Summary

Using the Seasonal Decomposition procedure, you have removed the seasonal component of a periodic time series to produce a series that is more suitable for trend analysis. Examination of the autocorrelations and partial autocorrelations of the time series was useful in determining the underlying periodicity—in this case, annual.