The attributes of a rectangle include having four right angles, two pairs of parallel lines, and opposite sides that are congruent. This video provides examples and explains why certain shapes do or do not belong in the Rectangle Room at the Polygon Factory. By understanding these attributes, viewers can easily identify rectangles in various contexts.