Model Independent Analysis (MIA) has previously employed statistical methods to reveal sub-resolution correlated modes present in pulse-by-pulse beam-position-monitor (BPM) measurements at the SLAC linac [1]. This paper describes an extension of MIA to verify local linear and nonlinear properties of linac and storage ring lattices. Measurements and analysis of the LER ring at PEP-II are presented as an example.