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DOI10.1016/j.cities.2024.104933
Sentiment variations affected by urban temperature and landscape across China
He, Hongbin; Sun, Ranhao
发表日期2024
ISSN0264-2751
EISSN1873-6084
起始页码149
卷号149
英文摘要Understanding the ramifications of urban environments on human well-being is of increasing importance. However, extant studies often focus on specific cities, neglecting the broader national framework. Here, big data techniques were utilized to analyze >6.5 million geotagged Weibo from China in 2021. Each Weibo's sentiment was calculated using advanced deep learning-based sentiment analysis, and the effects of temperature and green spaces on sentiments across different urban magnitudes and genders were investigated. The results revealed significant sentiment variations among different urban magnitudes, with males exhibiting less positive sentiments than females. Additionally, a reverse 'U'-shaped distribution was observed between sentiments and urban temperature across all urban, with more positive sentiments occurring within the temperature 15( degrees)C to 25 C-degrees. Notably, urban green spaces play a crucial role in enhancing sentiments across different urban magnitudes. Nonetheless, the analysis indicates that sentiments are not solely influenced by urban magnitudes, temperature, and the normalized difference vegetation index (NDVI) individually, but also by interactive effect. The insights gleaned from this study can contribute to formulating urban policies and measures aimed at optimizing the settlement environment, fostering positive sentiment, and thereby ameliorating overall well-being.
英文关键词Urban magnitude; Social media data; Sentiment; Temperature; Green space
语种英语
WOS研究方向Urban Studies
WOS类目Urban Studies
WOS记录号WOS:001221536200001
来源期刊CITIES
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/294065
作者单位Chinese Academy of Sciences; Research Center for Eco-Environmental Sciences (RCEES); Chinese Academy of Sciences; University of Chinese Academy of Sciences, CAS
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GB/T 7714
He, Hongbin,Sun, Ranhao. Sentiment variations affected by urban temperature and landscape across China[J],2024,149.
APA He, Hongbin,&Sun, Ranhao.(2024).Sentiment variations affected by urban temperature and landscape across China.CITIES,149.
MLA He, Hongbin,et al."Sentiment variations affected by urban temperature and landscape across China".CITIES 149(2024).
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