“…There are different approaches to "chemometrically" address data analysis, and in the context of this chapter, we refer to the dependence on the data-level. Data from comprehensive 2D chromatography separations can be analyzed, on the following three levels: pixel [24], peak table [25,26], or peak region [27,28] basis. While all of these three levels of data are utilized [29,30], the peak table-level and peak region-level approaches are firmly provided by the instrument manufacturers, and hence the analyst must apply such software in the commercially available state.…”