Unlike the real line, space, in dimension d ? 2, is not canonically ordered. As a consequence, extending to multivariate context fundamental univariate statistical tools such as quantiles, signs, and ranks anything but obvious. Tentative definitions have been proposed literature do enjoy basic properties (e.g., distribution-freeness of ranks, their independence with respect order statistic, sig...