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