Decompose the time series into seasonal, trend, and residual components.
- Time series: Original time series with some additional columns: seasonal component, trend component, residual component, and seasonally adjusted time series.
- Length of the season in periods (e.g. 12 for monthly data).
- Time series decomposition model, additive or multiplicative.
- The series to seasonally adjust.