In a way this is not so surprising; we would expect the musical style to change over shorter times spans reflecting for example changes in taste regarding instrumentation and recording technology (live drums vs. drum computers, use of auto-tune effects etc.
19 It can be seen that length contributes most, followed by slang use, type-toke ratio, POS/Chunk  tags and the more semantic features imagery and pronouns.