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Public reactions towards Covid-19 vaccination through twitter before and after second wave in India

Social media have a significant impact on opinion building in public. Vaccination in India started in January 2021. We have seen many opinions towards vaccination of the people, as vaccination is one of the most crucial steps toward the fight against COVID-19. In this paper, we have compared the pub...

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Autores principales: Mishra, Siddhi, Verma, Abhigya, Meena, Kavita, Kaushal, Rishabh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Vienna 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9151355/
https://www.ncbi.nlm.nih.gov/pubmed/35668822
http://dx.doi.org/10.1007/s13278-022-00885-w
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author Mishra, Siddhi
Verma, Abhigya
Meena, Kavita
Kaushal, Rishabh
author_facet Mishra, Siddhi
Verma, Abhigya
Meena, Kavita
Kaushal, Rishabh
author_sort Mishra, Siddhi
collection PubMed
description Social media have a significant impact on opinion building in public. Vaccination in India started in January 2021. We have seen many opinions towards vaccination of the people, as vaccination is one of the most crucial steps toward the fight against COVID-19. In this paper, we have compared the public’s sentiments towards COVID vaccination in India before the second wave and after the second wave. We worked by extracting tweets regarding vaccination in India, building our datasets. We extracted 5977 tweets before the second wave and 42,936 tweets after the second wave. We annotated the collected tweets into four categories, namely Provaccine, Antivaccine, Hesitant and Cognizant. We built a baseline model for sentiment analysis and have used multiple classification techniques among which Random Forest using the TF-IDF vectorization technique gave the best accuracy of 69% using max-features and n-estimators as parameters.
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spelling pubmed-91513552022-06-02 Public reactions towards Covid-19 vaccination through twitter before and after second wave in India Mishra, Siddhi Verma, Abhigya Meena, Kavita Kaushal, Rishabh Soc Netw Anal Min Original Article Social media have a significant impact on opinion building in public. Vaccination in India started in January 2021. We have seen many opinions towards vaccination of the people, as vaccination is one of the most crucial steps toward the fight against COVID-19. In this paper, we have compared the public’s sentiments towards COVID vaccination in India before the second wave and after the second wave. We worked by extracting tweets regarding vaccination in India, building our datasets. We extracted 5977 tweets before the second wave and 42,936 tweets after the second wave. We annotated the collected tweets into four categories, namely Provaccine, Antivaccine, Hesitant and Cognizant. We built a baseline model for sentiment analysis and have used multiple classification techniques among which Random Forest using the TF-IDF vectorization technique gave the best accuracy of 69% using max-features and n-estimators as parameters. Springer Vienna 2022-05-31 2022 /pmc/articles/PMC9151355/ /pubmed/35668822 http://dx.doi.org/10.1007/s13278-022-00885-w Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Austria, part of Springer Nature 2022 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 Article
Mishra, Siddhi
Verma, Abhigya
Meena, Kavita
Kaushal, Rishabh
Public reactions towards Covid-19 vaccination through twitter before and after second wave in India
title Public reactions towards Covid-19 vaccination through twitter before and after second wave in India
title_full Public reactions towards Covid-19 vaccination through twitter before and after second wave in India
title_fullStr Public reactions towards Covid-19 vaccination through twitter before and after second wave in India
title_full_unstemmed Public reactions towards Covid-19 vaccination through twitter before and after second wave in India
title_short Public reactions towards Covid-19 vaccination through twitter before and after second wave in India
title_sort public reactions towards covid-19 vaccination through twitter before and after second wave in india
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9151355/
https://www.ncbi.nlm.nih.gov/pubmed/35668822
http://dx.doi.org/10.1007/s13278-022-00885-w
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