logo
Loading...
Twitter Sentiment Geographical Index Dataset
Computer ScienceScientific Data

Twitter Sentiment Geographical Index Dataset

Y. Chai, D. Kakkar, et al.

Explore the Twitter Sentiment Geographical Index (TSGI), an open-source, location-specific sentiment database built from 4.3 billion geotagged tweets since 2019 using deep-learning NLP. Covering 164 countries at the admin-2 level with daily multilingual measures, TSGI maps subjective well-being and provides a web platform to query regional sentiment over time. This research was conducted by Yuchen Chai, Devika Kakkar, Juan Palacios, and Siqi Zheng.... show more
Abstract
Promoting well-being is one of the key targets of the Sustainable Development Goals at the United Nations. Many national and city governments worldwide are incorporating Subjective Well-Being (SWB) indicators into their agenda, to complement traditional objective development and economic metrics. In this study, we introduce the Twitter Sentiment Geographical Index (TSGI), a location-specific expressed sentiment database with SWB implications, derived through deep-learning-based natural language processing techniques applied to 4.3 billion geotagged tweets worldwide since 2019. Our open-source TSGI database represents the most extensive Twitter sentiment resource to date, encompassing multilingual sentiment measurements across 164 countries at the admin-2 (county/ city) level and daily frequency. Based on the TSGI database, we have created a web platform allowing researchers to access the sentiment indices of selected regions in the given time period.
Publisher
Scientific Data
Published On
Oct 09, 2023
Authors
Yuchen Chai, Devika Kakkar, Juan Palacios, Siqi Zheng
Tags
Twitter Sentiment Geographical Index (TSGI)Subjective Well-Being (SWB)deep learning NLPgeotagged tweetsmultilingual sentimentadmin-2 geographic granularitydaily sentiment indices
Listen, Learn & Level Up
Over 10,000 hours of research content in 25+ fields, available in 22+ languages.
No more digging through PDFs, just hit play and absorb the world's latest research in your language, on your time.
listen to research audio papers with researchbunny