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Improvements in purity can be obtained with small reduction in efficiency by simply applying estimator cuts directly.

The cut off function is optimized such that the product of efficiency and purity is maximum

Pion candidates above the curve are rejected, candidates below the curve are selected. True pions tend to have small values for both and Estimator.