Interestingly, this video contains scenes from three Barney videos that had not been released when this video came out: Barney: Let's Go to the Beach! (2002), You Can Be Anything (2002), and Barney: Fun on Wheels (2002).
Unlike most of the videos in the second generation, the videos containing Barney's house were actually filmed at the Color Dynamics Studios in Allen, Texas, the same place that Seasons 1 - 4 were filmed.