• Files Changed
• Browse Source

• Files Changed
• Browse Source

Automatic submission by obs-autosubmit

• Files Changed
• Browse Source

- update to version 0.17.0:
 - This release brings a few important performance improvements, a wide range of:
 - usability upgrades, lots of bug fixes, and some new features. These include:
 - better ``cftime`` support, a new quiver plot, better ``unstack`` performance,:
 - more efficient memory use in rolling operations, and some python packaging:
 - improvements. We also have a few documentation improvements (and more planned!).:
 - Many thanks to the 36 contributors to this release: Alessandro Amici, Anderson:
 - Banihirwe, Aureliana Barghini, Ayrton Bourn, Benjamin Bean, Blair Bonnett, Chun:
 - Ho Chow, DWesl, Daniel Mesejo-León, Deepak Cherian, Eric Keenan, Illviljan, Jens:
 - Hedegaard Nielsen, Jody Klymak, Julien Seguinot, Julius Busecke, Kai Mühlbauer,:
 - Leif Denby, Martin Durant, Mathias Hauser, Maximilian Roos, Michael Mann, Ray:
 - Bell, RichardScottOZ, Spencer Clark, Tim Gates, Tom Nicholas, Yunus Sevinchan,:
 - alexamici, aurghs, crusaderky, dcherian, ghislainp, keewis, rhkleijn:
 - Breaking changes:
  - xarray no longer supports python 3.6
    The minimum version policy was changed to also apply to projects with irregular
    releases. As a result, the minimum versions of some dependencies have changed:
    ============ ====== ====
    Package      Old    New
    ============ ====== ====
    Python       3.6    3.7
    setuptools   38.4   40.4
    numpy        1.15   1.17
    pandas       0.25   1.0
    dask         2.9    2.11
    distributed  2.9    2.11
    bottleneck   1.2    1.3
    h5netcdf     0.7    0.8
    iris         2.2    2.4
    netcdf4      1.4    1.5
    pseudonetcdf 3.0    3.1
    rasterio     1.0    1.1
    scipy        1.3    1.4
    seaborn      0.9    0.10
    zarr         2.3    2.4
    ============ ====== ====
    (:issue:`4688`, :pull:`4720`, :pull:`4907`, :pull:`4942`)
  - As a result of :pull:`4684` the default units encoding for
    datetime-like values (``np.datetime64[ns]`` or ``cftime.datetime``) will now
    always be set such that ``int64`` values can be used.  In the past, no units
    finer than "seconds" were chosen, which would sometimes mean that ``float64``
    values were required, which would lead to inaccurate I/O round-trips.
  - Variables referred to in attributes like ``bounds`` and ``grid_mapping``
    can be set as coordinate variables. These attributes are moved to
    :py:attr:`DataArray.encoding` from :py:attr:`DataArray.attrs`. This behaviour
    is controlled by the ``decode_coords`` kwarg to :py:func:`open_dataset` and
    :py:func:`open_mfdataset`.  The full list of decoded attributes is in
    :ref:`weather-climate` (:pull:`2844`, :issue:`3689`)
  - As a result of :pull:`4911` the output from calling :py:meth:`DataArray.sum`
    or :py:meth:`DataArray.prod` on an integer array with ``skipna=True`` and a
    non-None value for ``min_count`` will now be a float array rather than an
    integer array.
 - Deprecations:
  - ``dim`` argument to :py:meth:`DataArray.integrate` is being deprecated in
    favour of a ``coord`` argument, for consistency with :py:meth:`Dataset.integrate`.
    For now using ``dim`` issues a ``FutureWarning``. It will be removed in
