P1 is a woman with short orange hair, a purple feather in her head. She is wearing an orange glove on her left hand, some accessories, a pink Charleston dress, and a pair of melon shoes.
P2 is a man with a dark orange and purple hat. He is wearing a purple shirt, a pair of pink suspenders, a striped pink tie, a pair of melon pants and a pair of white and purple shoes.
Both coaches styles remain the same from their original game counterparts (Just Dance 2) in its remake. However, they both had a HD remake. Their faces remain hidden and are lighter in tone. They also have a glowing white outline instead of a glowing purple one.
The background is on a stage with a shiny floor and light reflectors on it to bring more of a Charleston feel. The background in its remake remains the same, just like the coaches in this song.
The number of Gold Moves varies in the versions; in Just Dance 2 there are 4 Gold Moves for each dancer, in Just Dance 3 there is are 5 Gold Moves for each dancer, and in the remake, there are 2 Gold Moves for each dancer.
Just Dance 2
Gold Moves 1 and 3 (P1): Open your hands quickly. Gold Moves 2 and 4 (P1): Open your hands quickly in the opposite direction. Gold Move 1 (P2): Point to the right. Gold Move 2 and 3 (P2): Point to the left. Gold Move 4 (P2): Stand with your arms down and somewhat a little back.
Gold Moves 1 and 3 (P1)
Gold Moves 2 and 4 (P1)
Gold Move 1 and 3 (P2)
Gold Move 2 (P2)
Gold Move 4 (P2)
Just Dance 3
Gold Moves 1 and 4:
P1: Open your hands quickly.
P2: Point at P1 with the right arm above your head.
Gold Move 2:
P1: Open your arms to P2.
P2: Point at the right.
Gold Moves 3 and 5:
P1: Open your arms to P2.
P2: Point at the left.
Gold Moves 1 and 4
Gold Move 2
Gold Moves 3 and 5
Gold Moves 1 and 2 (P1): Open your hands quickly. Gold Move 1 (P2): Point at the right. Gold Move 2 (P2): Point at the left.
If you look closely, you can notice the girl's dress is very glitchy and doesn't have a persistent color: in fact it makes little flashes and sometimes it looks magenta and red with fading effect but other times it looks completely magenta.
In the preview gameplay of Just Dance 2, P1's pictograms have blue arrows that should be used for P2's pictograms.
P2's avatar looks heavily different from the coach: its fedora is red and blue instead of brown and purple, and it wears a red bandana instead of a tie.
Due to this, the avatar was believed to be for P2 of Wild Wild West for a very long time.
In the square from Just Dance 2, the coaches' positions are mirrored.
The name of the song may be a word pun and reference to Bugsy Malone, a 1976 British musical gangster film (notable for featuring only child actors) which was set in the early 1920s Chicago.