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b/latest/rioxarray.html @@ -130,7 +130,7 @@

rioxarray package

-rioxarray.open_rasterio(filename: str | PathLike | DatasetReader | WarpedVRT | SingleBandDatasetReader, parse_coordinates: bool | None = None, chunks: int | tuple | dict | None = None, cache: bool | None = None, lock: Any | None = None, masked: bool = False, mask_and_scale: bool = False, variable: str | list[str] | tuple[str, ...] | None = None, group: str | list[str] | tuple[str, ...] | None = None, default_name: str | None = None, decode_times: bool = True, decode_timedelta: bool | None = None, band_as_variable: bool = False, **open_kwargs) Dataset | DataArray | list[xarray.core.dataset.Dataset][source]
+rioxarray.open_rasterio(filename: str | PathLike | DatasetReader | WarpedVRT | SingleBandDatasetReader, parse_coordinates: bool | None = None, chunks: int | tuple | dict | None = None, cache: bool | None = None, lock: Any | None = None, masked: bool = False, mask_and_scale: bool = False, variable: str | list[str] | tuple[str, ...] | None = None, group: str | list[str] | tuple[str, ...] | None = None, default_name: str | None = None, decode_times: bool = True, decode_timedelta: bool | None = None, band_as_variable: bool = False, **open_kwargs) Dataset | DataArray | list[xarray.core.dataset.Dataset][source]

Open a file with rasterio (experimental).

This should work with any file that rasterio can open (most often: geoTIFF). The x and y coordinates are generated automatically from the @@ -143,7 +143,7 @@

rioxarray.open_rasterio
Parameters:
Returns:

The newly created dataset(s).

Return type:
-

xarray.Dataset | xarray.DataArray | list[xarray.Dataset]

+

xarray.Dataset | xarray.DataArray | list[xarray.Dataset]

@@ -198,16 +198,16 @@

rioxarray.open_rasteriorioxarray.merge module

-rioxarray.merge.merge_arrays(dataarrays: Sequence[DataArray], bounds: tuple | None = None, res: tuple | None = None, nodata: float | None = None, precision: float | None = None, method: str | Callable | None = None, crs: CRS | None = None, parse_coordinates: bool = True) DataArray[source]
+rioxarray.merge.merge_arrays(dataarrays: Sequence[DataArray], bounds: tuple | None = None, res: tuple | None = None, nodata: float | None = None, precision: float | None = None, method: str | Callable | None = None, crs: CRS | None = None, parse_coordinates: bool = True) DataArray[source]

Merge data arrays geospatially.

-

Uses rasterio.merge.merge()

+

Uses rasterio.merge.merge()

New in version 0.2: crs

Parameters:
@@ -227,23 +227,23 @@

rioxarray.merge module

The geospatially merged data.

Return type:
-

xarray.DataArray

+

xarray.DataArray

-rioxarray.merge.merge_datasets(datasets: Sequence[Dataset], bounds: tuple | None = None, res: tuple | None = None, nodata: float | None = None, precision: float | None = None, method: str | Callable | None = None, crs: CRS | None = None) Dataset[source]
+rioxarray.merge.merge_datasets(datasets: Sequence[Dataset], bounds: tuple | None = None, res: tuple | None = None, nodata: float | None = None, precision: float | None = None, method: str | Callable | None = None, crs: CRS | None = None) Dataset[source]

Merge datasets geospatially.

-

Uses rasterio.merge.merge()

+

Uses rasterio.merge.merge()

New in version 0.2: crs

Parameters:
Returns:

The geospatially merged data.

