API: should creating a Series from a Series return a shallow copy? (share data, not attributes) · Issue #49523 · pandas-dev/pandas (original) (raw)
Currently, if you create a Series from another Series, you get a new object, but because it shares the manager, it also shares the index:
s = pd.Series([1, 2, 3]) s2 = pd.Series(s) s2._mgr is s._mgr True
changing the index of one also updates the other
s2.index = ["a", "b", "c"] s a 1 b 2 c 3 dtype: int64
Is this the desired / expected behaviour?
When doing an explicit shallow copy, this doesn't happen:
s = pd.Series([1, 2, 3]) s2 = s.copy(deep=False) s2._mgr is s._mgr False
s2.index = ["a", "b", "c"] s 0 1 1 2 2 3 dtype: int64
In both cases, changing an element of either Series updates the other (eg s[0] = 10
), which is currently expected with a Series(.., copy=False) / shallow copy. But so it is not about sharing values, but whether it should also share the underlying manager (with the result that changing attributes of that manager (the axes), also updates the other)
(running with current main, which is '2.0.0.dev0+566.g57d8d3a7cc')