    version 0.19.0 (:pull:`3993`).
    By `Tom Nicholas <https://github.com/TomNicholas>`_.
  - Deprecated ``autoclose`` kwargs from :py:func:`open_dataset` are removed (:pull:`4725`).
    By `Aureliana Barghini <https://github.com/aurghs>`_.
  - the return value of :py:meth:`Dataset.update` is being deprecated to make it work more
    like :py:meth:`dict.update`. It will be removed in version 0.19.0 (:pull:`4932`).
    By `Justus Magin <https://github.com/keewis>`_.
 - New Features:
  - :py:meth:`~xarray.cftime_range` and :py:meth:`DataArray.resample` now support
    millisecond (``"L"`` or ``"ms"``) and microsecond (``"U"`` or ``"us"``) frequencies
    for ``cftime.datetime`` coordinates (:issue:`4097`, :pull:`4758`).
    By `Spencer Clark <https://github.com/spencerkclark>`_.
  - Significantly higher ``unstack`` performance on numpy-backed arrays which
    contain missing values; 8x faster than previous versions in our benchmark, and
    now 2x faster than pandas (:pull:`4746`).
    By `Maximilian Roos <https://github.com/max-sixty>`_.
  - Add :py:meth:`Dataset.plot.quiver` for quiver plots with :py:class:`Dataset` variables.
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - Add ``"drop_conflicts"`` to the strategies supported by the ``combine_attrs`` kwarg
    (:issue:`4749`, :pull:`4827`).
    By `Justus Magin <https://github.com/keewis>`_.
  - Allow installing from git archives (:pull:`4897`).
    By `Justus Magin <https://github.com/keewis>`_.
  - :py:class:`DataArrayCoarsen` and :py:class:`DatasetCoarsen` now implement a
    ``reduce`` method, enabling coarsening operations with custom reduction
    functions (:issue:`3741`, :pull:`4939`).  By `Spencer Clark
    <https://github.com/spencerkclark>`_.
  - Most rolling operations use significantly less memory. (:issue:`4325`).
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - Add :py:meth:`Dataset.drop_isel` and :py:meth:`DataArray.drop_isel`
    (:issue:`4658`, :pull:`4819`).
    By `Daniel Mesejo <https://github.com/mesejo>`_.
  - Xarray now leverages updates as of cftime version 1.4.1, which enable exact I/O
    roundtripping of ``cftime.datetime`` objects (:pull:`4758`).
    By `Spencer Clark <https://github.com/spencerkclark>`_.
  - :py:func:`open_dataset` and :py:func:`open_mfdataset` now accept ``fsspec`` URLs
    (including globs for the latter) for ``engine="zarr"``, and so allow reading from
    many remote and other file systems (:pull:`4461`)
    By `Martin Durant <https://github.com/martindurant>`_
  - :py:meth:`DataArray.swap_dims` & :py:meth:`Dataset.swap_dims` now accept dims
    in the form of kwargs as well as a dict, like most similar methods.
    By `Maximilian Roos <https://github.com/max-sixty>`_.
 - Bug fixes:
  - Use specific type checks in
    :py:func:`~xarray.core.variable.as_compatible_data` instead of blanket
    access to ``values`` attribute (:issue:`2097`)
    By `Yunus Sevinchan <https://github.com/blsqr>`_.
  - :py:meth:`DataArray.resample` and :py:meth:`Dataset.resample` do not trigger
    computations anymore if :py:meth:`Dataset.weighted` or
    :py:meth:`DataArray.weighted` are applied (:issue:`4625`, :pull:`4668`). By
    `Julius Busecke <https://github.com/jbusecke>`_.
  - :py:func:`merge` with ``combine_attrs='override'`` makes a copy of the attrs
