[pull] main from pydata:main

doc/conf.py

@@ -327,6 +327,7 @@
     "sparse": ("https://sparse.pydata.org/en/latest/", None),
     "cubed": ("https://tom-e-white.com/cubed/", None),
     "datatree": ("https://xarray-datatree.readthedocs.io/en/latest/", None),
+    "xarray-tutorial": ("https://tutorial.xarray.dev/", None),
     # "opt_einsum": ("https://dgasmith.github.io/opt_einsum/", None),
 }
 

xarray/core/computation.py

@@ -1141,9 +1141,13 @@ def apply_ufunc(
     numba.guvectorize
     dask.array.apply_gufunc
     xarray.map_blocks
+
     :ref:`dask.automatic-parallelization`
         User guide describing :py:func:`apply_ufunc` and :py:func:`map_blocks`.
 
+    :doc:`xarray-tutorial:advanced/apply_ufunc/apply_ufunc`
+        Advanced Tutorial on applying numpy function using :py:func:`apply_ufunc`
+
     References
     ----------
     .. [1] https://numpy.org/doc/stable/reference/ufuncs.html

xarray/core/dataarray.py

@@ -1431,6 +1431,12 @@ def isel(
         Dataset.isel
         DataArray.sel
 
+        :doc:`xarray-tutorial:intermediate/indexing/indexing`
+            Tutorial material on indexing with Xarray objects
+
+        :doc:`xarray-tutorial:fundamentals/02.1_indexing_Basic`
+            Tutorial material on basics of indexing
+
         Examples
         --------
         >>> da = xr.DataArray(np.arange(25).reshape(5, 5), dims=("x", "y"))
@@ -1563,6 +1569,12 @@ def sel(
         Dataset.sel
         DataArray.isel
 
+        :doc:`xarray-tutorial:intermediate/indexing/indexing`
+            Tutorial material on indexing with Xarray objects
+
+        :doc:`xarray-tutorial:fundamentals/02.1_indexing_Basic`
+            Tutorial material on basics of indexing
+
         Examples
         --------
         >>> da = xr.DataArray(
@@ -2196,6 +2208,9 @@ def interp(
         scipy.interpolate.interp1d
         scipy.interpolate.interpn
 
+        :doc:`xarray-tutorial:fundamentals/02.2_manipulating_dimensions`
+            Tutorial material on manipulating data resolution using :py:func:`~xarray.DataArray.interp`
+
         Examples
         --------
         >>> da = xr.DataArray(
@@ -5461,6 +5476,9 @@ def map_blocks(
         dask.array.map_blocks, xarray.apply_ufunc, xarray.Dataset.map_blocks
         xarray.DataArray.map_blocks
 
+        :doc:`xarray-tutorial:advanced/map_blocks/map_blocks`
+            Advanced Tutorial on map_blocks with dask
+
         Examples
         --------
         Calculate an anomaly from climatology using ``.groupby()``. Using
@@ -6676,10 +6694,20 @@ def groupby(
         --------
         :ref:`groupby`
             Users guide explanation of how to group and bin data.
+
+        :doc:`xarray-tutorial:intermediate/01-high-level-computation-patterns`
+            Tutorial on :py:func:`~xarray.DataArray.Groupby` for windowed computation
+
+        :doc:`xarray-tutorial:fundamentals/03.2_groupby_with_xarray`
+            Tutorial on :py:func:`~xarray.DataArray.Groupby` demonstrating reductions, transformation and comparison with :py:func:`~xarray.DataArray.resample`
+
         DataArray.groupby_bins
         Dataset.groupby
         core.groupby.DataArrayGroupBy
+        DataArray.coarsen
         pandas.DataFrame.groupby
+        Dataset.resample
+        DataArray.resample
         """
         from xarray.core.groupby import (
             DataArrayGroupBy,
@@ -6814,6 +6842,13 @@ def weighted(self, weights: DataArray) -> DataArrayWeighted:
         See Also
         --------
         Dataset.weighted
+
+        :ref:`comput.weighted`
+            User guide on weighted array reduction using :py:func:`~xarray.DataArray.weighted`
+
+        :doc:`xarray-tutorial:fundamentals/03.4_weighted`
+            Tutorial on Weighted Reduction using :py:func:`~xarray.DataArray.weighted`
+
         """
         from xarray.core.weighted import DataArrayWeighted
 
