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Understanding Loneliness Through Analysis of Twitter and Reddit Data: Comparative Study.

Hurmat Ali Shah¹, Mowafa Househ¹

¹Hamad Bin Khalifa University, Doha, Qatar.

Interactive Journal of Medical Research

|March 14, 2025

Summary

This summary is machine-generated.

Social media platforms like Twitter and Reddit reveal similar loneliness themes, with Reddit offering deeper personal insights and Twitter a broader topic range. This comparative analysis aids future loneliness research.

Keywords:

comparative analysis health effects health informatics isolation loneliness loneliness informatics loneliness interventions loneliness theory lonely mental health natural language processing social media tweet tweets

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Published on: November 15, 2014

Area of Science:

Computational Social Science
Public Health Informatics
Natural Language Processing

Background:

Loneliness is a significant global public health concern with wide-ranging mental, physical, and economic impacts.
Understanding the multifaceted nature of loneliness is crucial for developing effective interventions.
Social media platforms offer vast datasets for studying public sentiment and experiences related to loneliness.

Purpose of the Study:

To comparatively analyze expressions of loneliness on Twitter and Reddit, two distinct social media platforms.
To identify common themes and differences in how loneliness is discussed across these platforms.
To leverage natural language processing for insights into user-generated content regarding loneliness.

Main Methods:

Collected global loneliness-related data from Twitter (100,000 tweets) and Reddit (10,000 posts) in October 2022 and March 2023.
Utilized natural language processing (NLP) tools, including the Valence Aware Dictionary for Sentiment Reasoning (VADER) from NLTK.
Performed quantitative analysis of topic occurrences and sentiment, alongside qualitative thematic analysis of keywords and phrases.

Main Results:

Both Twitter and Reddit discussions showed similar overarching themes and categories related to loneliness.
Reddit content focused predominantly on personal-emotional aspects of loneliness, offering deeper insights.
Twitter discussions encompassed a wider array of topics, including social and political dimensions, alongside personal-emotional themes.

Conclusions:

Reddit provides rich, detailed insights into loneliness expression, albeit with less thematic diversity.
Twitter offers a broader scope of loneliness-related topics, reflecting diverse user concerns.
Findings support using comparative social media analysis to understand loneliness and guide future research.