    (:issue:`4627`).
  - By default, when possible, xarray will now always use values of
    type ``int64`` when encoding and decoding ``numpy.datetime64[ns]`` datetimes.  This
    ensures that maximum precision and accuracy are maintained in the round-tripping
    process (:issue:`4045`, :pull:`4684`). It also enables encoding and decoding standard
    calendar dates with time units of nanoseconds (:pull:`4400`).
    By `Spencer Clark <https://github.com/spencerkclark>`_ and `Mark Harfouche
    <http://github.com/hmaarrfk>`_.
  - :py:meth:`DataArray.astype`, :py:meth:`Dataset.astype` and :py:meth:`Variable.astype` support
    the ``order`` and ``subok`` parameters again. This fixes a regression introduced in version 0.16.1
    (:issue:`4644`, :pull:`4683`).
    By `Richard Kleijn <https://github.com/rhkleijn>`_ .
  - Remove dictionary unpacking when using ``.loc`` to avoid collision with ``.sel`` parameters (:pull:`4695`).
    By `Anderson Banihirwe <https://github.com/andersy005>`_.
  - Fix the legend created by :py:meth:`Dataset.plot.scatter` (:issue:`4641`, :pull:`4723`).
    By `Justus Magin <https://github.com/keewis>`_.
  - Fix a crash in orthogonal indexing on geographic coordinates with ``engine='cfgrib'``
    (:issue:`4733` :pull:`4737`).
    By `Alessandro Amici <https://github.com/alexamici>`_.
  - Coordinates with dtype ``str`` or ``bytes`` now retain their dtype on many operations,
    e.g. ``reindex``, ``align``, ``concat``, ``assign``, previously they were cast to an object dtype
    (:issue:`2658` and :issue:`4543`).
    By `Mathias Hauser <https://github.com/mathause>`_.
  - Limit number of data rows when printing large datasets. (:issue:`4736`, :pull:`4750`).
    By `Jimmy Westling <https://github.com/illviljan>`_.
  - Add ``missing_dims`` parameter to transpose (:issue:`4647`, :pull:`4767`).
    By `Daniel Mesejo <https://github.com/mesejo>`_.
  - Resolve intervals before appending other metadata to labels when plotting (:issue:`4322`, :pull:`4794`).
    By `Justus Magin <https://github.com/keewis>`_.
  - Fix regression when decoding a variable with a ``scale_factor`` and ``add_offset`` given
    as a list of length one (:issue:`4631`) by `Mathias Hauser <https://github.com/mathause>`_.
  - Expand user directory paths (e.g. ``~/``) in :py:func:`open_mfdataset` and
    :py:meth:`Dataset.to_zarr` (:issue:`4783`, :pull:`4795`).
    By `Julien Seguinot <https://github.com/juseg>`_.
  - Raise DeprecationWarning when trying to typecast a tuple containing a :py:class:`DataArray`.
    User now prompted to first call `.data` on it (:issue:`4483`).
    By `Chun Ho Chow <https://github.com/chunhochow>`_.
  - Ensure that :py:meth:`Dataset.interp` raises ``ValueError`` when interpolating
    outside coordinate range and ``bounds_error=True`` (:issue:`4854`,
    :pull:`4855`).
    By `Leif Denby <https://github.com/leifdenby>`_.
  - Fix time encoding bug associated with using cftime versions greater than
    1.4.0 with xarray (:issue:`4870`, :pull:`4871`). By `Spencer Clark <https://github.com/spencerkclark>`_.
  - Stop :py:meth:`DataArray.sum` and :py:meth:`DataArray.prod` computing lazy
    arrays when called with a ``min_count`` parameter (:issue:`4898`, :pull:`4911`).
    By `Blair Bonnett <https://github.com/bcbnz>`_.
