Germany: SK Berlin Marzahn-Hellersdorf (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 11:58:13 CEST

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

overview(country="Germany", subregion="SK Berlin Marzahn-Hellersdorf", weeks=5);

overview(country="Germany", subregion="SK Berlin Marzahn-Hellersdorf");

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

# load the data
cases, deaths = germany_get_region(landkreis="SK Berlin Marzahn-Hellersdorf")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="SK Berlin Marzahn-Hellersdorf")
print(f'Population of country="Germany", subregion="SK Berlin Marzahn-Hellersdorf": {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 Marzahn-Hellersdorf": 274853 people

	total cases	daily new cases	total deaths	daily new deaths
date
2023-03-06	102150	15	455	0
2023-03-03	102135	8	455	0
2023-03-02	102127	15	455	0
2023-03-01	102112	27	455	0
2023-02-28	102085	46	455	0
2023-02-27	102039	30	455	0
2023-02-24	102009	24	455	0
2023-02-23	101985	29	455	0
2023-02-22	101956	54	455	0
2023-02-21	101902	22	455	0
2023-02-20	101880	34	455	1
2023-02-17	101846	39	454	0
2023-02-16	101807	49	454	0
2023-02-15	101758	25	454	0
2023-02-14	101733	14	454	0
2023-02-13	101719	47	454	0
2023-02-10	101672	28	454	1
2023-02-09	101644	40	453	0
2023-02-08	101604	29	453	0
2023-02-07	101575	32	453	1
2023-02-06	101543	29	452	1
2023-02-03	101514	24	451	1
2023-02-02	101490	23	450	0
2023-02-01	101467	53	450	1
2023-01-31	101414	40	449	0
2023-01-30	101374	37	449	1
2023-01-27	101337	30	448	0
2023-01-26	101307	29	448	1
2023-01-25	101278	30	447	0
2023-01-24	101248	25	447	1
2023-01-23	101223	57	446	2
2023-01-20	101166	36	444	1
2023-01-19	101130	27	443	0
2023-01-18	101103	42	443	0
2023-01-17	101061	39	443	0
2023-01-16	101022	54	443	1
2023-01-13	100968	31	442	0
2023-01-12	100937	25	442	0
2023-01-11	100912	66	442	1
2023-01-10	100846	62	441	0
2023-01-09	100784	58	441	1
2023-01-06	100726	101	440	0
2023-01-05	100625	137	440	0
2023-01-04	100488	134	440	0
2023-01-03	100354	130	440	1
2023-01-02	100224	25	439	1
2022-12-30	100199	147	438	3
2022-12-29	100052	128	435	1
2022-12-28	99924	150	434	3
2022-12-27	99774	225	431	1
2022-12-23	99549	107	430	1
2022-12-22	99442	132	429	0
2022-12-21	99310	60	429	1
2022-12-20	99250	103	428	1
2022-12-19	99147	137	427	0
2022-12-16	99010	124	427	0
2022-12-15	98886	212	427	1
2022-12-14	98674	184	426	1
2022-12-13	98490	215	425	0
2022-12-12	98275	135	425	0
2022-12-09	98140	257	425	0
2022-12-08	97883	43	425	0
2022-12-07	97840	154	425	2
2022-12-06	97686	237	423	2
2022-12-05	97449	55	421	1
2022-12-02	97394	84	420	2
2022-12-01	97310	101	418	0
2022-11-30	97209	95	418	0
2022-11-29	97114	178	418	0
2022-11-28	96936	157	418	1
2022-11-25	96779	120	417	1
2022-11-24	96659	106	416	0
2022-11-23	96553	43	416	1
2022-11-22	96510	45	415	0
2022-11-21	96465	84	415	0
2022-11-18	96381	77	415	0
2022-11-17	96304	122	415	0
2022-11-16	96182	73	415	2
2022-11-15	96109	95	413	0
2022-11-14	96014	103	413	1
