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To Vaccinate or Not to Vaccinate: It’s not a Question

Domaine:

natural language processinghealthcare

Type de record:

dataset

Analysing social media sentiment towards vaccines
The data comes from tweets collected and classified through Crowdbreaks.org [Muller, Martin M., and Marcel Salathe. "Crowdbreaks: Tracking Health Trends Using Public Social Media Data and Crowdsourcing." Frontiers in public health 7 (2019).]. Tweets have been classified as pro-vaccine (1), neutral (0) or anti-vaccine (-1). The tweets have had usernames and web addresses removed.
The objective of this challenge is to develop a machine learning model to assess if a twitter post that is related to vaccinations is positive, neutral, or negative.
How to use Colab on Zindi
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Variable definition:
tweet_id: Unique identifier of the tweet
safe_tweet: Text contained in the tweet. Some sensitive information has been removed like usernames and urls
label: Sentiment of the tweet (-1 for negative, 0 for neutral, 1 for positive)
agreement: The tweets were labeled by three people. Agreement indicates the percentage of the three reviewers that agreed on the given label. You may use this column in your training, but agreement data will not be shared for the test set.

Visit

zindi.africa

Tasks

sentiment analysistext classification

Tags

competitionzindiclassificationhealthmedia

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Sifr-un/To-Vaccinate-or-Not-to-VaccinateRedah7/Sentiment-analysis-To-Vaccinate-or-Not-to-VaccinateJosh2297/To-Vaccinate-or-not-to-Vaccinate-Analysing-Tweets-to-Determine-Sentiments-Towards-Vaccines-in-Africa

Sifr-un/To-Vaccinate-or-Not-to-Vaccinate

My submission to Zindi's hackathon https://zindi.africa/hackathons/to-vaccinate-or-not-to-vaccinate-

Redah7/Sentiment-analysis-To-Vaccinate-or-Not-to-Vaccinate

Zindi is the first data science competition platform in Africa - https://zindi.africa The NLP chall

Josh2297/To-Vaccinate-or-not-to-Vaccinate-Analysing-Tweets-to-Determine-Sentiments-Towards-Vaccines-in-Africa

This Task was hosted on Zindi Africa as part of It's weekly challenge. To access it use the link