The paper provides general matrix formulas for extraction of a nonstationary signal in non-stationary noise, for a finitely sampled time series. These formulas are quite practical, in that they provide a ready intuition for the filtering operation, as well as being simple to implement on a computer. Applications to signal extraction diagnostics are discussed.