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In the context of a weighted graph with vertex set and bounded vertex degree, we give a sufficient condition for the essential self-adjointness of the operator , where is the magnetic Laplacian and is a function satisfying $W(x)\geq -q(x)x\in Vq\colon V\to [1,\infty)$. The condition is expressed in terms of completeness of a metric that depends on and the weights of the graph. The main result is a discrete analogue of the results of I. Oleinik and M. A. Shubin in the setting of non-compact Riemannian manifolds.

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