Exploring public values through Twitter data associated with urban parks pre- and post- COVID-19

被引:23
|
作者
Huang, Jing-Huei [1 ,2 ]
Floyd, Myron F. [1 ]
Tateosian, Laura G. [1 ,2 ]
Hipp, J. Aaron [1 ,2 ]
机构
[1] North Carolina State Univ, Dept Pk Recreat & Tourism Management, Raleigh, NC USA
[2] North Carolina State Univ, Ctr Geospatial Analyt, Raleigh, NC USA
关键词
Urban greenspaces; Social media; Big data; Topic modeling; Pandemic; Public values; GSDMM topic modeling; NEW-YORK-CITY; SOCIAL MEDIA; ECOSYSTEM SERVICES; GREEN SPACE; SENTIMENT; MANAGEMENT; PREFERENCES; KNOWLEDGE; LESSONS; DEMAND;
D O I
10.1016/j.landurbplan.2022.104517
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Since school and business closures due to the evolving COVID-19 outbreak, urban parks have been a popular destination, offering spaces for daily fitness activities and an escape from the home environment. There is a need for evidence for parks and recreation departments and agencies to base decisions when adapting policies in response to the rapid change in demand and preferences during the pandemic. The application of social media data analytic techniques permits a qualitative and quantitative big-data approach to gain unobtrusive and prompt insights on how parks are valued. This study investigates how public values associated with NYC parks has shifted between pre- COVID (i.e., from March 2019 to February 2020) and post- COVID (i.e., from March 2020 to February 2021) through a social media microblogging platform -Twitter. A topic modeling technique for short text identified common traits of the changes in Twitter topics regarding impressions and values associated with the parks over two years. While the NYC lockdown resulted in much fewer social activities in parks, some parks continued to be valued for physical activity and nature contact during the pandemic. Concerns about people not keeping physical distance arose in parks where frequent human interactions and crowding seemed to cause a higher probability of the coronavirus transmission. This study demonstrates social media data could be used to capture park values and be specific per park. Results could inform park management during disruptions when use is altered and the needs of the public may be changing.
引用
收藏
页数:26
相关论文
共 50 条
  • [1] IVF TREATMENT PRE- AND POST- THE ASRM COVID-19 PAUSE.
    Lee, Joseph A.
    Briton-Jones, Christine
    Hernandez-Nieto, Carlos
    Daneyko, Margaret
    McAvey, Beth
    Flisser, Eric
    Stein, Daniel E.
    Mukherjee, Tanmoy
    Sandler, Benjamin
    Copperman, Alan B.
    [J]. FERTILITY AND STERILITY, 2020, 114 (03) : E180 - E180
  • [2] DIGITAL TRANSFORMATION IN THE BANKING SECTOR: A PRE- AND POST- COVID-19 ANALYSIS
    Ionascu, Alina Elena
    Barbu, Corina Aurora
    [J]. MANAGEMENT RESEARCH AND PRACTICE, 2023, 15 (03): : 55 - 69
  • [3] Change of Residents' Attitudes and Behaviors toward Urban Green Space Pre- and Post- COVID-19 Pandemic
    Chen, Luyang
    Liu, Lingbo
    Wu, Hao
    Peng, Zhenghong
    Sun, Zhihao
    [J]. LAND, 2022, 11 (07)
  • [4] Respiratory function pre- and post- COVID-19 infection in people with multiple sclerosis
    Martha, Ghijselings
    Ann, Van Remoortel
    Miguel, D'haeseleer
    D'hooghe, Marie B.
    Tom, Meurrens
    Daphne, Kos
    [J]. MULTIPLE SCLEROSIS JOURNAL, 2023, 29 : 42 - 42
  • [5] Urban Parks in the Post COVID-19 Era
    Eloihwa, Choi
    [J]. SPACE, 2020, (632): : 18 - 18
  • [6] Longitudinal analysis of COVID-19 infection rates and antibody levels pre- and post- vaccination
    Taubel, Jorg
    Cole, Samuel Thomas
    Spencer, Christopher S.
    Freier, Anne
    Atkin, Isobel
    Garitaonandia, Ibon
    Lorch, Ulrike
    [J]. EUROPEAN JOURNAL OF CLINICAL PHARMACOLOGY, 2021, 77 (SUPPL 1) : 11 - 11
  • [7] Seroprevalence of Pertussis in Adults at Childbearing Age Pre- and Post- COVID-19 in Beijing, China
    Chen, Zhiyun
    Pang, Jie
    Zhang, Yuxiao
    Ding, Yiwei
    Chen, Ning
    Zhang, Nan
    He, Qiushui
    [J]. VACCINES, 2022, 10 (06)
  • [8] Altered brain function and structure pre- and post- COVID-19 infection: a longitudinal study
    Ping Jin
    Feng Cui
    Min Xu
    Yue Ren
    Luping Zhang
    [J]. Neurological Sciences, 2024, 45 : 1 - 9
  • [9] Altered brain function and structure pre- and post- COVID-19 infection: a longitudinal study
    Jin, Ping
    Cui, Feng
    Xu, Min
    Ren, Yue
    Zhang, Luping
    [J]. NEUROLOGICAL SCIENCES, 2024, 45 (01) : 1 - 9
  • [10] PILOT STUDY EVALUATING THE TRENDS IN UTILIZATION OF COMPOUNDED PRODUCTS PRE- AND POST- COVID-19 PANDEMIC
    Seo, D.
    Mattingly, T. J.
    [J]. VALUE IN HEALTH, 2023, 26 (06) : S310 - S310