How to capture rich output of e.g. pandas.DataFrame using %%capture?

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Jul 12, 2016, 1:14:10 PM7/12/16

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The following snippet still displays the dataframe, and foo.outputs is empty:

import pandas as pd

%%capture foo

pd.DataFrame([1, 2])

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