Germany: SK Berlin Lichtenberg (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 11:58:47 CEST

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

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

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

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

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

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Berlin Lichtenberg")
print(f'Population of country="Germany", subregion="SK Berlin Lichtenberg": {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 Lichtenberg": 293139 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	112790	22	413	0
2023-03-03	112768	7	413	0
2023-03-02	112761	13	413	0
2023-03-01	112748	47	413	0
2023-02-28	112701	43	413	0
2023-02-27	112658	51	413	1
2023-02-24	112607	43	412	0
2023-02-23	112564	31	412	0
2023-02-22	112533	32	412	0
2023-02-21	112501	56	412	0
2023-02-20	112445	42	412	2
2023-02-17	112403	18	410	0
2023-02-16	112385	24	410	0
2023-02-15	112361	28	410	1
2023-02-14	112333	38	409	1
2023-02-13	112295	50	408	0
2023-02-10	112245	55	408	0
2023-02-08	112190	50	408	0
2023-02-07	112140	35	408	0
2023-02-06	112105	39	408	0
2023-02-03	112066	27	408	0
2023-02-02	112039	30	408	0
2023-02-01	112009	40	408	0
2023-01-31	111969	46	408	0
2023-01-30	111923	43	408	1
2023-01-27	111880	22	407	0
2023-01-26	111858	44	407	0
2023-01-25	111814	23	407	1
2023-01-24	111791	55	406	0
2023-01-23	111736	47	406	0
2023-01-20	111689	28	406	0
2023-01-19	111661	24	406	0
2023-01-18	111637	34	406	0
2023-01-17	111603	51	406	0
2023-01-16	111552	60	406	3
2023-01-13	111492	19	403	0
2023-01-12	111473	21	403	0
2023-01-11	111452	74	403	1
2023-01-10	111378	32	402	0
2023-01-09	111346	105	402	0
2023-01-06	111241	42	402	0
2023-01-05	111199	71	402	0
2023-01-04	111128	81	402	0
2023-01-03	111047	93	402	0
2023-01-02	110954	137	402	0
2022-12-30	110817	76	402	1
2022-12-29	110741	116	401	0
2022-12-28	110625	143	401	0
2022-12-27	110482	257	401	2
2022-12-23	110225	122	399	0
2022-12-22	110103	148	399	0
2022-12-21	109955	140	399	0
2022-12-20	109815	232	399	0
2022-12-19	109583	234	399	2
2022-12-16	109349	144	397	1
2022-12-15	109205	167	396	0
2022-12-14	109038	221	396	1
2022-12-13	108817	177	395	2
2022-12-12	108640	202	393	5
2022-12-09	108438	99	388	1
2022-12-08	108339	134	387	0
2022-12-07	108205	137	387	0
2022-12-06	108068	197	387	2
2022-12-05	107871	191	385	1
2022-12-02	107680	110	384	0
2022-12-01	107570	103	384	0
2022-11-30	107467	93	384	1
2022-11-29	107374	145	383	0
2022-11-28	107229	188	383	0
2022-11-25	107041	59	383	0
2022-11-24	106982	104	383	0
