The Drill Dataset is a curated collection of audio tracks with detailed metadata suitable for machine learning applications, specifically generative AI music and source separation. It captures the intense world of drill music, originating from Chicago, with unique rhythmic approaches and distinct production styles addressing urban living, gang culture, and street violence.