A system and method for generating interactive visualizations of clinical relationships is provided. The method includes determining what entities have had some clinical contact with an entity of interest and collecting data regarding each entity and each entity's contacts with the entity of interest. The collected data can be filtered to remove unwanted entities and properties. Algorithms are applied to generate clinical relevance scores, which represent the relationship between the entities and the entity of interest. In addition, each entity is assigned components that allow for some executable behavior when an entity is selected in a display. Finally, the appropriate visualization is selected and a display of the relationships is generated.