Hungary: Bács-Kiskun

• 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 16:41:45 CEST

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

overview(country="Hungary", region="Bács-Kiskun", weeks=5);

overview(country="Hungary", region="Bács-Kiskun");

compare_plot(country="Hungary", region="Bács-Kiskun");

---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
Cell In[5], line 1
----> 1 compare_plot(country="Hungary", region="Bács-Kiskun");

File /tank/oscovida/work/oscovida.github.io/oscovida.github.io/.venv/lib/python3.9/site-packages/oscovida/oscovida.py:1976, in compare_plot(country, region, subregion, savefig, normalise, dates, align)
   1974 if normalise:
   1975     _population = population(country=country, region=region, subregion=subregion)
-> 1976     c *= 100000 / _population
   1977     d *= 100000 / _population
   1979 if not subregion and not region:    # i.e. not a region of Germany

TypeError: unsupported operand type(s) for /: 'int' and 'NoneType'

# load the data
cases, deaths = get_region_hungary(county="Bács-Kiskun")

# get population of the region for future normalisation:
inhabitants = population(country="Hungary", region="Bács-Kiskun")
print(f'Population of country="Hungary", region="Bács-Kiskun": {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="Hungary", region="Bács-Kiskun": None people

	total cases	daily new cases
Dátum
2022-12-21	110352	197
2022-12-14	110155	184
2022-12-07	109971	177
2022-11-30	109794	184
2022-11-23	109610	216
2022-11-16	109394	217
2022-11-09	109177	730
2022-10-26	108447	505
2022-10-19	107942	577
2022-10-12	107365	668
2022-10-05	106697	754
2022-09-28	105943	648
2022-09-21	105295	756
2022-09-14	104539	720
2022-09-07	103819	628
2022-08-31	103191	768
2022-08-24	102423	894
2022-08-17	101529	989
2022-08-10	100540	1041
2022-08-03	99499	1081
2022-07-27	98418	725
2022-07-20	97693	492
2022-07-13	97201	300
2022-07-06	96901	167
2022-06-29	96734	96
2022-06-22	96638	68
2022-06-15	96570	53
2022-06-08	96517	49
2022-06-01	96468	55
2022-05-25	96413	126
2022-05-18	96287	210
2022-05-11	96077	338
2022-05-02	95739	187
2022-04-28	95552	85
2022-04-27	95467	101
2022-04-26	95366	72
2022-04-25	95294	149
2022-04-22	95145	96
2022-04-21	95049	165
2022-04-20	94884	59
2022-04-19	94825	208
2022-04-14	94617	106
2022-04-13	94511	140
2022-04-12	94371	45
2022-04-11	94326	196
2022-04-08	94130	233
2022-04-06	93897	162
2022-04-05	93735	333
2022-04-01	93402	104
2022-03-31	93298	124
2022-03-30	93174	136
2022-03-29	93038	73
2022-03-28	92965	230
2022-03-25	92735	93
2022-03-24	92642	121
2022-03-23	92521	127
2022-03-22	92394	52
2022-03-21	92342	233
2022-03-18	92109	131
2022-03-17	91978	56
2022-03-16	91922	178
2022-03-11	91744	80
2022-03-10	91664	67
2022-03-09	91597	105
2022-03-08	91492	50
2022-03-07	91442	238
2022-03-04	91204	167
2022-03-03	91037	141
2022-03-02	90896	185
2022-03-01	90711	87
2022-02-28	90624	395
2022-02-25	90229	189
2022-02-24	90040	221
2022-02-23	89819	249
2022-02-22	89570	139
2022-02-21	89431	615
2022-02-18	88816	307
2022-02-17	88509	363
2022-02-16	88146	409
2022-02-15	87737	191
2022-02-14	87546	960
2022-02-11	86586	533
2022-02-10	86053	622
2022-02-09	85431	708
2022-02-08	84723	328
