From ed8487958a2d5209eb453eb4567a4fde88bdd20f Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 8 Feb 2026 23:04:28 +0100
Subject: [PATCH 1/9] update bug report template

---
 .github/ISSUE_TEMPLATE/bug_report.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
index f50d8ff9..69adad23 100644
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -31,7 +31,6 @@ PASTE ERROR MESSAGE HERE
 <!-- blacken-docs:on -->
 
 **Info on your environment**
-Paste the output of `polartoolkit.Report()` below:
 
 <!-- blacken-docs:off -->
 ```

From e679dcf8b17cecd2c5bffdaa57dcd33482ea935a Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 8 Feb 2026 23:05:45 +0100
Subject: [PATCH 2/9] fix a few tests

---
 tests/test_fetch.py | 52 +++++++++++++++++++++++----------------------
 1 file changed, 27 insertions(+), 25 deletions(-)

diff --git a/tests/test_fetch.py b/tests/test_fetch.py
index ecd1e2a1..e52780b1 100644
--- a/tests/test_fetch.py
+++ b/tests/test_fetch.py
@@ -473,8 +473,10 @@ def test_geomap(test_input, expected):
         version=test_input, region=regions.alter_region(regions.ross_island, zoom=25e3)
     )[0:2]
 
+    expected_sorted = np.copy(expected).sort()
+    actual_sorted = np.copy(data.objectid.to_numpy()).sort()
     # check if the first 2 object id's match the expected
-    assert data.objectid.to_numpy().sort() == expected.sort()
+    assert actual_sorted == expected_sorted
 
 
 # %% IBCSO coverage data
@@ -601,7 +603,7 @@ def test_ibcso(test_input, expected):
             4478.62060547,
             "g",
         ),
-        "south",
+        "3031",
     ),
     (
         "icebase",
@@ -612,7 +614,7 @@ def test_ibcso(test_input, expected):
             4477.27294922,
             "g",
         ),
-        "south",
+        "3031",
     ),
     (
         "bed",
@@ -623,7 +625,7 @@ def test_ibcso(test_input, expected):
             4477.27294922,
             "g",
         ),
-        "south",
+        "3031",
     ),
     (
         "ice_thickness",
@@ -634,7 +636,7 @@ def test_ibcso(test_input, expected):
             4583.71435547,
             "g",
         ),
-        "south",
+        "3031",
     ),
     (
         "geoid",
@@ -645,7 +647,7 @@ def test_ibcso(test_input, expected):
             52.0,
             "g",
         ),
-        "south",
+        "3031",
     ),
     (
         "surface",
@@ -656,7 +658,7 @@ def test_ibcso(test_input, expected):
             3240.26293945,
             "g",
         ),
-        "north",
+        "3413",
     ),
     (
         "icebase",
@@ -667,7 +669,7 @@ def test_ibcso(test_input, expected):
             3240.06640625,
             "g",
         ),
-        "north",
+        "3413",
     ),
     (
         "bed",
@@ -678,7 +680,7 @@ def test_ibcso(test_input, expected):
             3240.06665039,
             "g",
         ),
-        "north",
+        "3413",
     ),
     (
         "ice_thickness",
@@ -689,7 +691,7 @@ def test_ibcso(test_input, expected):
             3374.90136719,
             "g",
         ),
-        "north",
+        "3413",
     ),
     (
         "geoid",
@@ -700,7 +702,7 @@ def test_ibcso(test_input, expected):
             64.000038147,
             "g",
         ),
-        "north",
+        "3413",
     ),
 ]
 
@@ -1218,7 +1220,7 @@ def test_deepbedmap():
             980167.75,
             "g",
         ),
-        "south",
+        "3031",
     ),
     (
         "eigen",
@@ -1229,7 +1231,7 @@ def test_deepbedmap():
             980201.9375,
             "g",
         ),
-        "north",
+        "3413",
     ),
 ]
 
@@ -1293,7 +1295,7 @@ def test_gravity(test_input, expected, epsg):
