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Enormous size and dimensionality of astronomical data pose a challenge in exploration, analyzing and understanding them. New tools are needed that can not only handle large size (million data points) but also high dimensionality (dozens of parameters). To maintain applicability these tools have to be scalable. 1. High Dimensional Data Visualization Methods •Scatter Plot Matrix shows the pairwise relationship of a set of vari-ables in matrix format. l