Germany: LK Oder-Spree (Brandenburg)

• 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 12:14:07 CEST

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

overview(country="Germany", subregion="LK Oder-Spree", weeks=5);

overview(country="Germany", subregion="LK Oder-Spree");

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

# load the data
cases, deaths = germany_get_region(landkreis="LK Oder-Spree")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Oder-Spree")
print(f'Population of country="Germany", subregion="LK Oder-Spree": {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 Oder-Spree": 179245 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-03	82762	7	526	0
2023-03-02	82755	24	526	0
2023-03-01	82731	27	526	0
2023-02-28	82704	40	526	0
2023-02-27	82664	33	526	0
2023-02-24	82631	23	526	0
2023-02-23	82608	34	526	0
2023-02-22	82574	22	526	0
2023-02-21	82552	45	526	0
2023-02-20	82507	28	526	0
2023-02-17	82479	12	526	0
2023-02-16	82467	27	526	0
2023-02-15	82440	19	526	0
2023-02-14	82421	37	526	0
2023-02-13	82384	29	526	0
2023-02-10	82355	6	526	0
2023-02-09	82349	31	526	0
2023-02-08	82318	22	526	0
2023-02-07	82296	45	526	0
2023-02-06	82251	33	526	0
2023-02-03	82218	12	526	0
2023-02-02	82206	28	526	0
2023-02-01	82178	31	526	0
2023-01-31	82147	33	526	0
2023-01-30	82114	34	526	0
2023-01-27	82080	14	526	0
2023-01-26	82066	42	526	0
2023-01-25	82024	17	526	0
2023-01-24	82007	30	526	0
2023-01-23	81977	19	526	0
2023-01-20	81958	8	526	0
2023-01-19	81950	23	526	0
2023-01-18	81927	24	526	0
2023-01-17	81903	49	526	0
2023-01-16	81854	41	526	0
2023-01-13	81813	22	526	0
2023-01-12	81791	31	526	1
2023-01-11	81760	27	525	0
2023-01-10	81733	46	525	0
2023-01-09	81687	69	525	0
2023-01-06	81618	28	525	0
2023-01-05	81590	85	525	0
2023-01-04	81505	49	525	0
2023-01-03	81456	119	525	0
2023-01-02	81337	80	525	0
2022-12-30	81257	44	525	0
2022-12-29	81213	52	525	1
2022-12-28	81161	94	524	0
2022-12-27	81067	130	524	1
2022-12-23	80937	110	523	0
2022-12-22	80827	64	523	0
2022-12-21	80763	73	523	0
2022-12-20	80690	157	523	1
2022-12-19	80533	127	522	0
2022-12-16	80406	49	522	0
2022-12-15	80357	165	522	1
2022-12-14	80192	77	521	0
2022-12-13	80115	179	521	1
2022-12-12	79936	175	520	1
2022-12-09	79761	77	519	0
2022-12-08	79684	121	519	0
2022-12-07	79563	165	519	0
2022-12-06	79398	176	519	0
2022-12-05	79222	141	519	0
2022-12-02	79081	107	519	1
2022-12-01	78974	131	518	1
2022-11-30	78843	209	517	0
2022-11-29	78634	194	517	1
2022-11-28	78440	155	516	3
2022-11-25	78285	97	513	0
2022-11-24	78188	105	513	0
2022-11-23	78083	89	513	0
2022-11-22	77994	185	513	0
2022-11-21	77809	91	513	0
2022-11-18	77718	40	513	1
2022-11-17	77678	72	512	0
2022-11-16	77606	87	512	1
2022-11-15	77519	164	511	0
2022-11-14	77355	82	511	1
2022-11-11	77273	54	510	0
