diff --git a/.github/workflows/codecov.yml b/.github/workflows/codecov.yml
new file mode 100644
index 0000000..a495acc
--- /dev/null
+++ b/.github/workflows/codecov.yml
@@ -0,0 +1,26 @@
+name: Code coverage report
+
+# no permissions by default
+permissions: {}
+
+on:
+  pull_request:
+  push:
+
+jobs:
+  run:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8  # v6.0.1
+      with:
+        persist-credentials: false
+
+    - name: Setup pixi
+      uses: prefix-dev/setup-pixi@82d477f15f3a381dbcc8adc1206ce643fe110fb7  # v0.9.3
+      with:
+        cache: true
+
+    - name: Run tests with coverage
+      run: >
+        pixi run --environment testcov test_cov
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index cbc6422..2fc6c4b 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: v0.15.0
   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/pixi.lock b/pixi.lock
index d65990e..779191a 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -335,7 +335,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.6.2-he8a4886_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyha191276_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -376,7 +376,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.24.0-hd6090a7_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-25.10.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.9.0-pyhd8ed1ab_0.conda
@@ -701,7 +701,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ruff-0.15.0-h5930b28_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyh5552912_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -741,7 +741,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-25.10.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.9.0-pyhd8ed1ab_0.conda
@@ -1046,7 +1046,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.15.0-h279115b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyh5552912_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -1086,7 +1086,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-25.10.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.9.0-pyhd8ed1ab_0.conda
@@ -1330,7 +1330,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/netcdf4-1.7.4-nompi_py314hc5481ba_102.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-25.2.1-he453025_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-25.2.1-he453025_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-7.5.3-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/numcodecs-0.15.1-py314hd8fd7ce_1.conda
@@ -1396,7 +1396,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/ruff-0.15.0-h213852a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyh6dadd2b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -1442,7 +1442,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_34.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.44.35208-h38c0c73_34.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-25.10.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.9.0-pyhd8ed1ab_0.conda
@@ -2449,7 +2449,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ruff-0.15.0-h40fa522_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.6.2-he8a4886_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -2482,7 +2482,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ukkonen-1.1.0-py314h9891dd4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/wrapt-2.1.1-py314h5bd0f2a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/xarray-2026.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.12-hb03c661_1.conda
@@ -2726,7 +2726,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/rpds-py-0.30.0-py314ha7b6dee_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ruff-0.15.0-h5930b28_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -2759,7 +2759,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ukkonen-1.1.0-py314h473ef84_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/wrapt-2.1.1-py314h4f144dc_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/xarray-2026.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/xorg-libxau-1.0.12-h8616949_1.conda
@@ -3003,7 +3003,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-0.30.0-py314haad56a0_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ruff-0.15.0-h279115b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -3036,7 +3036,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ukkonen-1.1.0-py314h6cfcd04_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/wrapt-2.1.1-py314h6c2aa35_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/xarray-2026.1.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxau-1.0.12-hc919400_1.conda
