As I stated in the original post, "The actual data structure is much larger than it appears below but the following code is sufficient to describe the issue." The keys of the top level hash are our actual customer names which I did not feel should be listed in this forum. The second level hash actually contains 17 different keys and the array has 32 elements. I do apreciate your input though.