This talk looks at a method to extract features from songs and their lyrics that have high correlation with each other. These can then be used to find song lyrics from sound and vice versa. I will introduce two ways of extracting features: a "hand crafted" method for the audio; and a "black-box" one for text. Once the two are merged we use Deep Canonical Correlation Analysis to find the correlation between audio and lyrics from a song. May the force be with you!