Return type:
-

xarray.Dataset

+

xarray.Dataset

@@ -285,12 +285,12 @@

rioxarray.set_options @@ -330,7 +330,7 @@

rioxarray rio accessors
-class rioxarray.rioxarray.XRasterBase(xarray_obj: DataArray | Dataset)[source]
+class rioxarray.rioxarray.XRasterBase(xarray_obj: DataArray | Dataset)[source]

Bases: object

This is the base class for the GIS extensions for xarray

@@ -363,14 +363,14 @@

rioxarray rio accessors
-property crs: CRS | None
-

rasterio.crs.CRS: -Retrieve projection from xarray.Dataset | xarray.DataArray

+property crs: CRS | None +

rasterio.crs.CRS: +Retrieve projection from xarray.Dataset | xarray.DataArray

-estimate_utm_crs(datum_name: str = 'WGS 84') CRS[source]
+estimate_utm_crs(datum_name: str = 'WGS 84') CRS[source]

Returns the estimated UTM CRS based on the bounds of the dataset.

New in version 0.2.

@@ -384,14 +384,14 @@

rioxarray rio accessors

datum_name (str, optional) – The name of the datum to use in the query. Default is WGS 84.

Return type:
-

rasterio.crs.CRS

+

rasterio.crs.CRS

-get_gcps() list[rasterio.control.GroundControlPoint] | None[source]
+get_gcps() list[rasterio.control.GroundControlPoint] | None[source]

Get the GroundControlPoints from the dataset.

https://rasterio.readthedocs.io/en/latest/topics/georeferencing.html#ground-control-points

@@ -399,7 +399,7 @@

rioxarray rio accessors

The Ground Control Points from the dataset or None if not applicable

Return type:
-

list of rasterio.control.GroundControlPoint or None

+

list of rasterio.control.GroundControlPoint or None

@@ -428,7 +428,7 @@

rioxarray rio accessors
-isel_window(window: Window, pad: bool = False) Dataset | DataArray[source]
+isel_window(window: Window, pad: bool = False) Dataset | DataArray[source]

Use a rasterio.windows.Window to select a subset of the data.

New in version 0.6.0: pad

@@ -440,7 +440,7 @@

rioxarray rio accessors
Parameters:
@@ -448,7 +448,7 @@

rioxarray rio accessors

The data in the window.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

@@ -474,7 +474,7 @@

rioxarray rio accessors
-set_attrs(new_attrs: dict, inplace: bool = False) Dataset | DataArray[source]
+set_attrs(new_attrs: dict, inplace: bool = False) Dataset | DataArray[source]

Set the attributes of the dataset/dataarray and reset rioxarray properties to re-search for them.

@@ -488,14 +488,14 @@

rioxarray rio accessors

Modified dataset with new attributes.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

-set_crs(input_crs: Any, inplace: bool = True) Dataset | DataArray[source]
+set_crs(input_crs: Any, inplace: bool = True) Dataset | DataArray[source]

Set the CRS value for the Dataset/DataArray without modifying the dataset/data array.

@@ -509,14 +509,14 @@

rioxarray rio accessors

Dataset with crs attribute.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

-set_encoding(new_encoding: dict, inplace: bool = False) Dataset | DataArray[source]
+set_encoding(new_encoding: dict, inplace: bool = False) Dataset | DataArray[source]

Set the encoding of the dataset/dataarray and reset rioxarray properties to re-search for them.

@@ -533,14 +533,14 @@

rioxarray rio accessors

Modified dataset with new attributes.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

-set_spatial_dims(x_dim: str, y_dim: str, inplace: bool = True) Dataset | DataArray[source]
+set_spatial_dims(x_dim: str, y_dim: str, inplace: bool = True) Dataset | DataArray[source]

This sets the spatial dimensions of the dataset.

Parameters:
@@ -555,7 +555,7 @@

rioxarray rio accessors

Dataset with spatial dimensions set.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

@@ -573,7 +573,7 @@

rioxarray rio accessors
-slice_xy(minx: float, miny: float, maxx: float, maxy: float) Dataset | DataArray[source]
+slice_xy(minx: float, miny: float, maxx: float, maxy: float) Dataset | DataArray[source]

Slice the array by x,y bounds.

