Germany: SK Berlin Spandau (Berlin)

• 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 12:21:12 CEST

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

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

overview(country="Germany", subregion="SK Berlin Spandau");

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Berlin Spandau")
print(f'Population of country="Germany", subregion="SK Berlin Spandau": {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 Berlin Spandau": 240542 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	93651	20	398	0
2023-03-03	93631	6	398	0
2023-03-02	93625	17	398	0
2023-03-01	93608	25	398	0
2023-02-28	93583	52	398	0
2023-02-27	93531	41	398	1
2023-02-24	93490	28	397	0
2023-02-23	93462	34	397	0
2023-02-22	93428	36	397	1
2023-02-21	93392	32	396	0
2023-02-20	93360	49	396	1
2023-02-17	93311	24	395	0
2023-02-16	93287	30	395	0
2023-02-15	93257	35	395	0
2023-02-14	93222	18	395	0
2023-02-13	93204	68	395	1
2023-02-10	93136	40	394	1
2023-02-09	93096	22	393	0
2023-02-08	93074	58	393	1
2023-02-07	93016	34	392	0
2023-02-06	92982	48	392	0
2023-02-03	92934	33	392	0
2023-02-02	92901	20	392	0
2023-02-01	92881	26	392	0
2023-01-31	92855	40	392	0
2023-01-30	92815	48	392	0
2023-01-27	92767	29	392	0
2023-01-26	92738	34	392	0
2023-01-25	92704	24	392	0
2023-01-24	92680	45	392	0
2023-01-23	92635	49	392	0
2023-01-20	92586	22	392	1
2023-01-19	92564	21	391	0
2023-01-18	92543	43	391	0
2023-01-17	92500	33	391	1
2023-01-16	92467	38	390	4
2023-01-13	92429	23	386	0
2023-01-12	92406	27	386	0
2023-01-11	92379	41	386	0
2023-01-10	92338	45	386	0
2023-01-09	92293	71	386	0
2023-01-06	92222	31	386	1
2023-01-05	92191	56	385	0
2023-01-04	92135	86	385	0
2023-01-03	92049	74	385	1
2023-01-02	91975	136	384	2
2022-12-30	91839	56	382	0
2022-12-29	91783	101	382	4
2022-12-28	91682	113	378	1
2022-12-27	91569	256	377	4
2022-12-23	91313	106	373	0
2022-12-22	91207	97	373	0
2022-12-21	91110	141	373	2
2022-12-20	90969	142	371	0
2022-12-19	90827	228	371	3
2022-12-16	90599	113	368	0
2022-12-15	90486	150	368	1
2022-12-14	90336	146	367	2
2022-12-13	90190	133	365	2
2022-12-12	90057	275	363	2
2022-12-09	89782	153	361	1
2022-12-08	89629	118	360	1
2022-12-07	89511	208	359	1
2022-12-06	89303	25	358	0
2022-12-05	89278	190	358	3
2022-12-02	89088	108	355	0
2022-12-01	88980	99	355	2
2022-11-30	88881	120	353	3
2022-11-29	88761	120	350	0
2022-11-28	88641	212	350	2
2022-11-25	88429	61	348	0
2022-11-24	88368	85	348	0
2022-11-23	88283	71	348	1
2022-11-22	88212	56	347	0
2022-11-21	88156	124	347	1
2022-11-18	88032	46	346	0
2022-11-17	87986	42	346	0
2022-11-16	87944	60	346	0
2022-11-15	87884	75	346	0
2022-11-14	87809	119	346	0
2022-11-11	87690	56	346	0
2022-11-10	87634	70	346	1
