The process of creating a visualization is a very complex exploration activity and, even for skilled users, it can be difficult to produce an effective visualization. Since the result of such a process depends on the user's decisions along it, one way to improve the probability of achieving a useful outcome is to assist the user in the configuration and preparation of the visualization. Our proposal consists in live suggestions on how to improve the visualization. These live suggestions are based on the user decisions, and are achieved by the integration of semantic reasoning into the visualization process. In this paper, we present a case study for scatterplots visualization that combines ontologies with a semantic reasoner and helps the user in the generation of an effective visualization.Keywords: ontology, scatterplot, semantic-based visualization, semantic reasoner, visualization quality prediction binación de ontologías con un razonador semántico, para logar una visualización efectiva.Palabras claves: ontología, predicción de calidad, razonador semántico, scatterplot, visualizaciones basadas en semántica -ORIGINAL ARTICLE -