The Trap Dataset is a comprehensive collection of audio files tailored for machine learning applications, providing detailed insights into trap music's elements like chords, instrumentation, tempo, and more. It showcases the evolution of trap music, a genre characterized by powerful bass, fast hi-hats, and gritty storylines reflecting street life, influencing global music trends.