  - Fix bug preventing the ``min_count`` parameter to :py:meth:`DataArray.sum` and
    :py:meth:`DataArray.prod` working correctly when calculating over all axes of
    a float64 array (:issue:`4898`, :pull:`4911`). By `Blair Bonnett <https://github.com/bcbnz>`_.
  - Fix decoding of vlen strings using h5py versions greater than 3.0.0 with h5netcdf backend (:issue:`4570`, :pull:`4893`).
    By `Kai Mühlbauer <https://github.com/kmuehlbauer>`_.
  - Allow converting :py:class:`Dataset` or :py:class:`DataArray` objects with a ``MultiIndex``
    and at least one other dimension to a ``pandas`` object (:issue:`3008`, :pull:`4442`).
    By `ghislainp <https://github.com/ghislainp>`_.
 - Documentation:
  - Add information about requirements for accessor classes (:issue:`2788`, :pull:`4657`).
    By `Justus Magin <https://github.com/keewis>`_.
  - Start a list of external I/O integrating with ``xarray`` (:issue:`683`, :pull:`4566`).
    By `Justus Magin <https://github.com/keewis>`_.
  - Add concat examples and improve combining documentation (:issue:`4620`, :pull:`4645`).
    By `Ray Bell <https://github.com/raybellwaves>`_ and
    `Justus Magin <https://github.com/keewis>`_.
  - explicitly mention that :py:meth:`Dataset.update` updates inplace (:issue:`2951`, :pull:`4932`).
    By `Justus Magin <https://github.com/keewis>`_.
  - Added docs on vectorized indexing (:pull:`4711`).
    By `Eric Keenan <https://github.com/EricKeenan>`_.
 - Internal Changes:
  - Speed up of the continuous integration tests on azure.
    - Switched to mamba and use matplotlib-base for a faster installation of all dependencies (:pull:`4672`).
    - Use ``pytest.mark.skip`` instead of ``pytest.mark.xfail`` for some tests that can currently not
      succeed (:pull:`4685`).
    - Run the tests in parallel using pytest-xdist (:pull:`4694`).
    By `Justus Magin <https://github.com/keewis>`_ and `Mathias Hauser <https://github.com/mathause>`_.
  - Use ``pyproject.toml`` instead of the ``setup_requires`` option for
    ``setuptools`` (:pull:`4897`).
    By `Justus Magin <https://github.com/keewis>`_.
  - Replace all usages of ``assert x.identical(y)`` with ``assert_identical(x,  y)``
    for clearer error messages (:pull:`4752`).
    By `Maximilian Roos <https://github.com/max-sixty>`_.
  - Speed up attribute style access (e.g. ``ds.somevar`` instead of ``ds["somevar"]``) and
    tab completion in IPython (:issue:`4741`, :pull:`4742`).
    By `Richard Kleijn <https://github.com/rhkleijn>`_.
  - Added the ``set_close`` method to ``Dataset`` and ``DataArray`` for backends
    to specify how to voluntary release all resources. (:pull:`#4809`)
    By `Alessandro Amici <https://github.com/alexamici>`_.
  - Update type hints to work with numpy v1.20 (:pull:`4878`).
    By `Mathias Hauser <https://github.com/mathause>`_.
  - Ensure warnings cannot be turned into exceptions in :py:func:`testing.assert_equal` and
    the other ``assert_*`` functions (:pull:`4864`).
    By `Mathias Hauser <https://github.com/mathause>`_.
  - Performance improvement when constructing DataArrays. Significantly speeds up
    repr for Datasets with large number of variables.
    By `Deepak Cherian <https://github.com/dcherian>`_.
- remove xarray-pr4884-dask2021.patch, was never applied and is included upstream.

