Specify this option to create a column in the output data set containing one observation from each cluster. The observation selected is the one with the smallest distance to the cluster mean . This option guarantees that original variables are still used for prediction.
Select either Automated K Means or Automated Radius K Means as the Clustering Method to enable the Replace Cluster Means with Representative Observations check box.