Given a finite permutation group G with domain \(\Omega \) , we associate two subsets of natural numbers to G, namely \({\mathcal {I}}(G,\Omega )\) and \({\mathcal {M}}(G,\Omega )\) , which are the sets of cardinalities of all the irredundant and minimal bases of G, respectively. We prove that \({\mathcal {I}}(G,\Omega )\) is an interval of natural numbers, whereas \({\mathcal {M}}(G,\Omega )\) may not necessarily form an interval. Moreover, for a given subset of natural numbers \(X \subseteq {\mathbb {N}}\) , we provide some conditions on X that ensure the existence of both intransitive and transitive groups G such that \({\mathcal {I}}(G,\Omega ) = X\) and \({\mathcal {M}}(G,\Omega ) = X\) .