             601.757263184,
             "g",
         ),
-        "south",
+        "3031",
     ),
     (
         "LCS-1",
@@ -1304,7 +1306,7 @@ def test_gravity(test_input, expected, epsg):
             570.593200684,
             "g",
         ),
-        "north",
+        "3413",
     ),
 ]
 
@@ -1633,7 +1635,7 @@ def test_gia(test_input, expected):
             10000,
             (-2710000.0, 2930000.0, -2340000.0, 2400000.0),
             0,
-            60903.578125,
+            58622.640625,
             "g",
         ),
     ),
@@ -1647,7 +1649,7 @@ def test_crustal_thickness(test_input, expected):
     grid = fetch.crustal_thickness(test_input)
 
     if test_input == "li-2023":
-        grid = grid.thickness  # type: ignore[union-attr]
+        grid = grid.thickness
 
     # assert utils.get_grid_info(grid) == pytest.approx(expected, rel=0.1)
     assert not deepdiff.DeepDiff(
@@ -1674,7 +1676,7 @@ def test_crustal_thickness_points():
         370936.38039461087,
         -1290208.6894404038,
     ]
-    assert df.iloc[0].dropna().tolist() == pytest.approx(expected, rel=0.1)  # type: ignore[union-attr]
+    assert df.iloc[0].dropna().tolist() == pytest.approx(expected, rel=0.1)
 
 
 # %% moho
@@ -1735,8 +1737,8 @@ def test_crustal_thickness_points():
         (
             10000,
             (-2710000.0, 2930000.0, -2340000.0, 2400000.0),
-            -58622.640625,
-            -4044.28857422,
+            -60903.578125,
+            2615.80224609,
             "g",
         ),
     ),
@@ -1750,7 +1752,7 @@ def test_moho(test_input, expected):
     grid = fetch.moho(test_input)
 
     if test_input == "li-2023":
-        grid = grid.upward  # type: ignore[union-attr]
+        grid = grid.upward
 
     assert not deepdiff.DeepDiff(
         utils.get_grid_info(grid),
@@ -1767,7 +1769,7 @@ def test_moho(test_input, expected):
 
 geoid_test = [
     (
-        "north",
+        "3413",
         (
             5000,
             (-3500000.0, 3500000.0, -3500000.0, 3500000.0),
@@ -1777,7 +1779,7 @@ def test_moho(test_input, expected):
         ),
     ),
     (
-        "south",
+        "3031",
         (
             5000,
             (-3500000.0, 3500000.0, -3500000.0, 3500000.0),
@@ -1811,7 +1813,7 @@ def test_geoid(test_input, expected):
 
 etopo_test = [
     (
-        "north",
+        "3413",
         (
             5000,
             (-3500000.0, 3500000.0, -3500000.0, 3500000.0),
@@ -1821,7 +1823,7 @@ def test_geoid(test_input, expected):
         ),
     ),
     (
-        "south",
+        "3031",
         (
             5000,
             (-3500000.0, 3500000.0, -3500000.0, 3500000.0),

From be4378e909280d7a3bda62e414466a74d74b53c9 Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Wed, 11 Mar 2026 15:48:06 +0100
Subject: [PATCH 3/9] fix bug with add_modis

---
 src/polartoolkit/maps.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/src/polartoolkit/maps.py b/src/polartoolkit/maps.py
index 8a516aaa..db3352c4 100644
--- a/src/polartoolkit/maps.py
+++ b/src/polartoolkit/maps.py
@@ -778,10 +778,12 @@ def add_modis(
             colormap to use for MODIS imagery, by default "grayC"
         """
 
-        if self.epsg == "3413" and version is None:
-            version = "500m"
-        elif self.epsg == "3031" and version is None:
-            version = "750m"
+        if self.epsg == "3413":
+            if version is None:
+                version = "500m"
+        elif self.epsg == "3031":
+            if version is None:
+                version = "750m"
         else:
             msg = "`add_modis` only supports EPSG:3031 and EPSG:3413."
