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Dani and Mainkar introduced a method for constructing a 2-step nilpotent Lie algebra from a simple directed graph in 2005. There is a natural inner product on arising from the construction. We study geometric properties of the associated simply connected 2-step nilpotent Lie group with Lie algebra . We classify singularity properties of the Lie algebra in terms of the graph . A comprehensive description is given of graphs which give rise to Heisenberg-like Lie algebras. Conditions are given on the graph and on a lattice for which the quotient , a compact nilmanifold, has a dense set of smoothly closed geodesics.

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