diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
new file mode 100644
index 0000000..d933cd3
--- /dev/null
+++ b/.github/workflows/codecov.yml
@@ -0,0 +1,24 @@
+name: Code coverage report
+
+# no permissions by default
+permissions: {}
+
+on:
+  pull_request:
+  push:
+
+jobs:
+  run:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd  # v6.0.2
+      with:
+        persist-credentials: false
+
+    - name: Setup pixi
+      uses: prefix-dev/setup-pixi@a0af7a228712d6121d37aba47adf55c1332c9c2e  # v0.9.4
+
+    - name: Run tests with coverage
+      run: >
+        pixi run --environment testcov test_cov
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index cef19d3..a92bb65 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -19,8 +19,6 @@ jobs:
           persist-credentials: false
       - name: Setup pixi
         uses: prefix-dev/setup-pixi@a0af7a228712d6121d37aba47adf55c1332c9c2e  # v0.9.4
-        with:
-          cache: true
 
       - name: Tests
         run: >
diff --git a/.gitignore b/.gitignore
index 1d4b908..126af8c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,10 @@ __pycache__/
 # C extensions
 *.so
 
+# Data files
+*.nc
+*.pkl
+
 # Distribution / packaging
 .Python
 build/
@@ -163,6 +167,7 @@ cython_debug/
 xarray_subset_grid/_version.py
 # pixi environments
 .pixi
+pixi.lock
 *.egg-info
 
 .ruff_cache/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index cbc6422..0569fb7 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -27,19 +27,14 @@ repos:
         - --ignore-words-list=astroid,fo
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.14.10
+  rev: v0.15.4
   hooks:
     - id: ruff
       args: ["--fix", "--show-fixes"]
     - id: ruff-format
 
-- repo: https://github.com/tox-dev/pyproject-fmt
-  rev: v2.11.1
-  hooks:
-    - id: pyproject-fmt
-
 - repo: https://github.com/woodruffw/zizmor-pre-commit
-  rev: v1.19.0
+  rev: v1.22.0
   hooks:
     - id: zizmor
 
diff --git a/README.md b/README.md
index ddc02f1..af048ff 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@ Subset Xarray datasets in space while retaining the original grid for complex gr
 
 ## Installation
 
-### `pip compatible`
+### `pip`
 
 This package is available on pypi:
 
@@ -12,7 +12,9 @@ This package is available on pypi:
 python -m pip install xarray-subset-grid
 ```
 
-And also on conda-forge:
+### conda / pixi
+
+This package is available on conda-forge:
 
 ```
 conda install -c conda-forge xarray-subset-grid
@@ -20,13 +22,19 @@ conda install -c conda-forge xarray-subset-grid
 
 ## Usage
 
-This package is designed to be used in conjunction with [`xarray`](https://xarray.dev/). Given a [CF Compliant](https://cfconventions.org/) `xarray` dataset named `ds`, this package can be accessed using the `xsg` accessor:
+This package is designed to be used in conjunction with [`xarray`](https://xarray.dev/).
+Given a [CF Compliant](https://cfconventions.org/) `xarray` dataset named `ds`, this package can be accessed using the `xsg` accessor:
 
 ```python
-# Get the interprested grid class
+
+import numpy as np
+
+# xarray_subset_gris should detect the grid type.
+# To check what it found:
 grid = ds.xsg
 
-# subset to only include temperature
+# subsetting to include only certain variables:
+# Only temperature
 ds_temp = ds.xsg.subset_vars(["temp"])
 
 # subset by bounding box
@@ -45,17 +53,20 @@ poly = np.array(
 ds_subset_poly = ds.xsg.subset_polygon(poly)
 ```
 
-For full usage, see the [example notebooks](./examples/)
+For full usage, see the [example notebooks](https://github.com/ioos/xarray-subset-grid/tree/main/docs/examples)
+and the [Sphinx documentation on Read the Docs](https://xarray-subset-grid.readthedocs.io/).
 
 ## Development
 
-### `pip compatible`
+### `pip`
 
 First, create a new `virtualenv` and activate it:
 
 ```bash
 python -m venv venv
-source venv/bin.activate
+source venv/bin/activate  # Linux and macOS
+# venv\Scripts\activate   # Windows cmd
+# venv\Scripts\Activate.ps1  # Windows PowerShell
 ```
 
 Then install the project in local edit mode:
@@ -105,13 +116,14 @@ pixi run -e test312 test
 Options are: `test310` `test311` `test312` `test313`
 
 
-To run a shell to do dev work:
+To run a shell to do development work:
 
 ```bash
 pixi shell -e dev
 ```
 
-To run a shell in which you can run the examples (notebooks and al that):
+To run a shell in which you can run the examples
+(notebooks and all that):
 
 ```bash
 pixi shell -e examples
@@ -123,10 +135,11 @@ To run a shell with everything (dev and example deps:
 pixi shell -e all
 ```
 
-Finally, to when the `pyproject.toml` is updated, be sure to update the `pixi` lockfile:
+Finally, when the `pixi.toml` file is updated,
+be sure to update the `pixi` lockfile:
 
 ```bash
-pixi install
+pixi update
 ```
 
 ### `conda`
diff --git a/docs/contributing.rst b/docs/contributing.rst
index 6326ba4..63be5e3 100644
--- a/docs/contributing.rst
+++ b/docs/contributing.rst
@@ -108,7 +108,7 @@ location you’d like to keep it. We are partial to creating a
 
 .. code:: sh
 
-   git clone https://github.com/asascience-open/xarray-subset-grid.git
+   git clone https://github.com/ioos/xarray-subset-grid.git
 
