http://stackoverflow.com/questions/32553207/values-missing-when-loaded-from-pandas-hdf5-file/32587108?noredirect=1#comment53034458_32587108 e.g. if I ``` df.to_hdf('foo.h5','df',encoding='utf-8') ``` then ``` pd.read_hdf('foo.h5','df') ``` should pick up the encoding for each table (unless the user overrides by passing in `encoding=...`