2022-11-23	106878	99	383	0
2022-11-22	106779	120	383	0
2022-11-21	106659	119	383	0
2022-11-18	106540	106	383	0
2022-11-17	106434	63	383	0
2022-11-16	106371	76	383	0
2022-11-15	106295	127	383	0
2022-11-14	106168	155	383	0
2022-11-11	106013	56	383	1
2022-11-10	105957	106	382	0
2022-11-09	105851	139	382	1
2022-11-08	105712	179	381	1
2022-11-07	105533	186	380	1
2022-11-04	105347	98	379	0
2022-11-03	105249	100	379	0
2022-11-02	105149	139	379	0
2022-11-01	105010	169	379	1
2022-10-31	104841	208	378	1
2022-10-28	104633	134	377	0
2022-10-27	104499	229	377	1
2022-10-26	104270	189	376	0
2022-10-25	104081	269	376	0
2022-10-24	103812	310	376	0
2022-10-21	103502	142	376	0
2022-10-20	103360	214	376	1
2022-10-19	103146	219	375	0
2022-10-18	102927	295	375	0
2022-10-17	102632	375	375	3
2022-10-14	102257	221	372	0
2022-10-13	102036	225	372	0
2022-10-12	101811	241	372	2
2022-10-11	101570	396	370	1
2022-10-10	101174	357	369	0
2022-10-07	100817	258	369	0
2022-10-06	100559	304	369	0
2022-10-05	100255	309	369	0
2022-10-04	99946	418	369	0
2022-09-30	99528	334	369	0
2022-09-28	99194	189	369	0
2022-09-27	99005	284	369	1
2022-09-26	98721	213	368	0
2022-09-23	98508	154	368	0
2022-09-22	98354	139	368	0
2022-09-21	98215	163	368	0
2022-09-20	98052	140	368	0
2022-09-19	97912	204	368	1
2022-09-16	97708	86	367	0
2022-09-15	97622	153	367	0
2022-09-14	97469	102	367	0
2022-09-13	97367	184	367	1
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2022-08-03	91622	314	361	0
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2022-07-20	89585	243	358	0
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2021-06-15	12081	7	253	0
2021-06-14	12074	5	253	0
2021-06-11	12069	2	253	0
2021-06-10	12067	11	253	0
2021-06-09	12056	6	253	0
2021-06-08	12050	5	253	0
2021-06-07	12045	4	253	0
2021-06-05	12041	2	253	0
2021-06-04	12039	6	253	0
2021-06-03	12033	8	253	0
2021-06-02	12025	16	253	0
2021-06-01	12009	17	253	0
2021-05-31	11992	17	253	0
2021-05-28	11975	21	253	0
2021-05-27	11954	22	253	0
2021-05-26	11932	19	253	0
2021-05-25	11913	26	253	0
2021-05-22	11887	8	253	0
2021-05-21	11879	41	253	1
2021-05-20	11838	10	252	0
2021-05-19	11828	26	252	0
2021-05-18	11802	41	252	0
2021-05-17	11761	81	252	0
2021-05-14	11680	43	252	0
2021-05-13	11637	1	252	0
2021-05-12	11636	57	252	0
2021-05-11	11579	43	252	0
2021-05-10	11536	71	252	0
2021-05-07	11465	63	252	2
2021-05-06	11402	68	250	0
2021-05-05	11334	54	250	0
2021-05-04	11280	76	250	0
2021-05-03	11204	95	250	0
2021-04-30	11109	42	250	0
2021-04-29	11067	59	250	1
2021-04-28	11008	71	249	2
2021-04-27	10937	54	247	0
2021-04-26	10883	86	247	1
2021-04-24	10797	78	246	1
2021-04-23	10719	44	245	0
