Andy Baio has been writing about The Whitburn Project - a vast spreadsheet with data about the 37,000 songs that have been hits on the Billboard Chart since 1890. Those 37,000 song titles use a vocabulary of fewer than 9,000 different words, and here are the top hundred most frequently used:
ain't alone angel arms around away baby bad beautiful believe blue boy change christmas comes crazy cry dance days dear dream ever everybody everything eyes fall feel fire fool forever girl gone gonna goodbye happy heart heaven hey hold kiss la lady leave life light lonely love lover mama man mind mine miss moon moonlight morning mr music night nobody oh people play please rain red remember river rock roll rose sing smile somebody something song soul star stay stop street summer sun sweet sweetheart talk tears theme things think tonight town true walk wanna wish woman wonderful world young