• Files Changed
• Browse Source

• Files Changed
• Browse Source

Automatic submission by obs-autosubmit

• Files Changed
• Browse Source

Automatic submission by obs-autosubmit

• Files Changed
• Browse Source

• Files Changed
• Browse Source

- Package is py3 only -> drop py2 dependency

• Files Changed
• Browse Source

• Files Changed
• Browse Source

- update to version 0.15.0:
 - This release brings many improvements to xarray's documentation: our examples are now binderized notebooks (`click here <https://mybinder.org/v2/gh/pydata/xarray/master?urlpath=lab/tree/doc/examples/weather-data.ipynb>`_):
 - and we have new example notebooks from our SciPy 2019 sprint (many thanks to our contributors!).:
 - This release also features many API improvements such as a new:
:py:class:`~core.accessor_dt.TimedeltaAccessor` and support for :py:class:`CFTimeIndex` in
:py:meth:`~DataArray.interpolate_na`); as well as many bug fixes.
 - Breaking changes:
  - Bumped minimum tested versions for dependencies:
    - numpy 1.15
    - pandas 0.25
    - dask 2.2
    - distributed 2.2
    - scipy 1.3
  - Remove ``compat`` and ``encoding`` kwargs from ``DataArray``, which
    have been deprecated since 0.12. (:pull:`3650`).
    Instead, specify the ``encoding`` kwarg when writing to disk or set
    the :py:attr:`DataArray.encoding` attribute directly.
    By `Maximilian Roos <https://github.com/max-sixty>`_.
  - :py:func:`xarray.dot`, :py:meth:`DataArray.dot`, and the ``@`` operator now
    use ``align="inner"`` (except when ``xarray.set_options(arithmetic_join="exact")``;
    :issue:`3694`) by `Mathias Hauser <https://github.com/mathause>`_.
 - New Features:
  - :py:meth:`DataArray.sel` and :py:meth:`Dataset.sel` now support :py:class:`pandas.CategoricalIndex`. (:issue:`3669`)
    By `Keisuke Fujii <https://github.com/fujiisoup>`_.
  - Support using an existing, opened h5netcdf ``File`` with
    :py:class:`~xarray.backends.H5NetCDFStore`. This permits creating an
    :py:class:`~xarray.Dataset` from a h5netcdf ``File`` that has been opened
    using other means (:issue:`3618`).
    By `Kai Mühlbauer <https://github.com/kmuehlbauer>`_.
  - Implement ``median`` and ``nanmedian`` for dask arrays. This works by rechunking
    to a single chunk along all reduction axes. (:issue:`2999`).
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - :py:func:`~xarray.concat` now preserves attributes from the first Variable.
    (:issue:`2575`, :issue:`2060`, :issue:`1614`)
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - :py:meth:`Dataset.quantile`, :py:meth:`DataArray.quantile` and ``GroupBy.quantile``
    now work with dask Variables.
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - Added the ``count`` reduction method to both :py:class:`~core.rolling.DatasetCoarsen`
    and :py:class:`~core.rolling.DataArrayCoarsen` objects. (:pull:`3500`)
    By `Deepak Cherian <https://github.com/dcherian>`_
  - Add ``meta`` kwarg to :py:func:`~xarray.apply_ufunc`;
    this is passed on to :py:func:`dask.array.blockwise`. (:pull:`3660`)
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - Add ``attrs_file`` option in :py:func:`~xarray.open_mfdataset` to choose the
    source file for global attributes in a multi-file dataset (:issue:`2382`,
    :pull:`3498`). By `Julien Seguinot <https://github.com/juseg>`_.
  - :py:meth:`Dataset.swap_dims` and :py:meth:`DataArray.swap_dims`
    now allow swapping to dimension names that don't exist yet. (:pull:`3636`)
    By `Justus Magin <https://github.com/keewis>`_.
  - Extend :py:class:`~core.accessor_dt.DatetimeAccessor` properties
    and support ``.dt`` accessor for timedeltas
    via :py:class:`~core.accessor_dt.TimedeltaAccessor` (:pull:`3612`)
    By `Anderson Banihirwe <https://github.com/andersy005>`_.
  - Improvements to interpolating along time axes (:issue:`3641`, :pull:`3631`).
    By `David Huard <https://github.com/huard>`_.
    - Support :py:class:`CFTimeIndex` in :py:meth:`DataArray.interpolate_na`
    - define 1970-01-01 as the default offset for the interpolation index for both
      :py:class:`pandas.DatetimeIndex` and :py:class:`CFTimeIndex`,
    - use microseconds in the conversion from timedelta objects to floats to avoid
      overflow errors.
 - Bug fixes:
  - Applying a user-defined function that adds new dimensions using :py:func:`apply_ufunc`
    and ``vectorize=True`` now works with ``dask > 2.0``. (:issue:`3574`, :pull:`3660`).
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - Fix :py:meth:`~xarray.combine_by_coords` to allow for combining incomplete
    hypercubes of Datasets (:issue:`3648`).  By `Ian Bolliger
    <https://github.com/bolliger32>`_.
  - Fix :py:func:`~xarray.combine_by_coords` when combining cftime coordinates