2022-02-07	84395	1662
2022-02-04	82733	745
2022-02-03	81988	843
2022-02-02	81145	927
2022-02-01	80218	453
2022-01-31	79765	2164
2022-01-28	77601	690
2022-01-27	76911	826
2022-01-26	76085	814
2022-01-25	75271	392
2022-01-24	74879	1752
2022-01-21	73127	698
2022-01-20	72429	612
2022-01-19	71817	686
2022-01-18	71131	206
2022-01-17	70925	854
2022-01-14	70071	345
2022-01-13	69726	359
2022-01-12	69367	295
2022-01-11	69072	130
2022-01-10	68942	644
2022-01-07	68298	223
2022-01-06	68075	218
2022-01-05	67857	235
2022-01-04	67622	92
2022-01-03	67530	274
2021-12-31	67256	163
2021-12-30	67093	160
2021-12-29	66933	141
2021-12-28	66792	75
2021-12-27	66717	400
2021-12-23	66317	161
2021-12-22	66156	188
2021-12-21	65968	119
2021-12-20	65849	542
2021-12-17	65307	252
2021-12-16	65055	272
2021-12-15	64783	359
2021-12-14	64424	261
2021-12-13	64163	854
2021-12-10	63309	439
2021-12-09	62870	476
2021-12-08	62394	411
2021-12-07	61983	321
2021-12-06	61662	1357
2021-12-03	60305	654
2021-12-02	59651	604
2021-12-01	59047	812
2021-11-30	58235	369
2021-11-29	57866	1916
2021-11-26	55950	829
2021-11-25	55121	787
2021-11-24	54334	870
2021-11-23	53464	479
2021-11-22	52985	2016
2021-11-19	50969	789
2021-11-18	50180	786
2021-11-17	49394	650
2021-11-16	48744	402
2021-11-15	48342	1494
2021-11-12	46848	598
2021-11-11	46250	567
2021-11-10	45683	514
2021-11-09	45169	245
2021-11-08	44924	1280
2021-11-05	43644	476
2021-11-04	43168	423
2021-11-03	42745	178
2021-11-02	42567	99
2021-11-01	42468	667
2021-10-29	41801	199
2021-10-28	41602	262
2021-10-27	41340	131
2021-10-26	41209	82
2021-10-25	41127	380
2021-10-22	40747	126
2021-10-21	40621	125
2021-10-20	40496	68
2021-10-19	40428	37
2021-10-18	40391	141
2021-10-15	40250	48
2021-10-14	40202	50
2021-10-13	40152	31
2021-10-12	40121	21
2021-10-11	40100	88
2021-10-08	40012	15
2021-10-07	39997	33
2021-10-06	39964	21
2021-10-05	39943	9
2021-10-04	39934	73
2021-10-01	39861	29
2021-09-30	39832	38
2021-09-29	39794	9
2021-09-28	39785	6
2021-09-27	39779	56
2021-09-24	39723	11
2021-09-23	39712	23
2021-09-22	39689	19
2021-09-21	39670	8
2021-09-20	39662	56
2021-09-17	39606	16
2021-09-16	39590	20
2021-09-15	39570	13
2021-09-14	39557	7
2021-09-13	39550	44
2021-09-10	39506	15
2021-09-09	39491	18
2021-09-08	39473	9
2021-09-07	39464	11
2021-09-06	39453	22
2021-09-03	39431	16
2021-09-02	39415	14
2021-09-01	39401	4
2021-08-31	39397	5
2021-08-30	39392	20
2021-08-27	39372	10
2021-08-26	39362	8
2021-08-25	39354	4
2021-08-24	39350	3
2021-08-23	39347	13
2021-08-19	39334	6
2021-08-18	39328	7
2021-08-17	39321	5
2021-08-16	39316	2
2021-08-13	39314	3
2021-08-12	39311	2
2021-08-11	39309	1
2021-08-10	39308	0
2021-08-09	39308	2
2021-08-06	39306	2
2021-08-05	39304	3
2021-08-04	39301	5
2021-08-03	39296	0
2021-08-02	39296	10
2021-07-30	39286	1
2021-07-29	39285	1
2021-07-28	39284	2
2021-07-27	39282	1
2021-07-26	39281	1
2021-07-23	39280	1
2021-07-22	39279	0
2021-07-21	39279	4
2021-07-20	39275	0
2021-07-19	39275	5
2021-07-16	39270	6
2021-07-15	39264	0
2021-07-14	39264	4
2021-07-13	39260	2
2021-07-12	39258	8
2021-07-09	39250	0
2021-07-08	39250	1
2021-07-07	39249	1
2021-07-06	39248	1
2021-07-05	39247	1
2021-07-02	39246	2
2021-07-01	39244	2
2021-06-30	39242	2