2022-11-09	87564	71	345	0
2022-11-08	87493	98	345	0
2022-11-07	87395	111	345	0
2022-11-04	87284	69	345	0
2022-11-03	87215	87	345	0
2022-11-02	87128	115	345	0
2022-11-01	87013	130	345	0
2022-10-31	86883	208	345	2
2022-10-28	86675	96	343	1
2022-10-27	86579	120	342	2
2022-10-26	86459	153	340	0
2022-10-25	86306	157	340	1
2022-10-24	86149	261	339	1
2022-10-21	85888	139	338	0
2022-10-20	85749	160	338	1
2022-10-19	85589	204	337	3
2022-10-18	85385	245	334	1
2022-10-17	85140	362	333	1
2022-10-14	84778	136	332	0
2022-10-13	84642	315	332	4
2022-10-12	84327	79	328	0
2022-10-11	84248	380	328	0
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2022-10-07	83580	188	328	1
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2022-10-05	83203	181	327	0
2022-10-04	83022	308	327	0
2022-09-30	82714	143	327	0
2022-09-29	82571	135	327	0
2022-09-28	82436	171	327	0
2022-09-27	82265	141	327	0
2022-09-26	82124	211	327	1
2022-09-23	81913	94	326	0
2022-09-22	81819	85	326	0
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2021-08-07	14110	20	260	0
2021-08-06	14090	14	260	0
2021-08-05	14076	23	260	0
2021-08-04	14053	24	260	0
2021-08-03	14029	16	260	0
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2021-07-31	14005	12	260	0
2021-07-30	13993	10	260	0
2021-07-29	13983	22	260	0
2021-07-28	13961	25	260	0
2021-07-27	13936	16	260	0
2021-07-26	13920	24	260	0
2021-07-23	13896	11	260	0
2021-07-22	13885	8	260	0
2021-07-21	13877	10	260	0
2021-07-20	13867	11	260	0
2021-07-19	13856	10	260	0
2021-07-15	13846	8	260	0
2021-07-14	13838	5	260	0
2021-07-13	13833	7	260	0
2021-07-12	13826	7	260	0
2021-07-10	13819	1	260	0
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2021-07-07	13810	2	260	0
2021-07-06	13808	5	260	0
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2021-07-02	13797	1	260	0
2021-07-01	13796	2	260	0
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2021-06-26	13789	1	260	0
2021-06-24	13788	1	260	0
2021-06-23	13787	7	260	0
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2021-06-21	13776	5	260	0
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2021-05-24	13430	37	258	0
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2021-05-19	13339	17	257	0
2021-05-18	13322	25	257	1
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2021-05-15	13272	24	256	0
2021-05-14	13248	19	256	0
2021-05-13	13229	27	256	0
2021-05-12	13202	56	256	0
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2021-05-07	13048	46	255	0
2021-05-06	13002	57	255	0
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2021-05-04	12903	72	255	1
2021-05-03	12831	58	254	0
2021-05-01	12773	36	254	0
2021-04-30	12737	59	254	0
2021-04-29	12678	79	254	0
2021-04-28	12599	63	254	2
2021-04-27	12536	68	252	3
