Project Name: Popular Song Lyrics Over Time
Using a combination of web scraping and the Genius.com API, acquired lyrics for 25k+ songs appearing on the Billboard Hot 100 from 1958-Present. Investigated patterns in lyrics across decades using techniques such as Topic Modeling, Sentiment Analysis, and Term Frequency. Compared these patterns with historical and cultural events. Created a classification model to predict the decade of a song given it's lyrics, more than doubling the baseline accuracy.
I can quickly learn and acquire new skills, distill complex topics, and effectively communicate with a variety of audiences.
data quality and feature engineering.
Austin, TX - San Antonio, TX
Thorough, persistent, and adaptable
Engaging, challenging, and educational