Reddit Insights Engine
Sentiment analysis project comparing tone and community dynamics across multiple TTRPG subreddits.
Problem Solved
I wanted a structured way to compare tone, friendliness, and relative popularity across several TTRPG Reddit communities instead of relying on anecdotal impressions.
Outcome
Built a Python-based analysis workflow that processed 14,000 Reddit posts, cleaned the data, analyzed sentiment, and produced visual outputs for comparison.
Technologies
This project explored how different tabletop RPG communities express themselves online and how those patterns can be analyzed with practical Python tooling.
I used Python’s natural language toolkit together with pandas to clean and process a dataset of 14,000 Reddit posts from five TTRPG subreddits. From there, I analyzed overall sentiment and community tone, then visualized the results with matplotlib and wordcloud-based outputs.
The project was useful as both an NLP exercise and a portfolio example of end-to-end analysis: gathering data, cleaning it, applying text analysis, and communicating results visually.