2021-04-26	12468	106	249	1
2021-04-24	12362	58	248	0
2021-04-23	12304	85	248	0
2021-04-22	12219	87	248	0
2021-04-21	12132	60	248	1
2021-04-20	12072	78	247	0
2021-04-19	11994	53	247	0
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2021-04-16	11919	71	247	0
2021-04-15	11848	81	247	1
2021-04-14	11767	103	246	0
2021-04-13	11664	110	246	1
2021-04-10	11554	100	245	1
2021-04-09	11454	88	244	0
2021-04-08	11366	48	244	2
2021-04-07	11318	70	242	1
2021-04-06	11248	16	241	0
2021-04-05	11232	61	241	0
2021-04-03	11171	24	241	0
2021-04-02	11147	71	241	0
2021-04-01	11076	67	241	1
2021-03-31	11009	128	240	1
2021-03-30	10881	73	239	1
2021-03-29	10808	72	238	2
2021-03-27	10736	65	236	0
2021-03-26	10671	99	236	0
2021-03-25	10572	40	236	0
2021-03-24	10532	92	236	1
2021-03-23	10440	39	235	1
2021-03-22	10401	65	234	0
2021-03-20	10336	23	234	0
2021-03-19	10313	62	234	0
2021-03-18	10251	43	234	0
2021-03-17	10208	70	234	0
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2021-03-12	10002	60	232	0
2021-03-11	9942	20	232	1
2021-03-10	9922	47	231	0
2021-03-09	9875	38	231	0
2021-03-06	9837	21	231	1
2021-03-05	9816	28	230	1
2021-03-04	9788	32	229	0
2021-03-03	9756	30	229	0
2021-03-02	9726	20	229	1
2021-03-01	9706	52	228	0
2021-02-27	9654	6	228	0
2021-02-26	9648	30	228	0
2021-02-25	9618	21	228	0
2021-02-24	9597	39	228	0
2021-02-23	9558	17	228	2
2021-02-22	9541	13	226	1
2021-02-20	9528	20	225	0
2021-02-19	9508	36	225	0
2021-02-18	9472	31	225	2
2021-02-17	9441	38	223	0
2021-02-16	9403	18	223	1
2021-02-15	9385	16	222	1
2021-02-13	9369	19	221	0
2021-02-12	9350	40	221	2
2021-02-11	9310	21	219	0
2021-02-10	9289	31	219	1
2021-02-09	9258	36	218	1
2021-02-08	9222	41	217	3
2021-02-06	9181	23	214	1
2021-02-05	9158	28	213	0
2021-02-04	9130	33	213	2
2021-02-03	9097	50	211	7
2021-02-02	9047	5	204	0
2021-02-01	9042	54	204	0
2021-01-30	8988	21	204	1
2021-01-29	8967	25	203	0
2021-01-28	8942	41	203	0
2021-01-27	8901	37	203	0
2021-01-26	8864	57	203	2
2021-01-25	8807	51	201	3
2021-01-23	8756	34	198	2
2021-01-22	8722	44	196	1
2021-01-21	8678	47	195	1
2021-01-20	8631	67	194	6
2021-01-19	8564	53	188	7
2021-01-18	8511	37	181	0
2021-01-16	8474	25	181	0
2021-01-15	8449	50	181	1
2021-01-14	8399	79	180	4
2021-01-13	8320	99	176	5
2021-01-12	8221	101	171	7
2021-01-11	8120	104	164	3
2021-01-10	8016	1	161	0
2021-01-09	8015	48	161	2
2021-01-08	7967	101	159	4
2021-01-07	7866	153	155	0
2021-01-06	7713	142	155	9
2021-01-05	7571	109	146	7
2021-01-04	7462	117	139	2
2021-01-03	7345	56	137	1
2021-01-02	7289	14	136	1
2020-12-31	7275	4	135	0
2020-12-30	7271	130	135	2
2020-12-29	7141	135	133	3
2020-12-28	7006	197	130	13
2020-12-27	6809	53	117	1
2020-12-26	6756	7	116	1
2020-12-25	6749	6	115	0
2020-12-23	6743	113	115	5
