diff --git a/docs/getting_started/switching_from_rasterio.rst b/docs/getting_started/switching_from_rasterio.rst
index 237ae805..ad59e772 100644
--- a/docs/getting_started/switching_from_rasterio.rst
+++ b/docs/getting_started/switching_from_rasterio.rst
@@ -31,75 +31,75 @@ Profile
 
 Here is the parameters that you can derive from ``rasterio``'s Dataset profile:
 
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| ``rasterio`` from ``ds.profile`` | ``rioxarray`` from DataArray                                                                                          |
-+==================================+=======================================================================================================================+
-| :attr:`blockxsize`               | :attr:`.encoding["preferred_chunks"]["x"]`                                                                            |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`blockysize`               | :attr:`.encoding["preferred_chunks"]["y"]`                                                                            |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`compress`                 | *Unused in rioxarray*                                                                                                 |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.count` | :attr:`rio.count <rioxarray.rioxarray.XRasterBase.count>`                                                             |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.crs` | :attr:`rio.crs <rioxarray.rioxarray.XRasterBase.crs>`                                                                 |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.driver` | Unused in rioxarray                                                                                                   |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.dtype` | :attr:`.encoding["rasterio_dtype"]`                                                                                   |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.height` | :attr:`rio.height <rioxarray.rioxarray.XRasterBase.height>`                                                           |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`interleave`               | Unused in rioxarray                                                                                                   |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.nodata` | :attr:`rio.nodata <rioxarray.raster_array.RasterArray.nodata>` (or `encoded_nodata <nodata_management.html>`_ )       |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`tiled`                    | Unused in rioxarray                                                                                                   |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:~rasterio.io.DatasetReader.transform` | :func:`rio.transform() <rioxarray.rioxarray.XRasterBase.transform>`                                                   |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.width` | :attr:`rio.width <rioxarray.rioxarray.XRasterBase.width>`                                                             |
-+----------------------------------+-----------------------------------------------------------------------------------------------------------------------+
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| ``rasterio`` from ``ds.profile``             | ``rioxarray`` from DataArray                                                                                          |
++==============================================+=======================================================================================================================+
+| :attr:`blockxsize`                           | :attr:`.encoding["preferred_chunks"]["x"]`                                                                            |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`blockysize`                           | :attr:`.encoding["preferred_chunks"]["y"]`                                                                            |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`compress`                             | *Unused in rioxarray*                                                                                                 |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.count`     | :attr:`rio.count <rioxarray.rioxarray.XRasterBase.count>`                                                             |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.crs`       | :attr:`rio.crs <rioxarray.rioxarray.XRasterBase.crs>`                                                                 |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.driver`    | Unused in rioxarray                                                                                                   |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.dtype`     | :attr:`.encoding["rasterio_dtype"]`                                                                                   |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.height`    | :attr:`rio.height <rioxarray.rioxarray.XRasterBase.height>`                                                           |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`interleave`                           | Unused in rioxarray                                                                                                   |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.nodata`    | :attr:`rio.nodata <rioxarray.raster_array.RasterArray.nodata>` (or `encoded_nodata <nodata_management.html>`_ )       |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`tiled`                                | Unused in rioxarray                                                                                                   |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.transform` | :func:`rio.transform() <rioxarray.rioxarray.XRasterBase.transform>`                                                   |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.width`     | :attr:`rio.width <rioxarray.rioxarray.XRasterBase.width>`                                                             |
++----------------------------------------------+-----------------------------------------------------------------------------------------------------------------------+
 
 The values not used in ``rioxarray`` comes from the abstraction of the dataset in ``xarray``: a dataset no longer belongs to a file on disk even if read from it. The driver and other file-related notions are meaningless in this context.
 