2022-11-10	77219	99	510	0
2022-11-09	77120	76	510	0
2022-11-08	77044	152	510	0
2022-11-07	76892	122	510	1
2022-11-04	76770	93	509	0
2022-11-03	76677	218	509	1
2022-11-02	76459	154	508	0
2022-11-01	76305	176	508	1
2022-10-28	76129	119	507	0
2022-10-27	76010	184	507	2
2022-10-26	75826	160	505	0
2022-10-25	75666	245	505	0
2022-10-24	75421	339	505	1
2022-10-21	75082	83	504	0
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2022-10-19	74786	285	504	0
2022-10-18	74501	397	504	0
2022-10-17	74104	293	504	1
2022-10-14	73811	166	503	0
2022-10-13	73645	193	503	0
2022-10-12	73452	368	503	1
2022-10-11	73084	296	502	1
2022-10-10	72788	414	501	1
2022-10-07	72374	247	500	0
2022-10-06	72127	343	500	0
2022-10-05	71784	325	500	1
2022-10-04	71459	308	499	1
2022-09-30	71151	121	498	0
2022-09-29	71030	227	498	0
2022-09-28	70803	269	498	0
2022-09-27	70534	255	498	0
2022-09-26	70279	208	498	1
2022-09-23	70071	82	497	0
2022-09-22	69989	113	497	1
2022-09-21	69876	163	496	1
2022-09-20	69713	171	495	0
2022-09-19	69542	139	495	1
2022-09-16	69403	67	494	0
2022-09-15	69336	97	494	0
2022-09-14	69239	173	494	0
2022-09-13	69066	164	494	0
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2022-09-05	68382	118	494	1
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2022-09-01	68218	78	492	0
2022-08-31	68140	65	492	0
2022-08-30	68075	157	492	0
2022-08-29	67918	87	492	0
2022-08-26	67831	59	492	0
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2022-08-04	66020	118	489	1
2022-08-03	65902	72	488	0
2022-08-02	65830	273	488	2
2022-08-01	65557	161	486	0
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2022-07-21	64310	175	486	1
2022-07-20	64135	176	485	1
2022-07-19	63959	275	484	1
2022-07-18	63684	227	483	2
2022-07-15	63457	150	481	0
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2021-09-01	8416	24	316	0
2021-08-31	8392	9	316	0
2021-08-30	8383	7	316	0
2021-08-29	8376	2	316	0
2021-08-28	8374	7	316	1
2021-08-27	8367	7	315	0
2021-08-26	8360	4	315	0
2021-08-25	8356	26	315	0
2021-08-24	8330	8	315	0
2021-08-23	8322	1	315	0
2021-08-22	8321	3	315	0
2021-08-20	8318	4	315	0
2021-08-19	8314	1	315	0
2021-08-18	8313	6	315	0
2021-08-17	8307	6	315	0
2021-08-16	8301	1	315	0
2021-08-15	8300	2	315	0
2021-08-14	8298	9	315	0
2021-08-13	8289	1	315	0
2021-08-12	8288	7	315	0
2021-08-11	8281	2	315	0
2021-08-10	8279	5	315	0
2021-08-09	8274	3	315	1
2021-08-08	8271	1	314	0
2021-08-07	8270	7	314	0
2021-08-06	8263	1	314	0
2021-08-05	8262	4	314	0
2021-08-04	8258	1	314	0
2021-08-03	8257	4	314	0
2021-08-01	8253	1	314	0
2021-07-31	8252	2	314	0
2021-07-30	8250	1	314	0
2021-07-29	8249	1	314	0
2021-07-28	8248	2	314	0
2021-07-27	8246	4	314	0
2021-07-25	8242	1	314	0
2021-07-23	8241	1	314	0
2021-07-20	8240	1	314	0
2021-07-19	8239	1	314	0
2021-07-18	8238	1	314	0
2021-07-16	8237	2	314	0
2021-07-14	8235	5	314	0