Parameters:
@@ -588,7 +588,7 @@

rioxarray rio accessors

The data in the slice.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

@@ -602,7 +602,7 @@

rioxarray rio accessorsReturns: -

The affine of the xarray.Dataset | xarray.DataArray

+

The affine of the xarray.Dataset | xarray.DataArray

Return type:

affine.Affine

@@ -620,7 +620,7 @@

rioxarray rio accessors
Parameters:
-update_encoding(new_encoding: dict, inplace: bool = False) Dataset | DataArray[source]
+update_encoding(new_encoding: dict, inplace: bool = False) Dataset | DataArray[source]

Update the encoding of the dataset/dataarray and reset rioxarray properties to re-search for them.

@@ -677,7 +677,7 @@

rioxarray rio accessors

Modified dataset with updated attributes.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

@@ -695,7 +695,7 @@

rioxarray rio accessors
-write_coordinate_system(inplace: bool = False) Dataset | DataArray[source]
+write_coordinate_system(inplace: bool = False) Dataset | DataArray[source]

Write the coordinate system CF metadata.

New in version 0.0.30.

@@ -708,14 +708,14 @@

rioxarray rio accessors

The dataset with the CF coordinate system attributes added.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

-write_crs(input_crs: Any | None = None, grid_mapping_name: str | None = None, inplace: bool = False) Dataset | DataArray[source]
+write_crs(input_crs: Any | None = None, grid_mapping_name: str | None = None, inplace: bool = False) Dataset | DataArray[source]

Write the CRS to the dataset in a CF compliant manner.

Warning

@@ -734,7 +734,7 @@

rioxarray rio accessors

Modified dataset with CF compliant CRS information.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

Examples

@@ -750,14 +750,14 @@

rioxarray rio accessors
-write_gcps(gcps: Iterable[GroundControlPoint], gcp_crs: Any, grid_mapping_name: str | None = None, inplace: bool = False) Dataset | DataArray[source]
+write_gcps(gcps: Iterable[GroundControlPoint], gcp_crs: Any, grid_mapping_name: str | None = None, inplace: bool = False) Dataset | DataArray[source]

Write the GroundControlPoints to the dataset.

https://rasterio.readthedocs.io/en/latest/topics/georeferencing.html#ground-control-points

Parameters:
Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

-write_grid_mapping(grid_mapping_name: str = 'spatial_ref', inplace: bool = False) Dataset | DataArray[source]
+write_grid_mapping(grid_mapping_name: str = 'spatial_ref', inplace: bool = False) Dataset | DataArray[source]

Write the CF grid_mapping attribute to the encoding.

Parameters:
@@ -787,14 +787,14 @@

rioxarray rio accessors

Modified dataset with CF compliant CRS information.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

-write_transform(transform: Affine | None = None, grid_mapping_name: str | None = None, inplace: bool = False) Dataset | DataArray[source]
+write_transform(transform: Affine | None = None, grid_mapping_name: str | None = None, inplace: bool = False) Dataset | DataArray[source]

New in version 0.0.30.

@@ -813,7 +813,7 @@

rioxarray rio accessors

Modified dataset with Geo Transform written.

Return type:
-

xarray.Dataset | xarray.DataArray

+

xarray.Dataset | xarray.DataArray

@@ -844,13 +844,13 @@

rioxarray rio accessors
-class rioxarray.raster_array.RasterArray(xarray_obj: DataArray)[source]
+class rioxarray.raster_array.RasterArray(xarray_obj: DataArray)[source]

Bases: XRasterBase

-

This is the GIS extension for xarray.DataArray

+

This is the GIS extension for xarray.DataArray

-clip(geometries: Iterable, crs: Any | None = None, all_touched: bool = False, drop: bool = True, invert: bool = False, from_disk: bool = False) DataArray[source]
-

Crops a xarray.DataArray by geojson like geometry dicts.

+clip(geometries: Iterable, crs: Any | None = None, all_touched: bool = False, drop: bool = True, invert: bool = False, from_disk: bool = False) DataArray[source] +

Crops a xarray.DataArray by geojson like geometry dicts.

Powered by rasterio.features.geometry_mask.

