We applied our data analysis method to the results obtained from a 3D plant vibration simulator with which the behavior of a nuclear plant in an earthquake larger than the design anticipated is simulated. As a result, we succeeded in the automatic extraction and visualization of candidate data for evaluation by sensing changes of physical quantities such as stress distribution, and thus identified the regions of potential damage.