1. A computer implemented method to generate a visualization of parallel coordinates, comprising: based upon one or more categorical variables associated with parallel co-ordinates of a business scenario, a processor of a 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 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, the aggregated tuples are determined by: determining a count of tuples corresponding to each bi-variant bin by aggregating corresponding number of continuous values; determining an aggregation of continuous values corresponding to each bi-variant bin by aggregating the corresponding continuous values; and storing the count of continuous values and the aggregation of continuous values as aggregated tuples; 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.