  In this paper, graph theory is used to explore the musical notion of tonal
modulation, in theory and application. We define (pivot) modulation graphs
based on the common scales used in popular music. Properties and parameters of
these graphs are discussed. We also investigate modulation graphs for the canon
of Lennon-McCartney songs in the works of The Beatles. Our approach may provide
composers with mathematical insights into pivot modulation.
