This paper compares estimators of u = |P 2 — P 1| based on partial knowledge about points P 1, P 2 which are chosen independently from the same probability distribution in the plane. Typical estimators are the conditional expectations E(u | r 1, r 2), E(u | s), E(u | rM ), E(u | θ) where ri is the distance from Pi to the origin 0, s = r 1 + r 2, rM = Max{r 1, r 2}, θ = ∠ P 10P 2. These expectations are the least squares estimators, given the conditioned variables. Simpler linear estimators are also considered.