Determination of Climate and Social Community Factors in Coronavirus Disease-19 Spread Distribution

Faradiba Faradiba; Lodewik Zet

doi:10.3889/oamjms.2021.6932

Authors

Faradiba Faradiba Department of Physics Education, Universitas Kristen Indonesia, Jakarta, Indonesia
Lodewik Zet Directorate Statistic of Life Stock, Fisheries and Forestry, BPS-Statistics Indonesia, Jakarta, Indonesia

DOI:

https://doi.org/10.3889/oamjms.2021.6932

Keywords:

Climate change, Social behavior, Coronavirus disease-19, Chi-squared Automatic Interaction Detector

Abstract

BACKGROUND: Coronavirus Disease-2019 (COVID-19) is very shocking to the world. Until mid-2020, this virus has not yet found a vaccine that can be produced and can be applied en mass across the country. The spread of COVID-19 differs between regions which implie that regional characteristics have an influence on the rate of growth. Regional and social climate factors are thought to have a role in the growth rate of COVID-19.

AIM: This study aims to find the role of climate and social society on the spread of COVID-19.

METHODS: This research uses OLS regression analysis method, and then continued with Chi-squared Automatic Interaction Detector analysis to find the segmentation of the role of climate and social factors on the daily growth rate of COVID-19 in positive and deceased patients.

RESULTS: The results of this study state that all independent variables of the study have a significant effect on the spread of COVID-19, with R-squared values in positive and deceased patients, respectively 61.1% and 70.0%. Strategic steps are needed to carry out policies that are targeted, effective and efficient.

CONCLUSION: The results of this study can be a reference for the government in determining policies to reduce the growth rate of COVID-19, by focusing on areas that have poor sanitary environment and area are on Java Island.

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References

Maida M, Sferrazza S, Savarino E, Ricciardiello L, Repici A, Morisco F, et al. Impact of the COVID-19 pandemic on gastroenterology divisions in Italy: A national survey. Dig Liver Dis. 2020;52(8):808-15. http://doi.org/10.1016/j.dld.2020.05.017 PMid:32425733

Laing T. The economic impact of the coronavirus 2019 (Covid-2019): Implications for the mining industry. Extr Ind Soc. 2020;7(2):580-2. http://doi.org/10.1016/j.exis.2020.04.003 PMid:32300537

Nghiem LD, Morgan B, Donner E, Short MD. The COVID-19 pandemic: Considerations for the waste and wastewater services sector. Case Stud Chem Environ Eng. 2020;1:100006.

Haleem A, Javaid M, Vaishya R, Deshmukh SG. Areas of academic research with the impact of COVID-19. Am J Emerg Med. 2020;38(7):1524-6. http://doi.org/10.1016/j.ajem.2020.04.022 PMid:32317202

Millett GA, Jones AT, Benkeser D, Baral S, Mercer L, Beyrer C, et al. Assessing differential impacts of COVID-19 on black communities. Ann Epidemiol. 2020;47:37-44. http://doi.org/10.1016/j.annepidem.2020.05.003 PMid:32419766

Rapaccini M, Saccani N, Kowalkowski C, Paiola M, Adrodegari F. Navigating disruptive crises through service-led growth: The impact of COVID-19 on Italian manufacturing firms. Ind Mark Manag. 2020;88:225-37.

Bashir MF, Ma B, Bilal, Komal B, Bashir MA, Tan D, et al. Correlation between climate indicators and COVID-19 pandemic in New York, USA. Sci Total Environ. 2020;728:138835. http://doi.org/10.1016/j.scitotenv.2020.138835 PMid:32334162

Shi P, Dong Y, Yan H, Zhao C, Li X, Liu W, et al. Impact of temperature on the dynamics of the COVID-19 outbreak in China. Sci Total Environ. 2020;728:138890. http://doi.org/10.1016/j.scitotenv.2020.138890 PMid:32339844

Lester PE, Holahan T, Siskind D, Healy E. Policy recommendations regarding skilled nursing facility management of COVID-19: Lessons from New York State. J Am Med Dir Assoc. 2020;21(7):888-92. http://doi.org/10.1016/j.jamda.2020.05.058 PMid:32674814

Pradhan D, Biswasroy P, Naik PK, Ghosh G, Rath G. A review of current interventions for COVID-19 prevention. Arch Med Res. 2020;51(5):363-74. http://doi.org/10.1016/j.arcmed.2020.04.020 PMid:32409144

Zhang Y, Zhang A, Wang J. Exploring the roles of high-speed train, air and coach services in the spread of COVID-19 in China. Transp Policy. 2020;94:34-42.