2021-06-29	39240	0
2021-06-28	39240	7
2021-06-25	39233	6
2021-06-24	39227	8
2021-06-23	39219	6
2021-06-22	39213	3
2021-06-21	39210	12
2021-06-18	39198	2
2021-06-17	39196	3
2021-06-16	39193	2
2021-06-15	39191	4
2021-06-14	39187	14
2021-06-11	39173	9
2021-06-10	39164	4
2021-06-09	39160	7
2021-06-08	39153	5
2021-06-07	39148	3
2021-06-06	39145	4
2021-06-05	39141	14
2021-06-04	39127	13
2021-06-03	39114	15
2021-06-02	39099	4
2021-06-01	39095	14
2021-05-31	39081	10
2021-05-30	39071	6
2021-05-29	39065	20
2021-05-28	39045	27
2021-05-27	39018	12
2021-05-26	39006	12
2021-05-25	38994	3
2021-05-24	38991	12
2021-05-23	38979	15
2021-05-22	38964	32
2021-05-21	38932	35
2021-05-20	38897	41
2021-05-19	38856	43
2021-05-18	38813	9
2021-05-17	38804	19
2021-05-16	38785	29
2021-05-15	38756	40
2021-05-14	38716	42
2021-05-13	38674	64
2021-05-12	38610	37
2021-05-11	38573	23
2021-05-10	38550	35
2021-05-09	38515	46
2021-05-08	38469	87
2021-05-07	38382	114
2021-05-06	38268	100
2021-05-05	38168	51
2021-05-04	38117	44
2021-05-03	38073	83
2021-05-02	37990	103
2021-05-01	37887	105
2021-04-30	37782	145
2021-04-29	37637	157
2021-04-28	37480	66
2021-04-27	37414	57
2021-04-26	37357	118
2021-04-25	37239	127
2021-04-24	37112	143
2021-04-23	36969	212
2021-04-22	36757	249
2021-04-21	36508	96
2021-04-20	36412	76
2021-04-19	36336	165
2021-04-18	36171	201
2021-04-17	35970	221
2021-04-16	35749	288
2021-04-15	35461	323
2021-04-14	35138	140
2021-04-13	34998	158
2021-04-12	34840	301
2021-04-11	34539	340
2021-04-10	34199	480
2021-04-09	33719	458
2021-04-08	33261	209
2021-04-07	33052	132
2021-04-06	32920	117
2021-04-05	32803	210
2021-04-04	32593	336
2021-04-03	32257	476
2021-04-02	31781	520
2021-04-01	31261	664
2021-03-31	30597	255
2021-03-30	30342	150
2021-03-29	30192	348
2021-03-28	29844	468
2021-03-27	29376	587
2021-03-26	28789	683
2021-03-25	28106	604
2021-03-24	27502	257
2021-03-23	27245	308
2021-03-22	26937	475
2021-03-21	26462	638
2021-03-20	25824	671
2021-03-19	25153	543
2021-03-18	24610	286
2021-03-17	24324	163
2021-03-16	24161	179
2021-03-15	23982	396
2021-03-14	23586	356
2021-03-13	23230	402
2021-03-12	22828	358
2021-03-11	22470	401
2021-03-10	22069	197
2021-03-09	21872	222
2021-03-08	21650	117
2021-03-07	21533	292
2021-03-06	21241	296
2021-03-05	20945	293
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2021-02-24	19165	95
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2021-02-22	18998	121
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2021-02-09	17652	66
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2021-02-06	17460	89
2021-02-05	17371	76
2021-02-04	17295	109
2021-02-03	17186	55
2021-02-02	17131	33
2021-02-01	17098	67
2021-01-31	17031	117
2021-01-30	16914	77
2021-01-29	16837	70
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2021-01-27	16670	56
2021-01-26	16614	30
2021-01-25	16584	50
2021-01-24	16534	60
2021-01-23	16474	70
2021-01-22	16404	62
2021-01-21	16342	58
2021-01-20	16284	52
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2021-01-18	16201	39
2021-01-17	16162	42
2021-01-16	16120	86
2021-01-15	16034	88
2021-01-14	15946	139
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2021-01-12	15743	42
