In this paper, we develop data-driven closure/correction terms to increase the pressure and velocity accuracy of reduced order models (ROMs) for fluid flows. Specifically, propose first pressure-based variational multiscale ROM, in which use available data construct both momentum equation continuity equation. Our numerical investigation two-dimensional flow past a circular cylinder at Re=50,000...