We study the seismic wavefield and the statistical properties of the Stromboli volcano explosions preceding and during the 2002-2003 crisis. We analyze the recordings of a three-component seismometer operating since 23 May 2002 to 30 January 2003, including the first 34 days of the crisis. Before the crisis, we recognize three bell-shaped classes of spectra with maxima falling in the range 1-5 Hz. Spectral content has two main changes, the most prominent one occurring at the crisis onset when the frequency peak at similar to 0.3 Hz increases in amplitude. Independent component analysis extracts three time-stable independent oscillations that peaked at 1.1, 1.8, and 2.5 Hz, with radial and shallow polarization indicating a stable source mech...