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2020-12-31	14557	170
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2020-12-29	14318	38
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2020-12-27	14247	50
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2020-10-21	1181	20
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2020-10-18	1067	38
2020-10-17	1029	49
2020-10-16	980	54
2020-10-15	926	26
2020-10-14	900	16
2020-10-13	884	21
2020-10-12	863	7
2020-10-11	856	40
2020-10-10	816	29
2020-10-09	787	68
2020-10-08	719	15
2020-10-07	704	27
2020-10-06	677	13
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2020-09-13	214	3
2020-09-12	211	16
2020-09-11	195	34
2020-09-10	161	8
2020-09-09	153	10
2020-09-08	143	16
2020-09-07	127	7
2020-09-06	120	8
2020-09-05	112	9
2020-09-04	103	17
2020-09-03	86	8
2020-09-02	78	6
2020-09-01	72	0
2020-08-31	72	3
2020-08-30	69	8
2020-08-29	61	6
2020-08-28	55	5
2020-08-27	50	0
2020-08-26	50	0
2020-08-25	50	-1
2020-08-24	51	1
2020-08-23	50	0
2020-08-22	50	0
2020-08-21	50	1
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2020-08-17	47	3
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2020-07-27	31	0
2020-07-26	31	1
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2020-07-23	30	1
2020-07-22	29	2
2020-07-21	27	0
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2020-07-19	27	2
2020-07-18	25	0
2020-07-17	25	0
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2020-07-14	25	0
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2020-07-12	25	1
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2020-07-08	21	0
2020-07-06	21	0
2020-07-05	21	0
2020-07-04	21	0
2020-07-03	21	0
2020-07-02	21	1
2020-07-01	20	0
2020-06-30	20	0
2020-06-29	20	0
2020-06-28	20	0
2020-06-27	20	0
2020-06-26	20	0
2020-06-25	20	0
2020-06-24	20	0
2020-06-23	20	0
2020-06-22	20	0
2020-06-21	20	0
2020-06-20	20	0
2020-06-19	20	0
2020-06-18	20	0
2020-06-17	20	-1
2020-06-15	21	1
2020-06-14	20	0
2020-06-13	20	0
2020-06-12	20	0
2020-06-11	20	-4
2020-06-10	24	0
2020-06-09	24	0
2020-06-08	24	0
2020-06-07	24	0
2020-06-06	24	0
2020-06-05	24	0
2020-06-04	24	0
2020-06-03	24	0
2020-06-02	24	0
2020-06-01	24	0
2020-05-31	24	0
2020-05-30	24	0
2020-05-29	24	0
2020-05-28	24	0
2020-05-27	24	0
2020-05-26	24	0
2020-05-25	24	0
2020-05-24	24	0
2020-05-23	24	0
2020-05-22	24	0
2020-05-21	24	0
2020-05-20	24	0
2020-05-19	24	0
2020-05-18	24	0
2020-05-17	24	0
2020-05-16	24	1
2020-05-15	23	0
2020-05-14	23	0
2020-05-13	23	0
2020-05-12	23	0
2020-05-11	23	0
2020-05-10	23	0
2020-05-09	23	0
2020-05-08	23	0
2020-05-07	23	0
2020-05-06	23	0
2020-05-05	23	0
2020-05-04	23	0
2020-05-03	23	0
2020-05-02	23	0
2020-05-01	23	0
2020-04-30	23	0
2020-04-29	23	0
2020-04-28	23	0
2020-04-27	23	0
2020-04-26	23	0
2020-04-25	23	0
2020-04-24	23	0
2020-04-23	23	0
2020-04-22	23	0
2020-04-21	23	0
2020-04-20	23	0
2020-04-19	23	0
2020-04-18	23	1
2020-04-17	22	0
2020-04-16	22	0
2020-04-15	22	0
2020-04-14	22	0
2020-04-13	22	0
2020-04-12	22	0
2020-04-11	22	1
2020-04-10	21	2
2020-04-09	19	0
2020-04-08	19	0
2020-04-07	19	0
2020-04-06	19	0
2020-04-05	19	1
2020-04-04	18	1
2020-04-03	17	2
2020-04-02	15	7
2020-04-01	8	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: 0:00:09.987695