Examples

>>> geometry = ''' {"type": "Polygon",
@@ -873,7 +873,7 @@ 

rioxarray rio accessors

Return type:
-

xarray.DataArray

+

xarray.DataArray

-clip_box(minx: float, miny: float, maxx: float, maxy: float, auto_expand: bool | int = False, auto_expand_limit: int = 3, crs: Any | None = None) DataArray[source]
-

Clip the xarray.DataArray by a bounding box.

+clip_box(minx: float, miny: float, maxx: float, maxy: float, auto_expand: bool | int = False, auto_expand_limit: int = 3, crs: Any | None = None) DataArray[source] +

Clip the xarray.DataArray by a bounding box.

New in version 0.12: crs

@@ -915,7 +915,7 @@

rioxarray rio accessorsrasterio.crs.CRS, optional) – The CRS of the bounding box. Default is to assume it is the same +
  • crs (rasterio.crs.CRS, optional) – The CRS of the bounding box. Default is to assume it is the same as the dataset.

  • @@ -923,7 +923,7 @@

    rioxarray rio accessors

    The clipped object.

    Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    @@ -936,7 +936,7 @@

    rioxarray rio accessors
    -interpolate_na(method: Literal['linear', 'nearest', 'cubic'] = 'nearest') DataArray[source]
    +interpolate_na(method: Literal['linear', 'nearest', 'cubic'] = 'nearest') DataArray[source]

    This method uses scipy.interpolate.griddata to interpolate missing data.

    Returns:
    -

    An interpolated xarray.DataArray object.

    +

    An interpolated xarray.DataArray object.

    Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    @@ -963,8 +963,8 @@

    rioxarray rio accessors
    -pad_box(minx: float, miny: float, maxx: float, maxy: float, constant_values: float | tuple[int, int] | Mapping[Any, tuple[int, int]] | None = None) DataArray[source]
    -

    Pad the xarray.DataArray to a bounding box

    +pad_box(minx: float, miny: float, maxx: float, maxy: float, constant_values: float | tuple[int, int] | Mapping[Any, tuple[int, int]] | None = None) DataArray[source] +

    Pad the xarray.DataArray to a bounding box

    New in version 0.0.29.

    @@ -983,14 +983,14 @@

    rioxarray rio accessors

    The padded object.

    Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    -pad_xy(minx: float, miny: float, maxx: float, maxy: float, constant_values: float | tuple[int, int] | Mapping[Any, tuple[int, int]] | None = None) DataArray[source]
    +pad_xy(minx: float, miny: float, maxx: float, maxy: float, constant_values: float | tuple[int, int] | Mapping[Any, tuple[int, int]] | None = None) DataArray[source]

    Pad the array to x,y bounds.

    New in version 0.0.29.

    @@ -1010,16 +1010,16 @@

    rioxarray rio accessors

    The padded object.

    Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    -reproject(dst_crs: Any, resolution: float | tuple[float, float] | None = None, shape: tuple[int, int] | None = None, transform: Affine | None = None, resampling: Resampling = Resampling.nearest, nodata: float | None = None, **kwargs) DataArray[source]
    -

    Reproject xarray.DataArray objects

    -

    Powered by rasterio.warp.reproject()

    +reproject(dst_crs: Any, resolution: float | tuple[float, float] | None = None, shape: tuple[int, int] | None = None, transform: Affine | None = None, resampling: Resampling = Resampling.nearest, nodata: float | None = None, **kwargs) DataArray[source] +

    Reproject xarray.DataArray objects

    +

    Powered by rasterio.warp.reproject()

    Note

    Only 2D/3D arrays with dimensions ‘x’/’y’ are currently supported. @@ -1051,12 +1051,12 @@

    rioxarray rio accessorsrasterio.enums.Resampling, optional) – See rasterio.warp.reproject() for more details.

    +
  • resampling (rasterio.enums.Resampling, optional) – See rasterio.warp.reproject() for more details.

  • nodata (float, optional) – The nodata value used to initialize the destination; it will remain in all areas not covered by the reprojected source. Defaults to the nodata value of the source image if none provided and exists or attempts to find an appropriate value by dtype.

