The eccentricity matrix \(\epsilon (G),\) of a connected graph G is obtained by retaining the maximum distance from each row and column of the distance matrix of G, and the other entries are assigned with 0. In this paper, we discuss the eccentricity spectrum of the subdivision vertex (edge) join of regular graphs. Also, we obtain new families of graphs having irreducible or reducible eccentricity matrix. Furthermore, we use these results to construct infinitely many \(\epsilon \) -cospectral graph pairs as well as infinitely many pairs and triplets of non \(\epsilon \) -cospectral \(\epsilon \) -equienergetic graphs. Moreover, we present some new family of \(\epsilon \) -integral graphs.