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Food insufficiency and Twitter emotions during a pandemic
The COVID‐19 pandemic initially caused worldwide concerns about food insecurity. Tweets analyzed in real‐time may help food assistance providers target food supplies to where they are most urgently needed. In this exploratory study, we use natural language processing to extract sentiments and emotio...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wiley Periodicals, Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9082005/ https://www.ncbi.nlm.nih.gov/pubmed/35572046 http://dx.doi.org/10.1002/aepp.13258 |
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author | Goetz, Stephan J. Heaton, Connor Imran, Muhammad Pan, Yuxuan Tian, Zheng Schmidt, Claudia Qazi, Umair Ofli, Ferda Mitra, Prasenjit |
author_facet | Goetz, Stephan J. Heaton, Connor Imran, Muhammad Pan, Yuxuan Tian, Zheng Schmidt, Claudia Qazi, Umair Ofli, Ferda Mitra, Prasenjit |
author_sort | Goetz, Stephan J. |
collection | PubMed |
description | The COVID‐19 pandemic initially caused worldwide concerns about food insecurity. Tweets analyzed in real‐time may help food assistance providers target food supplies to where they are most urgently needed. In this exploratory study, we use natural language processing to extract sentiments and emotions expressed in food security‐related tweets early in the pandemic in U.S. states. The emotion joy dominated in these tweets nationally, but only anger, disgust, and fear were also statistically correlated with contemporaneous food insufficiency rates reported in the Household Pulse Survey; more nuanced and statistically stronger correlations are detected within states, including a negative correlation with joy. |
format | Online Article Text |
id | pubmed-9082005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Wiley Periodicals, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-90820052022-05-09 Food insufficiency and Twitter emotions during a pandemic Goetz, Stephan J. Heaton, Connor Imran, Muhammad Pan, Yuxuan Tian, Zheng Schmidt, Claudia Qazi, Umair Ofli, Ferda Mitra, Prasenjit Appl Econ Perspect Policy Submitted Articles The COVID‐19 pandemic initially caused worldwide concerns about food insecurity. Tweets analyzed in real‐time may help food assistance providers target food supplies to where they are most urgently needed. In this exploratory study, we use natural language processing to extract sentiments and emotions expressed in food security‐related tweets early in the pandemic in U.S. states. The emotion joy dominated in these tweets nationally, but only anger, disgust, and fear were also statistically correlated with contemporaneous food insufficiency rates reported in the Household Pulse Survey; more nuanced and statistically stronger correlations are detected within states, including a negative correlation with joy. Wiley Periodicals, Inc. 2022-04-03 /pmc/articles/PMC9082005/ /pubmed/35572046 http://dx.doi.org/10.1002/aepp.13258 Text en © 2022 The Authors. Applied Economic Perspectives and Policy published by Wiley Periodicals LLC on behalf of Agricultural & Applied Economics Association. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Submitted Articles Goetz, Stephan J. Heaton, Connor Imran, Muhammad Pan, Yuxuan Tian, Zheng Schmidt, Claudia Qazi, Umair Ofli, Ferda Mitra, Prasenjit Food insufficiency and Twitter emotions during a pandemic |
title | Food insufficiency and Twitter emotions during a pandemic |
title_full | Food insufficiency and Twitter emotions during a pandemic |
title_fullStr | Food insufficiency and Twitter emotions during a pandemic |
title_full_unstemmed | Food insufficiency and Twitter emotions during a pandemic |
title_short | Food insufficiency and Twitter emotions during a pandemic |
title_sort | food insufficiency and twitter emotions during a pandemic |
topic | Submitted Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9082005/ https://www.ncbi.nlm.nih.gov/pubmed/35572046 http://dx.doi.org/10.1002/aepp.13258 |
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