 Pull Requests
 -------------
diff --git a/docs/examples/example_data/SCHISM/.gitkeep b/docs/examples/example_data/SCHISM/.gitkeep
new file mode 100644
index 0000000..e69de29
diff --git a/docs/examples/example_data/SCHISM/horizontalVelX_1.nc b/docs/examples/example_data/SCHISM/horizontalVelX_1.nc
deleted file mode 100644
index 85c786c..0000000
Binary files a/docs/examples/example_data/SCHISM/horizontalVelX_1.nc and /dev/null differ
diff --git a/docs/examples/example_data/SCHISM/horizontalVelY_1.nc b/docs/examples/example_data/SCHISM/horizontalVelY_1.nc
deleted file mode 100644
index 4bbf345..0000000
Binary files a/docs/examples/example_data/SCHISM/horizontalVelY_1.nc and /dev/null differ
diff --git a/docs/examples/example_data/SCHISM/out2d_1.nc b/docs/examples/example_data/SCHISM/out2d_1.nc
deleted file mode 100644
index 55305a2..0000000
Binary files a/docs/examples/example_data/SCHISM/out2d_1.nc and /dev/null differ
diff --git a/docs/examples/example_data/SCHISM/salinity_1.nc b/docs/examples/example_data/SCHISM/salinity_1.nc
deleted file mode 100644
index 330154c..0000000
Binary files a/docs/examples/example_data/SCHISM/salinity_1.nc and /dev/null differ
diff --git a/docs/examples/example_data/SCHISM/zCoordinates_1.nc b/docs/examples/example_data/SCHISM/zCoordinates_1.nc
deleted file mode 100644
index 0cb7e64..0000000
Binary files a/docs/examples/example_data/SCHISM/zCoordinates_1.nc and /dev/null differ
diff --git a/docs/examples/example_data/SFBOFS_subset1.nc b/docs/examples/example_data/SFBOFS_subset1.nc
deleted file mode 100644
index a4a4ff0..0000000
Binary files a/docs/examples/example_data/SFBOFS_subset1.nc and /dev/null differ
diff --git a/docs/examples/example_data/northeastUSA2d_bb3d126e.pkl b/docs/examples/example_data/northeastUSA2d_bb3d126e.pkl
deleted file mode 100644
index b82c914..0000000
Binary files a/docs/examples/example_data/northeastUSA2d_bb3d126e.pkl and /dev/null differ
diff --git a/docs/examples/example_data/northeastUSA3d_076e4d62.pkl b/docs/examples/example_data/northeastUSA3d_076e4d62.pkl
deleted file mode 100644
index 8a1b827..0000000
Binary files a/docs/examples/example_data/northeastUSA3d_076e4d62.pkl and /dev/null differ
diff --git a/docs/examples/example_data/small_ugrid_zero_based.nc b/docs/examples/example_data/small_ugrid_zero_based.nc
deleted file mode 100644
index d4ae389..0000000
Binary files a/docs/examples/example_data/small_ugrid_zero_based.nc and /dev/null differ
diff --git a/docs/examples/example_data/stofs_2d_glo.subset.nc b/docs/examples/example_data/stofs_2d_glo.subset.nc
deleted file mode 100644
index d6e5678..0000000
Binary files a/docs/examples/example_data/stofs_2d_glo.subset.nc and /dev/null differ
diff --git a/docs/examples/example_data/tris_and_bounds.nc b/docs/examples/example_data/tris_and_bounds.nc
deleted file mode 100644
index 71b4ed2..0000000
Binary files a/docs/examples/example_data/tris_and_bounds.nc and /dev/null differ
diff --git a/docs/examples/example_data/wcofs-subset-control.nc b/docs/examples/example_data/wcofs-subset-control.nc
deleted file mode 100644
index 0cfcfd0..0000000
Binary files a/docs/examples/example_data/wcofs-subset-control.nc and /dev/null differ
diff --git a/docs/installation.rst b/docs/installation.rst
index 38db4dc..1aab353 100644
--- a/docs/installation.rst
+++ b/docs/installation.rst
@@ -4,13 +4,13 @@ Installation
 ============
 
 This installation guide includes only the xarray-subset-grid installation instructions. Please
-refer to `xarray-subset-grid Contributor's Guide <https://uxarray.readthedocs.io/en/latest/contributing.html>`_
-for detailed information about how to contribute to the UXarray project.
+refer to the `xarray-subset-grid Contributor's Guide <contributing.html>`_
+for detailed information about how to contribute to this project.
 
 We recommend using the `conda <https://conda.io/docs/>`__ or
 `pixi <https://prefix.dev/>`__ package managers for your Python
 environments. Please take some time to go over the
-`README <https://github.com/asascience-open/xarray-subset-grid/blob/main/README.md>`__.
+`README <https://github.com/ioos/xarray-subset-grid/blob/main/README.md>`__.
 
 
 Conda
@@ -71,7 +71,7 @@ PyPI
 An alternative to Conda is using pip
 ::
 
-    pip install xarray_subset_grid@git+https://github.com/asascience-open/xarray-subset-grid.git
+    pip install xarray_subset_grid@git+https://github.com/ioos/xarray-subset-grid.git
     .. pip install xarray-subset-grid
 
 
@@ -84,7 +84,7 @@ If you are interested in installing xarray-subset-grid from source,
 you will first need to get the latest version of the code
 ::
 
-    git clone https://github.com/asascience-open/xarray-subset-grid.git
+    git clone https://github.com/ioos/xarray-subset-grid.git
     cd xarray-subset-grid
 
