This repository contains data science (DS) and machine learning (ML) projects I have worked on in the past.
Primarily, my projects are conducted in Python or SQL.
Please refer to the table of contents below for the projects.
- DAO Discussion Forums: Exploratory Toxicity and Bridging Analysis of Radicle Forum Posts
- Polymarket in 2024
In this project, I collected forum posts from Radicle's governance forum with Boardroom's Governance API and conducted an exploratory toxicity and bridging attribute analysis of Radicle forum posts with Google's Perspective API.
I sought to gain an initial understanding of how civil conversations are in the Radicle governance forum, and a starting point for future research in assessing civility in DAO governance forums.
I found that the distributions for toxicity scores were right skewed, while the distributions for bridging scores were most often left-skewed or close to left-skewed.
Tools:
- Plotly
- Pandas
- Google's Perspective API
- Boardroom's Governance API
- Beautiful Soup 4
- Requests
Areas:
- Natural Language Processing (NLP)
- Social Media Analysis
You can find the article summarizing the project here
For access to the datasets, notebooks, and other artifacts associated with this project, please click here.
TBA