Thanks Julian for the quick reply.
I think I saw the dataset at the last JMP Discovery conference. It is in the old support.sas.com/demodownloads. Submitted by Charles Pirrello with the title Home Price Data with Clusters 10/28/2013.
You showed a great example of Clustering, but the clustering that I was after was on the time series data. So if you took the dataset that you had and tried to cluster on say the expenditures over time. What states have similar time series trend for expenditures?
Vince