What is the meaning of spherical dataset?
In this case, a picture is a worth a thousand words. They literally mean data whose distribution on X,Y is roughly a sphere. Different clustering algorithms work better on different distributions. For example, K means does poorly on the arrangement in the first two rows but OK on the last row.