 Other dataset parameters
 ------------------------
 
-+----------------------------------+-------------------------------------------------------------------+
-| ``rasterio`` from ``ds``         | ``rioxarray`` from DataArray                                      |
-+==================================+===================================================================+
-| :attr:`~rasterio.io.DatasetReader.gcps` or  :func:`~rasterio.io.DatasetReader.get_gcps` | :func:`rio.get_gcps() <rioxarray.rioxarray.XRasterBase.get_gcps>`  |
-+----------------------------------+-------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.rpcs`  | :func:`rio.get_rpcs() <rioxarray.rioxarray.XRasterBase.get_rpcs>` |
-+----------------------------------+-------------------------------------------------------------------+
-| :attr:`~rasterio.io.DatasetReader.bounds` | :func:`rio.bounds() <rioxarray.rioxarray.XRasterBase.bounds>`     |
-+----------------------------------+-------------------------------------------------------------------+
++----------------------------------------------------------------------------------------+-------------------------------------------------------------------+
+| ``rasterio`` from ``ds``                                                               | ``rioxarray`` from DataArray                                      |
++========================================================================================+===================================================================+
+| :attr:`~rasterio.io.DatasetReader.gcps` or :func:`~rasterio.io.DatasetReader.get_gcps` | :func:`rio.get_gcps() <rioxarray.rioxarray.XRasterBase.get_gcps>` |
++----------------------------------------------------------------------------------------+-------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.rpcs`                                                | :func:`rio.get_rpcs() <rioxarray.rioxarray.XRasterBase.get_rpcs>` |
++----------------------------------------------------------------------------------------+-------------------------------------------------------------------+
+| :attr:`~rasterio.io.DatasetReader.bounds`                                              | :func:`rio.bounds() <rioxarray.rioxarray.XRasterBase.bounds>`     |
++----------------------------------------------------------------------------------------+-------------------------------------------------------------------+
 
 Functions
 ---------
 
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| ``rasterio``                       | ``rioxarray``                                                                                                                     |
-+====================================+===================================================================================================================================+
-| :func:`rasterio.open`            | :func:`rioxarray.open_rasterio` or :attr:`xarray.open_dataset(..., engine="rasterio", decode_coords="all") <xarray.open_dataset>` |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`~rasterio.io.DatasetReader.read`                  | :func:`compute() <xarray.DataArray.compute>` (load data into memory)                                                              |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`ds.read(... window=)  <rasterio.io.DatasetReader.read>` | :func:`rio.isel_window() <rioxarray.rioxarray.XRasterBase.isel_window>`                                                           |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`~rasterio.io.DatasetWriter.write` | :func:`rio.to_raster() <rioxarray.raster_array.RasterArray.to_raster>`                                                            |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`mask(..., crop=False) <rasterio.mask.mask>` | :func:`rio.clip(..., drop=False) <rioxarray.raster_array.RasterArray.clip>`                                                       |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`mask(..., crop=True) <rasterio.mask.mask>`  | :func:`rio clip(..., drop=True) <rioxarray.raster_array.RasterArray.clip>`                                                        |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`~rasterio.warp.reproject`           | :func:`rio.reproject() <rioxarray.raster_array.RasterArray.reproject>`                                                            |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`~rasterio.merge.merge`              | :func:`rioxarray.merge.merge_arrays`                                                                                              |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
-| :func:`~rasterio.fill.fillnodata`          | :func:`rio.interpolate_na() <rioxarray.raster_array.RasterArray.interpolate_na>`                                                  |
-+------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| ``rasterio``                                                  | ``rioxarray``                                                                                                                     |
++===============================================================+===================================================================================================================================+
+| :func:`rasterio.open`                                         | :func:`rioxarray.open_rasterio` or :attr:`xarray.open_dataset(..., engine="rasterio", decode_coords="all") <xarray.open_dataset>` |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`~rasterio.io.DatasetReader.read`                       | :func:`compute() <xarray.DataArray.compute>` (load data into memory)                                                              |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`ds.read(... window=) <rasterio.io.DatasetReader.read>` | :func:`rio.isel_window() <rioxarray.rioxarray.XRasterBase.isel_window>`                                                           |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`~rasterio.io.DatasetWriter.write`                      | :func:`rio.to_raster() <rioxarray.raster_array.RasterArray.to_raster>`                                                            |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`mask(..., crop=False) <rasterio.mask.mask>`            | :func:`rio.clip(..., drop=False) <rioxarray.raster_array.RasterArray.clip>`                                                       |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`mask(..., crop=True) <rasterio.mask.mask>`             | :func:`rio clip(..., drop=True) <rioxarray.raster_array.RasterArray.clip>`                                                        |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`~rasterio.warp.reproject`                              | :func:`rio.reproject() <rioxarray.raster_array.RasterArray.reproject>`                                                            |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`~rasterio.merge.merge`                                 | :func:`rioxarray.merge.merge_arrays`                                                                                              |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+
+| :func:`~rasterio.fill.fillnodata`                             | :func:`rio.interpolate_na() <rioxarray.raster_array.RasterArray.interpolate_na>`                                                  |
++---------------------------------------------------------------+-----------------------------------------------------------------------------------------------------------------------------------+