A sequence on the torus is said to exhibit Poissonian pair correlation if the local gaps behave like the gaps of a Poisson random variable, i.e. We show that being close to Poissonian pair correlation for few values of is enough to deduce global regularity statements: if, for some~, a set of points satisfies then the discrepancy of the set satisfies $D_N \lesssim \delta^{1/3} + N^{-1/3}\delta^{-1/2}$. We also show that distribution properties are reflected in the global deviation from the Poissonian pair correlation where the lower is bound is conditioned on . The proofs use a connection between exponential sums, the heat kernel on and spatial localization. Exponential sum estimates are obtained as a byproduct. We also describe a connection to diaphony and several open problems.

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