 Run the following command from the root-directory
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 40c368b..91e368b 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,7 +1,7 @@
 sphinx
 sphinx-autodoc-typehints
 myst_nb
-xarray_subset_grid@git+https://github.com/asascience-open/xarray-subset-grid.git
+xarray_subset_grid@git+https://github.com/ioos/xarray-subset-grid.git
 sphinxcontrib-bibtex
 matplotlib
 cf_xarray
diff --git a/download_test_data.py b/download_test_data.py
new file mode 100644
index 0000000..e187d17
--- /dev/null
+++ b/download_test_data.py
@@ -0,0 +1,25 @@
+import zipfile
+from pathlib import Path
+
+import pooch
+
+
+def download_data():
+    """Download support data for tests and documentation."""
+    url = "https://github.com/ioos/xarray-subset-grid/releases/download"
+    version = "2026.02.09"
+
+    fname = pooch.retrieve(
+        url=f"{url}/{version}/data_files.zip",
+        known_hash="sha256:675fb74b9a8c58a6b3bdcef691f7e5bf97a11a3f1065668525e5169f8be20343",
+    )
+
+    here = Path(__file__).resolve().parent
+    print(fname)
+    print(here)
+    with zipfile.ZipFile(fname, "r") as zip_ref:
+        zip_ref.extractall(here)
+
+
+if __name__ == "__main__":
+    download_data()
diff --git a/pixi.lock b/pixi.lock
deleted file mode 100644
index 6a52f5e..0000000
--- a/pixi.lock
+++ /dev/null
@@ -1,21637 +0,0 @@
-version: 6
-environments:
-  all:
-    channels:
-    - url: https://conda.anaconda.org/conda-forge/
-    indexes:
-    - https://pypi.org/simple
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
-    packages:
-      linux-64:
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aiobotocore-2.25.2-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aiohttp-3.13.2-pyh4ca1811_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aioitertools-0.12.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/alabaster-1.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.14-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.12.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py314h5bd0f2a_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asciitree-0.3.3-py_2.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-timeout-5.0.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/attr-2.5.2-h39aace5_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.4.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.9.1-h7ca4310_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.9.10-h346e085_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.12.5-hb03c661_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.3.1-h7e655bb_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.5.6-h3cb25bf_6.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.10.7-hc5c8343_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.23.3-ha76f1cc_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.13.3-h3a25ec9_10.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.10.1-hcb69869_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.2.4-h7e655bb_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.2.7-h7e655bb_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.35.2-h2ceb62e_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.606-hd6e39bc_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-core-cpp-1.16.1-h3a458e0_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-identity-cpp-1.13.2-h3a5f585_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-blobs-cpp-12.15.0-h2a74896_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-common-cpp-12.11.0-h3d7a050_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-files-datalake-cpp-12.13.0-hf38f1be_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-h5f6438b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.6-he440d0b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bokeh-3.8.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/botocore-1.40.70-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.2.0-hed03a55_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.2.0-hb03c661_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py314h3de4e8d_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.5-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.11.12-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-h3394656_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.11.12-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cf_xarray-0.10.9-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py314h4a8dc5f_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.4-py314hc02f841_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.4-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyh8f84b5b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.3.3-py314h9891dd4_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/coverage-7.12.0-py314h67df5f8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.14.1-py314hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.28-hd9c7081_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-1.1.0-py314h5bd0f2a_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-2025.11.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-core-2025.11.0-pyhcf101f3_0.conda
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-  - __osx >=10.13
-  - python_abi 3.14.* *_cp314
-  - zstd >=1.5.7,<1.6.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 470136
-  timestamp: 1762512696464
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.25.0-py314h9d33bd4_1.conda
-  sha256: cdeb350914094e15ec6310f4699fa81120700ca7ab7162a6b3421f9ea9c690b4
-  md5: 8a92a736ab23b4633ac49dcbfcc81e14
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - python 3.14.* *_cp314
-  - __osx >=11.0
-  - python_abi 3.14.* *_cp314
-  - zstd >=1.5.7,<1.6.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 397786
-  timestamp: 1762512730914
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.25.0-py314hc5dbbe4_1.conda
-  sha256: 87bf6ba2dcc59dfbb8d977b9c29d19b6845ad54e092ea8204dcec62d7b461a30
-  md5: c1ef46c3666be935fbb7460c24950cff
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - zstd >=1.5.7,<1.6.0a0
-  - python_abi 3.14.* *_cp314
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 381179
-  timestamp: 1762512709971
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
-  sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
-  md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  purls: []
-  size: 601375
-  timestamp: 1764777111296
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h3eecb57_6.conda
-  sha256: 47101a4055a70a4876ffc87b750ab2287b67eca793f21c8224be5e1ee6394d3f
-  md5: 727109b184d680772e3122f40136d5ca
-  depends:
-  - __osx >=10.13
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  purls: []
-  size: 528148
-  timestamp: 1764777156963
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda
-  sha256: 9485ba49e8f47d2b597dd399e88f4802e100851b27c21d7525625b0b4025a5d9
-  md5: ab136e4c34e97f34fb621d2592a393d8
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-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  purls: []
-  size: 433413
-  timestamp: 1764777166076
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda
-  sha256: 368d8628424966fd8f9c8018326a9c779e06913dd39e646cf331226acc90e5b2
-  md5: 053b84beec00b71ea8ff7a4f84b55207
-  depends:
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
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-  size: 388453
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diff --git a/pixi.toml b/pixi.toml
new file mode 100644
index 0000000..5596517
--- /dev/null
+++ b/pixi.toml
@@ -0,0 +1,79 @@
+[workspace]
+name = "xarray_subset_grid"
+channels = [ "conda-forge" ]
+platforms = [ "linux-64", "osx-arm64", "osx-64", "win-64" ]
+
+[pypi-dependencies]
+xarray_subset_grid = { path = ".", editable = true }
+
+[dependencies]
+python = ">=3.10"
+numpy = "*"
+xarray = ">=2024.6"
+pandas = "*"
+cf_xarray = "*"
+dask = "*"
+fsspec = "*"
+s3fs = "*"
+zarr = "<3"
+netcdf4 = "*"
+h5netcdf = "*"
+
+[environments]
+default = { solve-group = "default" }
+dev = { features = [ "dev" ], solve-group = "default" }
+examples = { features = [ "examples" ], solve-group = "default" }
+all = { features = [ "dev", "examples" ], solve-group = "default" }
+test310 = [ "dev", "py310" ]  # implicit: test310 = ["dev", "py310", "default"]
+test311 = [ "dev", "py311" ]
+test312 = [ "dev", "py312" ]
+test313 = [ "dev", "py313" ]
+test314 = [ "dev", "py314" ]
+testcov = [ "dev", "py314" ]
+
+[system-requirements]
+macos = "11.0"
+
+[tasks]
+
+[feature.dev.dependencies]
+ruff = "*"
+pre-commit = "*"
+pyright = "*"
+pytest = "*"
+pytest-cov = "*"
+sphinx = "*"
+sphinx-rtd-theme = "*"
+pip = "*"
+setuptools_scm = "*"
+python-build = "*"
+sphinx-autodoc-typehints = "*"
+myst-nb = "*"
+pooch = "*"
+
+[feature.dev.tasks]
+lint = "ruff check tests xarray_subset_grid"
+test = { cmd = ["pytest", "tests/"], depends-on = ["download"] }
+download = "python download_test_data.py"
+test_all = { cmd = "pytest --online tests/", depends-on = ["download"] }
+test_cov = { cmd = "pytest --cov=xarray_subset_grid tests", depends-on = ["download"] }
+
+[feature.examples.dependencies]
+matplotlib = "*"
+jupyter = "*"
+ipython = "*"
+
+[feature.py310.dependencies]
+python = "~=3.10"
+
+[feature.py311.dependencies]
+python = "~=3.11"
+
+[feature.py312.dependencies]
+python = "~=3.12"
+
+[feature.py313.dependencies]
+python = "~=3.13"
+
+[feature.py314.dependencies]
+python = "~=3.14"
diff --git a/pyproject.toml b/pyproject.toml
index b0e3e7f..2fe3346 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,8 +11,8 @@ keywords = [ "xarray" ]
 license = { file = "LICENSE" }
 
 authors = [
-  { name = "Matthew Iannucci", email = "matt.iannucci@tetratech.com" },
   { name = "Christopher H. Barker", email = "chris.barker@noaa.gov" },
+  { name = "Matthew Iannucci", email = "matt.iannucci@tetratech.com" },
 ]
 requires-python = ">=3.10"
 classifiers = [
@@ -36,13 +36,13 @@ dependencies = [
   "cf-xarray",
   "cftime",
   "dask",
-  # "dask[complete]", # getting errors from pixi with the "complete"
   "netcdf4",
   "numpy",
   "xarray>=2024.6",
 ]
 
 optional-dependencies.dev = [
+  "pooch",
   "pre-commit",
   "pytest",
   "pytest-cov",
@@ -51,7 +51,7 @@ optional-dependencies.dev = [
   "sphinx-rtd-theme",
 ]
 optional-dependencies.examples = [ "fsspec", "h5netcdf", "matplotlib", "s3fs", "zarr<3" ]
-urls."Homepage" = "https://github.com/asascience-open/xarray-subset-grid"
+urls."Homepage" = "https://github.com/ioos/xarray-subset-grid/"
 
