In the optimal partial transport problem, one is asked to transport a fraction of the mass of $f=f \chi_\Omegag=g\chi_\Lambdafg\Omega\Lambda$, respectively, and if the cost is quadratic, then away from the free boundaries of the active regions are shown to be hypersurfaces up to a possible singular set. This improves and generalizes a result of Caffarelli and McCann \cite{CM} and solves a problem discussed by Figalli \cite[Remark 4.15]{Fi}. Moreover, a method is developed to estimate the Hausdorff dimension of the singular set: assuming and to be uniformly convex domains with boundaries, we prove that the singular set is -finite in the general case and finite if and are separated by a hyperplane.

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