1. A multivariate digital separation and display system for generating visible pictures from an original hyperspace data set by reducing said hyperspace data set to a two-dimensional and/or three-dimensional rendering, said system comprising: an input device for receiving said hyperspace data set with multiple classes (m-classes); a computer processor for receiving said hyperspace data set from said input device and maximizing a separation between said classes and projecting said classes into a pairs-hyperspace that can be visualized; and a 2D and/or 3D output device for producing a representation of said pairs-hyperspace that can be visualized, wherein said computer processor is configured to performs the steps of: (a) constructing a pairs-matrix from said original hyperspace data set comprised of points of multiple classes in hyperspace; (b) evaluating a percent degree of separation for each available variable of each pair of classes in said original hyperspace data set; (c) sorting said variables based on their degree of separation from a maximum to a minimum for each pair of classes; (d) calculating a maximum degree of separation of each pair of classes by combining only contributing variables, wherein combining said contributing variables will increase the degree of separation beyond the maximum for any variable in step (c), wherein data from step (d) may be transmitted to a 2D output device for visual presentation of pairs-hyperspace data, and; (e) when generating a 3D rendering performing the step of transforming said hyperspace data set of n-dimension and m-classes to a pairs-dimension using the calculated maximum degree of separation determined in step (d), and transmitting data from step (e) to a 3D output device for 3D graphical presentation of data points in 3D space for any of three classes of interest, and; wherein said 2D output device and/or said 3D output device generates visible pictures from said original hyperspace data set.