 [tool.setuptools]
 packages = [ "xarray_subset_grid" ]
@@ -90,76 +90,3 @@ lint.extend-safe-fixes = [
 [tool.pyright]
 venvPath = "."
 venv = "venv"
-
-[tool.pixi.workspace]
-channels = [ "conda-forge" ]
-platforms = [ "linux-64", "osx-arm64", "osx-64", "win-64" ]
-
-[tool.pixi.pypi-dependencies]
-xarray_subset_grid = { path = ".", editable = true }
-
-[tool.pixi.environments]
-default = { solve-group = "default" }
-dev = { features = [ "dev" ], solve-group = "default" }
-examples = { features = [ "examples" ], solve-group = "default" }
-all = { features = [ "dev", "examples" ], solve-group = "default" }
-test310 = [ "dev", "py310" ]                                        # implicit: test310 = ["dev", "py310", "default"]
-test311 = [ "dev", "py311" ]
-test312 = [ "dev", "py312" ]
-test313 = [ "dev", "py313" ]
-test314 = [ "dev", "py314" ]
-
-[tool.pixi.system-requirements]
-macos = "11.0"
-
-[tool.pixi.tasks]
-
-[tool.pixi.dependencies]
-python = ">=3.10"
-numpy = "*"
-xarray = ">=2024.6"
-pandas = "*"
-cf_xarray = "*"
-dask = "*"
-fsspec = "*"
-s3fs = "*"
-zarr = "<3"
-netcdf4 = "*"
-h5netcdf = "*"
-
-[tool.pixi.feature.dev.dependencies]
-ruff = "*"
-pre-commit = "*"
-pyright = "*"
-pytest = "*"
-pytest-cov = "*"
-sphinx = "*"
-sphinx-rtd-theme = "*"
-pip = "*"
-setuptools_scm = "*"
-python-build = "*"
-
-[tool.pixi.feature.dev.tasks]
-lint = "ruff check tests xarray_subset_grid"
-test = "pytest tests/"
-test_all = "pytest --online tests/"
-
-[tool.pixi.feature.examples.dependencies]
-matplotlib = "*"
-jupyter = "*"
-ipython = "*"
-
-[tool.pixi.feature.py310.dependencies]
-python = "~=3.10"
-
-[tool.pixi.feature.py311.dependencies]
-python = "~=3.11"
-
-[tool.pixi.feature.py312.dependencies]
-python = "~=3.12"
-
-[tool.pixi.feature.py313.dependencies]
-python = "~=3.13"
-
-[tool.pixi.feature.py314.dependencies]
-python = "~=3.14"
diff --git a/tests/conftest.py b/tests/conftest.py
index 1e23dc6..b0ebf09 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,5 +1,7 @@
 # conftest: some configuration for the tests
 
+from pathlib import Path
+
 import pytest
 
 
@@ -35,3 +37,21 @@ def pytest_collection_modifyitems(config, items):
 #     if envnames:
 #         if item.config.getoption("-E") not in envnames:
 #             pytest.skip(f"test requires env in {envnames!r}")
+
+EXAMPLE_DATA = Path(__file__).parent / "example_data"
+
+UGRID_FILES = [
+    EXAMPLE_DATA / "SFBOFS_subset1.nc",
+    EXAMPLE_DATA / "small_ugrid_zero_based.nc",
+    EXAMPLE_DATA / "tris_and_bounds.nc",
+]
+
+SGRID_FILES = [
+    EXAMPLE_DATA / "arakawa_c_test_grid.nc",
+]
+
+RGRID_FILES = [
+    EXAMPLE_DATA / "2D-rectangular_grid_wind.nc",
+    EXAMPLE_DATA / "rectangular_grid_decreasing.nc",
+    EXAMPLE_DATA / "AMSEAS-subset.nc",
+]
diff --git a/tests/example_data/AMSEAS-subset.nc b/tests/example_data/AMSEAS-subset.nc
deleted file mode 100644
index 4ca8e49..0000000
Binary files a/tests/example_data/AMSEAS-subset.nc and /dev/null differ
diff --git a/tests/example_data/arakawa_c_test_grid.nc b/tests/example_data/arakawa_c_test_grid.nc
deleted file mode 100644
index 8642f74..0000000
Binary files a/tests/example_data/arakawa_c_test_grid.nc and /dev/null differ
diff --git a/tests/pytest.ini b/tests/pytest.ini
new file mode 100644
index 0000000..d31e962
--- /dev/null
+++ b/tests/pytest.ini
@@ -0,0 +1,11 @@
+# from numpy code:
+#    # Filter out Cython harmless warnings
+#    warnings.filterwarnings("ignore", message="numpy.dtype size changed")
+#    warnings.filterwarnings("ignore", message="numpy.ufunc size changed")
+#    warnings.filterwarnings("ignore", message="numpy.ndarray size changed")
+
+[pytest]
+filterwarnings =
+    ignore: numpy.ndarray size changed:RuntimeWarning
+    ignore: numpy.ufunc size changed:RuntimeWarning
+    ignore: numpy.dtype size changed:RuntimeWarning
diff --git a/tests/test_grids/test_regular_grid.py b/tests/test_grids/test_regular_grid.py
index 772b5ed..42bd5cd 100644
--- a/tests/test_grids/test_regular_grid.py
+++ b/tests/test_grids/test_regular_grid.py
@@ -4,127 +4,282 @@
 
 from pathlib import Path
 
-try:
-    import fsspec
-except ImportError:
-    fsspec = None
+import numpy as np
+import pytest
+
+# only needed if you want to hit AWS servers.
+# try:
+#     import fsspec
+# except ImportError:
+#     fsspec = None
 import xarray as xr
 
+from tests.conftest import RGRID_FILES, SGRID_FILES, UGRID_FILES
 from xarray_subset_grid.grids.regular_grid import RegularGrid
 
-TEST_DATA = Path(__file__).parent.parent / "example_data"
+EXAMPLE_DATA = Path(__file__).parent.parent / "example_data"
 
-TEST_FILE1 = TEST_DATA / "AMSEAS-subset.nc"
 
 # NGOFS2_RGRID.nc is a small subset of the regridded NGOFS2 model.
 
 # It was created by the "OFS subsetter"
 
 
-def test_recognise():
+@pytest.mark.parametrize("test_file", RGRID_FILES)
+def test_recognize(test_file):
     """
     works for at least one file ...
     """
-    ds = xr.open_dataset(TEST_FILE1)
+    ds = xr.open_dataset(test_file)
 
     assert RegularGrid.recognize(ds)
 
 
-def test_recognise_not():
+@pytest.mark.parametrize("test_file", UGRID_FILES + SGRID_FILES)
+def test_recognize_not(test_file):
     """
-    should not recognise an SGrid
+    should not recognize an SGrid
     """
-    ds = xr.open_dataset(TEST_DATA / "arakawa_c_test_grid.nc")
+    ds = xr.open_dataset(test_file)
 
     assert not RegularGrid.recognize(ds)
 
 
-#######
-# These from the ugrid tests -- need to be adapted
-#######
+def create_synthetic_rectangular_grid_dataset(decreasing=False):
+    """
+    Create a synthetic dataset with regular grid.
 
