We present a quantitative analysis of the Boltzmann-Grad (low-density) limit of a hard sphere system. We introduce and study a set of functions (correlation errors) measuring the deviations in time from the statistical independence of particles (propagation of chaos). In the context of the BBGKY hierarchy, a correlation error of order measures the event where particles are connected by a chain of interactions preventing the factorization. We show that, provided , such an error flows to zero with the average density , for short times, as $\varepsilon^{\gamma k}\alpha,\gamma \in (0,1)$. This provides an information on the size of chaos, namely, different particles behave as dictated by the Boltzmann equation even when diverges as a negative power of . The result requires a rearrangement of Lanford perturbative series into a cumulant type expansion, and an analysis of many-recollision events.

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