X (DataArray | None) – Input features. In-sample predictions come from the Kalman
smoother, so X is not used here.
y (DataArray | None) – Target variable with dims [“obs_ind”, “treated_units”].
coords (dict[str, Any] | None) – Not used, kept for API compatibility.