The Kullback–Leibler divergence formula_57 between the formula_51 vectors generated by the sample data formula_59 and those generated by its reduced information proxy formula_60 is applied to assess the fidelity of the compressed vector with respect to the reference (or categorical) data formula_51 in accordance with the fundamental bottleneck equation.