  • -
  • **kwargs (dict) – Additional keyword arguments to pass into rasterio.warp.reproject(). +

  • **kwargs (dict) – Additional keyword arguments to pass into rasterio.warp.reproject(). To override: - src_transform: rio.write_transform - src_crs: rio.write_crs @@ -1067,17 +1067,17 @@

    rioxarray rio accessors

    The reprojected DataArray.

  • Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    -reproject_match(match_data_array: DataArray | Dataset, resampling: Resampling = Resampling.nearest, **reproject_kwargs) DataArray[source]
    +reproject_match(match_data_array: DataArray | Dataset, resampling: Resampling = Resampling.nearest, **reproject_kwargs) DataArray[source]

    Reproject a DataArray object to match the resolution, projection, and region of another DataArray.

    -

    Powered by rasterio.warp.reproject()

    +

    Powered by rasterio.warp.reproject()

    Note

    Only 2D/3D arrays with dimensions ‘x’/’y’ are currently supported. @@ -1091,8 +1091,8 @@

    rioxarray rio accessors
    Parameters:
    @@ -1101,14 +1101,14 @@

    rioxarray rio accessorsReturn type: -

    xarray.DataArray

    +

    xarray.DataArray

    -set_nodata(input_nodata: float | None, inplace: bool = True) DataArray[source]
    +set_nodata(input_nodata: float | None, inplace: bool = True) DataArray[source]

    Set the nodata value for the DataArray without modifying the data array.

    @@ -1122,7 +1122,7 @@

    rioxarray rio accessors

    Dataset with nodata attribute set.

    Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    @@ -1171,7 +1171,7 @@

    rioxarray rio accessors
    -write_nodata(input_nodata: float | None, encoded: bool = False, inplace=False) DataArray[source]
    +write_nodata(input_nodata: float | None, encoded: bool = False, inplace=False) DataArray[source]

    Write the nodata to the DataArray in a CF compliant manner.

    Parameters:
    @@ -1188,7 +1188,7 @@

    rioxarray rio accessors

    Modified DataArray with CF compliant nodata information.

    Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    Examples

    @@ -1212,13 +1212,13 @@

    rioxarray rio accessors
    -class rioxarray.raster_dataset.RasterDataset(xarray_obj: DataArray | Dataset)[source]
    +class rioxarray.raster_dataset.RasterDataset(xarray_obj: DataArray | Dataset)[source]

    Bases: XRasterBase

    -

    This is the GIS extension for xarray.Dataset

    +

    This is the GIS extension for xarray.Dataset

    -clip(geometries: Iterable, crs: Any | None = None, all_touched: bool = False, drop: bool = True, invert: bool = False, from_disk: bool = False) Dataset[source]
    -

    Crops a xarray.Dataset by geojson like geometry dicts in dimensions ‘x’/’y’.

    +clip(geometries: Iterable, crs: Any | None = None, all_touched: bool = False, drop: bool = True, invert: bool = False, from_disk: bool = False) Dataset[source] +

    Crops a xarray.Dataset by geojson like geometry dicts in dimensions ‘x’/’y’.

    Warning

    Clips variables that have dimensions ‘x’/’y’. Others are appended as is.

    @@ -1244,7 +1244,7 @@

    rioxarray rio accessorsParameters:
    Return type:
    -

    xarray.Dataset

    +

    xarray.Dataset

    -clip_box(minx: float, miny: float, maxx: float, maxy: float, auto_expand: bool | int = False, auto_expand_limit: int = 3, crs: Any | None = None) Dataset[source]
    -

    Clip the xarray.Dataset by a bounding box in dimensions ‘x’/’y’.

    +clip_box(minx: float, miny: float, maxx: float, maxy: float, auto_expand: bool | int = False, auto_expand_limit: int = 3, crs: Any | None = None) Dataset[source] +

    Clip the xarray.Dataset by a bounding box in dimensions ‘x’/’y’.

    Warning

    Clips variables that have dimensions ‘x’/’y’. Others are appended as is.

