We have collected day averaged source spectra from five years of secondary microseism body waves observed by arrays in North America. These source spectra have distinct spectral characteristics: In particular, we observe that their dominant frequency is often around 0.13–0.15Hz or 0.19–0.21Hz but rarely in between these two bands. Subdivision of our dataset into clusters of similar sources reveals that the shapes of secondary microseism body wave spectra are clearly tied to distinct geographical regions. Comparison with synthetic spectra that are computed using models based on ocean wave hindcasts shows that we are able to accurately predict these observations. However, modelling is only able to reproduce the observed spectra when resonance...