2021-04-22	10675	68	245	0
2021-04-21	10607	73	245	0
2021-04-20	10534	103	245	0
2021-04-19	10431	99	245	0
2021-04-17	10332	64	245	0
2021-04-16	10268	59	245	0
2021-04-15	10209	104	245	1
2021-04-14	10105	108	244	0
2021-04-13	9997	66	244	0
2021-04-12	9931	87	244	2
2021-04-10	9844	59	242	0
2021-04-09	9785	59	242	0
2021-04-08	9726	75	242	1
2021-04-07	9651	62	241	1
2021-04-06	9589	66	240	0
2021-04-05	9523	35	240	1
2021-04-04	9488	12	239	0
2021-04-03	9476	119	239	0
2021-04-01	9357	49	239	1
2021-03-31	9308	104	238	0
2021-03-30	9204	83	238	0
2021-03-29	9121	49	238	0
2021-03-27	9072	84	238	0
2021-03-26	8988	56	238	0
2021-03-25	8932	72	238	0
2021-03-24	8860	61	238	0
2021-03-23	8799	95	238	1
2021-03-22	8704	119	237	2
2021-03-20	8585	40	235	0
2021-03-19	8545	7	235	0
2021-03-18	8538	87	235	0
2021-03-17	8451	39	235	1
2021-03-16	8412	47	234	0
2021-03-15	8365	55	234	0
2021-03-13	8310	42	234	1
2021-03-12	8268	29	233	1
2021-03-11	8239	55	232	1
2021-03-10	8184	36	231	0
2021-03-09	8148	53	231	2
2021-03-06	8095	28	229	1
2021-03-05	8067	45	228	0
2021-03-04	8022	28	228	1
2021-03-03	7994	25	227	0
2021-03-02	7969	43	227	1
2021-03-01	7926	52	226	2
2021-02-27	7874	32	224	0
2021-02-26	7842	40	224	0
2021-02-25	7802	23	224	0
2021-02-24	7779	21	224	0
2021-02-23	7758	29	224	0
2021-02-22	7729	18	224	1
2021-02-20	7711	33	223	0
2021-02-19	7678	16	223	1
2021-02-18	7662	28	222	0
2021-02-17	7634	45	222	0
2021-02-16	7589	41	222	0
2021-02-15	7548	48	222	5
2021-02-13	7500	5	217	0
2021-02-12	7495	41	217	3
2021-02-11	7454	39	214	1
2021-02-10	7415	40	213	2
2021-02-09	7375	58	211	0
2021-02-08	7317	28	211	1
2021-02-06	7289	25	210	0
2021-02-05	7264	11	210	0
2021-02-04	7253	44	210	3
2021-02-03	7209	38	207	2
2021-02-02	7171	15	205	0
2021-02-01	7156	28	205	2
2021-01-30	7128	24	203	2
2021-01-29	7104	26	201	0
2021-01-28	7078	31	201	2
2021-01-27	7047	75	199	1
2021-01-26	6972	44	198	2
2021-01-25	6928	38	196	0
2021-01-23	6890	26	196	0
2021-01-22	6864	44	196	0
2021-01-21	6820	51	196	1
2021-01-20	6769	84	195	1
2021-01-19	6685	46	194	2
2021-01-18	6639	35	192	4
2021-01-16	6604	42	188	3
2021-01-15	6562	67	185	2
2021-01-14	6495	105	183	6
2021-01-13	6390	95	177	3
2021-01-12	6295	104	174	4
2021-01-11	6191	119	170	1
2021-01-09	6072	63	169	1
2021-01-08	6009	47	168	2
2021-01-07	5962	108	166	2
2021-01-06	5854	81	164	3
2021-01-05	5773	83	161	6
2021-01-04	5690	34	155	3
2021-01-03	5656	48	152	2
2021-01-02	5608	18	150	1
2021-01-01	5590	16	149	0
2020-12-31	5574	89	149	8
2020-12-30	5485	108	141	5
2020-12-29	5377	102	136	2
2020-12-28	5275	121	134	13
2020-12-27	5154	15	121	0
2020-12-26	5139	38	121	2
2020-12-25	5101	15	119	0
