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The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study
DATA: This study looks at the content on Reddit’s COVID-19 community, r/Coronavirus, to capture and understand the main themes and discussions around the global pandemic, and their evolution over the first year of the pandemic. It studies 356,690 submissions (posts) and 9,413,331 comments associated...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9942624/ https://www.ncbi.nlm.nih.gov/pubmed/36846739 http://dx.doi.org/10.1007/s12553-023-00734-6 |
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author | Tan, Zachary Datta, Anwitaman |
author_facet | Tan, Zachary Datta, Anwitaman |
author_sort | Tan, Zachary |
collection | PubMed |
description | DATA: This study looks at the content on Reddit’s COVID-19 community, r/Coronavirus, to capture and understand the main themes and discussions around the global pandemic, and their evolution over the first year of the pandemic. It studies 356,690 submissions (posts) and 9,413,331 comments associated with the submissions, corresponding to the period of 20th January 2020 and 31st January 2021. METHODOLOGY: On each of these datasets we carried out analysis based on lexical sentiment and topics generated from unsupervised topic modelling. The study found that negative sentiments show higher ratio in submissions while negative sentiments were of the same ratio as positive ones in the comments. Terms associated more positively or negatively were identified. Upon assessment of the upvotes and downvotes, this study also uncovered contentious topics, particularly “fake” or misleading news. RESULTS: Through topic modelling, 9 distinct topics were identified from submissions while 20 were identified from comments. Overall, this study provides a clear overview on the dominating topics and popular sentiments pertaining the pandemic during the first year. CONCLUSION: Our methodology provides an invaluable tool for governments and health decision makers and authorities to obtain a deeper understanding of the dominant public concerns and attitudes, which is vital for understanding, designing and implementing interventions for a global pandemic. |
format | Online Article Text |
id | pubmed-9942624 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-99426242023-02-22 The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study Tan, Zachary Datta, Anwitaman Health Technol (Berl) Original Paper DATA: This study looks at the content on Reddit’s COVID-19 community, r/Coronavirus, to capture and understand the main themes and discussions around the global pandemic, and their evolution over the first year of the pandemic. It studies 356,690 submissions (posts) and 9,413,331 comments associated with the submissions, corresponding to the period of 20th January 2020 and 31st January 2021. METHODOLOGY: On each of these datasets we carried out analysis based on lexical sentiment and topics generated from unsupervised topic modelling. The study found that negative sentiments show higher ratio in submissions while negative sentiments were of the same ratio as positive ones in the comments. Terms associated more positively or negatively were identified. Upon assessment of the upvotes and downvotes, this study also uncovered contentious topics, particularly “fake” or misleading news. RESULTS: Through topic modelling, 9 distinct topics were identified from submissions while 20 were identified from comments. Overall, this study provides a clear overview on the dominating topics and popular sentiments pertaining the pandemic during the first year. CONCLUSION: Our methodology provides an invaluable tool for governments and health decision makers and authorities to obtain a deeper understanding of the dominant public concerns and attitudes, which is vital for understanding, designing and implementing interventions for a global pandemic. Springer Berlin Heidelberg 2023-02-21 2023 /pmc/articles/PMC9942624/ /pubmed/36846739 http://dx.doi.org/10.1007/s12553-023-00734-6 Text en © The Author(s) under exclusive licence to International Union for Physical and Engineering Sciences in Medicine (IUPESM) 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Paper Tan, Zachary Datta, Anwitaman The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study |
title | The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study |
title_full | The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study |
title_fullStr | The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study |
title_full_unstemmed | The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study |
title_short | The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study |
title_sort | first year of the covid-19 pandemic through the lens of r/coronavirus subreddit: an exploratory study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9942624/ https://www.ncbi.nlm.nih.gov/pubmed/36846739 http://dx.doi.org/10.1007/s12553-023-00734-6 |
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