2022-11-11	95911	105	412	1
2022-11-10	95806	144	411	1
2022-11-09	95662	134	410	0
2022-11-08	95528	70	410	0
2022-11-07	95458	253	410	2
2022-11-04	95205	221	408	0
2022-11-03	94984	118	408	0
2022-11-02	94866	136	408	2
2022-11-01	94730	98	406	0
2022-10-31	94632	208	406	1
2022-10-28	94424	125	405	0
2022-10-27	94299	253	405	0
2022-10-26	94046	308	405	2
2022-10-25	93738	260	403	0
2022-10-24	93478	365	403	1
2022-10-21	93113	153	402	1
2022-10-20	92960	213	401	0
2022-10-19	92747	275	401	0
2022-10-18	92472	436	401	1
2022-10-17	92036	270	400	1
2022-10-14	91766	241	399	2
2022-10-13	91525	225	397	2
2022-10-12	91300	291	395	1
2022-10-11	91009	325	394	0
2022-10-10	90684	258	394	0
2022-10-07	90426	292	394	1
2022-10-06	90134	108	393	0
2022-10-05	90026	158	393	0
2022-10-04	89868	414	393	1
2022-09-30	89454	316	392	0
2022-09-29	89138	147	392	0
2022-09-28	88991	72	392	0
2022-09-27	88919	280	392	1
2022-09-26	88639	255	391	0
2022-09-23	88384	127	391	2
2022-09-22	88257	371	389	1
2022-09-21	87886	238	388	0
2022-09-20	87648	222	388	0
2022-09-19	87426	152	388	0
2022-09-16	87274	91	388	0
2022-09-15	87183	210	388	0
2022-09-14	86973	131	388	0
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2022-09-06	85925	141	385	0
2022-09-05	85784	142	385	0
2022-09-02	85642	238	385	0
2022-09-01	85404	373	385	0
2022-08-31	85031	233	385	0
2022-08-30	84798	348	385	0
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2022-08-26	84179	199	385	1
2022-08-25	83980	308	384	0
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2022-08-23	83259	379	384	3
2022-08-22	82880	244	381	0
2022-08-19	82636	90	381	0
2022-08-18	82546	175	381	1
2022-08-17	82371	165	380	1
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2022-08-15	82063	99	379	0
2022-08-12	81964	98	379	0
2022-08-11	81866	185	379	0
2022-08-10	81681	136	379	1
2022-08-09	81545	284	378	1
2022-08-05	81261	239	377	0
2022-08-04	81022	119	377	2
2022-08-03	80903	105	375	0
2022-08-02	80798	145	375	0
2022-08-01	80653	132	375	0
2022-07-29	80521	115	375	0
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2022-07-27	80126	271	375	1
2022-07-26	79855	354	374	2
2022-07-25	79501	129	372	0
2022-07-22	79372	122	372	0
2022-07-21	79250	136	372	2
2022-07-20	79114	147	370	1
2022-07-19	78967	127	369	0
2022-07-18	78840	161	369	1
2022-07-15	78679	306	368	0
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2022-07-13	77959	354	368	3
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2022-07-07	77115	188	364	1
2022-07-06	76927	335	363	2
2022-07-05	76592	283	361	0
2022-07-04	76309	120	361	0
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2022-06-30	76041	486	361	1
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2021-06-02	10941	21	251	0
2021-06-01	10920	17	251	0
2021-05-31	10903	13	251	0
2021-05-29	10890	12	251	0
2021-05-28	10878	10	251	0
2021-05-27	10868	17	251	0
2021-05-26	10851	29	251	0
2021-05-25	10822	3	251	0
2021-05-24	10819	9	251	0
2021-05-22	10810	25	251	0
2021-05-21	10785	24	251	0
2021-05-20	10761	33	251	0
