IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v19y2022i9p5208-d801789.html
   My bibliography  Save this article

Correlation Analysis between Urban Elements and COVID-19 Transmission Using Social Media Data

Author

Listed:
  • Ru Wang

    (Department of Urban Planning, School of Urban Design, Wuhan University, Wuhan 430072, China)

  • Lingbo Liu

    (Department of Urban Planning, School of Urban Design, Wuhan University, Wuhan 430072, China
    Center for Geographic Analysis, Harvard University, Cambridge, MA 02138, USA)

  • Hao Wu

    (Department of Graphics and Digital Technology, School of Urban Design, Wuhan University, Wuhan 430072, China)

  • Zhenghong Peng

    (Department of Graphics and Digital Technology, School of Urban Design, Wuhan University, Wuhan 430072, China)

Abstract

The outbreak of the COVID-19 has become a worldwide public health challenge for contemporary cities during the background of globalization and planetary urbanization. However, spatial factors affecting the transmission of the disease in urban spaces remain unclear. Based on geotagged COVID-19 cases from social media data in the early stage of the pandemic, this study explored the correlation between different infectious outcomes of COVID-19 transmission and various factors of the urban environment in the main urban area of Wuhan, utilizing the multiple regression model. The result shows that most spatial factors were strongly correlated to case aggregation areas of COVID-19 in terms of population density, human mobility and environmental quality, which provides urban planners and administrators valuable insights for building healthy and safe cities in an uncertain future.

