It may seem that the quality is not satisfactory for bigger numbers of cluster. That is due to the fact that the data has 17 dimensions and for the purpouse of plotting it is [PCA](https://en.wikipedia.org/wiki/Principal_component_analysis)'ed into just 2 dimensions.