Actual values of statistical signatures are computed. The actual values of statistical signatures correspond to analytical elements of a sample dataset. The computed actual values are discretized by assigning bucket values to the computed actual values. An aggregate score based on the assigned bucket values are computed. The assigned bucket values correspond to the analytical elements. The analytical elements of the sample dataset are ranked, based on the computed aggregate score. Combination of analytical elements is identified, and cumulative rank is computed based on the individual ranks of the analytical elements in the combination. The combinations of analytical elements are automatically displayed in a user interface associated with automatic visual discoveries.