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Just leaving a drive-by PR, in the hope that it assists the bug report #62775. I probably won't have time to push this through 'properly'; I offer this with the hope that it helps communicate the problem and a potential solution.

A simple test case is that

pd.DataFrame.from_dict({'good': pd.Series(dict(a=1, b=2)), 'blank': pd.Series()}, orient='index').shape == (2, 2)
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The change looks good - can you add a test.

Looks like this breaks features like when there is a MultiIndex.

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