After the brush and belt housing is removed, the red wheel frame can be removed in a similar fashion.

The first photo is from the bottom just to show how the wheel frame is wrapped around the black motor housing.

Carefully but firmly pull outwards on one of the wheel frame ends to free it from the motor housing and then remove the whole red wheel frame.