Complex sentence: He initially wanted to play the bass guitar long before drums, always acutely aware of the bass guitar parts in songs, then playing them on the bass drum.
Split into simpler sentences: He initially wanted to play the bass guitar long before drums. He was always acutely aware of the bass guitar parts in songs and mimicked them on the bass drum.