Embodiments of the invention relate to detecting and describing visible features of a data set. A cluster in a data space is detected. A characteristic associated with the cluster is identified by analysis of the cluster based on geometrical attributes. The analysis includes identification of a shape of the cluster. The identified characteristic is converted into a characterization of the cluster. A visualization is produced based on the characterization.