@@ -3219,7 +3219,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/netcdf4-1.7.4-nompi_py314hc5481ba_102.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/nodeenv-1.10.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-25.2.1-he453025_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-25.2.1-he453025_3.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/numcodecs-0.15.1-py314hd8fd7ce_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/numpy-2.4.2-py314h06c3c77_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/openjpeg-2.5.4-h24db6dd_0.conda
@@ -3267,7 +3267,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.30.0-py314h9f07db2_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ruff-0.15.0-h213852a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools_scm-9.2.2-hd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
@@ -3306,7 +3306,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_34.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.44.35208-h38c0c73_34.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-2.1.1-py314h5a2d7ad_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/xarray-2026.1.0-pyhcf101f3_0.conda
@@ -3627,7 +3627,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.6.2-he8a4886_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyha191276_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/noarch/roman-numerals-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/roman-numerals-py-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.30.0-py314h9f07db2_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/noarch/s3fs-2026.2.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
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+      - conda: https://conda.anaconda.org/conda-forge/win-64/snappy-1.2.2-h7fa0ca8_1.conda
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+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinx-8.2.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinx-autodoc-typehints-3.5.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinx-rtd-theme-3.1.0-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinx_rtd_theme-3.1.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-applehelp-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-devhelp-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-htmlhelp-2.1.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-jquery-4.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-jsmath-1.0.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-qthelp-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sphinxcontrib-serializinghtml-1.1.10-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/sqlalchemy-2.0.46-py314hc5dbbe4_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.9.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2022.3.0-h3155e25_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tblib-3.2.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h6ed50ae_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.4.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/toolz-1.1.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.4-py314h5a2d7ad_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/ukkonen-1.1.0-py314h909e829_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/virtualenv-20.36.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.44.35208-h38c0c73_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-2.1.1-py314h5a2d7ad_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/xarray-2026.1.0-pyhcf101f3_0.conda
@@ -12070,7 +13187,7 @@ packages:
   license: Apache-2.0
   license_family: APACHE
   purls:
-  - pkg:pypi/cf-xarray?source=compressed-mapping
+  - pkg:pypi/cf-xarray?source=hash-mapping
   size: 70019
   timestamp: 1770158338441
 - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py314h4a8dc5f_1.conda
@@ -12946,6 +14063,7 @@ packages:
   depends:
   - python >=3.10
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/fsspec?source=compressed-mapping
   size: 148757
@@ -13564,6 +14682,7 @@ packages:
   constrains:
