A typical splining method (Islam et al., 2015) (black) compared with the new non-interpolated method (red). Smoothing is apparent around k = 6.9. Even when interpolated and non-interpolated approaches share a common k-value, the data point differs, e.g. at k = 6.7. The new non-interpolating approach does not distort data, structure or uncertainty.