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Implement sort=True for Index setops #25151

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TomAugspurger opened this issue Feb 4, 2019 · 6 comments · Fixed by #51346
Closed

Implement sort=True for Index setops #25151

TomAugspurger opened this issue Feb 4, 2019 · 6 comments · Fixed by #51346
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API - Consistency Internal Consistency of API/Behavior Enhancement Index Related to the Index class or subclasses setops union, intersection, difference, symmetric_difference

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@TomAugspurger
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TomAugspurger commented Feb 4, 2019

#25063 made the 0.24.x sort=True behavior be enabled by sort=None. This allows us to use sort=True to mean "always sort".

So rather than raising

In [1]: import pandas as pd

In [2]: idx = pd.Index([1, 0])

In [3]: idx.union(idx, sort=True)
---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-3-92d6bafc02d6> in <module>
----> 1 idx.union(idx, sort=True)

~/sandbox/pandas/pandas/core/indexes/base.py in union(self, other, sort)
   2319         Index(['a', 'b', 'c', 'd', 1, 2, 3, 4], dtype='object')
   2320         """
-> 2321         self._validate_sort_keyword(sort)
   2322         self._assert_can_do_setop(other)
   2323

~/sandbox/pandas/pandas/core/indexes/base.py in _validate_sort_keyword(self, sort)
   2263         if sort not in [None, False]:
   2264             raise ValueError(
-> 2265                 "The 'sort' keyword only takes the values of "
   2266                 f"None or False; {sort} was passed."
   2267             )

ValueError: The 'sort' keyword only takes the values of None or False; True was passed.

We would instead return

Int64Index([0, 1], dtype='int64')

This is a (hopefully) exhaustive list of special cases not sorted when sort=None.

  • union:
    • equal
    • length-0
    • incomparable
  • intersection
    • equal
    • incomparable
  • difference
    • incomparable
  • symmetric_difference
    • incomparable
@TomAugspurger TomAugspurger added API Design Index Related to the Index class or subclasses labels Feb 4, 2019
@TomAugspurger TomAugspurger added this to the 0.25.0 milestone Feb 4, 2019
@jorisvandenbossche jorisvandenbossche modified the milestones: 0.25.0, 1.0 Jun 30, 2019
@TomAugspurger
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@jorisvandenbossche OK with moving off the 1.0 milestone?

@TomAugspurger
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Pushing off 1.0.

@TomAugspurger TomAugspurger modified the milestones: 1.0, Contributions Welcome Dec 30, 2019
@jbrockmendel jbrockmendel added the API - Consistency Internal Consistency of API/Behavior label Sep 22, 2020
@mroeschke mroeschke added setops union, intersection, difference, symmetric_difference and removed API Design labels Jun 26, 2021
@jbrockmendel
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@TomAugspurger @jorisvandenbossche @jreback this issue was on the agenda for today's call but no one present knew what the reasoning was for having sort=None instead of sort=True in the first place. There are a bunch of comments in the tests to the effect of "# TODO: decide what sort=True means"

IIUC sort=True will differ from sort=None only in the handful of cases that currently go through a fastpath and avoid sorting like the [1, 0] example in the OP?

@mroeschke
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This is a psudo-blocker for #48553 as there are some test warnings involving join that hardcode sort, and passing through sort with how="outer"/"inner" hits Index.union/intersection which is not implemented when sort=True

pandas/tests/indexes/multi/test_missing.py::test_nan_stays_float
  /home/runner/work/pandas/pandas/pandas/tests/indexes/multi/test_missing.py:92: RuntimeWarning: The values in the array are unorderable. Pass `sort=False` to suppress this warning.
    idxm = idx0.join(idx1, how="outer")

pandas/tests/indexes/multi/test_missing.py::test_nan_stays_float
  /home/runner/work/pandas/pandas/pandas/tests/indexes/multi/test_missing.py:99: RuntimeWarning: The values in the array are unorderable. Pass `sort=False` to suppress this warning.
    dfm = df0 - df1

@jorisvandenbossche
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That's maybe rather a bug in the MultiIndex non-sort case? Because the warning says to pass sort=False to suppress this warning, but doing that doesn't actually solve it:

In [5]: idx0 = MultiIndex(levels=[["A", "B"], []], codes=[[1, 0], [-1, -1]], names=[0, 1])
   ...: idx1 = MultiIndex(levels=[["C"], ["D"]], codes=[[0], [0]], names=[0, 1])
   ...: idxm = idx0.join(idx1, how="outer")
<ipython-input-5-1d74c2084c24>:3: RuntimeWarning: The values in the array are unorderable. Pass `sort=False` to suppress this warning.
  idxm = idx0.join(idx1, how="outer")

In [6]: idxm = idx0.join(idx1, how="outer", sort=False)
<ipython-input-6-f0c3e74a3a0c>:3: RuntimeWarning: The values in the array are unorderable. Pass `sort=False` to suppress this warning.
  idxm = idx0.join(idx1, how="outer", sort=False)

@jorisvandenbossche
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no one present knew what the reasoning was for having sort=None instead of sort=True in the first place

The top post has a list of cases where the current default behaviour (sort=None) does not actually sort (and thus could potentially differ from a sort=True).
As a small example:

>>> idx1 = pd.Index(['c', 'b', 'a'])
>>> idx2 = pd.Index(['a', 'c', 'b'])

>>> idx1.union(idx2, sort=None)
Index(['a', 'b', 'c'], dtype='object')  # <-- sorted
>>> idx1.union(idx2, sort=False)
Index(['c', 'b', 'a'], dtype='object')

>>> idx1.union(idx1.copy(), sort=None)
Index(['c', 'b', 'a'], dtype='object')  # <-- not sorted
>>> idx1.union(idx1.copy(), sort=False)
Index(['c', 'b', 'a'], dtype='object')

So depending on the values, the default sort=None does sort or does not sort. That's already a good reason to not call this behaviour sort=True.

So we originally used sort=None as the default when adding this sort keyword to the Index setops methods, to allow adding sort=True in the future (but this part never happened in practice, I think).
In addition, at the time we also were thinking that we should actually move to sort=False as the default (Index.intersection already has this default).

@mroeschke mroeschke removed this from the Contributions Welcome milestone Oct 13, 2022
galipremsagar added a commit to rapidsai/cudf that referenced this issue Jun 3, 2023
…ntersection` (#13497)

This PR enables `sort=True` for `union`, `difference`, and `intersection` APIs in `Index`. 

This also fixes 1 pytest failure and adds 77 pytests:
On `Index_sort_2.0`:
```
= 230 failed, 95836 passed, 2045 skipped, 768 xfailed, 308 xpassed in 438.88s (0:07:18) =
```
On `pandas_2.0_feature_branch`:
```
= 231 failed, 95767 passed, 2045 skipped, 764 xfailed, 300 xpassed in 432.59s (0:07:12) =
```

xref: pandas-dev/pandas#25151
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