             raise NotImplementedError(msg)

From d93b700bda24aa6e3052ed3da87cb67aadefa21b Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 22 Mar 2026 22:44:38 +0100
Subject: [PATCH 4/9] replace conda, nox, and make with pixi

---
 .gitattributes                              |     2 +
 .github/ISSUE_TEMPLATE/release_checklist.md |     4 +-
 .github/dependabot.yml                      |     2 -
 .github/workflows/cd.yml                    |     2 +-
 .github/workflows/ci.yml                    |    62 +-
 .gitignore                                  |     3 +
 .pre-commit-config.yaml                     |     8 +-
 .readthedocs.yaml                           |     8 +-
 CONTRIBUTING.md                             |   116 +-
 Makefile                                    |    58 -
 env/environment.yml                         |   273 +-
 environment.yml                             |    57 -
 noxfile.py                                  |   128 -
 pixi.lock                                   | 21841 ++++++++++++++++++
 pyproject.toml                              |   225 +-
 15 files changed, 22239 insertions(+), 550 deletions(-)
 delete mode 100644 Makefile
 delete mode 100644 environment.yml
 delete mode 100644 noxfile.py
 create mode 100644 pixi.lock

diff --git a/.gitattributes b/.gitattributes
index 00a7b00c..e16b0d3d 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -1 +1,3 @@
 .git_archival.txt  export-subst
+# SCM syntax highlighting & preventing 3-way merges
+pixi.lock merge=binary linguist-language=YAML linguist-generated=true -diff
diff --git a/.github/ISSUE_TEMPLATE/release_checklist.md b/.github/ISSUE_TEMPLATE/release_checklist.md
index 94cb00f4..6928c6ae 100644
--- a/.github/ISSUE_TEMPLATE/release_checklist.md
+++ b/.github/ISSUE_TEMPLATE/release_checklist.md
@@ -13,9 +13,9 @@ assignees: ''
 
 ## Update dependencies
 
-- [ ] Check all the dependency changes since the last release are  reflected in `environment.yml`, `pyproject.toml`, and the Scooby list in `__init__.py`
+- [ ] Check all the dependency changes since the last release are  reflected in `pyproject.toml` (both in `dependencies` and under `[tool.pixi.dependencies]`), and the Scooby list in `__init__.py`
 - [ ] Check any new function are added to `__init__.py` and `docs/api/polartoolkit.rst`
-- [ ] Update the backup environment file `env/environment.yml` with `make conda_export`
+- [ ] Update the backup environment file `env/environment.yml` with `pixi run conda_export`
 - [ ] update PolarToolkit version in `environment.yml` in [PolarToolkit-Binder repo](https://github.com/mdtanker/polartoolkit-binder) to the latest version number
 
 ## Update the changelog
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index e57b6593..8b13673c 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -5,8 +5,6 @@ updates:
     directory: "/"
     schedule:
       interval: "monthly"
-    commit-message:
-      prefix: "chore"
     groups:
       actions:
         patterns:
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index f7a3b21e..55593416 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -43,7 +43,7 @@ jobs:
     if: github.event_name == 'release' && github.event.action == 'published'
 
     steps:
-      - uses: actions/download-artifact@v7
+      - uses: actions/download-artifact@v8
         with:
           name: Packages
           path: dist
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index d2fca841..d3204250 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -12,9 +12,8 @@ concurrency:
   cancel-in-progress: true
 
 env:
-  # Many color libraries just need this variable to be set to any value.
-  # Set it to 3 to support 8-bit color graphics (256 colors per channel)
-  # for libraries that care about the value set.
+  # Many color libraries just need this to be set to any value, but at least
+  # one distinguishes color depth, where "3" -> "256-bit color".
   FORCE_COLOR: 3
 
 defaults:
@@ -22,27 +21,33 @@ defaults:
     shell: bash -el {0}
 
 jobs:
-  lint:
-    name: Pylint
+  style:
+    name: Style checks
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v6
         with:
           fetch-depth: 0
+
       - uses: actions/setup-python@v6
         with:
           python-version: "3.13"
-      - uses: astral-sh/setup-uv@v7
-      - name: Run Pylint
-        run: uvx nox -s pylint -- --output-format=github
 
-  checks:
-    name: Check Python ${{ matrix.python-version }} on ${{ matrix.runs-on }}
+      - uses: prefix-dev/setup-pixi@v0.9.4
+        with:
+          pixi-version: v0.65.0
+          cache: true
+          environments: dev
+
+      - run: pixi run style
+
+  test:
+    name: Python Tests ${{ matrix.python-version }} on ${{ matrix.runs-on }}
     runs-on: ${{ matrix.runs-on }}
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.11", "3.12", "3.13"]
+        python-version: ["3.11", "3.12", "3.13", "3.14"]
         runs-on: [ubuntu-latest, windows-latest, macos-14]
 
     env:
@@ -50,38 +55,23 @@ jobs:
     timeout-minutes: 30
 
     steps:
-      - name: Checkout
-        uses: actions/checkout@v6
+      - uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
-      - name: Switch to Current Branch
-        run: git checkout ${{ env.BRANCH }}
-
-      - name: Get current week number of year
-        id: date
-        run: echo "date=$(date +%Y-W%W)" >> $GITHUB_OUTPUT # e.g., 2024-W19
-
-      # Install Micromamba with conda-forge dependencies
-      - name: Setup Micromamba
-        uses: mamba-org/setup-micromamba@v2
+      - uses: actions/setup-python@v6
         with:
-          environment-file: environment.yml
-          post-cleanup: "all"
-          cache-downloads: false
-          # environment cache is persistent for one week.
