df
df.to_hdf('test.h5', 'df', mode='w', format='table')
pd.read_hdf('test.h5', 'df', where='date=20140722')
pd.read_hdf('test.h5', 'df', where='symbol="a"')
Python (pandas): store a data frame in hdf5 with a multi index