  Discrete signatures are invariants computed from time series that correspond
to the discretised version of the signature of paths. We study the algebraic
varieties arising from their images, the discrete signature variety. We
introduce them and compute their dimension in many cases. From the analysis of
a particular subclass of these varieties, we also derive a partial solution to
the Chen-Chow theorem in an algebraically closed setting.
