We continue the Coxeter spectral study of finite connected loop-free edge-bipartite graphs Δ, with m+2≥3 vertices (a class of signed graphs), started in Simson (2013) [49], by means of the non-symmetric Gram matrix of Δ, its symmetric Gram matrix , the Gram quadratic form qΔ:Zm+2→Z, and the Coxeter spectrum speccΔ⊂C, i.e., the complex spectrum of the Coxeter matrix . In the present paper we study non-negative edge-bipartite graphs of corank two, in the sense that the symmetric Gram matrix GΔ∈Mm+2(Z) of Δ is positive semi-definite of rank m≥1. One of our aims is to get a complete classification of all connected corank-two loop-free edge-bipartite graphs Δ, with m+2≥3 vertices, up to the weak Gram Z-congruence 05c4899655b122390b5eb" title="Click to view the MathML source">Δ∼ZΔ′, where 05c4899655b122390b5eb" title="Click to view the MathML source">Δ∼ZΔ′ means that GΔ′=Btr⋅GΔ⋅B, for some B∈Mm+2(Z) such that detB=±1. By one-vertex extensions of the simply laced Euclidean diagrams , m≥1, , m≥4, , we construct a family of connected loop-free corank-two diagrams (called simply extended Euclidean diagrams) such that they classify all connected corank-two loop-free edge-bipartite graphs Δ, with m+2≥3 vertices, up to the weak Gram Z-congruence 05c4899655b122390b5eb" title="Click to view the MathML source">Δ∼ZΔ′. A structure of connected corank-two loop-free edge-bipartite graphs Δ is described. It is shown that every such Δ contains a connected positive edge-bipartite subgraph Δ′, that is Z-congruent with a simply laced Dynkin diagram DynΔ (called the Dynkin type of Δ) such that Δ is a two-point extension Δ′[[u,w]] of Δ′ along two roots u,w of the positive definite Gram form qΔ′:Zm→Z. This yields a combinatorial algorithm (Δ′,u,w)↦Δ′[[u,w]] allowing us to construct all connected corank-two loop-free edge-bipartite graphs Δ, with m+2≥3 vertices and c4012" title="Click to view the MathML source">D=DynΔ, from the triples (Δ′,u,w), where Δ′ is positive of the Dynkin type D , and u,w are roots of the positive definite Gram form qΔ′:Zm→Z.