2020-12-22	6630	169	110	4
2020-12-21	6461	178	106	8
2020-12-19	6283	109	98	3
2020-12-18	6174	127	95	1
2020-12-17	6047	51	94	1
2020-12-16	5996	133	93	0
2020-12-15	5863	114	93	6
2020-12-14	5749	89	87	0
2020-12-12	5660	13	87	0
2020-12-11	5647	123	87	1
2020-12-10	5524	115	86	0
2020-12-09	5409	142	86	2
2020-12-08	5267	119	84	2
2020-12-07	5148	111	82	2
2020-12-05	5037	63	80	6
2020-12-04	4974	137	74	6
2020-12-03	4837	122	68	2
2020-12-02	4715	127	66	7
2020-12-01	4588	125	59	2
2020-11-30	4463	112	57	3
2020-11-28	4351	96	54	2
2020-11-27	4255	119	52	3
2020-11-26	4136	112	49	1
2020-11-25	4024	138	48	0
2020-11-24	3886	152	48	2
2020-11-23	3734	111	46	3
2020-11-22	3623	68	43	5
2020-11-21	3555	48	38	0
2020-11-20	3507	121	38	7
2020-11-19	3386	98	31	1
2020-11-18	3288	116	30	0
2020-11-17	3172	94	30	3
2020-11-16	3078	71	27	0
2020-11-15	3007	77	27	0
2020-11-14	2930	75	27	1
2020-11-13	2855	89	26	0
2020-11-12	2766	120	26	0
2020-11-11	2646	92	26	1
2020-11-10	2554	83	25	4
2020-11-09	2471	6	21	0
2020-11-08	2465	59	21	0
2020-11-07	2406	43	21	2
2020-11-06	2363	120	19	1
2020-11-05	2243	103	18	1
2020-11-04	2140	71	17	1
2020-11-03	2069	87	16	2
2020-11-02	1982	74	14	1
2020-11-01	1908	37	13	0
2020-10-31	1871	46	13	0
2020-10-30	1825	104	13	0
2020-10-29	1721	77	13	1
2020-10-28	1644	64	12	0
2020-10-27	1580	60	12	0
2020-10-26	1520	41	12	1
2020-10-25	1479	48	11	0
2020-10-24	1431	51	11	0
2020-10-23	1380	51	11	1
2020-10-22	1329	69	10	0
2020-10-20	1260	26	10	0
2020-10-19	1234	20	10	1
2020-10-18	1214	26	9	0
2020-10-17	1188	30	9	0
2020-10-16	1158	28	9	0
2020-10-15	1130	46	9	0
2020-10-14	1084	20	9	0
2020-10-13	1064	11	9	0
2020-10-12	1053	37	9	0
2020-10-11	1016	28	9	0
2020-10-10	988	15	9	0
2020-10-09	973	40	9	0
2020-10-08	933	22	9	0
2020-10-07	911	23	9	0
2020-10-06	888	10	9	0
2020-10-05	878	9	9	0
2020-10-04	869	10	9	0
2020-10-03	859	4	9	0
2020-10-02	855	19	9	0
2020-10-01	836	18	9	0
2020-09-30	818	12	9	0
2020-09-29	806	14	9	0
2020-09-28	792	7	9	0
2020-09-26	785	3	9	0
2020-09-25	782	18	9	0
2020-09-24	764	8	9	0
2020-09-23	756	8	9	0
2020-09-22	748	5	9	0
2020-09-21	743	13	9	0
2020-09-19	730	7	9	0
2020-09-18	723	6	9	0
2020-09-17	717	12	9	0
2020-09-16	705	9	9	0
2020-09-15	696	2	9	0
2020-09-14	694	3	9	0
2020-09-12	691	3	9	0
2020-09-11	688	9	9	0
2020-09-10	679	5	9	0
2020-09-09	674	5	9	0
2020-09-08	669	4	9	0
2020-09-07	665	3	9	0
2020-09-05	662	3	9	0
2020-09-04	659	7	9	0
2020-09-03	652	2	9	0
2020-09-02	650	10	9	0
2020-09-01	640	4	9	0
2020-08-31	636	6	9	0
2020-08-28	630	8	9	0
2020-08-27	622	1	9	0
2020-08-26	621	11	9	0
2020-08-25	610	3	9	0
2020-08-24	607	8	9	0
2020-08-23	599	1	9	0
2020-08-22	598	5	9	0
2020-08-21	593	5	9	0
2020-08-20	588	3	9	0
2020-08-19	585	4	9	0
2020-08-18	581	2	9	0
2020-08-17	579	1	9	0
2020-08-15	578	2	9	0
