Unlike most other Barney stage shows, this show was not intended to go on tour. In fact, it never did, mainly because many of the sets couldn't be transported (Radio City Music Hall is much larger than most theaters and arenas).
"I Love You" wasn't sung due to a lawsuit over the song at the time. It wasn't sung in Bedtime with Barney: Imagination Island (1994) for the exact same reason.
This is the second stage show to star Barney the Dinosaur. (The first was Barney in Concert (1991) at the Dallas Majestic Theater.)
David Voss (The Winkster) was also the body performer for Barney in most of the Barney & the Backyard Gang videos.
In the performance shown on the video, Tosha (Hope Cervantes) had her hair up, but during rehearsals, she would have her hair down.