We consider the asymptotic normalcy of families of random variables X which count the number of occupied sites in some large set. If 16000224&_mathId=si1.gif&_user=111111111&_pii=S0097316516000224&_rdoc=1&_issn=00973165&md5=cbc4b929d5d6cd420e67c84af5c7f994">16000224-si1.gif"> is the generating function associated to the random sets (i.e., there are 16000224&_mathId=si2.gif&_user=111111111&_pii=S0097316516000224&_rdoc=1&_issn=00973165&md5=2752b617fe18a03aacfd6a38b0fc26a5" title="Click to view the MathML source">pj choices of random sets with j occupied sites), we will consider the probability measures 16000224&_mathId=si3.gif&_user=111111111&_pii=S0097316516000224&_rdoc=1&_issn=00973165&md5=589cc7813f1cd9ca9a90a7faf3056f8f" title="Click to view the MathML source">Prob(X=m)=pmzm/P(z), for z real positive. We give sufficient criteria, involving the location of the zeros of 16000224&_mathId=si250.gif&_user=111111111&_pii=S0097316516000224&_rdoc=1&_issn=00973165&md5=d41aa953269b2589e41a33df4ef6b299" title="Click to view the MathML source">P(z), for these families to satisfy a central limit theorem (CLT) and even a local CLT (LCLT); the theorems hold in the sense of estimates valid for large N (we assume that 16000224&_mathId=si5.gif&_user=111111111&_pii=S0097316516000224&_rdoc=1&_issn=00973165&md5=71e248c2bf18b9e3f6c6815dae2254ea" title="Click to view the MathML source">Var(X) is large when N is). For example, if all the zeros lie in the closed left half plane then X is asymptotically normal, and when the zeros satisfy some additional conditions then X satisfies an LCLT. We apply these results to cases in which X counts the number of edges in the (random) set of “occupied” edges in a graph, with constraints on the number of occupied edges attached to a given vertex. Our results also apply to systems of interacting particles, with X counting the number of particles in a box Λ whose size 16000224&_mathId=si6.gif&_user=111111111&_pii=S0097316516000224&_rdoc=1&_issn=00973165&md5=0e557c7ebce5e640ef67de3772bbfb50" title="Click to view the MathML source">|Λ| approaches infinity; 16000224&_mathId=si250.gif&_user=111111111&_pii=S0097316516000224&_rdoc=1&_issn=00973165&md5=d41aa953269b2589e41a33df4ef6b299" title="Click to view the MathML source">P(z) is then the grand canonical partition function and its zeros are the Lee–Yang zeros.