Lyrical Content
Vocal Tones
Melodic Compositions
Builds and Climaxes
Hooks
Harmonies
Drum Grooves
Complex Chord Progressions
Audio Quality?

ETA: I like the purity in classical, the over-the-top happiness in Broadway, the grooviness in funk, and the introspective sounds of neoclassical.