Out of core groupby example added

That requires slight modifications on the `blaze.blz.btable` object so that columns can have different lengths, but in the future perhaps a new object should be created instead (something like `blaze.blz.vltable`).

The new script in samples/ only deals with an in-memory CSV, but the algorithm should work for arbitrarily large CSV files on-disk.