2020-12-24	5086	8	119	0
2020-12-23	5078	100	119	3
2020-12-22	4978	106	116	2
2020-12-21	4872	139	114	7
2020-12-19	4733	44	107	3
2020-12-18	4689	65	104	9
2020-12-17	4624	82	95	1
2020-12-16	4542	94	94	1
2020-12-15	4448	107	93	4
2020-12-14	4341	59	89	2
2020-12-13	4282	32	87	0
2020-12-12	4250	51	87	2
2020-12-11	4199	93	85	6
2020-12-10	4106	85	79	1
2020-12-09	4021	74	78	3
2020-12-08	3947	63	75	1
2020-12-07	3884	64	74	0
2020-12-06	3820	25	74	2
2020-12-05	3795	9	72	1
2020-12-04	3786	120	71	2
2020-12-03	3666	59	69	4
2020-12-02	3607	92	65	0
2020-12-01	3515	77	65	0
2020-11-30	3438	69	65	1
2020-11-29	3369	21	64	1
2020-11-28	3348	18	63	1
2020-11-27	3330	120	62	3
2020-11-26	3210	82	59	2
2020-11-25	3128	79	57	5
2020-11-24	3049	96	52	2
2020-11-23	2953	89	50	1
2020-11-22	2864	18	49	0
2020-11-21	2846	22	49	0
2020-11-20	2824	96	49	2
2020-11-19	2728	38	47	0
2020-11-18	2690	42	47	0
2020-11-17	2648	74	47	2
2020-11-16	2574	110	45	2
2020-11-15	2464	2	43	0
2020-11-14	2462	29	43	1
2020-11-13	2433	139	42	0
2020-11-12	2294	45	42	0
2020-11-11	2249	77	42	0
2020-11-10	2172	73	42	0
2020-11-09	2099	83	42	2
2020-11-08	2016	1	40	0
2020-11-07	2015	59	40	2
2020-11-06	1956	68	38	0
2020-11-05	1888	43	38	1
2020-11-04	1845	74	37	4
2020-11-03	1771	78	33	2
2020-11-02	1693	69	31	5
2020-10-31	1624	9	26	1
2020-10-30	1615	93	25	1
2020-10-29	1522	77	24	2
2020-10-28	1445	59	22	1
2020-10-27	1386	63	21	0
2020-10-26	1323	43	21	0
2020-10-25	1280	14	21	1
2020-10-24	1266	12	20	0
2020-10-23	1254	78	20	2
2020-10-22	1176	32	18	3
2020-10-21	1144	41	15	0
2020-10-20	1103	30	15	1
2020-10-19	1073	32	14	0
2020-10-16	1041	31	14	0
2020-10-15	1010	19	14	0
2020-10-14	991	27	14	0
2020-10-13	964	35	14	0
2020-10-12	929	13	14	0
2020-10-10	916	7	14	0
2020-10-09	909	13	14	0
2020-10-08	896	13	14	0
2020-10-07	883	11	14	0
2020-10-06	872	13	14	0
2020-10-05	859	15	14	0
2020-10-02	844	17	14	0
2020-10-01	827	24	14	0
2020-09-30	803	8	14	0
2020-09-29	795	9	14	0
2020-09-28	786	11	14	0
2020-09-25	775	11	14	0
2020-09-24	764	2	14	0
2020-09-23	762	8	14	0
2020-09-22	754	4	14	0
2020-09-21	750	10	14	1
2020-09-20	740	5	13	0
2020-09-18	735	8	13	0
2020-09-17	727	10	13	0
2020-09-16	717	4	13	0
2020-09-15	713	6	13	0
2020-09-14	707	7	13	0
2020-09-11	700	1	13	0
2020-09-10	699	12	13	0
2020-09-09	687	3	13	0
2020-09-08	684	1	13	0
2020-09-07	683	9	13	0
2020-09-04	674	8	13	0
2020-09-03	666	8	13	0
2020-09-02	658	3	13	0
2020-09-01	655	2	13	0
2020-08-31	653	6	13	0
2020-08-28	647	7	13	0
2020-08-27	640	8	13	0
2020-08-26	632	6	13	0
2020-08-25	626	3	13	0
2020-08-24	623	12	13	0
2020-08-21	611	1	13	0
2020-08-20	610	15	13	0
2020-08-19	595	4	13	0