    which span long time intervals (:issue:`3535`).  By `Spencer Clark
    <https://github.com/spencerkclark>`_.
  - Fix plotting with transposed 2D non-dimensional coordinates. (:issue:`3138`, :pull:`3441`)
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - :py:meth:`plot.FacetGrid.set_titles` can now replace existing row titles of a
    :py:class:`~xarray.plot.FacetGrid` plot. In addition :py:class:`~xarray.plot.FacetGrid` gained
    two new attributes: :py:attr:`~xarray.plot.FacetGrid.col_labels` and
    :py:attr:`~xarray.plot.FacetGrid.row_labels` contain :py:class:`matplotlib.text.Text` handles for both column and
    row labels. These can be used to manually change the labels.
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - Fix issue with Dask-backed datasets raising a ``KeyError`` on some computations involving :py:func:`map_blocks` (:pull:`3598`).
    By `Tom Augspurger <https://github.com/TomAugspurger>`_.
  - Ensure :py:meth:`Dataset.quantile`, :py:meth:`DataArray.quantile` issue the correct error
    when ``q`` is out of bounds (:issue:`3634`) by `Mathias Hauser <https://github.com/mathause>`_.
  - Fix regression in xarray 0.14.1 that prevented encoding times with certain
    ``dtype``, ``_FillValue``, and ``missing_value`` encodings (:issue:`3624`).
    By `Spencer Clark <https://github.com/spencerkclark>`_
  - Raise an error when trying to use :py:meth:`Dataset.rename_dims` to
    rename to an existing name (:issue:`3438`, :pull:`3645`)
    By `Justus Magin <https://github.com/keewis>`_.
  - :py:meth:`Dataset.rename`, :py:meth:`DataArray.rename` now check for conflicts with
    MultiIndex level names.
  - :py:meth:`Dataset.merge` no longer fails when passed a :py:class:`DataArray` instead of a :py:class:`Dataset`.
    By `Tom Nicholas <https://github.com/TomNicholas>`_.
  - Fix a regression in :py:meth:`Dataset.drop`: allow passing any
    iterable when dropping variables (:issue:`3552`, :pull:`3693`)
    By `Justus Magin <https://github.com/keewis>`_.
  - Fixed errors emitted by ``mypy --strict`` in modules that import xarray.
    (:issue:`3695`) by `Guido Imperiale <https://github.com/crusaderky>`_.
  - Allow plotting of binned coordinates on the y axis in :py:meth:`plot.line`
    and :py:meth:`plot.step` plots (:issue:`3571`,
    :pull:`3685`) by `Julien Seguinot <https://github.com/juseg>`_.
 - Documentation:
  - Switch doc examples to use `nbsphinx <https://nbsphinx.readthedocs.io>`_ and replace
    ``sphinx_gallery`` scripts with Jupyter notebooks. (:pull:`3105`, :pull:`3106`, :pull:`3121`)
    By `Ryan Abernathey <https://github.com/rabernat>`_.
  - Added :doc:`example notebook <examples/ROMS_ocean_model>` demonstrating use of xarray with
    Regional Ocean Modeling System (ROMS) ocean hydrodynamic model output. (:pull:`3116`)
    By `Robert Hetland <https://github.com/hetland>`_.
  - Added :doc:`example notebook <examples/ERA5-GRIB-example>` demonstrating the visualization of
    ERA5 GRIB data. (:pull:`3199`)
    By `Zach Bruick <https://github.com/zbruick>`_ and
    `Stephan Siemen <https://github.com/StephanSiemen>`_.
  - Added examples for :py:meth:`DataArray.quantile`, :py:meth:`Dataset.quantile` and
    ``GroupBy.quantile``. (:pull:`3576`)
    By `Justus Magin <https://github.com/keewis>`_.
  - Add new :doc:`example notebook <examples/apply_ufunc_vectorize_1d>` example notebook demonstrating
    vectorization of a 1D function using :py:func:`apply_ufunc` , dask and numba.
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - Added example for :py:func:`~xarray.map_blocks`. (:pull:`3667`)
    By `Riley X. Brady <https://github.com/bradyrx>`_.
 - Internal Changes:
  - Make sure dask names change when rechunking by different chunk sizes. Conversely, make sure they
    stay the same when rechunking by the same chunk size. (:issue:`3350`)
    By `Deepak Cherian <https://github.com/dcherian>`_.
  - 2x to 5x speed boost (on small arrays) for :py:meth:`Dataset.isel`,
    :py:meth:`DataArray.isel`, and :py:meth:`DataArray.__getitem__` when indexing by int,
    slice, list of int, scalar ndarray, or 1-dimensional ndarray.
    (:pull:`3533`) by `Guido Imperiale <https://github.com/crusaderky>`_.
  - Removed internal method ``Dataset._from_vars_and_coord_names``,
    which was dominated by ``Dataset._construct_direct``. (:pull:`3565`)
    By `Maximilian Roos <https://github.com/max-sixty>`_.
  - Replaced versioneer with setuptools-scm. Moved contents of setup.py to setup.cfg.
    Removed pytest-runner from setup.py, as per deprecation notice on the pytest-runner
    project. (:pull:`3714`) by `Guido Imperiale <https://github.com/crusaderky>`_.
  - Use of isort is now enforced by CI.
    (:pull:`3721`) by `Guido Imperiale <https://github.com/crusaderky>`_

