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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=...
encoding=...