2021-07-13	8230	1	314	0
2021-07-11	8229	1	314	0
2021-07-07	8228	1	314	0
2021-07-03	8227	2	314	0
2021-07-02	8225	1	314	0
2021-07-01	8224	2	314	0
2021-06-30	8222	2	314	0
2021-06-29	8220	2	314	0
2021-06-26	8218	1	314	0
2021-06-25	8217	4	314	0
2021-06-24	8213	4	314	0
2021-06-23	8209	1	314	0
2021-06-22	8208	2	314	0
2021-06-19	8206	2	314	0
2021-06-18	8204	3	314	0
2021-06-16	8201	3	314	0
2021-06-15	8198	3	314	0
2021-06-11	8195	1	314	0
2021-06-09	8194	4	314	0
2021-06-08	8190	4	314	0
2021-06-06	8186	3	314	0
2021-06-05	8183	1	314	0
2021-06-03	8182	3	314	0
2021-06-02	8179	6	314	0
2021-06-01	8173	3	314	0
2021-05-31	8170	1	314	0
2021-05-29	8169	2	314	0
2021-05-28	8167	7	314	0
2021-05-27	8160	13	314	0
2021-05-26	8147	1	314	0
2021-05-24	8146	1	314	0
2021-05-23	8145	5	314	0
2021-05-22	8140	15	314	0
2021-05-21	8125	12	314	0
2021-05-20	8113	9	314	0
2021-05-19	8104	20	314	0
2021-05-18	8084	13	314	0
2021-05-17	8071	2	314	0
2021-05-16	8069	22	314	0
2021-05-15	8047	9	314	0
2021-05-14	8038	7	314	0
2021-05-13	8031	20	314	0
2021-05-12	8011	38	314	0
2021-05-11	7973	15	314	0
2021-05-10	7958	2	314	0
2021-05-09	7956	14	314	1
2021-05-08	7942	18	313	0
2021-05-07	7924	16	313	0
2021-05-06	7908	30	313	0
2021-05-05	7878	62	313	1
2021-05-04	7816	15	312	0
2021-05-03	7801	22	312	0
2021-05-02	7779	24	312	0
2021-05-01	7755	18	312	0
2021-04-30	7737	20	312	0
2021-04-29	7717	47	312	1
2021-04-28	7670	38	311	0
2021-04-27	7632	33	311	2
2021-04-26	7599	2	309	0
2021-04-25	7597	27	309	0
2021-04-24	7570	41	309	1
2021-04-23	7529	21	308	1
2021-04-22	7508	44	307	0
2021-04-21	7464	79	307	0
2021-04-20	7385	41	307	0
2021-04-19	7344	4	307	0
2021-04-18	7340	47	307	1
2021-04-17	7293	24	306	0
2021-04-16	7269	46	306	1
2021-04-15	7223	72	305	5
2021-04-14	7151	73	300	1
2021-04-13	7078	40	299	2
2021-04-12	7038	14	297	0
2021-04-11	7024	73	297	3
2021-04-10	6951	35	294	1
2021-04-09	6916	93	293	1
2021-04-08	6823	89	292	3
2021-04-07	6734	28	289	0
2021-04-06	6706	30	289	1
2021-04-05	6676	4	288	1
2021-04-04	6672	24	287	1
2021-04-03	6648	63	286	1
2021-04-02	6585	53	285	0
2021-04-01	6532	76	285	2
2021-03-31	6456	45	283	0
2021-03-30	6411	53	283	1
2021-03-29	6358	9	282	0
2021-03-28	6349	39	282	0
2021-03-27	6310	28	282	1
2021-03-26	6282	54	281	2
2021-03-25	6228	56	279	3
2021-03-24	6172	59	276	0
2021-03-23	6113	63	276	0
2021-03-22	6050	8	276	0
2021-03-21	6042	15	276	1
2021-03-20	6027	38	275	2
2021-03-19	5989	37	273	2
2021-03-18	5952	46	271	0
2021-03-17	5906	49	271	2
2021-03-16	5857	60	269	1
2021-03-15	5797	4	268	0
2021-03-14	5793	7	268	1
2021-03-13	5786	22	267	1
2021-03-12	5764	19	266	0
2021-03-11	5745	38	266	2
2021-03-10	5707	39	264	3
2021-03-09	5668	18	261	0
2021-03-08	5650	4	261	1
2021-03-07	5646	16	260	0
2021-03-06	5630	19	260	0
2021-03-05	5611	22	260	2
2021-03-04	5589	18	258	2
2021-03-03	5571	21	256	1
