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极端温度对 49 个中国城市公众情绪的影响。

Effects of extreme temperatures on public sentiment in 49 Chinese cities.

机构信息

School of Economics, Guangdong University of Finance and Economics, Guangzhou, 510320, People's Republic of China.

School of Economics, Nankai University, Tianjin, 300071, People's Republic of China.

出版信息

Sci Rep. 2024 Apr 30;14(1):9954. doi: 10.1038/s41598-024-60804-1.

Abstract

The rising sentiment challenges of the metropolitan residents may be attributed to the extreme temperatures. However, nationwide real-time empirical studies that examine this claim are rare. In this research, we construct a daily extreme temperature index and sentiment metric using geotagged posts on one of China's largest social media sites, Weibo, to verify this hypothesis. We find that extreme temperatures causally decrease individuals' sentiment, and extremely low temperature may decrease more than extremely high temperature. Heterogeneity analyses reveal that individuals living in high levels of PM2.5, existing new COVID-19 diagnoses and low-disposable income cities on workdays are more vulnerable to the impact of extreme temperatures on sentiment. More importantly, the results also demonstrate that the adverse effects of extremely low temperatures on sentiment are more minor for people living in northern cities with breezes. Finally, we estimate that with a one-standard increase of extremely high (low) temperature, the sentiment decreases by approximately 0.161 (0.272) units. Employing social media to monitor public sentiment can assist policymakers in developing data-driven and evidence-based policies to alleviate the adverse impacts of extreme temperatures.

摘要

都市居民情绪挑战的上升可能归因于极端温度。然而,全国范围内实时实证研究很少对此说法进行检验。在这项研究中,我们使用中国最大社交媒体平台之一的微博上的地理标记帖子构建了每日极端温度指数和情绪指标,以验证这一假设。我们发现极端温度会导致个体情绪下降,极低温度可能比极高温度下降更多。异质性分析表明,在工作日生活在 PM2.5 水平较高、存在新的 COVID-19 诊断和低收入城市的个体更容易受到极端温度对情绪影响的影响。更重要的是,结果还表明,对于生活在有微风的北方城市的人来说,极低温度对情绪的不利影响较小。最后,我们估计,随着极高(低)温度的标准增加一个单位,情绪大约会下降 0.161(0.272)个单位。利用社交媒体监测公众情绪可以帮助政策制定者制定基于数据和证据的政策,以减轻极端温度的不利影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d72/11061318/17febeaf5387/41598_2024_60804_Fig1_HTML.jpg

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