-# def test_grid_vars():
-#     """
-#     Check if the grid vars are defined properly
-#     """
-#     ds = xr.open_dataset(EXAMPLE_DATA / "SFBOFS_subset1.nc")
+    Can be either decreasing or increasing in latitude
+    """
 
-#     ds = ugrid.assign_ugrid_topology(ds, **grid_topology)
+    lon = np.linspace(-100, -80, 21)
+    if decreasing:
+        lat = np.linspace(50, 30, 21)
+    else:
+        lat = np.linspace(30, 50, 21)
+
+    data = np.random.rand(21, 21)
+
+    ds = xr.Dataset(
+        data_vars={
+            "temp": (("lat", "lon"), data),
+            "salt": (("lat", "lon"), data),
+        },
+        coords={
+            "lat": lat,
+            "lon": lon,
+        },
+    )
+    # Add cf attributes
+    ds.lat.attrs = {"standard_name": "latitude", "units": "degrees_north"}
+    ds.lon.attrs = {"standard_name": "longitude", "units": "degrees_east"}
+    ds.temp.attrs = {"standard_name": "sea_water_temperature"}
+
+    return ds
+
+
+def test_grid_vars():
+    """
+    Check if the grid vars are defined properly
+    """
+    ds = xr.open_dataset(EXAMPLE_DATA / "AMSEAS-subset.nc")
 
-#     grid_vars = ds.xsg.grid_vars
+    grid_vars = ds.xsg.grid_vars
 
-#     # ['mesh', 'nv', 'lon', 'lat', 'lonc', 'latc']
-#     assert grid_vars == set(["mesh", "nv", "nbe", "lon", "lat", "lonc", "latc"])
+    # ['mesh', 'nv', 'lon', 'lat', 'lonc', 'latc']
+    assert grid_vars == {"lat", "lon"}
 
 
-# def test_data_vars():
-#     """
-#     Check if the grid vars are defined properly
+def test_data_vars():
+    """
+    Check if the data vars are defined properly
 
-#     This is not currently working correctly!
-#     """
-#     ds = xr.open_dataset(EXAMPLE_DATA / "SFBOFS_subset1.nc")
-#     ds = ugrid.assign_ugrid_topology(ds, **grid_topology)
+    This is not currently working correctly!
 
-#     data_vars = ds.xsg.data_vars
-
-#     assert set(data_vars) == set(
-#         [
-#             "h",
-#             "zeta",
-#             "temp",
-#             "salinity",
-#             "u",
-#             "v",
-#             "uwind_speed",
-#             "vwind_speed",
-#             "wet_nodes",
-#             "wet_cells",
-#         ]
-#     )
+    it finds extra stuff
+    """
+    ds = xr.open_dataset(EXAMPLE_DATA / "AMSEAS-subset.nc")
+
+    data_vars = ds.xsg.data_vars
+
+    # the extra "time" variables are not using the grid
+    # so they should not be listed as data_vars
+    assert data_vars == {
+        "water_w",
+        "salinity",
+        "surf_roughness",
+        "surf_temp_flux",
+        "water_v",
+        # 'time_offset',
+        "water_temp",
+        "water_baro_v",
+        "surf_atm_press",
+        "surf_el",
+        "surf_salt_flux",
+        "water_u",
+        "surf_wnd_stress_gridy",
+        "water_baro_u",
+        "watdep",
+        "surf_solar_flux",
+        # 'time1_run',
+        "surf_wnd_stress_gridx",
+        # 'time1_offset'
+    }
+
+
+# might not be needed if tested elsewhere.
+def test_data_vars2():
+    """
+    redundant with above, by already written ...
+    """
+    print("Testing data_vars error...")
+    ds = create_synthetic_rectangular_grid_dataset()
+    # Ensure it is recognized as a RegularGrid
+    assert RegularGrid.recognize(ds)
 
+    # Access xsg accessor
+    data_vars = ds.xsg.data_vars
+    print(f"data_vars: {data_vars}")
 
-# def test_extra_vars():
-#     """
-#     Check if the extra vars are defined properly
+    assert data_vars == {"salt", "temp"}
 
-#     This is not currently working correctly!
-#     """
-#     ds = xr.open_dataset(EXAMPLE_DATA / "SFBOFS_subset1.nc")
-#     ds = ugrid.assign_ugrid_topology(ds, **grid_topology)
 
-#     extra_vars = ds.xsg.extra_vars
+def test_extra_vars():
+    """
+    Check if the extra vars are defined properly
+    """
+    ds = xr.open_dataset(EXAMPLE_DATA / "AMSEAS-subset.nc")
 
-#     print([*ds])
-#     print(f"{extra_vars=}")
-#     assert extra_vars == set(
-#         [
-#             "nf_type",
-#             "Times",
-#         ]
-#     )
+    extra_vars = ds.xsg.extra_vars
 
+    # the extra "time" variables are not using the grid
+    # so they should be listed as extra_vars
+    assert extra_vars == {"time_offset", "time1_run", "time1_offset"}
 
-# def test_coords():
-#     ds = xr.open_dataset(EXAMPLE_DATA / "SFBOFS_subset1.nc")
-#     ds = ugrid.assign_ugrid_topology(ds, **grid_topology)
 
