Over the last decade, we’ve begun to so song titles that utilize unexpected capitalization and punctuation, like Lil Uzi’s “XO TOUR Llif3” and 6ix9ine’s “TROLLZ. Using data from the Billboard Hot 100, I trace the evolution of typos in song titles to help understand how we got from “I Want to Hold Your Hand” to “LOL :-)” #greenscreen #musicstory #musicdata #musichistory #songtitle #soundcloudrapper #mumblerap #prince #80smusic #gangstarap #90smusic