-          cache-environment-key:
-            micromamba-environment-${{ steps.date.outputs.date }}
+          python-version: ${{ matrix.python-version }}
 
-      - name: Install package
-        run: pip install --no-deps -e .
+      - uses: prefix-dev/setup-pixi@v0.9.4
+        with:
+          pixi-version: v0.65.0
+          cache: true
+          environments: test
 
-      - name: Run the tests
-        run: >-
-          pytest -m "not fetch and not issue" -ra --cov --cov-report=xml
-          --cov-report=term --durations=20
+      - run: pixi run test_ci
 
-      - name: Upload coverage report
+      - name: Upload Coverage to Codecov
         uses: codecov/codecov-action@v5
         env:
           CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.gitignore b/.gitignore
index 65f0582c..5bab716f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -167,3 +167,6 @@ tmp*
 .vscode*
 
 docs/api/generated/
+# pixi environments
+.pixi/*
+!.pixi/config.toml
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f5c653b4..4d6383b9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -6,8 +6,8 @@ ci:
 exclude: |
   (?x)^(
       .github/config.yml |
-      environment.yml |
-      env/environment.yml
+      env/environment.yml |
+      pixi.lock
   )$
 
 repos:
@@ -21,7 +21,7 @@ repos:
     rev: "v6.0.0"
     hooks:
       - id: check-added-large-files
-        exclude: ^(docs/datasets/|docs/gallery/masking_and_subsetting_data.ipynb)
+        exclude: ^(pixi.lock|docs/datasets/|docs/gallery/masking_and_subsetting_data.ipynb)
       - id: check-case-conflict
       - id: check-merge-conflict
       - id: check-symlinks
@@ -90,7 +90,7 @@ repos:
         exclude: .pre-commit-config.yaml
 
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: "v0.24.1"
+    rev: "v0.25"
     hooks:
       - id: validate-pyproject
         additional_dependencies: ["validate-pyproject-schema-store[all]"]
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 48751425..66f772aa 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -9,9 +9,13 @@ build:
     python: "mambaforge-23.11"
   jobs:
     install:
-      - pip install --no-deps -e .
+      # Install specific pixi environment and list packages
+      - free -h
+      - curl -fsSL https://pixi.sh/install.sh | bash
+      - $HOME/.pixi/bin/pixi list -e docs
+
 conda:
-  environment: environment.yml
+  environment: docs/environment.yml
 
 sphinx:
   configuration: docs/conf.py
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 8f62e3f0..f4c35866 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -5,7 +5,7 @@
 * clone your forked repository on your computer: `git clone https://github.com/mdtanker/polartoolkit`.
 * [create a branch](https://docs.github.com/en/get-started/using-github/github-flow#create-a-branch) for your edits: `git checkout -b new-branch`
 * make your changes
-* run the style checkers: `nox -s style`
+* run the style checkers: `pixi run style`
 * add your changed files: `git add .`
 * once the style checks pass, commit your changes: `git commit -m "a short description of your changes"`
 * push your changes: `git push -u origin new-branch`
@@ -42,41 +42,28 @@ contributions.