-#     coords = ds.xsg.coords
-
-#     print(f"{coords=}")
-#     print(f"{ds.coords=}")
-
-#     assert set(coords) == set(
-#         [
-#             "lon",
-#             "lat",
-#             "lonc",
-#             "latc",
-#             "time",
-#             "siglay",
-#             "siglev",
-#         ]
-#     )
+def test_subset_to_bb():
+    """
+    Not a complete test by any means, but the basics are there.
+
+    NOTE: it doesn't test if the variables got subset correctly ...
+
+    """
+    ds = xr.open_dataset(EXAMPLE_DATA / "2D-rectangular_grid_wind.nc")
+
+    print(
+        "initial bounds:",
+        ds["lon"].data.min(),
+        ds["lat"].data.min(),
+        ds["lon"].data.max(),
+        ds["lat"].data.max(),
+    )
+
+    bbox = (-0.5, 0, 0.5, 0.5)
+
+    ds2 = ds.xsg.subset_bbox(bbox)
+
+    assert ds2["lat"].size == 15
+    assert ds2["lon"].size == 29
+
+    new_bounds = (
+        ds2["lon"].data.min(),
+        ds2["lat"].data.min(),
+        ds2["lon"].data.max(),
+        ds2["lat"].data.max(),
+    )
+    print("new bounds:", new_bounds)
+    assert new_bounds == bbox
+
+
+def test_decreasing_latitude():
+    """
+    Some datasets have the latitude or longitude decreasing: 10, 9, 8 etc.
+    e.g the NOAA GFS met model
+
+    subsetting should still work
+
+    """
+    ds = xr.open_dataset(EXAMPLE_DATA / "rectangular_grid_decreasing.nc")
+
+    print(
+        "initial bounds:",
+        ds["lon"].data.min(),
+        ds["lat"].data.min(),
+        ds["lon"].data.max(),
+        ds["lat"].data.max(),
+    )
+
+    bbox = (-0.5, 0, 0.5, 0.5)
+
+    ds2 = ds.xsg.subset_bbox(bbox)
+
+    assert ds2["lat"].size == 15
+    assert ds2["lon"].size == 29
+
+    new_bounds = (
+        ds2["lon"].data.min(),
+        ds2["lat"].data.min(),
+        ds2["lon"].data.max(),
+        ds2["lat"].data.max(),
+    )
+    print("new bounds:", new_bounds)
+    assert new_bounds == bbox
+
+
+def test_decreasing_coords():
+    """
+    Redundant with above, but already written ...
+    """
+    print("\nTesting decreasing coordinates support...")
+    ds = create_synthetic_rectangular_grid_dataset(decreasing=True)
+    # assert RegularGrid.recognize(ds)
+
+    # bbox: (min_lon, min_lat, max_lon, max_lat)
+    bbox = (-95, 35, -85, 45)
+
+    subset = ds.xsg.subset_bbox(bbox)
+    print(f"Subset size: {subset.sizes}")
+
+    # Check if subset has data
+    assert subset.sizes["lat"] > 0
+    assert subset.sizes["lon"] > 0
+
+
+def test_subset_polygon():
+    """
+    Not a complete test by any means, but the basics are there.
+
+    NOTE: it doesn't test if the variables got subset correctly ...
+
+    """
+    ds = xr.open_dataset(EXAMPLE_DATA / "2D-rectangular_grid_wind.nc")
+
+    print(
+        "initial bounds:",
+        ds["lon"].data.min(),
+        ds["lat"].data.min(),
+        ds["lon"].data.max(),
+        ds["lat"].data.max(),
+    )
+
+    poly = [(-0.5, 0.0), (0.0, 0.5), (0.5, 0.5), (0.5, 0.0), (0, 0.0)]
+    # this poly has this bounding box:
+    # bbox = (-0.5, 0, 0.5, 0.5)
+    # so results should be the same as the bbox tests
+
+    ds2 = ds.xsg.subset_polygon(poly)
+
+    assert ds2["lat"].size == 15
+    assert ds2["lon"].size == 29
+
+    new_bounds = (
+        ds2["lon"].data.min(),
+        ds2["lat"].data.min(),
+        ds2["lon"].data.max(),
+        ds2["lat"].data.max(),
+    )
+    print("new bounds:", new_bounds)
+    assert new_bounds == (-0.5, 0, 0.5, 0.5)
 
 
 # def test_vertical_levels():
diff --git a/tests/test_grids/test_ugrid.py b/tests/test_grids/test_ugrid.py
index 3bdcfd3..096dcd1 100644
--- a/tests/test_grids/test_ugrid.py
+++ b/tests/test_grids/test_ugrid.py
@@ -12,12 +12,44 @@
 import pytest
 import xarray as xr
 
+from tests.conftest import RGRID_FILES, SGRID_FILES, UGRID_FILES
 from xarray_subset_grid import Selector
 from xarray_subset_grid.grids import ugrid
+from xarray_subset_grid.grids.ugrid import UGrid
 
-EXAMPLE_DATA = Path(__file__).parent.parent.parent / "docs" / "examples" / "example_data"
+EXAMPLE_DATA = Path(__file__).parent.parent / "example_data"
+
+
+@pytest.mark.parametrize("test_file", UGRID_FILES[:3])
+def test_recognize(test_file):
+    """
+    works for at least one file ...
+    """
+    print("testing: ", test_file)
+    ds = xr.open_dataset(test_file)
+    try:
+        ds.cf.cf_roles["mesh_topology"][0]
+    except KeyError:  # no mesh variable
+        # Hacky way to deal with non-conforming examples
+        # This should be in a config somewhere, or ??
+        if "tris" in ds:
+            grid_top = {"face_node_connectivity": "tris", "node_coordinates": ("lon", "lat")}
+        elif "nv" in ds:
+            grid_top = {"face_node_connectivity": "nv", "node_coordinates": ("lon", "lat")}
+        ds = ugrid.assign_ugrid_topology(ds, **grid_top)
+
+    assert UGrid.recognize(ds)
+
+
+@pytest.mark.parametrize("test_file", RGRID_FILES + SGRID_FILES)
+def test_recognize_not(test_file):
+    """
+    should not recognize an SGrid
+    """
+    ds = xr.open_dataset(test_file)
+
+    assert not UGrid.recognize(ds)
 
-TEST_FILE1 = EXAMPLE_DATA / "SFBOFS_subset1.nc"
 
 # SFBOFS_subset1.nc is a smallish subset of the SFBOFS FVCOM model
 
@@ -218,7 +250,7 @@
 #         cell:standard_name = "cell number" ;
 #         cell:long_name = "Mapping to original mesh cell number" ;
 
-# topology for TEST_FILE1
+# topology for SFBOFS_subset1
 grid_topology = {
     "node_coordinates": "lon lat",
     "face_node_connectivity": "nv",
@@ -387,6 +419,22 @@ def test_assign_ugrid_topology_start_index_zero_infer():
     assert ds["mesh_edge_nodes"].attrs["start_index"] == 0
     assert ds["mesh_boundary_nodes"].attrs["start_index"] == 0
 
