Skip to content

Indexing via sel/loc fails on multiindex float coordinate #6802

Closed
@ThorstenGroh

Description

@ThorstenGroh

What happened?

When I generate a stacked multiindex coordinate dataset

ds = xr.Dataset(
    data_vars={"d": (["x", "y"], np.random.randn(2, 3))},
    coords={"x": [3, 4], "y": [0.5, 1.2, 2.0]},
)
ds2 = ds.stack({"z": ["x", "y"]})

indexing the unstacked version of the data ds with both an integer as well as a float value

ds.sel(x=3)
ds.sel(y=1.2)

works without a problem. But if I try to index the stacked version ds2

ds2.sel(x=3)
ds2.sel(y=1.2)

the integer indexing works, but the float indexing ds2.sel(y=1.2) fails with an InvalidIndexError.

The pandas version works without any problem:

df = ds2["d"].to_pandas()
df[:, 1.2]

The problems seems to lie in xarray.core.utils.py in the maybe_cast_to_coords_dtype function

def maybe_cast_to_coords_dtype(label, coords_dtype):
    if coords_dtype.kind == "f" and not isinstance(label, slice):
        label = np.asarray(label, dtype=coords_dtype)
    return label

that explicitly calls np.asarray on the coordinate label. This then later fails in pandas.core.indexes via the _check_indexing_error method, where it is checked that the label is a scalar, which it was before maybe_cast_to_coords_dtype converted it. Why does this conversion happen there at all?

What did you expect to happen?

Expecting ds2.sel(x=3) to return:

<xarray.Dataset>
Dimensions:  (x: 2)
Coordinates:
  * x        (x) int64 3 4
Data variables:
    d        (x) int64 1 4

Minimal Complete Verifiable Example

import xarray as xr
ds = xr.Dataset(
    data_vars={"d": (["x", "y"], [[0, 1, 2], [3, 4, 5]])},
    coords={"x": [3, 4], "y": [0.5, 1.2, 2.0]},
)
ds2 = ds.stack({"z": ["x", "y"]})
ds2.sel(y=1.2)

MVCE confirmation

  • Minimal example — the example is as focused as reasonably possible to demonstrate the underlying issue in xarray.
  • Complete example — the example is self-contained, including all data and the text of any traceback.
  • Verifiable example — the example copy & pastes into an IPython prompt or Binder notebook, returning the result.
  • New issue — a search of GitHub Issues suggests this is not a duplicate.

Relevant log output

Traceback (most recent call last):

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/base.py", line 3621, in get_loc
    return self._engine.get_loc(casted_key)

  File "pandas/_libs/index.pyx", line 136, in pandas._libs.index.IndexEngine.get_loc

  File "pandas/_libs/index.pyx", line 142, in pandas._libs.index.IndexEngine.get_loc

TypeError: '1.2' is an invalid key


During handling of the above exception, another exception occurred:

Traceback (most recent call last):

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/spyder_kernels/py3compat.py", line 356, in compat_exec
    exec(code, globals, locals)

  File "~/data_import.py", line 65, in <module>
    xr.Dataset(

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/xarray/core/dataset.py", line 2501, in sel
    pos_indexers, new_indexes = remap_label_indexers(

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/xarray/core/coordinates.py", line 421, in remap_label_indexers
    pos_indexers, new_indexes = indexing.remap_label_indexers(

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/xarray/core/indexing.py", line 121, in remap_label_indexers
    idxr, new_idx = index.query(labels, method=method, tolerance=tolerance)

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/xarray/core/indexes.py", line 353, in query
    indexer, new_index = self.index.get_loc_level(

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/multi.py", line 2972, in get_loc_level
    loc, mi = self._get_loc_level(key, level=level)

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/multi.py", line 3005, in _get_loc_level
    loc, new_index = self._get_loc_level(k, level=lev)

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/multi.py", line 3113, in _get_loc_level
    indexer = self._get_level_indexer(key, level=level)

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/multi.py", line 3222, in _get_level_indexer
    idx = self._get_loc_single_level_index(level_index, key)

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/multi.py", line 2802, in _get_loc_single_level_index
    return level_index.get_loc(key)

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/base.py", line 3628, in get_loc
    self._check_indexing_error(key)

  File "~/.miniconda3/envs/artiq/lib/python3.8/site-packages/pandas/core/indexes/base.py", line 5637, in _check_indexing_error
    raise InvalidIndexError(key)

InvalidIndexError: 1.2

Anything else we need to know?

No response

Environment

INSTALLED VERSIONS

commit: None
python: 3.8.13 | packaged by conda-forge | (default, Mar 25 2022, 06:04:10)
[GCC 10.3.0]
python-bits: 64
OS: Linux
OS-release: 5.17.5-76051705-generic
machine: x86_64
processor: x86_64
byteorder: little
LC_ALL: None
LANG: en_US.UTF-8
LOCALE: ('en_US', 'UTF-8')
libhdf5: 1.12.1
libnetcdf: 4.8.1

xarray: 2022.3.0
pandas: 1.4.3
numpy: 1.23.1
scipy: 1.8.1
netCDF4: 1.6.0
pydap: None
h5netcdf: 1.0.1
h5py: 3.7.0
Nio: None
zarr: 2.12.0
cftime: 1.6.1
nc_time_axis: None
PseudoNetCDF: None
rasterio: None
cfgrib: None
iris: None
bottleneck: None
dask: None
distributed: None
matplotlib: 3.5.2
cartopy: None
seaborn: None
numbagg: None
fsspec: None
cupy: None
pint: None
sparse: None
setuptools: 63.2.0
pip: 22.1.2
conda: None
pytest: None
IPython: 7.33.0
sphinx: 5.0.2
/home/thorsten/.miniconda3/envs/artiq/lib/python3.8/site-packages/_distutils_hack/init.py:33: UserWarning: Setuptools is replacing distutils.
warnings.warn("Setuptools is replacing distutils.")

Metadata

Metadata

Assignees

No one assigned

    Labels

    bugneeds triageIssue that has not been reviewed by xarray team member

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions