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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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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. |
format | Online Article Text |
id | pubmed-10079150 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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