1459974582-233670ee-dc33-457f-a97d-dc08dde2c3ee

Disclosed herein is a computer implemented method and system for grouping spend items in a list of said spend items, and for detecting outliers. Conductor through holes extend through the backplane in rows and columns for conductors to project through the backplane in orthogonal arrays. Next forming step forms a plate-like-shaped thin film member including light reflecting means.