Noise reduction schematic. We fit the observed uni-variate density distribution, ρ, with a mixture of two Gaussians that model the cluster (red line) and field star (black line) population, respectively. We obtained an approximation to the field star contamination and incompleteness rate in the cluster sample by considering the cluster-noise classifier’s confusion matrix entries, particularly false positives, false negatives, and true positives.