 
 ## Contents
 
-- [How to contribute](#how-to-contribute)
-  - [TLDR (Too long; didn't read)](#tldr-too-long-didnt-read)
-  - [Contents](#contents)
-  - [What Can I Do?](#what-can-i-do)
-  - [Reporting a Bug](#reporting-a-bug)
-  - [Editing the Documentation](#editing-the-documentation)
-  - [Contributing Code](#contributing-code)
-    - [General guidelines](#general-guidelines)
-    - [Fork the repository](#fork-the-repository)
-    - [Clone the repository](#clone-the-repository)
-    - [Setting up `nox`](#setting-up-nox)
-    - [Setting up your environment](#setting-up-your-environment)
-    - [Make a branch](#make-a-branch)
-    - [Make your changes](#make-your-changes)
-    - [Code style and linting](#code-style-and-linting)
-      - [Docstrings](#docstrings)
-      - [Type hints](#type-hints)
-      - [Logging](#logging)
-    - [Testing your code](#testing-your-code)
-    - [Documentation](#documentation)
-      - [Run all .ipynb's to update them](#run-all-ipynbs-to-update-them)
-      - [Check the build manually (optional)](#check-the-build-manually-optional)
-      - [Automatically build the docs](#automatically-build-the-docs)
-    - [Committing changes](#committing-changes)
-    - [Push your changes](#push-your-changes)
-    - [Open a PR](#open-a-pr)
-    - [Code review](#code-review)
-    - [Sync your fork and local](#sync-your-fork-and-local)
-    - [Add yourself as an author](#add-yourself-as-an-author)
-  - [Publish a new release](#publish-a-new-release)
-    - [PyPI (pip)](#pypi-pip)
-    - [Conda-Forge](#conda-forge)
-  - [Update the dependencies](#update-the-dependencies)
-  - [Create a conda environment file](#create-a-conda-environment-file)
-  - [Set up the binder configuration](#set-up-the-binder-configuration)
+* [What Can I Do?](#what-can-i-do)
+* [Reporting a Bug](#reporting-a-bug)
+* [Editing the Documentation](#editing-the-documentation)
+* [Contributing Code](#contributing-code)
+  - [General guidelines](#general-guidelines)
+  - [Fork the repository](#fork-the-repository)
+  - [Clone the repository](#clone-the-repository)
+  - [Setting up your environment](#setting-up-your-environment)
+  - [Make a branch](#make-a-branch)
+  - [Make your changes](#make-your-changes)
+  - [Testing your code](#testing-your-code)
+  - [Documentation](#documentation)
+  - [Committing changes](#committing-changes)
+  - [Push your changes](#push-your-changes)
+  - [Open a PR](#open-a-pr)
+  - [Code review](#code-review)
+  - [Sync your fork and local](#sync-your-fork-and-local)
+  - [Add yourself as an author](#add-yourself-as-an-author)
+* [Publish a new release](#publish-a-new-release)
+* [Update the Dependencies](#update-the-dependencies)
+* [Create a conda environment file](#create-a-conda-environment-file)
+* [Set up the binder configuration](#set-up-the-binder-configuration)
 
 ## What Can I Do?
 
@@ -195,22 +182,12 @@ You can install nox with `pip install nox`.
 
 ### Setting up your environment
 
-Run the following `make` command to create a new environment and install the package dependencies. If you don't have / want to install make, just copy the commands from the Makefile file and run them in the terminal.
+We use `pixi` to manage our dependencies and to run certain workflows, like style-checking the code and building the documentation.
+If you don't have `pixi`, see the install instructions [here](https://pixi.prefix.dev/latest/installation/).
 
-```
-make create
-```
-Activate the environment:
-```
-mamba activate polartoolkit
-```
-Install your local version:
-```
-make install
-```
-This environment now contains your local, editable version of polartoolkit, meaning if you alter code in the package, it will automatically include those changes in your environment (you may need to restart your kernel if using Jupyter). If you need to update the dependencies, see the [update the dependencies](#update-the-dependencies) section below.
+Run `pixi install` to set up your environments.
 
-> **Note:** You'll need to activate the environment every time you start a new terminal.
+This contains your local, editable version of airbornegeo, meaning if you alter code in the package, it will automatically include those changes in your environment (you may need to restart your kernel if using Jupyter). If you need to update the dependencies, see the [update the dependencies](#update-the-dependencies) section below.
 
 ### Make a branch
 
@@ -224,11 +201,11 @@ git checkout -b new-branch
 
 Now your ready to make your changes! Make sure to read the below sections to see how to correctly format and style your code contributions.
 
-### Code style and linting
+#### Code style and linting
 
 We use [pre-commit](https://pre-commit.com/) to check code style. This can be used locally, by installing pre-commit, or can be used as a pre-commit hook, where it is automatically run by git for each commit to the repository. This pre-commit hook won't add or commit any changes, but will just inform your of what should be changed. Pre-commit is setup within the `.pre-commit-config.yaml` file. There are lots of hooks (processes) which run for each pre-commit call, including [Ruff](https://docs.astral.sh/ruff/) to format and lint the code. This allows you to not think about proper indentation, line length, or aligning your code during development. Before committing, or periodically while you code, run the following to automatically format your code:
 ```
-nox -s lint
+pixi run format
 ```
 
 To have `pre-commit` locally run automatically on commits, install it with `pre-commit install`. `pre-commit` will also automatically run for any commits to GitHub.
