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We characterize uniform -rectifiability in Euclidean spaces in terms of a Carleson-type geometric lemma for a new notion of flatness coefficients, which we call -numbers. The characterization follows from an abstract statement about approximation by generalized planes in metric spaces, which also applies to the study of low-dimensional sets in Heisenberg groups. A key aspect is that the -coefficients are in general not pointwise comparable to the usual squared -numbers for dyadic cubes on -regular sets in , however our result implies that they are still equivalent in terms of a Carleson-type geometric lemma.

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