2021-05-19	10728	31	251	0
2021-05-18	10697	13	251	0
2021-05-17	10684	32	251	0
2021-05-15	10652	49	251	0
2021-05-14	10603	14	251	0
2021-05-13	10589	24	251	1
2021-05-12	10565	62	250	0
2021-05-11	10503	34	250	0
2021-05-10	10469	21	250	0
2021-05-08	10448	56	250	2
2021-05-07	10392	30	248	0
2021-05-06	10362	46	248	0
2021-05-05	10316	54	248	0
2021-05-04	10262	78	248	0
2021-05-03	10184	52	248	0
2021-05-02	10132	1	248	0
2021-05-01	10131	14	248	0
2021-04-30	10117	110	248	0
2021-04-29	10007	24	248	1
2021-04-28	9983	68	247	0
2021-04-27	9915	56	247	0
2021-04-26	9859	46	247	0
2021-04-24	9813	62	247	0
2021-04-23	9751	72	247	0
2021-04-22	9679	79	247	0
2021-04-21	9600	66	247	0
2021-04-20	9534	71	247	2
2021-04-19	9463	38	245	1
2021-04-17	9425	81	244	1
2021-04-16	9344	79	243	2
2021-04-15	9265	52	241	0
2021-04-14	9213	84	241	0
2021-04-13	9129	93	241	2
2021-04-12	9036	46	239	1
2021-04-10	8990	39	238	2
2021-04-09	8951	76	236	2
2021-04-08	8875	68	234	1
2021-04-07	8807	35	233	0
2021-04-06	8772	17	233	0
2021-04-05	8755	27	233	0
2021-04-04	8728	24	233	0
2021-04-03	8704	35	233	0
2021-04-02	8669	54	233	1
2021-04-01	8615	101	232	0
2021-03-31	8514	63	232	0
2021-03-30	8451	46	232	0
2021-03-29	8405	31	232	0
2021-03-27	8374	69	232	0
2021-03-26	8305	80	232	1
2021-03-25	8225	97	231	0
2021-03-24	8128	55	231	1
2021-03-23	8073	172	230	0
2021-03-22	7901	33	230	0
2021-03-19	7868	50	230	0
2021-03-18	7818	51	230	0
2021-03-17	7767	76	230	0
2021-03-16	7691	59	230	0
2021-03-15	7632	38	230	1
2021-03-13	7594	12	229	0
2021-03-12	7582	79	229	0
2021-03-11	7503	45	229	1
2021-03-10	7458	32	228	1
2021-03-09	7426	23	227	0
2021-03-08	7403	16	227	0
2021-03-06	7387	4	227	0
2021-03-05	7383	22	227	0
2021-03-04	7361	47	227	0
2021-03-03	7314	19	227	2
2021-03-02	7295	57	225	0
2021-03-01	7238	20	225	1
2021-02-27	7218	5	224	1
2021-02-26	7213	42	223	0
2021-02-25	7171	36	223	0
2021-02-24	7135	32	223	0
2021-02-23	7103	23	223	1
2021-02-22	7080	29	222	2
2021-02-20	7051	6	220	1
2021-02-19	7045	23	219	0
2021-02-18	7022	23	219	0
2021-02-17	6999	41	219	2
2021-02-16	6958	28	217	0
2021-02-15	6930	17	217	0
2021-02-13	6913	17	217	1
2021-02-12	6896	10	216	0
2021-02-11	6886	39	216	0
2021-02-10	6847	30	216	1
2021-02-09	6817	46	215	0
2021-02-08	6771	19	215	3
2021-02-06	6752	6	212	0
2021-02-05	6746	26	212	0
2021-02-04	6720	30	212	3
2021-02-03	6690	35	209	1
2021-02-02	6655	28	208	0
2021-02-01	6627	35	208	3
2021-01-30	6592	7	205	1
2021-01-29	6585	41	204	1
2021-01-28	6544	13	203	0
2021-01-27	6531	44	203	1
2021-01-26	6487	49	202	2
2021-01-25	6438	37	200	1
2021-01-24	6401	6	199	0
2021-01-23	6395	31	199	0
2021-01-22	6364	31	199	0
2021-01-21	6333	65	199	1
2021-01-20	6268	73	198	3
2021-01-19	6195	62	195	3
2021-01-18	6133	22	192	2
2021-01-17	6111	21	190	4
2021-01-16	6090	34	186	1
2021-01-15	6056	70	185	3
2021-01-14	5986	73	182	3
2021-01-13	5913	110	179	2
2021-01-12	5803	80	177	6
2021-01-11	5723	53	171	1
2021-01-10	5670	48	170	0
2021-01-09	5622	14	170	2
2021-01-08	5608	131	168	12
