— This paper is an investigation into the exploratory analyses of matched two-way tables and their biplot visualizations. In doing so, we revisit the singular value decomposition of real and complex matrices. It is shown how standard methods, initially derived for the analysis of square tables, extend to this more general setting. The modeling interpretation of these biplots is also elicited. (...