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Reproducible Example
import pandas as pd
class Example(pd.Series):
@property
def _constructor(self):
def _new(*args, **kwargs):
if self.name == 'test':
return pd.Series(*args, **kwargs)
return Example(*args, **kwargs)
return _new
Example({'A': 1, 'B': 2, 'C': 3})
Issue Description
The constructor of a Series is expected to return a callable that in turn returns a Series or subclass of a Series. When a Series is initialized from a dictionary specifically (and only then), internally a call to ._constructor
is made before __init__
has finished. This results in the following unexpected behaviour:
Traceback (most recent call last):
File "C:\Dateien\Code\Formula1\Fast-F1\exp2.py", line 15, in <module>
Example({'A': 1, 'B': 2, 'C': 3})
File "C:\Dateien\Code\Formula1\Fast-F1\venv\lib\site-packages\pandas\core\series.py", line 472, in __init__
data, index = self._init_dict(data, index, dtype)
File "C:\Dateien\Code\Formula1\Fast-F1\venv\lib\site-packages\pandas\core\series.py", line 566, in _init_dict
s = self._constructor(
File "C:\Dateien\Code\Formula1\Fast-F1\exp2.py", line 8, in _new
if self.name == 'test':
File "C:\Dateien\Code\Formula1\Fast-F1\venv\lib\site-packages\pandas\core\generic.py", line 5989, in __getattr__
return object.__getattribute__(self, name)
File "C:\Dateien\Code\Formula1\Fast-F1\venv\lib\site-packages\pandas\core\series.py", line 674, in name
return self._name
File "C:\Dateien\Code\Formula1\Fast-F1\venv\lib\site-packages\pandas\core\generic.py", line 5989, in __getattr__
return object.__getattribute__(self, name)
AttributeError: 'Example' object has no attribute '_name'
self.name
is undefined because instantiation of the object hasn't finished. Similarly, many other attributes and methods of self are unavailable because __init__
hasn't finished. In my opinion, ._constructor
should not be used from within __init__
to prevent this.
This problem does only concern Series, not DataFrames. It was introduced by 60013a26 in series.py/_init_dict and is new in 2.0.0.
Expected Behavior
In my opinion, ._constructor
is an instance method (or rather a property) that is intended to be overridden by subclasses of Series. It should therefore behave like an instance method at all times. But feel free to disagree with me on this point.
Installed Versions
Comment From: mroeschke
Noting that we are considering deprecating _constructor
returning a callable xref https://github.com/pandas-dev/pandas/issues/51772 https://github.com/pandas-dev/pandas/pull/52420 cc @jbrockmendel
Comment From: jorisvandenbossche
@theOehrly thanks for the report! This is actually a regression compared to 1.5, so labeled it as such. Will try to fix for 2.0.1
Comment From: jorisvandenbossche
-> fix at https://github.com/pandas-dev/pandas/pull/52516