2021-01-07	5477	123	156	3
2021-01-06	5354	111	153	7
2021-01-05	5243	72	146	7
2021-01-04	5171	32	139	2
2021-01-03	5139	122	137	18
2021-01-02	5017	86	119	4
2020-12-31	4931	30	115	0
2020-12-30	4901	49	115	2
2020-12-29	4852	97	113	9
2020-12-28	4755	36	104	2
2020-12-27	4719	87	102	3
2020-12-26	4632	94	99	5
2020-12-24	4538	89	94	2
2020-12-23	4449	106	92	2
2020-12-22	4343	84	90	3
2020-12-21	4259	75	87	1
2020-12-20	4184	21	86	1
2020-12-19	4163	41	85	2
2020-12-18	4122	127	83	7
2020-12-17	3995	109	76	6
2020-12-16	3886	81	70	4
2020-12-15	3805	81	66	3
2020-12-14	3724	71	63	8
2020-12-13	3653	57	55	6
2020-12-12	3596	30	49	2
2020-12-11	3566	48	47	2
2020-12-10	3518	53	45	1
2020-12-09	3465	133	44	2
2020-12-08	3332	75	42	1
2020-12-07	3257	19	41	0
2020-12-06	3238	74	41	1
2020-12-05	3164	43	40	0
2020-12-04	3121	75	40	0
2020-12-03	3046	69	40	0
2020-12-02	2977	52	40	0
2020-12-01	2925	57	40	2
2020-11-30	2868	13	38	0
2020-11-29	2855	28	38	1
2020-11-28	2827	79	37	1
2020-11-27	2748	77	36	2
2020-11-26	2671	63	34	1
2020-11-25	2608	76	33	3
2020-11-24	2532	60	30	3
2020-11-23	2472	40	27	1
2020-11-22	2432	51	26	2
2020-11-21	2381	73	24	0
2020-11-20	2308	62	24	0
2020-11-19	2246	82	24	1
2020-11-18	2164	45	23	0
2020-11-17	2119	106	23	0
2020-11-16	2013	40	23	1
2020-11-15	1973	34	22	0
2020-11-14	1939	43	22	0
2020-11-13	1896	28	22	2
2020-11-12	1868	111	20	0
2020-11-11	1757	38	20	0
2020-11-10	1719	63	20	1
2020-11-09	1656	52	19	2
2020-11-08	1604	14	17	0
2020-11-07	1590	34	17	0
2020-11-06	1556	71	17	2
2020-11-05	1485	46	15	0
2020-11-04	1439	37	15	1
2020-11-03	1402	54	14	1
2020-11-02	1348	63	13	4
2020-11-01	1285	9	9	0
2020-10-31	1276	26	9	0
2020-10-30	1250	46	9	1
2020-10-29	1204	52	8	0
2020-10-28	1152	48	8	0
2020-10-27	1104	41	8	0
2020-10-26	1063	27	8	0
2020-10-25	1036	25	8	0
2020-10-24	1011	2	8	0
2020-10-23	1009	21	8	0
2020-10-22	988	34	8	0
2020-10-21	954	31	8	0
2020-10-20	923	26	8	0
2020-10-19	897	9	8	0
2020-10-18	888	1	8	0
2020-10-17	887	6	8	0
2020-10-16	881	13	8	1
2020-10-15	868	18	7	0
2020-10-14	850	27	7	0
2020-10-13	823	12	7	0
2020-10-12	811	8	7	0
2020-10-11	803	4	7	0
2020-10-10	799	6	7	0
2020-10-09	793	17	7	0
2020-10-08	776	9	7	1
2020-10-07	767	13	6	0
2020-10-06	754	8	6	0
2020-10-05	746	3	6	0
2020-10-04	743	1	6	0
2020-10-03	742	11	6	0
2020-10-02	731	15	6	0
2020-10-01	716	4	6	0
2020-09-30	712	8	6	1
2020-09-29	704	5	5	0
2020-09-28	699	3	5	0
2020-09-27	696	1	5	0
2020-09-26	695	4	5	0
2020-09-25	691	5	5	0
2020-09-24	686	2	5	0
2020-09-23	684	14	5	0
2020-09-22	670	5	5	0
2020-09-21	665	2	5	0
2020-09-20	663	4	5	0
2020-09-19	659	9	5	0
2020-09-18	650	6	5	0
2020-09-17	644	11	5	0
2020-09-16	633	9	5	0
2020-09-15	624	6	5	0
2020-09-14	618	1	5	0
2020-09-13	617	1	5	0
2020-09-12	616	4	5	0
2020-09-11	612	3	5	0
2020-09-10	609	4	5	0
2020-09-09	605	2	5	0
2020-09-07	603	7	5	0
2020-09-06	596	1	5	0
2020-09-05	595	1	5	0
2020-09-04	594	2	5	0
2020-09-03	592	2	5	0
2020-09-02	590	3	5	0
2020-08-29	587	5	5	0
2020-08-28	582	4	5	0
2020-08-27	578	1	5	0
2020-08-26	577	2	5	0