@@ -6955,6 +6990,16 @@ def coarsen(
         --------
         core.rolling.DataArrayCoarsen
         Dataset.coarsen
+
+        :ref:`reshape.coarsen`
+            User guide describing :py:func:`~xarray.DataArray.coarsen`
+
+        :ref:`compute.coarsen`
+            User guide on block arrgragation :py:func:`~xarray.DataArray.coarsen`
+
+        :doc:`xarray-tutorial:fundamentals/03.3_windowed`
+            Tutorial on windowed computation using :py:func:`~xarray.DataArray.coarsen`
+
         """
         from xarray.core.rolling import DataArrayCoarsen
 

xarray/core/dataset.py

@@ -2902,6 +2902,13 @@ def isel(
         --------
         Dataset.sel
         DataArray.isel
+
+        :doc:`xarray-tutorial:intermediate/indexing/indexing`
+            Tutorial material on indexing with Xarray objects
+
+        :doc:`xarray-tutorial:fundamentals/02.1_indexing_Basic`
+            Tutorial material on basics of indexing
+
         """
         indexers = either_dict_or_kwargs(indexers, indexers_kwargs, "isel")
         if any(is_fancy_indexer(idx) for idx in indexers.values()):
@@ -3049,6 +3056,13 @@ def sel(
         --------
         Dataset.isel
         DataArray.sel
+
+        :doc:`xarray-tutorial:intermediate/indexing/indexing`
+            Tutorial material on indexing with Xarray objects
+
+        :doc:`xarray-tutorial:fundamentals/02.1_indexing_Basic`
+            Tutorial material on basics of indexing
+
         """
         indexers = either_dict_or_kwargs(indexers, indexers_kwargs, "sel")
         query_results = map_index_queries(
@@ -3801,6 +3815,9 @@ def interp(
         scipy.interpolate.interp1d
         scipy.interpolate.interpn
 
+        :doc:`xarray-tutorial:fundamentals/02.2_manipulating_dimensions`
+            Tutorial material on manipulating data resolution using :py:func:`~xarray.Dataset.interp`
+
         Examples
         --------
         >>> ds = xr.Dataset(
@@ -8650,6 +8667,10 @@ def map_blocks(
         dask.array.map_blocks, xarray.apply_ufunc, xarray.Dataset.map_blocks
         xarray.DataArray.map_blocks
 
+        :doc:`xarray-tutorial:advanced/map_blocks/map_blocks`
+            Advanced Tutorial on map_blocks with dask
+
+
         Examples
         --------
         Calculate an anomaly from climatology using ``.groupby()``. Using
@@ -10035,10 +10056,18 @@ def groupby(
         --------
         :ref:`groupby`
             Users guide explanation of how to group and bin data.
+
+        :doc:`xarray-tutorial:intermediate/01-high-level-computation-patterns`
+            Tutorial on :py:func:`~xarray.Dataset.Groupby` for windowed computation.
+
+        :doc:`xarray-tutorial:fundamentals/03.2_groupby_with_xarray`
+            Tutorial on :py:func:`~xarray.Dataset.Groupby` demonstrating reductions, transformation and comparision with :py:func:`~xarray.Dataset.resample`.
+
         Dataset.groupby_bins
         DataArray.groupby
         core.groupby.DatasetGroupBy
         pandas.DataFrame.groupby
+        Dataset.coarsen
         Dataset.resample
         DataArray.resample
         """
@@ -10176,6 +10205,13 @@ def weighted(self, weights: DataArray) -> DatasetWeighted:
         See Also
         --------
         DataArray.weighted
+
+        :ref:`comput.weighted`
+            User guide on weighted array reduction using :py:func:`~xarray.Dataset.weighted`
+
+        :doc:`xarray-tutorial:fundamentals/03.4_weighted`
+            Tutorial on Weighted Reduction using :py:func:`~xarray.Dataset.weighted`
+
         """
         from xarray.core.weighted import DatasetWeighted
 
@@ -10252,6 +10288,16 @@ def coarsen(
         --------
         core.rolling.DatasetCoarsen
         DataArray.coarsen
+
+        :ref:`reshape.coarsen`
+            User guide describing :py:func:`~xarray.Dataset.coarsen`
+
+        :ref:`compute.coarsen`
+            User guide on block arrgragation :py:func:`~xarray.Dataset.coarsen`
+
+        :doc:`xarray-tutorial:fundamentals/03.3_windowed`
+            Tutorial on windowed computation using :py:func:`~xarray.Dataset.coarsen`
+
         """
         from xarray.core.rolling import DatasetCoarsen
 

xarray/core/rolling.py

@@ -852,6 +852,7 @@ def __init__(
         Returns
         -------
         coarsen
+
         """
         self.obj = obj
         self.windows = windows