+def test_assign_ugrid_topology_start_index_zero_infer_bad_data():
+    """
+    if the connectivity array has negative or no zero or one indexes -- not good.
+    """
+    # set a negative index
+    ds = xr.open_dataset(EXAMPLE_DATA / "small_ugrid_zero_based.nc")
+    faces = ds['mesh_face_nodes'].data[0, 0] = -3
+    with pytest.raises(ValueError):
+        ds = ugrid.assign_ugrid_topology(ds, face_node_connectivity="mesh_face_nodes")
+
+    # remove zero and one indexes
+    data = ds['mesh_face_nodes'].data
+    data[data < 2] = 100
+    with pytest.raises(ValueError):
+        ds = ugrid.assign_ugrid_topology(ds, face_node_connectivity="mesh_face_nodes")
+
 
 # NOTE: these tests are probably not complete -- but they are something.
 #       we really should have a complete UGRID example to test with.
diff --git a/tests/test_visualization/test_mpl_plotting.py b/tests/test_visualization/test_mpl_plotting.py
index 2564158..8e6cf31 100644
--- a/tests/test_visualization/test_mpl_plotting.py
+++ b/tests/test_visualization/test_mpl_plotting.py
@@ -21,7 +21,7 @@
     pytestmark = pytest.mark.skip(reason="matplotlib is not installed")
 
 
-EXAMPLE_DATA = Path(__file__).parent.parent.parent / "docs" / "examples" / "example_data"
+EXAMPLE_DATA = Path(__file__).parent.parent / "example_data"
 OUTPUT_DIR = Path(__file__).parent / "output"
 
 
diff --git a/xarray_subset_grid/accessor.py b/xarray_subset_grid/accessor.py
index 2868b4e..7a4ca7a 100644
--- a/xarray_subset_grid/accessor.py
+++ b/xarray_subset_grid/accessor.py
@@ -5,9 +5,24 @@
 import xarray as xr
 
 from xarray_subset_grid.grid import Grid
-from xarray_subset_grid.grids import FVCOMGrid, RegularGrid, RegularGrid2d, SELFEGrid, SGrid, UGrid
-
-_grid_impls = [FVCOMGrid, SELFEGrid, UGrid, SGrid, RegularGrid2d, RegularGrid]
+from xarray_subset_grid.grids import (
+    FVCOMGrid,
+    RegularGrid,
+    # @D version doesn't appear to be different ??
+    # RegularGrid2d,
+    SELFEGrid,
+    SGrid,
+    UGrid,
+)
+
+_grid_impls = [
+    FVCOMGrid,
+    SELFEGrid,
+    UGrid,
+    SGrid,
+    # RegularGrid2d,
+    RegularGrid,
+]
 
 
 def register_grid_impl(grid_impl: Grid, priority: int = 0):
diff --git a/xarray_subset_grid/grids/regular_grid.py b/xarray_subset_grid/grids/regular_grid.py
index ee49048..9b01aa8 100644
--- a/xarray_subset_grid/grids/regular_grid.py
+++ b/xarray_subset_grid/grids/regular_grid.py
@@ -17,31 +17,30 @@
 from xarray_subset_grid.utils import (
     normalize_bbox_x_coords,
     normalize_polygon_x_coords,
-    ray_tracing_numpy,
 )
 
+# class RegularGridPolygonSelector(Selector):
+#     """Polygon Selector for regular lat/lon grids."""
+#     # with a regular grid, you have to select the full bounding box anyway
+#     # this this simply computes the bounding box, and used that
 
-class RegularGridPolygonSelector(Selector):
-    """Polygon Selector for regular lat/lon grids."""
-
-    polygon: list[tuple[float, float]] | np.ndarray
-    _polygon_mask: xr.DataArray
+#     polygon: list[tuple[float, float]] | np.ndarray
+#     _polygon_mask: xr.DataArray
 
-    def __init__(
-        self, polygon: list[tuple[float, float]] | np.ndarray, mask: xr.DataArray, name: str
-    ):
-        super().__init__()
-        self.name = name
-        self.polygon = polygon
-        self.polygon_mask = mask
+#     def __init__(self, polygon: list[tuple[float, float]] | np.ndarray, mask: xr.DataArray,
+#                  name: str):
+#         super().__init__()
+#         self.name = name
+#         self.polygon = polygon
+#         self.polygon_mask = mask
 
-    def select(self, ds: xr.Dataset) -> xr.Dataset:
-        """Perform the selection on the dataset."""
-        ds_subset = ds.cf.isel(
-            lon=self._polygon_mask,
-            lat=self._polygon_mask,
-        )
-        return ds_subset
+#     def select(self, ds: xr.Dataset) -> xr.Dataset:
+#         """Perform the selection on the dataset."""
+#         ds_subset = ds.cf.isel(
+#             lon=self._polygon_mask,
+#             lat=self._polygon_mask,
+#         )
+#         return ds_subset
 
 
 class RegularGridBBoxSelector(Selector):
@@ -58,25 +57,70 @@ def __init__(self, bbox: tuple[float, float, float, float]):
         self._latitude_selection = slice(bbox[1], bbox[3])
 
     def select(self, ds: xr.Dataset) -> xr.Dataset:
-        """Perform the selection on the dataset."""
+        """
+        Perform the selection on the dataset.
+        """
+        lat = ds[ds.cf.coordinates.get("latitude")[0]]
+        lon = ds[ds.cf.coordinates.get("longitude")[0]]
+        if np.all(np.diff(lat) < 0):
+            # swap the slice if the latitudes are descending
+            self._latitude_selection = slice(
+                self._latitude_selection.stop, self._latitude_selection.start
+            )
+        # and np.all(np.diff(lon) > 0):
+        if np.all(np.diff(lon) < 0):
+            # swap the slice if the longitudes are descending
+            self._longitude_selection = slice(
+                self._longitude_selection.stop, self._longitude_selection.start
+            )
+
         return ds.cf.sel(lon=self._longitude_selection, lat=self._latitude_selection)
 
 
+class RegularGridPolygonSelector(RegularGridBBoxSelector):
+    """Polygon Selector for regular lat/lon grids."""
+
+    # with a regular grid, you have to select the full bounding box anyway
+    # this this simply computes the bounding box, and uses the same code.
+
+    def __init__(self, polygon: list[tuple[float, float]] | np.ndarray):
+        polygon = np.asarray(polygon)
+        bbox = (
+            polygon[:, 0].min(),
+            polygon[:, 1].min(),
+            polygon[:, 0].max(),
+            polygon[:, 1].max(),
+        )
+        super().__init__(bbox=bbox)
+
+
 class RegularGrid(Grid):
     """Grid implementation for regular lat/lng grids."""
 
