Hi Ned, Thanks. Wouldn't I have to first create a function to pull out the 'dictdict' from the data? I assume 'dictdict' refers to the 'brucelee' named tuple in the example. That's where I was getting stuck-trying to pull out the named tuples from the dict and operate on it. Thanks, Virendra