The largest and most damaging earthquakes occur offshore in subduction zones: the Mw 9.4 1960 Great Chilean earthquake, the 1964 Mw 9.3 Great Alaskan earthquake, the Mw 9.2 2004 Sumatra earthquakes, and the Mw 9.0 2011 Tohoku-oki earthquake. Because almost 1 in 10 people in the world lives on the coast, understanding the rupture behavior of megathrust earthquakes is critical for seismic and tsunami risk mitigation in coastal areas. The recent occurrence of multiple of these events has coincided with a vast expansion in seismic networks, which, in turn, has led to the discovery of a multitude of processes surrounding the rupture of these large earthquakes (e.g., Ishii et al., 2005; Lay et al., 2012, and references therein).A remarkable observation of these earthquakes' seismic signature is that low-frequency (LF) seismic waves are mostly generated at the shallow, updip region, while high-frequency (HF) seismic waves tend to come from the deep, downdip part. We refer to this as the "depth-frequency relation" in this work. It is manifested in three ways. First, studies on earthquake source time functions highlight a shortening of the source pulse that is well explained by an increase in elastic moduli with depth (