The main idea of this chapter is to look at music pieces built on a certain number N of chords: indeed, if the general purpose of using persistent homology in music analysis is to apply it on any possible piece of music, we might want to have a deep understanding of what happens on very basic examples. In that order, we have chosen to apply the Topological Data Analysis approach together with the two-dimensional DFT to the most possible reduced songs.