	0
2020-07-24	173	1	6	0
2020-07-21	172	1	6	0
2020-07-11	171	1	6	0
2020-07-09	170	2	6	0
2020-07-07	168	2	6	0
2020-07-06	166	1	6	0
2020-06-20	165	1	6	0
2020-06-18	164	1	6	0
2020-06-17	163	1	6	0
2020-06-10	162	1	6	0
2020-06-05	161	1	6	0
2020-06-04	160	1	6	0
2020-06-01	159	1	6	0
2020-05-31	158	1	6	0
2020-05-28	157	1	6	0
2020-05-26	156	2	6	0
2020-05-13	154	1	6	0
2020-05-02	153	1	6	0
2020-05-01	152	1	6	0
2020-04-30	151	2	6	0
2020-04-29	149	1	6	0
2020-04-28	148	1	6	0
2020-04-27	147	2	6	0
2020-04-24	145	2	6	0
2020-04-23	143	1	6	0
2020-04-22	142	3	6	0
2020-04-21	139	3	6	0
2020-04-20	136	1	6	0
2020-04-19	135	1	6	0
2020-04-18	134	13	6	1
2020-04-17	121	1	5	0
2020-04-16	120	4	5	1
2020-04-15	116	6	4	1
2020-04-14	110	2	3	0
2020-04-13	108	2	3	1
2020-04-11	106	3	2	0
2020-04-10	103	1	2	0
2020-04-09	102	3	2	1
2020-04-08	99	4	1	0
2020-04-07	95	4	1	1
2020-04-06	91	2	0	0
2020-04-05	89	2	0	0
2020-04-04	87	6	0	0
2020-04-03	81	2	0	0
2020-04-02	79	5	0	0
2020-04-01	74	7	0	0
2020-03-31	67	7	0	0
2020-03-30	60	10	0	0
2020-03-29	50	3	0	0
2020-03-28	47	8	0	0
2020-03-27	39	4	0	0
2020-03-26	35	5	0	0
2020-03-25	30	5	0	0
2020-03-24	25	2	0	0
2020-03-23	23	5	0	0
2020-03-21	18	2	0	0
2020-03-20	16	3	0	0
2020-03-19	13	2	0	0
2020-03-18	11	2	0	0
2020-03-17	9	1	0	0
2020-03-16	8	2	0	0
2020-03-14	6	1	0	0
2020-03-13	5	1	0	0
2020-03-12	4	3	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: 0:03:09.625563