Early Work · Data Science

Sentiment on
Gotham Knights.

Topic
NLP · Gaming & Culture
Dataset
Gotham Knights Trailer
Tools
Python · Selenium · VADER
NLP Web Scraping Sentiment Analysis Python Selenium

Following on from earlier YouTube sentiment work, this project analyzed audience reactions to the official Gotham Knights game trailer — scraping top comments from the official YouTube channel and interpreting how fans felt about each character before the game's release.

Sentiments were classified using VADER, with a focus on how different characters were discussed — surfacing which heroes generated excitement, skepticism, or mixed reactions in the community.

Gotham Knights sentiment visualization