1. A computer implemented method to generate a visualization of parallel co-ordinates, comprising: based upon one or more categorical variables associated with parallel co-ordinates of a business scenario, a processor of the computer dividing the parallel co-ordinates into a plurality of segments, each segment including a pair of continuous variables represented as a pair of axes of the parallel co-ordinates; fragmenting the pairs of axes of the segments to generate one or more bi-variant bins including one or more continuous values corresponding to each fragment of the pair of axes; querying a backend database associated with the parallel co-ordinates to determine one or more aggregated tuples of continuous values between the bi-variant bin of the corresponding pair of axes; and generating a statistical visualization of the aggregated tuples between the bi-variant bins for the axes associated with the parallel co-ordinates on a computer generated user interface, the statistical visualization including a distribution of the tuples for the plurality of segments corresponding to the parallel co-ordinates.