Reddit Climate NLP Analysis (2015-2025)
Large-scale data-driven analysis to quantify long-term textual evolution and human emotion modeling.
Relevance score tracking across Denial, Economic Delay, and Soft Solutions narratives.
Project Overview
Applying BERTopic and SBERT on 89K+ posts to quantify long-term textual evolution, human emotion modeling, and semantic shifts in online communication.
Key Achievements
- Statistical Modeling: Utilizing linguistic approaches, OLS, and Chi-Square regression for large-scale data-driven analysis to prove the rise of meta-political debate and socio-emotional shifts within climate discourse.
Role: Solo Researcher Technologies Used: BERTopic, SBERT, Python, Stats