Data clustering and visualization with determined group number

This disclosure provides various techniques that may allow for clustering a set of data objects and creating a visualization of the clustered data... a plurality of groupings of the data objects may be determined in parallel. These groupings may be evaluated and a particular grouping selected based on the evaluating. Data useable to visualize the particular grouping may be generated.