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Song Clustering and Recommendation based on Lyrics. Clustering done using Latent Dirichlet Allocation (LDA) topic model. Powered on the front-end by Materialize and High charts!
Features
Homepage of the responsive application.
Clicking on any of the topics in the Wordcloud reveals the top-10 songs in that cluster.Click on any of the songs to view the lyrics.
Songs are recommended based on name of a song or the lyrics of a song. This is where the clusters formed by LDA are used.
And some cool visualizations on word statistics and emotion extraction to top it all up!
About
Final project for the Advanced Big Data Analytics course at Columbia University