Suggested Citation

  • Ru Wang & Lingbo Liu & Hao Wu & Zhenghong Peng, 2022. "Correlation Analysis between Urban Elements and COVID-19 Transmission Using Social Media Data," IJERPH, MDPI, vol. 19(9), pages 1-17, April.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:9:p:5208-:d:801789
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/19/9/5208/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1660-4601/19/9/5208/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Shima Hamidi & Sadegh Sabouri & Reid Ewing, 2020. "Does Density Aggravate the COVID-19 Pandemic?," Journal of the American Planning Association, Taylor & Francis Journals, vol. 86(4), pages 495-509, October.
    2. Tisdell, Clement A., 2020. "Economic, social and political issues raised by the COVID-19 pandemic," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 17-28.
    3. Sijia Li & Yilin Wang & Jia Xue & Nan Zhao & Tingshao Zhu, 2020. "The Impact of COVID-19 Epidemic Declaration on Psychological Consequences: A Study on Active Weibo Users," IJERPH, MDPI, vol. 17(6), pages 1-9, March.
    4. Heyuan You & Xin Wu & Xuxu Guo, 2020. "Distribution of COVID-19 Morbidity Rate in Association with Social and Economic Factors in Wuhan, China: Implications for Urban Development," IJERPH, MDPI, vol. 17(10), pages 1-14, May.
    5. Michelle C. Kondo & Jaime M. Fluehr & Thomas McKeon & Charles C. Branas, 2018. "Urban Green Space and Its Impact on Human Health," IJERPH, MDPI, vol. 15(3), pages 1-28, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Maryam Sabir & Yazan Al-Tarshan & Cameron Snapp & Martin Brown & Roland Walker & Amy Han & Tatiana Kostrominova, 2023. "Analysis of COVID-19 Case Demographics and Disease Outcomes in Gary, Indiana," IJERPH, MDPI, vol. 20(18), pages 1-12, September.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Andy Hong & Sandip Chakrabarti, 2023. "Compact living or policy inaction? Effects of urban density and lockdown on the COVID-19 outbreak in the US," Urban Studies, Urban Studies Journal Limited, vol. 60(9), pages 1588-1609, July.
    2. Qiang Niu & Wanxian Wu & Jie Shen & Jiaxin Huang & Qiling Zhou, 2021. "Relationship between Built Environment and COVID-19 Dispersal Based on Age Stratification: A Case Study of Wuhan," IJERPH, MDPI, vol. 18(14), pages 1-17, July.
    3. Alireza Dehghani & Mehdi Alidadi & Ayyoob Sharifi, 2022. "Compact Development Policy and Urban Resilience: A Critical Review," Sustainability, MDPI, vol. 14(19), pages 1-19, September.
    4. Tadeusz Ciupa & Roman Suligowski, 2021. "Green-Blue Spaces and Population Density versus COVID-19 Cases and Deaths in Poland," IJERPH, MDPI, vol. 18(12), pages 1-17, June.
    5. Jingjing Wang & Xueying Wu & Ruoyu Wang & Dongsheng He & Dongying Li & Linchuan Yang & Yiyang Yang & Yi Lu, 2021. "Review of Associations between Built Environment Characteristics and Severe Acute Respiratory Syndrome Coronavirus 2 Infection Risk," IJERPH, MDPI, vol. 18(14), pages 1-16, July.
    6. James Duminy, 2023. "Critical Commentary: Beyond growth and density: Recentring the demographic drivers of urban health and risk in the global south," Urban Studies, Urban Studies Journal Limited, vol. 60(8), pages 1365-1376, June.
    7. Narayan, Seema & Narayan, Paresh Kumar & Tobing, Lutzardo, 2021. "Has tourism influenced Indonesia’s current account?," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 225-237.
    8. Israel Escudero-Castillo & Fco. Javier Mato-Díaz & Ana Rodriguez-Alvarez, 2021. "Furloughs, Teleworking and Other Work Situations during the COVID-19 Lockdown: Impact on Mental Well-Being," IJERPH, MDPI, vol. 18(6), pages 1-16, March.
    9. Ortal Slobodin & Ilia Plochotnikov & Idan-Chaim Cohen & Aviad Elyashar & Odeya Cohen & Rami Puzis, 2022. "Global and Local Trends Affecting the Experience of US and UK Healthcare Professionals during COVID-19: Twitter Text Analysis," IJERPH, MDPI, vol. 19(11), pages 1-17, June.
    10. S. Brent Jackson & Kathryn T. Stevenson & Lincoln R. Larson & M. Nils Peterson & Erin Seekamp, 2021. "Outdoor Activity Participation Improves Adolescents’ Mental Health and Well-Being during the COVID-19 Pandemic," IJERPH, MDPI, vol. 18(5), pages 1-18, March.
    11. Massimiliano Scopelliti & Maria Giuseppina Pacilli & Antonio Aquino, 2021. "TV News and COVID-19: Media Influence on Healthy Behavior in Public Spaces," IJERPH, MDPI, vol. 18(4), pages 1-15, February.
    12. Hui, Ling Chui & Jim, C.Y., 2022. "Urban-greenery demands are affected by perceptions of ecosystem services and disservices, and socio-demographic and environmental-cultural factors," Land Use Policy, Elsevier, vol. 120(C).
    13. Andrés Rodríguez‐Pose & Chiara Burlina, 2021. "Institutions and the uneven geography of the first wave of the COVID‐19 pandemic," Journal of Regional Science, Wiley Blackwell, vol. 61(4), pages 728-752, September.
    14. Fan Zhang & Paresh Kumar Narayan & Neluka Devpura, 2021. "Has COVID-19 changed the stock return-oil price predictability pattern?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-10, December.
    15. Amber L. Pearson & Victoria Breeze & Aaron Reuben & Gwen Wyatt, 2021. "Increased Use of Porch or Backyard Nature during COVID-19 Associated with Lower Stress and Better Symptom Experience among Breast Cancer Patients," IJERPH, MDPI, vol. 18(17), pages 1-13, August.
    16. Mehmet Ronael & Tüzin Baycan, 2022. "Place-based factors affecting COVID-19 incidences in Turkey," Asia-Pacific Journal of Regional Science, Springer, vol. 6(3), pages 1053-1086, October.
    17. Yuan Zheng & Jingyi Zhou & Xianglong Zeng & Mingyan Jiang & Tian P. S. Oei, 2022. "A New Second-Generation Mindfulness-Based Intervention Focusing on Well-Being: A Randomized Control Trial of Mindfulness-Based Positive Psychology," Journal of Happiness Studies, Springer, vol. 23(6), pages 2703-2724, August.
    18. Clemens Koestner & Viktoria Eggert & Theresa Dicks & Kristin Kalo & Carolina Zähme & Pavel Dietz & Stephan Letzel & Till Beutel, 2022. "Psychological Burdens among Teachers in Germany during the SARS-CoV-2 Pandemic—Subgroup Analysis from a Nationwide Cross-Sectional Online Survey," IJERPH, MDPI, vol. 19(15), pages 1-16, August.
    19. Fei Qin & Yiqing Song & George P Nassis & Lina Zhao & Yanan Dong & Cuicui Zhao & Yiwei Feng & Jiexiu Zhao, 2020. "Physical Activity, Screen Time, and Emotional Well-Being during the 2019 Novel Coronavirus Outbreak in China," IJERPH, MDPI, vol. 17(14), pages 1-16, July.
    20. A. Haven Kiers & Billy Krimmel & Caroline Larsen-Bircher & Kate Hayes & Ash Zemenick & Julia Michaels, 2022. "Different Jargon, Same Goals: Collaborations between Landscape Architects and Ecologists to Maximize Biodiversity in Urban Lawn Conversions," Land, MDPI, vol. 11(10), pages 1-18, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:19:y:2022:i:9:p:5208-:d:801789. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.