   - appnope >=0.1.2
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/ipykernel?source=compressed-mapping
   size: 132260
@@ -13590,6 +14709,7 @@ packages:
   constrains:
   - appnope >=0.1.2
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/ipykernel?source=compressed-mapping
   size: 132382
@@ -13616,6 +14736,7 @@ packages:
   constrains:
   - appnope >=0.1.2
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/ipykernel?source=compressed-mapping
   size: 133644
@@ -14457,6 +15578,7 @@ packages:
   - arrow-cpp <0.0a0
   - apache-arrow-proc =*=cpu
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 6478168
   timestamp: 1770434744670
@@ -14493,6 +15615,7 @@ packages:
   - parquet-cpp <0.0a0
   - apache-arrow-proc =*=cpu
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 4366400
   timestamp: 1770433396034
@@ -14529,6 +15652,7 @@ packages:
   - arrow-cpp <0.0a0
   - parquet-cpp <0.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 4265020
   timestamp: 1770431176545
@@ -14566,6 +15690,7 @@ packages:
   - apache-arrow-proc =*=cpu
   - parquet-cpp <0.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 4291175
   timestamp: 1770435649751
@@ -14580,6 +15705,7 @@ packages:
   - libgcc >=14
   - libstdcxx >=14
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 612958
   timestamp: 1770434974078
@@ -14597,6 +15723,7 @@ packages:
   - libopentelemetry-cpp >=1.21.0,<1.22.0a0
   - libprotobuf >=6.31.1,<6.31.2.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 566771
   timestamp: 1770434135449
@@ -14614,6 +15741,7 @@ packages:
   - libopentelemetry-cpp >=1.21.0,<1.22.0a0
   - libprotobuf >=6.31.1,<6.31.2.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 544305
   timestamp: 1770431508372
@@ -14628,6 +15756,7 @@ packages:
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 468526
   timestamp: 1770435951152
@@ -14644,6 +15773,7 @@ packages:
   - libutf8proc >=2.11.3,<2.12.0a0
   - re2
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 3007456
   timestamp: 1770434821507
@@ -14663,6 +15793,7 @@ packages:
   - libutf8proc >=2.11.3,<2.12.0a0
   - re2
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 2407238
   timestamp: 1770433661971
@@ -14682,6 +15813,7 @@ packages:
   - libutf8proc >=2.11.3,<2.12.0a0
   - re2
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 2261676
   timestamp: 1770431301633
@@ -14698,6 +15830,7 @@ packages:
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 1774227
   timestamp: 1770435760973
@@ -14714,6 +15847,7 @@ packages:
   - libparquet 23.0.0 h7376487_2_cpu
   - libstdcxx >=14
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 612157
   timestamp: 1770435074139
@@ -14733,6 +15867,7 @@ packages:
   - libparquet 23.0.0 ha0d2768_2_cpu
   - libprotobuf >=6.31.1,<6.31.2.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 555173
   timestamp: 1770434504150
@@ -14752,6 +15887,7 @@ packages:
   - libparquet 23.0.0 hcc2992d_2_cpu
   - libprotobuf >=6.31.1,<6.31.2.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 540965
   timestamp: 1770431651908
@@ -14768,6 +15904,7 @@ packages:
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 450625
   timestamp: 1770436078161
@@ -14786,6 +15923,7 @@ packages:
   - libprotobuf >=6.31.1,<6.31.2.0a0
   - libstdcxx >=14
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 519666
   timestamp: 1770435107469
@@ -14803,6 +15941,7 @@ packages:
   - libcxx >=21
   - libprotobuf >=6.31.1,<6.31.2.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 468292
   timestamp: 1770434625608
@@ -14820,6 +15959,7 @@ packages:
   - libcxx >=21
   - libprotobuf >=6.31.1,<6.31.2.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 474601
   timestamp: 1770431716301
@@ -14838,6 +15978,7 @@ packages:
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 379196
   timestamp: 1770436121320
@@ -16686,6 +17827,7 @@ packages:
   - libthrift >=0.22.0,<0.22.1.0a0
   - openssl >=3.5.5,<4.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 1393478
   timestamp: 1770434939323
@@ -16704,6 +17846,7 @@ packages:
   - libthrift >=0.22.0,<0.22.1.0a0
   - openssl >=3.5.5,<4.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 1098263
   timestamp: 1770434021021
@@ -16722,6 +17865,7 @@ packages:
   - libthrift >=0.22.0,<0.22.1.0a0
   - openssl >=3.5.5,<4.0a0
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 1076058
