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

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 resi...

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Autores principales: Liu, Anqi, Kam, Jonghun, Kwon, Sae Yun, Shao, Wanyun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10079150/
https://www.ncbi.nlm.nih.gov/pubmed/37041802
http://dx.doi.org/10.1038/s41545-023-00244-y
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author Liu, Anqi
Kam, Jonghun
Kwon, Sae Yun
Shao, Wanyun
author_facet Liu, Anqi
Kam, Jonghun
Kwon, Sae Yun
Shao, Wanyun
author_sort Liu, Anqi
collection PubMed
description 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.
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spelling pubmed-100791502023-04-07 Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints Liu, Anqi Kam, Jonghun Kwon, Sae Yun Shao, Wanyun NPJ Clean Water Article 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. Nature Publishing Group UK 2023-04-06 2023 /pmc/articles/PMC10079150/ /pubmed/37041802 http://dx.doi.org/10.1038/s41545-023-00244-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Liu, Anqi
Kam, Jonghun
Kwon, Sae Yun
Shao, Wanyun
Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints
title Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints
title_full Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints
title_fullStr Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints
title_full_unstemmed Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints
title_short Monitoring the impact of climate extremes and COVID-19 on statewise sentiment alterations in water pollution complaints
title_sort monitoring the impact of climate extremes and covid-19 on statewise sentiment alterations in water pollution complaints
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10079150/
https://www.ncbi.nlm.nih.gov/pubmed/37041802
http://dx.doi.org/10.1038/s41545-023-00244-y
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