Aspects of the subject matter described herein relate to data visualization. In aspects, a caller sends a request to draw a set of shapes that have a shape type common among the shapes. The request may be for a static drawing or 1 of N animation frames. If the device has a graphical processing unit (GPU) that is available, GPU code is generated for the GPU to draw the set of shapes. Otherwise, CPU code is generated to draw the set of shapes. The drawing code is tailored to the constant, data-mapped, and animated attribute values specified by the caller and omits conditional statements that test values that are computable prior to drawing the shapes.