   timestamp: 1770431459752
@@ -16737,6 +17881,7 @@ packages:
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   license: Apache-2.0
+  license_family: APACHE
   purls: []
   size: 949664
   timestamp: 1770435907454
@@ -18594,14 +19739,13 @@ packages:
   purls: []
   size: 16193816
   timestamp: 1769159676661
-- conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-25.2.1-he453025_2.conda
-  sha256: abe64c5dce6d7024919807f9d5ac72729862848238e6ad6bf9ed4e721c8cc232
-  md5: b965c8d527c0a5b4781e39339abc808a
+- conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-25.2.1-he453025_3.conda
+  sha256: 5dad7a8146d9b7c5f745e6f2f866446c7925c724b28cfc9d3a769bff975f13d7
+  md5: 91e65eaca8db92c373203bc0c54cee02
   license: MIT
-  license_family: MIT
   purls: []
-  size: 30449041
-  timestamp: 1769159661802
+  size: 30449117
+  timestamp: 1770622984995
 - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-7.5.3-pyhcf101f3_0.conda
   sha256: 014cf291843861b20cf84a89e8450f0dd13ad1e6d2ab30c56ae43b81f2dca233
   md5: 94a5f0cee51b6b0ffdcad0af6db0af18
@@ -20933,6 +22077,7 @@ packages:
   - fsspec 2026.2.0
   - python >=3.10
   license: BSD-3-Clause
+  license_family: BSD
   purls:
   - pkg:pypi/s3fs?source=compressed-mapping
   size: 34779
@@ -20978,17 +22123,17 @@ packages:
   - pkg:pypi/send2trash?source=hash-mapping
   size: 23960
   timestamp: 1768402421616
-- conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
-  sha256: 6ecf738d5590bf228f09c4ecd1ea91d811f8e0bd9acdef341bc4d6c36beb13a3
-  md5: d629a398d7bf872f9ed7b27ab959de15
+- conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.0-pyh332efcf_0.conda
+  sha256: fd7201e38e38bf7f25818d624ca8da97b8998957ca9ae3fb7fdc9c17e6b25fcd
+  md5: 1d00d46c634177fc8ede8b99d6089239
   depends:
   - python >=3.10
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/setuptools?source=compressed-mapping
-  size: 676888
-  timestamp: 1770456470072
+  size: 637506
+  timestamp: 1770634745653
 - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-scm-9.2.2-pyhd8ed1ab_0.conda
   sha256: 2161ac35fc22770b248bab0be2cc3b5bd765f528a9e60e7f3be784fd8d0d605a
   md5: e2e4d7094d0580ccd62e2a41947444f3
@@ -21085,7 +22230,7 @@ packages:
   license: Apache-2.0
   license_family: Apache
   purls:
-  - pkg:pypi/sniffio?source=compressed-mapping
+  - pkg:pypi/sniffio?source=hash-mapping
   size: 15698
   timestamp: 1762941572482
 - conda: https://conda.anaconda.org/conda-forge/noarch/snowballstemmer-3.0.1-pyhd8ed1ab_0.conda
@@ -21835,17 +22980,16 @@ packages:
   purls: []
   size: 329779
   timestamp: 1761174273487
-- conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.5.3-pyhd8ed1ab_0.conda
-  sha256: 2395599ec9e37e6f21838bb26e7f2336fa03a4b1460ba10897ec856b21ac7d59
-  md5: 36432484e9ce3b073a51bf138767a593
+- conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
+  sha256: e298b508b2473c4227206800dfb14c39e4b14fd79d4636132e9e1e4244cdf4aa
+  md5: c3197f8c0d5b955c904616b716aca093
   depends:
   - python >=3.10
   license: MIT
-  license_family: MIT
   purls:
   - pkg:pypi/wcwidth?source=compressed-mapping
-  size: 70539
-  timestamp: 1769858722627
+  size: 71550
+  timestamp: 1770634638503
 - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-25.10.0-pyhd8ed1ab_0.conda
   sha256: 21f6c8a20fe050d09bfda3fb0a9c3493936ce7d6e1b3b5f8b01319ee46d6c6f6
   md5: 6639b6b0d8b5a284f027a2003669aa65
@@ -22004,8 +23148,8 @@ packages:
   timestamp: 1769665430320
 - pypi: ./
   name: xarray-subset-grid
-  version: 2026.2.7.dev2+g04975942d
-  sha256: 3e6020e0734348424f5c4ccb79f47f4a1ab5052a332da2b3ba85db1926cc0d4a
+  version: 2026.2.7.dev15+ge13ba23f6.d20260209
+  sha256: c0f16180ba83937a6f0c6aa9f5660fc71b0c0501f17d0a0fd39b0f1af7d1d988
   requires_dist:
   - cf-xarray
   - cftime
diff --git a/pyproject.toml b/pyproject.toml
index 5c1b377..ee39340 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,7 +36,6 @@ dependencies = [
   "cf-xarray",
   "cftime",
   "dask",
-  # "dask[complete]", # getting errors from pixi with the "complete"
   "netcdf4",
   "numpy",
   "xarray>=2024.6",
@@ -51,7 +50,7 @@ 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" ]
@@ -108,6 +107,7 @@ test311 = [ "dev", "py311" ]
 test312 = [ "dev", "py312" ]
 test313 = [ "dev", "py313" ]
 test314 = [ "dev", "py314" ]
+testcov = [ "dev", "py314" ]
 
