Profitability and money propagation in communities of bank clients: A visual analytics approach

•We identify transactional communities for one of Latin America’s largest banks.•We build a structure of communities and then characterize its profitability.•Our visual analytics tool enables analysts to explore the structure of communities.•NetInt, a Java-based tool allows community detection and profitability calculations.