2021-03-02	5550	29	255	0
2021-03-01	5521	1	255	0
2021-02-28	5520	9	255	1
2021-02-27	5511	23	254	0
2021-02-26	5488	11	254	0
2021-02-25	5477	27	254	0
2021-02-24	5450	15	254	1
2021-02-23	5435	9	253	1
2021-02-22	5426	1	252	0
2021-02-21	5425	6	252	0
2021-02-20	5419	14	252	0
2021-02-19	5405	5	252	1
2021-02-18	5400	14	251	2
2021-02-17	5386	19	249	1
2021-02-16	5367	17	248	0
2021-02-15	5350	2	248	0
2021-02-14	5348	8	248	0
2021-02-13	5340	7	248	0
2021-02-12	5333	12	248	1
2021-02-11	5321	27	247	1
2021-02-10	5294	25	246	0
2021-02-09	5269	11	246	0
2021-02-08	5258	18	246	1
2021-02-06	5240	18	245	0
2021-02-05	5222	15	245	0
2021-02-04	5207	21	245	1
2021-02-03	5186	17	244	0
2021-02-02	5169	21	244	1
2021-02-01	5148	18	243	0
2021-01-31	5130	19	243	0
2021-01-30	5111	2	243	2
2021-01-29	5109	41	241	1
2021-01-28	5068	20	240	1
2021-01-27	5048	27	239	1
2021-01-26	5021	15	238	0
2021-01-25	5006	22	238	2
2021-01-24	4984	6	236	0
2021-01-23	4978	51	236	2
2021-01-22	4927	55	234	2
2021-01-21	4872	80	232	2
2021-01-20	4792	53	230	3
2021-01-19	4739	75	227	3
2021-01-18	4664	95	224	5
2021-01-17	4569	64	219	1
2021-01-16	4505	36	218	1
2021-01-15	4469	119	217	3
2021-01-14	4350	70	214	5
2021-01-13	4280	94	209	12
2021-01-12	4186	100	197	7
2021-01-11	4086	103	190	3
2021-01-10	3983	68	187	4
2021-01-09	3915	92	183	3
2021-01-08	3823	114	180	0
2021-01-07	3709	84	180	3
2021-01-06	3625	80	177	2
2021-01-05	3545	76	175	3
2021-01-04	3469	100	172	2
2021-01-03	3369	48	170	5
2021-01-02	3321	17	165	1
2021-01-01	3304	23	164	2
2020-12-31	3281	58	162	5
2020-12-30	3223	87	157	4
2020-12-29	3136	70	153	3
2020-12-28	3066	58	150	4
2020-12-27	3008	44	146	4
2020-12-26	2964	94	142	12
2020-12-25	2870	16	130	0
2020-12-24	2854	30	130	1
2020-12-23	2824	74	129	7
2020-12-22	2750	137	122	9
2020-12-21	2613	52	113	1
2020-12-20	2561	42	112	9
2020-12-19	2519	80	103	6
2020-12-18	2439	89	97	9
2020-12-17	2350	109	88	10
2020-12-16	2241	65	78	2
2020-12-15	2176	74	76	6
2020-12-14	2102	49	70	2
2020-12-13	2053	101	68	14
2020-12-12	1952	69	54	2
2020-12-11	1883	44	52	0
2020-12-10	1839	46	52	1
2020-12-09	1793	48	51	1
2020-12-08	1745	73	50	5
2020-12-07	1672	26	45	0
2020-12-06	1646	14	45	3
2020-12-05	1632	35	42	0
2020-12-04	1597	37	42	2
2020-12-03	1560	36	40	3
2020-12-02	1524	51	37	1
2020-12-01	1473	32	36	2
2020-11-30	1441	38	34	0
2020-11-29	1403	10	34	0
2020-11-28	1393	54	34	2
2020-11-27	1339	44	32	4
2020-11-26	1295	46	28	0
2020-11-25	1249	43	28	2
2020-11-24	1206	42	26	1
2020-11-23	1164	60	25	1
2020-11-22	1104	11	24	0
2020-11-21	1093	25	24	2
2020-11-20	1068	58	22	2
2020-11-19	1010	35	20	0
2020-11-18	975	37	20	0
2020-11-17	938	34	20	0
2020-11-16	904	16	20	0
2020-11-15	888	14	20	1
2020-11-14	874	24	19	1
2020-11-13	850	28	18	0
2020-11-12	822	26	18	0
2020-11-11	796	27	18	0
2020-11-10	769	29	18	0
2020-11-09	740	18	18	0
