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Showing content from https://github.com/pandas-dev/pandas/issues/3562 below:

df.from_records should be consistent in handling empty `data` arg · Issue #3562 · pandas-dev/pandas · GitHub

DataFrame.from_records([], columns=['a','b','c'])

Empty DataFrame
Columns: [a, b, c]
Index: []

vs.

DataFrame.from_records([], columns=['a','b','b'])

AssertionError: Number of manager items must equal union of block items

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