    @@ -1290,7 +1290,7 @@

    rioxarray rio accessorsrasterio.crs.CRS, optional) – The CRS of the bounding box. Default is to assume it is the same +
  • crs (rasterio.crs.CRS, optional) – The CRS of the bounding box. Default is to assume it is the same as the dataset.

  • @@ -1305,14 +1305,14 @@

    rioxarray rio accessors
    -property crs: CRS | None
    -

    rasterio.crs.CRS: +property crs: CRS | None +

    rasterio.crs.CRS: Retrieve projection from xarray.Dataset

    -interpolate_na(method: Literal['linear', 'nearest', 'cubic'] = 'nearest') Dataset[source]
    +interpolate_na(method: Literal['linear', 'nearest', 'cubic'] = 'nearest') Dataset[source]

    This method uses scipy.interpolate.griddata to interpolate missing data.

    Warning

    @@ -1330,15 +1330,15 @@

    rioxarray rio accessors

    The interpolated object.

    Return type:
    -

    xarray.DataArray

    +

    xarray.DataArray

    -pad_box(minx: float, miny: float, maxx: float, maxy: float, constant_values: float | tuple[int, int] | Mapping[Any, tuple[int, int]] | None = None) Dataset[source]
    -

    Pad the xarray.Dataset to a bounding box.

    +pad_box(minx: float, miny: float, maxx: float, maxy: float, constant_values: float | tuple[int, int] | Mapping[Any, tuple[int, int]] | None = None) Dataset[source] +

    Pad the xarray.Dataset to a bounding box.

    Warning

    Only works if all variables in the dataset have the @@ -1363,15 +1363,15 @@

    rioxarray rio accessors

    The padded object.

    Return type:
    -

    xarray.Dataset

    +

    xarray.Dataset

    -reproject(dst_crs: Any, resolution: float | tuple[float, float] | None = None, shape: tuple[int, int] | None = None, transform: Affine | None = None, resampling: Resampling = Resampling.nearest, nodata: float | None = None, **kwargs) Dataset[source]
    -

    Reproject xarray.Dataset objects

    +reproject(dst_crs: Any, resolution: float | tuple[float, float] | None = None, shape: tuple[int, int] | None = None, transform: Affine | None = None, resampling: Resampling = Resampling.nearest, nodata: float | None = None, **kwargs) Dataset[source] +

    Reproject xarray.Dataset objects

    Note

    Only 2D/3D arrays with dimensions ‘x’/’y’ are currently supported. @@ -1404,12 +1404,12 @@

    rioxarray rio accessorsrasterio.enums.Resampling, optional) – See rasterio.warp.reproject() for more details.

    +
  • resampling (rasterio.enums.Resampling, optional) – See rasterio.warp.reproject() for more details.

  • nodata (float, optional) – The nodata value used to initialize the destination; it will remain in all areas not covered by the reprojected source. Defaults to the nodata value of the source image if none provided and exists or attempts to find an appropriate value by dtype.

  • -
  • **kwargs (dict) – Additional keyword arguments to pass into rasterio.warp.reproject(). +

  • **kwargs (dict) – Additional keyword arguments to pass into rasterio.warp.reproject(). To override: - src_transform: rio.write_transform - src_crs: rio.write_crs @@ -1420,14 +1420,14 @@

    rioxarray rio accessors

    The reprojected Dataset.

  • Return type:
    -

    xarray.Dataset

    +

    xarray.Dataset

    -reproject_match(match_data_array: DataArray | Dataset, resampling: Resampling = Resampling.nearest, **reproject_kwargs) Dataset[source]
    +reproject_match(match_data_array: DataArray | Dataset, resampling: Resampling = Resampling.nearest, **reproject_kwargs) Dataset[source]

    Reproject a Dataset object to match the resolution, projection, and region of another DataArray.

    @@ -1444,8 +1444,8 @@

    rioxarray rio accessors
    Parameters:
    @@ -1454,7 +1454,7 @@

    rioxarray rio accessorsReturn type: -

    xarray.Dataset

    +

    xarray.Dataset