• Files Changed
• Browse Source

• Files Changed
• Browse Source

• Files Changed
• Browse Source

Automatic submission by obs-autosubmit

• Files Changed
• Browse Source

Automatic submission by obs-autosubmit

• Files Changed
• Browse Source

- update to version 0.12.3:
 - New functions/methods:
  - New methods :py:meth:`Dataset.to_stacked_array` and
    :py:meth:`DataArray.to_unstacked_dataset` for reshaping Datasets of variables
    with different dimensions
    (:issue:`1317`).
    This is useful for feeding data from xarray into machine learning models,
    as described in :ref:`reshape.stacking_different`.
 - Enhancements:
  - Support for renaming ``Dataset`` variables and dimensions independently
    with :py:meth:`~Dataset.rename_vars` and :py:meth:`~Dataset.rename_dims`
    (:issue:`3026`).
  - Add ``scales``, ``offsets``, ``units`` and ``descriptions``
    attributes to :py:class:`~xarray.DataArray` returned by
    :py:func:`~xarray.open_rasterio`. (:issue:`3013`)
 - Bug fixes:
  - Resolved deprecation warnings from newer versions of matplotlib and dask.
  - Compatibility fixes for the upcoming pandas 0.25 and NumPy 1.17 releases.
  - Fix summaries for multiindex coordinates (:issue:`3079`).
  - Fix HDF5 error that could arise when reading multiple groups from a file at
    once (:issue:`2954`).

• Files Changed
• Browse Source

Automatic submission by obs-autosubmit

• Files Changed
• Browse Source

• Files Changed
• Browse Source

- Just use %pytest macro

- Update to version 0.12.1:
 - Enhancements
  - Allow ``expand_dims`` method to support inserting/broadcasting dimensions
    with size > 1. (:issue:`2710`)
 - Bug fixes
  - Dataset.copy(deep=True) now creates a deep copy of the attrs (:issue:`2835`).
  - Fix incorrect ``indexes`` resulting from various ``Dataset`` operations
    (e.g., ``swap_dims``, ``isel``, ``reindex``, ``[]``) (:issue:`2842`,
    :issue:`2856`).

• Files Changed
• Browse Source

• Files Changed
• Browse Source