     @staticmethod
     def recognize(ds: xr.Dataset) -> bool:
-        """Recognize if the dataset matches the given grid."""
+        """
+        Recognize if the dataset matches the given grid.
+        """
         lat = ds.cf.coordinates.get("latitude", None)
         lon = ds.cf.coordinates.get("longitude", None)
         if lat is None or lon is None:
             return False
 
+        # choose first one -- valid assumption??
+        lat = lat[0]
+        lon = lon[0]
         # Make sure the coordinates are 1D and match
-        lat_ndim = ds[lat[0]].ndim
-        lon_ndim = ds[lon[0]].ndim
-        return lat_ndim == lon_ndim and lon_ndim == 1
+        if not (1 == ds[lat].ndim == ds[lon].ndim):
+            return False
+
+        # make sure that at least one variable is using both the
+        #   latitude and longitude dimensions
+        #   (ugrids have both coordinates, but not both dimensions)
+        for var_name, var in ds.data_vars.items():
+            if (lon in var.dims) and (lat in var.dims):
+                return True
+        return False
 
     @property
     def name(self) -> str:
@@ -102,27 +146,27 @@ def data_vars(self, ds: xr.Dataset) -> set[str]:
         """
         lat = ds.cf.coordinates["latitude"][0]
         lon = ds.cf.coordinates["longitude"][0]
-        return {
-            var
-            for var in ds.data_vars
-            if var not in {lat, lon}
+        data_vars = {
+            var.name
+            for var in ds.data_vars.values()
+            if var.name not in {lat, lon}
             and "latitude" in var.cf.coordinates
             and "longitude" in var.cf.coordinates
         }
+        return data_vars
 
     def compute_polygon_subset_selector(
-        self, ds: xr.Dataset, polygon: list[tuple[float, float]], name: str = None
+        self,
+        ds: xr.Dataset,
+        polygon: list[tuple[float, float]],
     ) -> Selector:
-        lat = ds.cf["latitude"]
-        lon = ds.cf["longitude"]
 
-        x = np.array(lon.flat)
-        polygon = normalize_polygon_x_coords(x, polygon)
-        polygon_mask = ray_tracing_numpy(x, lat.flat, polygon).reshape(lon.shape)
+        polygon = np.asarray(polygon)
+        lon = ds.cf["longitude"].data
 
-        selector = RegularGridPolygonSelector(
-            polygon=polygon, mask=polygon_mask, name=name or "selector"
-        )
+        polygon = normalize_polygon_x_coords(lon, polygon)
+
+        selector = RegularGridPolygonSelector(polygon=polygon)
         return selector
 
     def compute_bbox_subset_selector(
diff --git a/xarray_subset_grid/grids/regular_grid_2d.py b/xarray_subset_grid/grids/regular_grid_2d.py
index 56ef57a..c33068b 100644
--- a/xarray_subset_grid/grids/regular_grid_2d.py
+++ b/xarray_subset_grid/grids/regular_grid_2d.py
@@ -1,3 +1,9 @@
+# 2D and 3D should share a lot of code
+#
+# do we need a separate class for this?
+# This doesn't appear, right now, to check for depth to dedermine if it's 2D
+
+
 import numpy as np
 import xarray as xr
 
@@ -72,13 +78,14 @@ def data_vars(self, ds: xr.Dataset) -> set[str]:
         """
         lat = ds.cf.coordinates["latitude"][0]
         lon = ds.cf.coordinates["longitude"][0]
-        return {
-            var
-            for var in ds.data_vars
-            if var not in {lat, lon}
+        data_vars = {
+            var.name
+            for var in ds.data_vars.values()
+            if var.name not in {lat, lon}
             and "latitude" in var.cf.coordinates
             and "longitude" in var.cf.coordinates
         }
+        return data_vars
 
     def compute_polygon_subset_selector(
         self, ds: xr.Dataset, polygon: list[tuple[float, float]], name: str = None
diff --git a/xarray_subset_grid/grids/ugrid.py b/xarray_subset_grid/grids/ugrid.py
index b2b0a8e..c188c8e 100644
--- a/xarray_subset_grid/grids/ugrid.py
+++ b/xarray_subset_grid/grids/ugrid.py
@@ -116,7 +116,7 @@ def recognize(ds: xr.Dataset) -> bool:
         try:
             mesh_key = ds.cf.cf_roles["mesh_topology"][0]
             mesh = ds[mesh_key]
-        except Exception:
+        except KeyError:
             return False
 
         return mesh.attrs.get("face_node_connectivity") is not None
@@ -360,7 +360,7 @@ def assign_ugrid_topology(
     ```
         grid_topology = {'node_coordinates': ('lon', 'lat'),
                          'face_node_connectivity': 'nv',
-                         'node_coordinates': ('lon', 'lat'),
+                         'edge_coordinates': ('lon', 'lat'),
                          'face_coordinates': ('lonc', 'latc'),
                          }
 
@@ -464,8 +464,12 @@ def assign_ugrid_topology(
         mapping = [(dim, ds[dim].size) for dim in dims]
         mesh.face_dimension = next(x[0] for x in mapping if x[1] != 3 and x[1] != 4)
 
-    # check for start_index, and set it if there.
+    # check for start_index, and set it not there.
     if mesh.start_index is None:
+        start_index = int(ds[mesh.face_node_connectivity].min())
+        if start_index not in (0, 1):
+            raise ValueError(f"minimum index in face_node_connectivity array is {start_index}"
+                             " -- it should be zero (C-style indexing) or 1 (Fortran-style indexing)")
         mesh.start_index = int(ds[mesh.face_node_connectivity].min())
 
     if mesh.start_index not in (0, 1):
diff --git a/xarray_subset_grid/utils.py b/xarray_subset_grid/utils.py
index 1b0b535..e004525 100644
--- a/xarray_subset_grid/utils.py
+++ b/xarray_subset_grid/utils.py
@@ -1,8 +1,11 @@
 import warnings
+from datetime import datetime
 
 import cf_xarray  # noqa
+import cftime
 import numpy as np
 import xarray as xr
+from dateutil.parser import parse as parsetime
 
 
 def normalize_polygon_x_coords(x, poly):
@@ -151,3 +154,23 @@ def compute_2d_subset_mask(
     polygon_mask = np.where(polygon_mask > 1, True, False)
 
     return xr.DataArray(polygon_mask, dims=mask_dims)
+
+
+def asdatetime(dt):
+    """
+    makes sure the input is a datetime.datetime object
+
+    if it already is, it will be passed through.
+
+    If not it will attempt to parse a string to make a datetime object.
+
+    None will also be passed through silently
+    """
+    if dt is None:
+        return dt
+    # if not isinstance(dt, datetime):
+    if not isinstance(dt, datetime | cftime.datetime):
+        # assume it's an iso string, or something that dateutils can parse.
+        return parsetime(dt, ignoretz=True)
+    else:
+        return dt