2020-08-13	576	5	9	0
2020-08-12	571	8	9	0
2020-08-11	563	6	9	0
2020-08-10	557	8	9	0
2020-08-09	549	1	9	0
2020-08-08	548	3	9	0
2020-08-07	545	2	9	0
2020-08-06	543	4	9	0
2020-08-05	539	1	9	0
2020-08-04	538	2	9	0
2020-08-03	536	5	9	0
2020-08-01	531	2	9	0
2020-07-31	529	4	9	0
2020-07-30	525	10	9	0
2020-07-29	515	5	9	0
2020-07-28	510	11	9	0
2020-07-27	499	11	9	0
2020-07-25	488	2	9	0
2020-07-24	486	2	9	0
2020-07-23	484	5	9	0
2020-07-22	479	3	9	0
2020-07-21	476	4	9	0
2020-07-20	472	1	9	0
2020-07-18	471	2	9	0
2020-07-17	469	1	9	0
2020-07-10	468	2	9	0
2020-07-09	466	3	9	0
2020-07-08	463	2	9	0
2020-07-07	461	1	9	0
2020-07-06	460	3	9	0
2020-07-04	457	1	9	0
2020-07-03	456	1	9	0
2020-07-02	455	3	9	0
2020-07-01	452	2	9	0
2020-06-30	450	1	9	0
2020-06-29	449	1	9	0
2020-06-27	448	5	9	0
2020-06-26	443	2	9	0
2020-06-25	441	6	9	0
2020-06-24	435	7	9	0
2020-06-22	428	9	9	0
2020-06-20	419	2	9	0
2020-06-19	417	20	9	0
2020-06-18	397	11	9	0
2020-06-17	386	1	9	0
2020-06-16	385	7	9	0
2020-06-14	378	1	9	0
2020-06-13	377	5	9	0
2020-06-12	372	6	9	0
2020-06-11	366	3	9	0
2020-06-10	363	16	9	0
2020-06-09	347	2	9	0
2020-06-07	345	1	9	0
2020-06-06	344	5	9	0
2020-06-05	339	6	9	0
2020-06-03	333	12	9	0
2020-06-02	321	5	9	1
2020-05-31	316	6	8	0
2020-05-30	310	1	8	0
2020-05-28	309	1	8	0
2020-05-27	308	2	8	0
2020-05-26	306	2	8	0
2020-05-24	304	1	8	0
2020-05-22	303	1	8	0
2020-05-21	302	3	8	0
2020-05-20	299	2	8	0
2020-05-19	297	1	8	0
2020-05-18	296	3	8	0
2020-05-16	293	2	8	0
2020-05-15	291	2	8	0
2020-05-14	289	19	8	0
2020-05-13	270	5	8	0
2020-05-12	265	2	8	0
2020-05-10	263	1	8	0
2020-05-08	262	1	8	0
2020-05-07	261	5	8	0
2020-05-06	256	5	8	0
2020-05-05	251	3	8	0
2020-05-03	248	4	8	1
2020-04-30	244	3	7	0
2020-04-29	241	2	7	0
2020-04-28	239	4	7	0
2020-04-27	235	3	7	0
2020-04-25	232	1	7	0
2020-04-24	231	1	7	0
2020-04-23	230	1	7	0
2020-04-22	229	4	7	0
2020-04-21	225	1	7	0
2020-04-20	224	3	7	0
2020-04-19	221	1	7	0
2020-04-18	220	7	7	0
2020-04-17	213	9	7	0
2020-04-16	204	8	7	0
2020-04-15	196	5	7	1
2020-04-14	191	4	6	0
2020-04-11	187	3	6	0
2020-04-10	184	1	6	0
2020-04-09	183	3	6	1
2020-04-08	180	9	5	0
2020-04-07	171	14	5	0
2020-04-06	157	4	5	0
2020-04-05	153	2	5	0
2020-04-04	151	9	5	0
2020-04-03	142	22	5	1
2020-04-02	120	10	4	0
2020-04-01	110	9	4	0
2020-03-31	101	3	4	1
2020-03-30	98	3	3	0
2020-03-29	95	5	3	1
2020-03-28	90	14	2	0
2020-03-27	76	6	2	1
2020-03-26	70	10	1	0
2020-03-25	60	9	1	0
2020-03-24	51	6	1	0
2020-03-23	45	9	1	1
2020-03-21	36	7	0	0
2020-03-20	29	8	0	0
2020-03-19	21	5	0	0
2020-03-18	16	3	0	0
2020-03-15	13	2	0	0
2020-03-14	11	1	0	0
2020-03-13	10	1	0	0
2020-03-11	9	1	0	0
2020-03-10	8	2	0	0
2020-03-09	6	3	0	0
2020-03-08	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: 0:03:16.260157