2020-08-22	575	4	5	0
2020-08-21	571	2	5	0
2020-08-20	569	5	5	0
2020-08-19	564	1	5	0
2020-08-18	563	5	5	0
2020-08-17	558	1	5	0
2020-08-14	557	1	5	0
2020-08-13	556	1	5	0
2020-08-12	555	4	5	0
2020-08-11	551	4	5	0
2020-08-10	547	3	5	0
2020-08-09	544	2	5	0
2020-08-08	542	3	5	0
2020-08-07	539	2	5	0
2020-08-06	537	2	5	0
2020-08-05	535	2	5	0
2020-08-04	533	4	5	0
2020-08-01	529	4	5	0
2020-07-31	525	4	5	0
2020-07-30	521	4	5	0
2020-07-29	517	2	5	0
2020-07-28	515	1	5	0
2020-07-27	514	1	5	0
2020-07-25	513	1	5	0
2020-07-24	512	2	5	0
2020-07-23	510	2	5	0
2020-07-22	508	4	5	0
2020-07-21	504	3	5	0
2020-07-16	501	3	5	0
2020-07-15	498	1	5	0
2020-07-14	497	1	5	0
2020-07-10	496	1	5	0
2020-07-09	495	6	5	0
2020-07-08	489	10	5	0
2020-07-07	479	2	5	0
2020-07-06	477	3	5	0
2020-07-03	474	4	5	0
2020-07-02	470	3	5	0
2020-07-01	467	6	5	0
2020-06-29	461	1	5	0
2020-06-27	460	1	5	0
2020-06-26	459	3	5	0
2020-06-25	456	3	5	0
2020-06-24	453	3	5	0
2020-06-23	450	4	5	0
2020-06-21	446	14	5	0
2020-06-20	432	5	5	0
2020-06-19	427	9	5	0
2020-06-18	418	5	5	0
2020-06-17	413	3	5	0
2020-06-16	410	8	5	0
2020-06-15	402	4	5	0
2020-06-14	398	1	5	0
2020-06-13	397	1	5	0
2020-06-12	396	3	5	0
2020-06-11	393	4	5	0
2020-06-10	389	4	5	0
2020-06-09	385	1	5	0
2020-06-07	384	1	5	0
2020-06-06	383	2	5	0
2020-06-05	381	1	5	0
2020-06-04	380	1	5	0
2020-06-03	379	7	5	1
2020-06-02	372	1	4	0
2020-05-30	371	4	4	0
2020-05-29	367	4	4	0
2020-05-28	363	1	4	0
2020-05-27	362	4	4	0
2020-05-26	358	2	4	0
2020-05-25	356	1	4	0
2020-05-23	355	1	4	0
2020-05-20	354	8	4	0
2020-05-19	346	2	4	0
2020-05-18	344	1	4	1
2020-05-17	343	2	3	0
2020-05-16	341	2	3	0
2020-05-15	339	2	3	0
2020-05-13	337	2	3	0
2020-05-12	335	1	3	0
2020-05-11	334	1	3	0
2020-05-10	333	2	3	0
2020-05-07	331	2	3	0
2020-05-06	329	4	3	0
2020-05-05	325	4	3	0
2020-05-04	321	6	3	0
2020-05-03	315	9	3	0
2020-05-02	306	4	3	0
2020-05-01	302	2	3	0
2020-04-30	300	6	3	0
2020-04-29	294	6	3	0
2020-04-28	288	8	3	0
2020-04-26	280	8	3	0
2020-04-25	272	3	3	0
2020-04-24	269	9	3	0
2020-04-23	260	12	3	0
2020-04-22	248	10	3	0
2020-04-21	238	15	3	0
2020-04-20	223	6	3	0
2020-04-19	217	4	3	0
2020-04-18	213	6	3	0
2020-04-17	207	9	3	0
2020-04-16	198	6	3	0
2020-04-15	192	10	3	0
2020-04-14	182	2	3	0
2020-04-13	180	6	3	1
2020-04-12	174	5	2	0
2020-04-11	169	4	2	0
2020-04-10	165	3	2	0
2020-04-09	162	8	2	0
2020-04-08	154	9	2	0
2020-04-07	145	10	2	0
2020-04-06	135	7	2	0
2020-04-05	128	3	2	1
2020-04-04	125	8	1	0
2020-04-03	117	8	1	1
2020-04-02	109	7	0	0
2020-04-01	102	8	0	0
2020-03-31	94	8	0	0
2020-03-30	86	4	0	0
2020-03-29	82	2	0	0
2020-03-28	80	11	0	0
2020-03-27	69	7	0	0
2020-03-26	62	13	0	0
2020-03-25	49	4	0	0
2020-03-24	45	4	0	0
2020-03-23	41	2	0	0
2020-03-22	39	2	0	0
2020-03-21	37	8	0	0
2020-03-20	29	5	0	0
2020-03-19	24	4	0	0
2020-03-18	20	3	0	0
2020-03-17	17	6	0	0
2020-03-16	11	1	0	0
2020-03-15	10	2	0	0
2020-03-14	8	4	0	0
2020-03-12	4	1	0	0
2020-03-10	3	1	0	0
2020-03-09	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: 0:04:03.034021