The dancer is a woman. She has blue hair in a ponytail, a silver leather jacket, a pink shirt, navy blue jeans, and black boots. During the bridge, her hair turns black, and jacket and boots become pink. Her jacket and boots constantly change between pink and indigo when a certain move is performed during the bridge.
The background is a train station. It has shades of gray with colored trains passing in the background during verses, and pink clouds with colors to the platform and the sign during each chorus.
There are 4 Gold Moves in this routine. Gold Moves 1 and 2: Open your arms. The second one has a slight crouch to it. Gold Move 3: Point with your right arm to the sky with your left arm down. Gold Move 4: Open your arms and quickly bring them back to you. This is the final move of the routine.
The song's preview from the dash.justdancenow.com link is more HD than other routines.
In the square for Just Dance 2014 and later games, there are two noticeable things; the clock for pole that holds the "4" sign is absent and a sign that says "JUST DANCE 4" is present, and the bench is also absent. Additionally, it can be seen that the pole was moved to the left side of the background, while in the routine, the pole is present in the right side of the background. None of those elements appear in the actual routine.
On Just Dance 2017, Part Of Me turns up as a search result for the term "Cool (Male)".
This is the first routine to have a train theme, followed by the Subway version of Chantaje and John Wayne.