Computer-implemented systems and methods for displaying multidimensional data as graphical time-based objects. A system and method could include associating actual calendar units with time dimension members. The association can be based on the time periods and the corresponding time-level information in the cube's time dimension hierarchies. Query results involving time periods and time period analysis are displayed as graph chart objects within the time period's visual presentation.