Song Lyrics Embedding Visualization

2D Embedding Visualization (DensMAP)
Song Details

Click on a point to see song details

Filter Options
Hold Ctrl (or Cmd) to select multiple genres
Hold Ctrl (or Cmd) to select multiple artists
About This Visualization

This visualization shows song lyrics embeddings projected into 2D space using DensMAP, a variant of UMAP that preserves both local and global structure. Each point represents a song, and similar songs are positioned closer together in the embedding space.

The embeddings were created using OpenAI's text-embedding-3-small model. Songs are colored by genre to show how different musical styles cluster in the embedding space.