 [tool.pixi.system-requirements]
 macos = "11.0"
@@ -146,6 +146,7 @@ myst-nb = "*"
 lint = "ruff check tests xarray_subset_grid"
 test = "pytest tests/"
 test_all = "pytest --online tests/"
+test_cov = "pytest --cov=xarray_subset_grid tests"
 
 [tool.pixi.feature.examples.dependencies]
 matplotlib = "*"
diff --git a/tests/conftest.py b/tests/conftest.py
index 4886252..b0ebf09 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -38,17 +38,20 @@ def pytest_collection_modifyitems(config, items):
 #         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',
-               ]
+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/test_grids/test_regular_grid.py b/tests/test_grids/test_regular_grid.py
index 95f1abe..42bd5cd 100644
--- a/tests/test_grids/test_regular_grid.py
+++ b/tests/test_grids/test_regular_grid.py
@@ -24,6 +24,7 @@
 
 # It was created by the "OFS subsetter"
 
+
 @pytest.mark.parametrize("test_file", RGRID_FILES)
 def test_recognize(test_file):
     """
@@ -77,8 +78,6 @@ def create_synthetic_rectangular_grid_dataset(decreasing=False):
     return ds
 
 
-
-
 def test_grid_vars():
     """
     Check if the grid vars are defined properly
@@ -88,7 +87,7 @@ def test_grid_vars():
     grid_vars = ds.xsg.grid_vars
 
     # ['mesh', 'nv', 'lon', 'lat', 'lonc', 'latc']
-    assert grid_vars == {'lat', 'lon'}
+    assert grid_vars == {"lat", "lon"}
 
 
 def test_data_vars():
@@ -106,27 +105,28 @@ def test_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',
+        "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',
+        "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',
+        "surf_wnd_stress_gridx",
         # 'time1_offset'
     }
 
+
 # might not be needed if tested elsewhere.
 def test_data_vars2():
     """
@@ -141,7 +141,7 @@ def test_data_vars2():
     data_vars = ds.xsg.data_vars
     print(f"data_vars: {data_vars}")
 
-    assert data_vars == {'salt', 'temp'}
+    assert data_vars == {"salt", "temp"}
 
 
 def test_extra_vars():
@@ -154,42 +154,43 @@ def test_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'
-    }
+    assert extra_vars == {"time_offset", "time1_run", "time1_offset"}
+
 
 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 corectly ...
+    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(),
-                            )
+    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
+    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(),
-                  )
+    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.
@@ -200,27 +201,31 @@ def test_decreasing_latitude():
     """
     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(),
-                            )
+    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
+    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(),
-                  )
+    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 ...
@@ -239,20 +244,23 @@ def test_decreasing_coords():
     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 corectly ...
+    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(),
-                            )
+    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:
@@ -261,19 +269,19 @@ def test_subset_polygon():
 
     ds2 = ds.xsg.subset_polygon(poly)
 
-    assert ds2['lat'].size == 15
-    assert ds2['lon'].size == 29
+    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(),
-                  )
+    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():
 #     ds = xr.open_dataset(EXAMPLE_DATA / "SFBOFS_subset1.nc")
 #     ds = ugrid.assign_ugrid_topology(ds, **grid_topology)
diff --git a/tests/test_grids/test_ugrid.py b/tests/test_grids/test_ugrid.py
index 1c0e99e..ebfe811 100644
--- a/tests/test_grids/test_ugrid.py
+++ b/tests/test_grids/test_ugrid.py
@@ -19,6 +19,7 @@
 
 EXAMPLE_DATA = Path(__file__).parent.parent / "example_data"
 
+
 @pytest.mark.parametrize("test_file", UGRID_FILES[:3])
 def test_recognize(test_file):
     """
@@ -31,14 +32,10 @@ def test_recognize(test_file):
     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')
-             }
+        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)
diff --git a/xarray_subset_grid/accessor.py b/xarray_subset_grid/accessor.py
index 648f21b..7a4ca7a 100644
--- a/xarray_subset_grid/accessor.py
+++ b/xarray_subset_grid/accessor.py
@@ -15,13 +15,14 @@
     UGrid,
 )
 
-_grid_impls = [FVCOMGrid,
-               SELFEGrid,
-               UGrid,
-               SGrid,
-               # RegularGrid2d,
-               RegularGrid
-               ]
+_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 a8a70a8..9b01aa8 100644
--- a/xarray_subset_grid/grids/regular_grid.py
+++ b/xarray_subset_grid/grids/regular_grid.py
@@ -21,7 +21,7 @@
 
