I describe a process for creating small bubble clusters and an image processing script for recognizing them. Bubbles are created by flowing nitrogen through submerged needles and driven forward by a fan to an imaging area. Clusters are recognized by identifying contact points between bubbles in a cluster, representing the cluster as a contact graph, and checking for isomorphism with graphs of known configurations. Frequency distributions of clusters identified by this method are shown.