Hartmann NN, Lussier B. Managing the sales force through the unexpected exogenous COVID-19 crisis. Ind Mark Manag. 2020;88:101-11.

Madurai Elavarasan R, Pugazhendhi R. Restructured society and environment: A review on potential technological strategies to control the COVID-19 pandemic. Sci Total Environ. 2020;725:138858. http://doi.org/10.1016/j.scitotenv.2020.138858 PMid:32336562

Wang Q, Su M. A preliminary assessment of the impact of COVID-19 on environment a case study of China. Sci Total Environ. 2020;728:138915. https://doi.org/10.1016/j.scitotenv.2020.138915

Koon OE. The impact of sociocultural influences on the COVID-19 measures reflections from Singapore. J Pain Symptom Manage. 2020;60(2):e90-2. https://doi.org/10.1016/j.jpainsymman.2020.04.022 PMid:32360238

Dubey S, Biswas P, Ghosh R, Chatterjee S, Dubey MJ, Chatterjee S, et al. Psychosocial impact of COVID-19. Diabetes Metab Syndr Clin Res Rev. 2020;14(5):779-88. http://doi.org/10.1016/j.dsx.2020.05.035 PMid:32526627

Chao M, Xue D, Liu T, Yang H, Hall BJ. Media use and acute psychological outcomes during COVID-19 outbreak in China. J Anxiety Disord. 2020;74:102248. http://doi.org/10.1016/j.janxdis.2020.102248 PMid:32505918

Barro K, Malone A, Mokede A, Chevance C. Management of the COVID-19 epidemic by public health establishments Analysis by the Fédération Hospitalière de France. J Visc Surg. 2020;157(3S1):S19-23. http://doi.org/10.1016/j.jviscsurg.2020.04.011 PMid:32417194

Méndez-Arriaga F. The temperature and regional climate effects on communitarian COVID-19 contagion in Mexico throughout phase 1. Sci Total Environ. 2020;735:139560. http://doi.org/10.1016/j.scitotenv.2020.139560 PMid:32464409

Tosepu R, Gunawan J, Effendy DS, Ahmad LO, Lestari H, Bahar H, et al. Correlation between weather and Covid-19 pandemic in Jakarta, Indonesia. Sci Total Environ. 2020;725:138436. http://doi.org/10.1016/j.scitotenv.2020.138436 PMid:32298883

Ma Y, Zhao Y, Liu J, He X, Wang B, Fu S, et al. Effects of temperature variation and humidity on the death of COVID-19 in Wuhan, China. Sci Total Environ. 2020;724:138226. http://doi.org/10.1016/j.scitotenv.2020.138226 PMid:32408453

Iqbal N, Fareed Z, Shahzad F, He X, Shahzad U, Lina M. The nexus between COVID-19, temperature and exchange rate in Wuhan city: New findings from partial and multiple wavelet coherence. Sci Total Environ. 2020;729:138916.

Kanniah KD, Kamarul Zaman NA, Kaskaoutis DG, Latif MT. COVID-19’s impact on the atmospheric environment in the Southeast Asia region. Sci Total Environ. 2020;736:139658. https://doi.org/10.1016/j.scitotenv.2020.139658

Ahmed M. In: Dessler AE, editor. Introduction to Modern Climate Change. Cambridge: Cambridge University Press; 2011. p. 252.

