$3.$ K$-$means $[12$ points$]$

In the following plots of k$-$means clusters, circles with different colors represent points

in different clusters, and stars represent cluster centers. For each plot, describe the

problem with the data or algorithm, and propose a solution to find a more appropriate

clustering.