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监测极端气候和新冠疫情对水污染投诉中各州情绪变化的影响。

Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints.

作者信息

Liu Anqi, Kam Jonghun, Kwon Sae Yun, Shao Wanyun

机构信息

Division of Environmental Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang, 37673 the Republic of Korea.

Institute for Convergence Research and Education in Advanced Technology, Yonsei University, 85 Songdogwahak-Ro, Yeonsu-Gu, Incheon, 21983 the Republic of Korea.

出版信息

NPJ Clean Water. 2023;6(1):29. doi: 10.1038/s41545-023-00244-y. Epub 2023 Apr 6.

Abstract

The COVID-19 pandemic and associated prevention policies can directly or indirectly alter the sentiment of individuals while registering water pollution complaints, but observational evidence remains limited. Here, we conducted a sentiment analysis on over 10,000 water pollution complaints from residents in Alabama, USA (2012-2021) to better understand how and to what extent COVID-19 has altered emotion (polarity score-based) and attitude (subjectivity) of water pollution complaints. We found that the 2017 state-wise drought significantly increased the percentage of negative water pollution complaints by +35%, with no significant alternation in attitude before the COVID-19 pandemic. Since COVID-19, the percentage of negative and subjective water pollution complaints significantly decreased and increased by -30 and +20%, respectively, and these sentiment alternations were maintained by 2021. This study provides a new direction for environmental governance and management, requiring a timely response to changes in the public's emotions and attitudes during the next climate extremes and pandemics.

摘要

新冠疫情及相关预防政策在居民登记水污染投诉时可能直接或间接改变个人情绪,但观测证据仍然有限。在此,我们对美国阿拉巴马州居民在2012年至2021年期间的一万多起水污染投诉进行了情绪分析,以更好地了解新冠疫情如何以及在多大程度上改变了水污染投诉的情绪(基于极性得分)和态度(主观性)。我们发现,2017年全州范围的干旱使负面水污染投诉的比例显著增加了35%,在新冠疫情大流行之前态度没有显著变化。自新冠疫情以来,负面和主观水污染投诉的比例分别显著下降和上升了30%和20%,并且这些情绪变化一直持续到2021年。本研究为环境治理和管理提供了一个新方向,要求在下一次极端气候和疫情期间及时应对公众情绪和态度的变化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/789b/10079150/2ae66ca1679b/41545_2023_244_Fig1_HTML.jpg

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