 # class RegularGridPolygonSelector(Selector):
 #     """Polygon Selector for regular lat/lon grids."""
-#     # with a regular grid, you have to select the full boudning box anyway
+#     # with a regular grid, you have to select the full bounding box anyway
 #     # this this simply computes the bounding box, and used that
 
 #     polygon: list[tuple[float, float]] | np.ndarray
@@ -43,7 +43,6 @@
 #         return ds_subset
 
 
-
 class RegularGridBBoxSelector(Selector):
     """Selector for regular lat/lng grids."""
 
@@ -64,34 +63,40 @@ def select(self, ds: xr.Dataset) -> xr.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 decending
-            self._latitude_selection = slice(self._latitude_selection.stop,
-                                             self._latitude_selection.start)
-         # and np.all(np.diff(lon) > 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 decending
-            self._longitude_selection = slice(self._longitude_selection.stop,
-                                              self._longitude_selection.start)
+            # 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(),
-                )
+        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:
         """
@@ -141,17 +146,20 @@ def data_vars(self, ds: xr.Dataset) -> set[str]:
         """
         lat = ds.cf.coordinates["latitude"][0]
         lon = ds.cf.coordinates["longitude"][0]
-        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
+        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]],
-                                        ) -> Selector:
+    def compute_polygon_subset_selector(
+        self,
+        ds: xr.Dataset,
+        polygon: list[tuple[float, float]],
+    ) -> Selector:
 
         polygon = np.asarray(polygon)
         lon = ds.cf["longitude"].data
@@ -161,10 +169,11 @@ def compute_polygon_subset_selector(self,
         selector = RegularGridPolygonSelector(polygon=polygon)
         return selector
 
-    def compute_bbox_subset_selector(self,
-                                     ds: xr.Dataset,
-                                     bbox: tuple[float, float, float, float],
-                                     ) -> Selector:
+    def compute_bbox_subset_selector(
+        self,
+        ds: xr.Dataset,
+        bbox: tuple[float, float, float, float],
+    ) -> Selector:
         bbox = normalize_bbox_x_coords(ds.cf["longitude"].values, bbox)
         selector = RegularGridBBoxSelector(bbox)
         return selector
diff --git a/xarray_subset_grid/grids/regular_grid_2d.py b/xarray_subset_grid/grids/regular_grid_2d.py
index 38445b6..c33068b 100644
--- a/xarray_subset_grid/grids/regular_grid_2d.py
+++ b/xarray_subset_grid/grids/regular_grid_2d.py
@@ -16,10 +16,9 @@ class RegularGrid2dSelector(Selector):
     polygon: list[tuple[float, float]] | np.ndarray
     _subset_mask: xr.DataArray
 
-    def __init__(self,
-                 polygon: list[tuple[float, float]] | np.ndarray,
-                 subset_mask: xr.DataArray,
-                 name: str):
+    def __init__(
+        self, polygon: list[tuple[float, float]] | np.ndarray, subset_mask: xr.DataArray, name: str
+    ):
         super().__init__()
         self.name = name
         self.polygon = polygon
@@ -79,14 +78,15 @@ def data_vars(self, ds: xr.Dataset) -> set[str]:
         """
         lat = ds.cf.coordinates["latitude"][0]
         lon = ds.cf.coordinates["longitude"][0]
-        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
+        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
     ) -> Selector:
diff --git a/xarray_subset_grid/utils.py b/xarray_subset_grid/utils.py
index 150d3c1..e004525 100644
--- a/xarray_subset_grid/utils.py
+++ b/xarray_subset_grid/utils.py
@@ -155,6 +155,7 @@ def compute_2d_subset_mask(
 
     return xr.DataArray(polygon_mask, dims=mask_dims)
 
+
 def asdatetime(dt):
     """
     makes sure the input is a datetime.datetime object