Clustering Analysis on Nested Data

Question

Now I analyze census data in R. The data structure is nested like this:

City, Block, x1, x2...
A, a1, x1_A, x2_a1,
A, a2, X1_A, x2_a2,
A, a3, X1_A, x2_a3,
B,