Clustering non-numeric -- or categorial -- data is surprisingly difficult, but it's explained here by resident data scientist Dr. James McCaffrey of Microsoft Research, who provides all the code you ...

The screenshot in Figure 2 shows a demo C# program that uses the k-means algorithm to cluster the data. [Click on image for larger view.] Figure 1. Raw Data to Cluster [Click on image for larger view.