Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Backport PR #24916 on branch 0.24.x (BUG-24212 fix regression in #24897) #24951

Merged
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
3 changes: 3 additions & 0 deletions doc/source/whatsnew/v0.24.1.rst
Original file line number Diff line number Diff line change
Expand Up @@ -63,6 +63,9 @@ Bug Fixes
-
-

**Reshaping**

- Bug in :func:`merge` when merging by index name would sometimes result in an incorrectly numbered index (:issue:`24212`)

**Other**

Expand Down
45 changes: 43 additions & 2 deletions pandas/core/reshape/merge.py
Original file line number Diff line number Diff line change
Expand Up @@ -757,13 +757,21 @@ def _get_join_info(self):

if self.right_index:
if len(self.left) > 0:
join_index = self.left.index.take(left_indexer)
join_index = self._create_join_index(self.left.index,
self.right.index,
left_indexer,
right_indexer,
how='right')
else:
join_index = self.right.index.take(right_indexer)
left_indexer = np.array([-1] * len(join_index))
elif self.left_index:
if len(self.right) > 0:
join_index = self.right.index.take(right_indexer)
join_index = self._create_join_index(self.right.index,
self.left.index,
right_indexer,
left_indexer,
how='left')
else:
join_index = self.left.index.take(left_indexer)
right_indexer = np.array([-1] * len(join_index))
Expand All @@ -774,6 +782,39 @@ def _get_join_info(self):
join_index = join_index.astype(object)
return join_index, left_indexer, right_indexer

def _create_join_index(self, index, other_index, indexer,
other_indexer, how='left'):
"""
Create a join index by rearranging one index to match another
Parameters
----------
index: Index being rearranged
other_index: Index used to supply values not found in index
indexer: how to rearrange index
how: replacement is only necessary if indexer based on other_index
Returns
-------
join_index
"""
join_index = index.take(indexer)
if (self.how in (how, 'outer') and
not isinstance(other_index, MultiIndex)):
# if final index requires values in other_index but not target
# index, indexer may hold missing (-1) values, causing Index.take
# to take the final value in target index
mask = indexer == -1
if np.any(mask):
# if values missing (-1) from target index,
# take from other_index instead
join_list = join_index.to_numpy()
other_list = other_index.take(other_indexer).to_numpy()
join_list[mask] = other_list[mask]
join_index = Index(join_list, dtype=join_index.dtype,
name=join_index.name)
return join_index

def _get_merge_keys(self):
"""
Note: has side effects (copy/delete key columns)
Expand Down
31 changes: 14 additions & 17 deletions pandas/tests/reshape/merge/test_merge.py
Original file line number Diff line number Diff line change
Expand Up @@ -939,25 +939,22 @@ def test_merge_two_empty_df_no_division_error(self):
with np.errstate(divide='raise'):
merge(a, a, on=('a', 'b'))

@pytest.mark.parametrize('how', ['left', 'outer'])
@pytest.mark.xfail(reason="GH-24897")
@pytest.mark.parametrize('how', ['right', 'outer'])
def test_merge_on_index_with_more_values(self, how):
# GH 24212
# pd.merge gets [-1, -1, 0, 1] as right_indexer, ensure that -1 is
# interpreted as a missing value instead of the last element
df1 = pd.DataFrame([[1, 2], [2, 4], [3, 6], [4, 8]],
columns=['a', 'b'])
df2 = pd.DataFrame([[3, 30], [4, 40]],
columns=['a', 'c'])
df1.set_index('a', drop=False, inplace=True)
df2.set_index('a', inplace=True)
result = pd.merge(df1, df2, left_index=True, right_on='a', how=how)
expected = pd.DataFrame([[1, 2, np.nan],
[2, 4, np.nan],
[3, 6, 30.0],
[4, 8, 40.0]],
columns=['a', 'b', 'c'])
expected.set_index('a', drop=False, inplace=True)
# pd.merge gets [0, 1, 2, -1, -1, -1] as left_indexer, ensure that
# -1 is interpreted as a missing value instead of the last element
df1 = pd.DataFrame({'a': [1, 2, 3], 'key': [0, 2, 2]})
df2 = pd.DataFrame({'b': [1, 2, 3, 4, 5]})
result = df1.merge(df2, left_on='key', right_index=True, how=how)
expected = pd.DataFrame([[1.0, 0, 1],
[2.0, 2, 3],
[3.0, 2, 3],
[np.nan, 1, 2],
[np.nan, 3, 4],
[np.nan, 4, 5]],
columns=['a', 'key', 'b'])
expected.set_index(Int64Index([0, 1, 2, 1, 3, 4]), inplace=True)
assert_frame_equal(result, expected)

def test_merge_right_index_right(self):
Expand Down