1. A system for analyzing turbomachinery comprising: an intelligent turbomachinery tracking filter (ITTF) system configured to determine one or more performance shifts for one or more components of a turbomachinery based on a plurality of the turbomachinery parameters; and a root cause analyzer configured to determine a root cause of a turbomachinery performance based on the one or more performance shifts, wherein the one or more performance shifts comprise trended data.