A distinguishing coloring of a simple Graph $G$ is a vertex coloring of $G$ which is preserved only by the identity automorphism of $G$. In other words, this coloring ``breaks'' all symmetries of $G$. The distinguishing number $D(G)$ of a Graph $G$ is defined to be the smallest number of colors in a distinguishing coloring of $G$. This concept of “symmetry breaking” was first proposed by Babai in 1977 and after the publication of a seminal paper by Albertson in 1996, it attracted the attention of many mathematicians. In this paper, along with studying some relations between $D(G)$ and some other important Graph parameters, we introduce the concept of a $(D,\alpha)$-ordinary Graph which displays the comparison between $D(G)$ and the Independence number $\alpha(G)$. Then we consider the classification of $(D,\alpha)$-ordinary Graphs in various families of Graphs such as forests, cycles, generalized Johnson Graphs, Cartesian products of Graphs and line Graphs of connected claw-free Graphs. We also propose some conjectures and discuss about some future research directions in this topic.