Upgrade to pandas
The large upgrade from a dictionary based infrastructure of the Data objects to a pandas.DataFrame based infrastructure. This implies significant speedup in reading but also a load of redesigning and a more convenient interface. What is still missing at this point is a compatibility mode for backwards compatibility with old files.