Indian citizen's perspective about side effects of COVID-19 vaccine - A machine learning study

Diabetes Metab Syndr. 2021 Jul-Aug;15(4):102172. doi: 10.1016/j.dsx.2021.06.009. Epub 2021 Jun 10.

Abstract

Background and aims: Ever since the vaccination drive for COVID-19 has started in India, the citizens have been sharing their views on social media about it. The present study examines the attitude of Indian citizens towards the side effects of the COVID-19 vaccine.

Methods: Social media posts were used for this research. Using Python, we have collected social media posts of Indians focusing on side effects of COVID -19 vaccines. In study one, sentimental analysis was done to find overall attitude of Indian citizens towards the side effects of COVID-19 vaccine and in study two, topic modeling done to analyze the major side effects voiced out by the citizens after taking COVID-19 vaccine.

Results: The studies conducted have revealed that nearly 78.5% of tweets posted by Indian citizens about the side effects of the COVID-19 vaccine were either in neutral or positive sentiments. Our topic modeling studies have found that fear of efficiency in the workplace and the fear of death as the prime two issues that contributes Indian citizens to have negative sentiment about the side effects of the COVID-19 vaccine.

Conclusion: While it is important for the Indian government to actively encourage its citizens to have vaccine, it is also important to help the citizens understand the important of the vaccination program. The best way to educate citizens regarding the positive aspect of the vaccination program is by addressing the fears, Indian citizens have voiced in their social media post about the COVID-19 vaccines.

Keywords: COVID-19; Sentimental analysis; Side effect; Topic modeling; Vaccines.

MeSH terms

  • COVID-19 / epidemiology
  • COVID-19 / prevention & control*
  • COVID-19 / psychology
  • COVID-19 / virology
  • COVID-19 Vaccines / administration & dosage*
  • COVID-19 Vaccines / adverse effects
  • Drug-Related Side Effects and Adverse Reactions / epidemiology
  • Drug-Related Side Effects and Adverse Reactions / psychology*
  • Humans
  • India / epidemiology
  • Machine Learning*
  • SARS-CoV-2 / immunology*
  • Social Media / statistics & numerical data*
  • Vaccination / psychology*

Substances

  • COVID-19 Vaccines