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An SPF provides estimates of the mean and standard deviation of the μ’s for many populations of units. When the units of these populations are real, the estimation of their E{μ} and σ{μ} is straightforward and their meaning is clear. Attaining this clarity is the main aim of this chapter. A simple SPF for real units will be built using data for 2,228 Colorado road segments.