2020-08-18	591	1	13	0
2020-08-17	590	10	13	0
2020-08-15	580	1	13	0
2020-08-13	579	2	13	0
2020-08-12	577	12	13	0
2020-08-11	565	4	13	0
2020-08-10	561	17	13	0
2020-08-07	544	8	13	0
2020-08-06	536	4	13	0
2020-08-05	532	6	13	0
2020-08-03	526	4	13	0
2020-08-01	522	1	13	0
2020-07-31	521	2	13	0
2020-07-29	519	4	13	0
2020-07-28	515	6	13	0
2020-07-27	509	2	13	0
2020-07-24	507	7	13	0
2020-07-23	500	2	13	0
2020-07-22	498	2	13	0
2020-07-21	496	2	13	0
2020-07-20	494	1	13	0
2020-07-17	493	1	13	0
2020-07-16	492	3	13	0
2020-07-15	489	1	13	0
2020-07-14	488	11	13	0
2020-07-13	477	10	13	0
2020-07-10	467	2	13	0
2020-07-09	465	2	13	0
2020-07-08	463	16	13	0
2020-07-07	447	7	13	0
2020-07-06	440	5	13	0
2020-07-03	435	6	13	0
2020-07-02	429	7	13	0
2020-07-01	422	3	13	0
2020-06-30	419	1	13	0
2020-06-29	418	10	13	1
2020-06-25	408	5	12	0
2020-06-24	403	3	12	0
2020-06-23	400	9	12	0
2020-06-22	391	6	12	0
2020-06-19	385	2	12	0
2020-06-18	383	7	12	0
2020-06-17	376	4	12	0
2020-06-16	372	4	12	0
2020-06-14	368	2	12	0
2020-06-13	366	6	12	0
2020-06-12	360	1	12	0
2020-06-11	359	3	12	0
2020-06-10	356	4	12	0
2020-06-09	352	4	12	0
2020-06-07	348	1	12	0
2020-06-05	347	4	12	0
2020-06-04	343	7	12	0
2020-06-03	336	7	12	0
2020-06-02	329	1	12	0
2020-05-31	328	9	12	0
2020-05-30	319	4	12	0
2020-05-29	315	3	12	0
2020-05-28	312	6	12	0
2020-05-27	306	7	12	0
2020-05-26	299	6	12	0
2020-05-25	293	1	12	0
2020-05-23	292	1	12	0
2020-05-22	291	6	12	0
2020-05-21	285	1	12	0
2020-05-19	284	1	12	0
2020-05-16	283	2	12	0
2020-05-15	281	1	12	0
2020-05-13	280	1	12	0
2020-05-12	279	6	12	0
2020-05-09	273	2	12	0
2020-05-07	271	1	12	0
2020-05-06	270	3	12	1
2020-05-05	267	5	11	0
2020-05-04	262	5	11	0
2020-05-03	257	1	11	0
2020-05-02	256	3	11	0
2020-04-30	253	5	11	0
2020-04-29	248	4	11	0
2020-04-28	244	13	11	1
2020-04-27	231	3	10	0
2020-04-25	228	18	10	2
2020-04-24	210	5	8	0
2020-04-23	205	1	8	0
2020-04-22	204	1	8	1
2020-04-21	203	4	7	0
2020-04-20	199	2	7	0
2020-04-18	197	2	7	0
2020-04-17	195	2	7	0
2020-04-16	193	10	7	0
2020-04-15	183	4	7	1
2020-04-14	179	1	6	1
2020-04-12	178	2	5	0
2020-04-11	176	2	5	0
2020-04-10	174	3	5	1
2020-04-09	171	8	4	0
2020-04-08	163	7	4	0
2020-04-07	156	3	4	0
2020-04-05	153	11	4	0
2020-04-03	142	8	4	1
2020-04-02	134	11	3	0
2020-04-01	123	4	3	0
2020-03-31	119	11	3	0
2020-03-30	108	19	3	1
2020-03-27	89	6	2	0
2020-03-26	83	11	2	0
2020-03-25	72	5	2	0
2020-03-24	67	14	2	1
2020-03-23	53	10	1	0
2020-03-20	43	10	1	1
2020-03-19	33	7	0	0
2020-03-18	26	7	0	0
2020-03-17	19	6	0	0
2020-03-16	13	6	0	0
2020-03-13	7	1	0	0
2020-03-11	6	1	0	0
2020-03-10	5	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: 0:03:28.327327