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We study magnetic Schr"odinger operators on graphs. We extend the notion of sparseness of graphs by including a magnetic quantity called the frustration index. This notion of magnetic sparse turn out to be equivalent to the fact that the form domain is an space. As a consequence, we get criteria of discreteness for the spectrum and eigenvalue asymptotics.

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