A numerical semigroup is a cofinite, additively-closed subset of the nonnegative integers that contains . In this paper, we initiate the study of atomic density, an asymptotic measure of the proportion of irreducible elements in a given ring or semigroup, for semigroup algebras. It is known that the atomic density of the polynomial ring is zero for any finite field ; we prove that the numerical semigroup algebra also has atomic density zero for any numerical semigroup~. We also examine the particular algebra in more detail, providing a bound on the rate of convergence of the atomic density as well as a counting formula for irreducible polynomials using M"{o}bius inversion, comparable to the formula for irreducible polynomials over a finite field .

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