Logo Lanfrica
  • Home
  • Atlas
  • Insights
  • Docs
  • Sign in

© 2026 Lanfrica. All rights reserved. All copyrights of the resources shown on the Lanfrica website belong to the original copyright holders, unless explicitly stated otherwise.

Terisha-P/Mapping-South-African-Covid-19-Vaccine-Opinions

Domain:

natural language processing
Creator:
Ter
Host:
Research Project at University of Pretoria # Mapping-South-African-Covid-19-Vaccine-Opinions ### Abstract Vaccine hesitancy is one of the ten greatest threats to global health according to the World Health Organisation. The uncertainty about vaccines could disrupt efforts to minimise the effect of Covid-19 on people's daily lives. The research on Covid-19 vaccine opinions in South Africa is still limited. Knowing what and where there are vaccine hesitancies will be able to inform focused interventions. The aim is to investigate and visualise the spatial distribution of vaccine opinions in South Africa through the use of opinion mining. To collect opinions, a survey was designed to collect responses from individuals. The survey was distributed on various social media platforms such as Twitter, Instagram, Facebook, and Prolific. Opinions were analysed using sentiment analysis and mapped to determine the spatial distribution of these opinions. With over six hundred responses across the nine provinces, with the majority being from Gauteng. Opinions regarding the vaccine were both positive and negative. The results showed that over fifty percent of the respondents have taken the vaccine though some still conveyed concerns about the vaccine. The reasons for the hesitancy ranged from religious and medical reasons to mistrust in the process of creating the vaccine. Positive sentiments included trust in science and the need to protect family members as well as themselves. It is important to understand where there is hesitancy to help create focused interventions to mitigate the potential spread of mutations of the virus.

Visit

github.com

Tasks

sentiment analysistext classification

Tags

covid-19-vaccinationgissentiment-analysissouth-africavaccine-opinions

Similar

Mapping the South African health landscape in response to COVID-19Mapping Structural Barriers: A Geospatial Assessment of COVID-19 Vaccine Inequities in KenyaSouth African COVID-19 DiariesSouth Africa Social Listening Reports for COVID-19 vaccine hesitancyoluwagbemi/COVID-19-Vaccine-Candidate-for-South-Africa---Phase-1Perception towards COVID-19 vaccine.

Mapping the South African health landscape in response to COVID-19

When the COVID-19 disease pandemic infiltrated the world, there was an immediate need for accurate i

Mapping Structural Barriers: A Geospatial Assessment of COVID-19 Vaccine Inequities in Kenya

Abstract Background The COVID-19 pandemic

South African COVID-19 Diaries

Project Overview

In the week of March 23, 2020 Nancy Jacobs and Lorato

South Africa Social Listening Reports for COVID-19 vaccine hesitancy

Collection of data reports and weekly reports that assisted the COVID-19 outbreak in terms of dat

oluwagbemi/COVID-19-Vaccine-Candidate-for-South-Africa---Phase-1

Computational development of COVID-19 Vaccine Candidate for new South African COVID-19 virus variant

Perception towards COVID-19 vaccine.

Background

The COVID-19 pandemic impacted the world in every aspect. Higher institutio