"incorrect" bounds (clip_box, pad_box)

[bertcoerver]

Code Sample

ds = xr.Dataset(None, {"x": range(5), "y": range(5)})
ds.rio.bounds()

This returns (-0.5, 4.5, 4.5, -0.5), where the values represent xmin, ymin, xmax, ymax I believe. As you can see, ymin > ymax. I can solve this by assuring that the y coordinates are descending instead of ascending:

ds = xr.Dataset(None, {"x": range(5), "y": range(5)})
ds = ds.sortby(ds.y, ascending=False)
ds.rio.bounds()

Gives (-0.5, -0.5, 4.5, 4.5).

Problem description

I'm trying to use rio.clip_box and then rio.pad_box on a dataset, but I'm running into errors which are solved when making sure that ymin is smaller than ymax.

Shouldn't rio.bounds check what is the actual minimum value in ds.y (e.g. doing somethings like ds.y.min()), instead of doing something like ds.y.isel(y = 0)?

Environment Information

rioxarray (0.11.1) deps:
  rasterio: 1.2.10
    xarray: 2022.3.0
      GDAL: 3.3.2
      GEOS: None
      PROJ: None
 PROJ DATA: None
 GDAL DATA: None

Other python deps:
     scipy: 1.8.0
    pyproj: 3.3.0

System:
    python: 3.8.12 | packaged by conda-forge | (default, Jan 30 2022, 23:33:09)  [Clang 11.1.0 ]
executable: /Users/hmcoerver/miniconda3/envs/pywapor/bin/python
   machine: macOS-10.16-x86_64-i386-64bit

Conda environment information (if you installed with conda):

Environment (conda list):

gdal                      3.4.2            py38h0b97839_0    conda-forge
libgdal                   3.4.2                h52a0caa_0    conda-forge
rasterio                  1.2.10                   pypi_0    pypi
rioxarray                 0.11.1                   pypi_0    pypi
xarray                    2022.3.0                 pypi_0    pypi

Details about conda and system ( conda info ):

     active environment : pywapor
    active env location : /Users/hmcoerver/miniconda3/envs/pywapor
            shell level : 2
       user config file : /Users/hmcoerver/.condarc
 populated config files : 
          conda version : 4.11.0
    conda-build version : 3.21.4
         python version : 3.8.12.final.0
       virtual packages : __osx=10.16=0
                          __unix=0=0
                          __archspec=1=x86_64
       base environment : /Users/hmcoerver/miniconda3  (writable)
      conda av data dir : /Users/hmcoerver/miniconda3/etc/conda
  conda av metadata url : None
           channel URLs : https://repo.anaconda.com/pkgs/main/osx-64
                          https://repo.anaconda.com/pkgs/main/noarch
                          https://repo.anaconda.com/pkgs/r/osx-64
                          https://repo.anaconda.com/pkgs/r/noarch
          package cache : /Users/hmcoerver/miniconda3/pkgs
                          /Users/hmcoerver/.conda/pkgs
       envs directories : /Users/hmcoerver/miniconda3/envs
                          /Users/hmcoerver/.conda/envs
               platform : osx-64
             user-agent : conda/4.11.0 requests/2.27.1 CPython/3.8.12 Darwin/20.6.0 OSX/10.16
                UID:GID : 501:20
             netrc file : None
           offline mode : False