Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Goetz, Stephan J., Heaton, Connor, Imran, Muhammad, Pan, Yuxuan, Tian, Zheng, Schmidt, Claudia, Qazi, Umair, Ofli, Ferda, Mitra, Prasenjit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wiley Periodicals, Inc. 2022
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
_version_ 1784703116229214208
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
work_keys_str_mv AT goetzstephanj foodinsufficiencyandtwitteremotionsduringapandemic
AT heatonconnor foodinsufficiencyandtwitteremotionsduringapandemic
AT imranmuhammad foodinsufficiencyandtwitteremotionsduringapandemic
AT panyuxuan foodinsufficiencyandtwitteremotionsduringapandemic
AT tianzheng foodinsufficiencyandtwitteremotionsduringapandemic
AT schmidtclaudia foodinsufficiencyandtwitteremotionsduringapandemic
AT qaziumair foodinsufficiencyandtwitteremotionsduringapandemic
AT ofliferda foodinsufficiencyandtwitteremotionsduringapandemic
AT mitraprasenjit foodinsufficiencyandtwitteremotionsduringapandemic