2020-11-08	722	11	18	0
2020-11-07	711	39	18	1
2020-11-06	672	32	17	1
2020-11-05	640	37	16	0
2020-11-04	603	43	16	2
2020-11-03	560	13	14	0
2020-11-02	547	11	14	0
2020-11-01	536	8	14	0
2020-10-31	528	29	14	0
2020-10-30	499	16	14	1
2020-10-29	483	24	13	0
2020-10-28	459	12	13	1
2020-10-27	447	4	12	0
2020-10-26	443	3	12	0
2020-10-25	440	12	12	0
2020-10-24	428	11	12	0
2020-10-23	417	11	12	0
2020-10-22	406	7	12	0
2020-10-21	399	10	12	1
2020-10-20	389	14	11	0
2020-10-19	375	1	11	0
2020-10-18	374	14	11	1
2020-10-17	360	15	10	1
2020-10-16	345	10	9	0
2020-10-15	335	14	9	0
2020-10-14	321	11	9	1
2020-10-13	310	18	8	0
2020-10-12	292	6	8	0
2020-10-11	286	7	8	0
2020-10-10	279	12	8	0
2020-10-09	267	17	8	1
2020-10-08	250	13	7	0
2020-10-07	237	8	7	2
2020-10-06	229	3	5	1
2020-10-05	226	7	4	0
2020-10-04	219	6	4	0
2020-10-03	213	4	4	0
2020-10-02	209	6	4	1
2020-10-01	203	2	3	0
2020-09-30	201	4	3	0
2020-09-29	197	2	3	0
2020-09-28	195	3	3	0
2020-09-25	192	4	3	0
2020-09-24	188	1	3	0
2020-09-23	187	2	3	0
2020-09-22	185	2	3	0
2020-09-21	183	1	3	0
2020-09-18	182	1	3	0
2020-09-14	181	1	3	0
2020-09-07	180	1	3	0
2020-09-02	179	2	3	0
2020-08-25	177	1	3	0
2020-08-22	176	1	3	0
2020-08-20	175	1	3	0
2020-08-19	174	2	3	0
2020-08-18	172	2	3	0
2020-08-16	170	2	3	0
2020-08-14	168	1	3	0
2020-08-13	167	2	3	0
2020-08-12	165	2	3	0
2020-08-11	163	1	3	0
2020-08-08	162	2	3	0
2020-08-07	160	1	3	0
2020-08-06	159	2	3	0
2020-08-05	157	1	3	0
2020-08-04	156	3	3	1
2020-07-30	153	2	2	0
2020-07-26	151	1	2	0
2020-07-22	150	1	2	0
2020-07-15	149	1	2	0
2020-07-13	148	1	2	0
2020-07-11	147	1	2	0
2020-07-10	146	1	2	0
2020-07-06	145	2	2	0
2020-07-02	143	1	2	0
2020-06-19	142	1	2	0
2020-06-13	141	3	2	0
2020-06-12	138	1	2	0
2020-06-11	137	1	2	0
2020-06-10	136	1	2	0
2020-06-05	135	2	2	0
2020-06-02	133	1	2	0
2020-05-27	132	1	2	0
2020-05-26	131	1	2	0
2020-05-14	130	1	2	0
2020-05-13	129	1	2	0
2020-05-06	128	1	2	0
2020-05-02	127	2	2	0
2020-05-01	125	2	2	0
2020-04-30	123	1	2	0
2020-04-29	122	3	2	0
2020-04-27	119	1	2	0
2020-04-25	118	3	2	0
2020-04-24	115	4	2	0
2020-04-23	111	1	2	0
2020-04-22	110	1	2	0
2020-04-21	109	1	2	0
2020-04-20	108	4	2	1
2020-04-18	104	1	1	1
2020-04-17	103	3	0	0
2020-04-14	100	2	0	0
2020-04-12	98	2	0	0
2020-04-11	96	2	0	0
2020-04-09	94	4	0	0
2020-04-07	90	6	0	0
2020-04-04	84	1	0	0
2020-04-03	83	2	0	0
2020-04-02	81	1	0	0
2020-04-01	80	1	0	0
2020-03-31	79	2	0	0
2020-03-30	77	2	0	0
2020-03-29	75	2	0	0
2020-03-28	73	7	0	0
2020-03-27	66	5	0	0
2020-03-26	61	9	0	0
2020-03-25	52	2	0	0
2020-03-24	50	4	0	0
2020-03-23	46	2	0	0
2020-03-22	44	2	0	0
2020-03-21	42	5	0	0
2020-03-20	37	3	0	0
2020-03-19	34	11	0	0
2020-03-18	23	9	0	0
2020-03-17	14	3	0	0
2020-03-15	11	5	0	0
2020-03-14	6	2	0	0
2020-03-13	4	1	0	0
2020-03-12	3	1	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: 0:02:51.572983