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Let be a sequence of simple graphs. Suppose has edges and each vertex of is colored independently and uniformly at random with colors. Recently, Bhattacharya, Diaconis and Mukherjee (2013) proved universal limit theorems for the number of monochromatic edges in . Their proof was by the method of moments, and therefore was not able to produce rates of convergence. By a non-trivial application of Stein’s method, we prove that there exists a universal error bound for their central limit theorem. The error bound depends only on and , regardless of the graph structure.

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