Schwartz SA. Climate change, Covid-19, preparedness, and consciousness. Explore. 2020;16(3):141-4. https://doi.org/10.1016/j.explore.2020.02.022 PMid:32241685

Şahin M. Impact of weather on COVID-19 pandemic in Turkey. Sci Total Environ. 2020;728:138810. https://doi.org/10.1016/j.scitotenv.2020.138810 PMid:32334158

Menebo MM. Temperature and precipitation associate with Covid-19 new daily cases: A correlation study between weather and Covid-19 pandemic in Oslo, Norway. Sci Total Environ. 2020;737:139659. https://doi.org/10.1016/j.scitotenv.2020.139659 PMid:32492607

Qi H, Xiao S, Shi R, Ward MP, Chen Y, Tu W, et al. COVID-19 transmission in Mainland China is associated with temperature and humidity: A time-series analysis. Sci Total Environ. 2020;728:138778. https://doi.org/10.1016/j.scitotenv.2020.138778 PMid:32335405

Shahzad F, Shahzad U, Fareed Z, Iqbal N, Hashmi SH, Ahmad F. Asymmetric nexus between temperature and COVID-19 in the top ten affected provinces of China: A current application of quantileon-quantile approach. Sci Total Environ. 2020;736:139115. https://doi.org/10.1016/j.scitotenv.2020.139115

Freeman MC, Garn JV, Sclar GD, Boisson S, Medlicott K, Alexander KT, et al. The impact of sanitation on infectious disease and nutritional status: A systematic review and metaanalysis. Int J Hyg Environ Health. 2017;220(6):928-49. https://doi.org/10.1016/j.ijheh.2017.05.007 PMid:28602619

Mizumoto K, Kagaya K, Chowell G. Effect of a wet market on coronavirus disease (COVID-19) transmission dynamics in China, 2019-2020. Int J Infect Dis. 2020;97:96-101. https://doi.org/10.1016/j.ijid.2020.05.091 PMid:32497812

Buana DR. Analysis of the behavior of Indonesian communities in dealing with the corona virus pandemic (Covid-19) and tips for maintaining life welfare. SALAM J Sos dan Budaya Syar-i. 2020;7(3):217-26.

Katz JN, Sinha SS, Alviar CL, Dudzinski DM, Gage A, Brusca SB, et al. COVID-19 and disruptive modifications to cardiac critical care delivery: JACC review topic of the week. J Am Coll Cardiol. 2020;76(1):72-84. https://doi.org/10.1016/j.jacc.2020.04.029 PMid:32305402

Min-Allah N, Alrashed S. Smart campus a sketch. Sustain Cities Soc. 2020;59:102231. https://doi.org/10.1016/j.scs.2020.102231 PMid:32395421

Shah AU, Safri SN, Thevadas R, Noordin NK, Rahman AA, Sekawi Z, et al. COVID-19 outbreak in Malaysia: Actions taken by the Malaysian government. Int J Infect Dis. 2020;97:108-16. http://doi.org/10.1016/j.ijid.2020.05.093 PMid:32497808

Beaunoyer E, Dupéré S, Guitton MJ. COVID-19 and digital inequalities: Reciprocal impacts and mitigation strategies. Comput Human Behav. 2020;111:106424. http://doi.org/10.1016/j.chb.2020.106424 PMid:32398890

Nugroho H. Study on implementation of city/regency administrative boundary setting method. Rekayasa J Teknol. 2011;15:19-26.

Yohanes SK, Siti NH. CHAID analysis as a statistics tool for market segmentation (Case study in Al-Hidayah Sharia Cooperative). Jur Manaj Pemasar. 2006;1:88-97.

Atinc G, Simmering MJ, Kroll MJ. Control variable use and reporting in macro and micro management research. Organ Res Methods. 2012;15(1):57-74.

Loo YY, Billa L, Singh A. Effect of climate change on seasonal monsoon in Asia and its impact on the variability of monsoon rainfall in Southeast Asia. Geosci Front. 2015;6(6):817-23.

Wang J, Tang K, Feng K, Lv W. High temperature and high humidity reduce the transmission of COVID-19. SSRN Electron J. 2020;11:1-22.

Mihaiu DM, Opreana A, Cristescu MP. Efficiency, effectiveness and performance of the public sector. Rom J Econ Forecast. 2010;13:132-147.

Nicola M, Alsafi Z, Sohrabi C, Kerwan A, Al-Jabir A, Iosifidis C, et al. The socio-economic implications of the coronavirus pandemic (COVID-19): A review. Int J Surg. 2020;78:185-93. http://doi.org/10.1016/j.ijsu.2020.04.018 PMid:32305533