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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Vienna
2022
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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. |
format | Online Article Text |
id | pubmed-9151355 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Vienna |
record_format | MEDLINE/PubMed |
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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