@@ -237,13 +214,13 @@ Go through the output of the `pre-commit` logs and try to change the code based
 
 We also use [Pylint](https://pylint.readthedocs.io/en/latest/), which performs static-linting on the code. This checks the code and catches many common bugs and errors, without running any of the code. This check is slightly slower the the `Ruff` check. Run it with the following:
 ```
-nox -s pylint
+pixi run lint
 ```
 Similar to using `Ruff`, go through the output of this, search the error codes on the [Pylint documentation](https://pylint.readthedocs.io/en/latest/) for help, and try and fix all the errors and warnings. If there are false-positives, or your confident you don't agree with the warning, add ` # pylint: disable=` at the end of the lines, with the warning code following the `=`.
 
 To run both pre-commit and pylint together use:
 ```
-nox -s style
+pixi run style
 ```
 
 #### Docstrings
@@ -288,12 +265,17 @@ We will help you create the tests and sort out any kind of problem during code r
 
 Run the tests and calculate test coverage using:
 ```
-nox -s test
+pixi run test
+```
+To run only the tests in one file:
 ```
-To run a specific test by name:
+pixi run test tests/test_fetch.py
 ```
-pytest --cov=. -k "test_name"
+To run only an individual test:
 ```
+pixi run test tests/test_fetch.py::test_name
+```
+
 The coverage report will let you know which lines of code are touched by the tests.
 **Strive to get 100% coverage for the lines you changed.**
 It's OK if you can't or don't know how to test something.
@@ -307,7 +289,7 @@ The Docs are build with [Sphinx](https://www.sphinx-doc.org/en/master/) and host
 
 #### Run all .ipynb's to update them
 ```
-make run_docs
+pixi run run_docs
 ```
 If your edits haven't changed any part of the core package, then there is no need to re-run the notebooks. If you changed a notebook, just clear it's contents and re-run that one notebook.
 
@@ -315,14 +297,10 @@ If your edits haven't changed any part of the core package, then there is no nee
 
 You can build the docs using:
 ```bash
-    nox -s build_api_docs
-```
-
-```bash
-    nox -s docs
+    pixi run docs
 ```
 
-Click the link to open your docs in a website which will automatically update as you make edits.
+This should open a webpage showing your local version of the docs. If you make a change to the content of the docs, it should automatically update.
 
 #### Automatically build the docs
 
@@ -330,8 +308,6 @@ Add, commit, and push all changes to GitHub in a Pull Request, and `RTD` should
 
 In each PR, you will see section of the checks for `RTD`. Click on this to preview the docs for the PR.
 
-`RTD` uses the conda environment specified in `environment.yml` when it's building.
-
 ### Committing changes
 
 Once your have made your changes to your branch of your forked repository, you'll need to commit the changes to your remote fork.
@@ -427,18 +403,16 @@ Once the new version is on conda, update the binder .yml file, as below.
 
 ## Update the dependencies
 
-To add or update a dependencies, add it to `pyproject.toml` either under `dependencies` or `optional-dependencies`. This will be included in the next build uploaded to PyPI. Additionally, add any dependency changes to the file `environment.yml`.
+To add or update a dependencies, add it to `pyproject.toml` either under `[dependencies]` or `[optional-dependencies]`. This will be included in the next build uploaded to PyPI. You also need to add it to pixi, with `pixi add PACKAGE`.
 
-If you add a dependency necessary for using the package, make sure to add it to the Binder config file and update the `environment.yml` file in the repository. See below.
+If you just want to add a package to your environment temporarily, but not included it as a dependencies of `polartoolkit`, use can use `pixi add PACKAGE`. The package will be added to the pixi portion of the pyproject.toml, but not to the packages dependencies. When a user installs `polartoolkit`, they will only get the dependencies list in the [project][dependencies] section, not those listed in the [tool.pixi.dependencies] section.
 
 ## Create a conda environment file
 
 As a backup options for users experiencing install issues, we include a `environment.yml` file in the repo, which users can download and install from. To update this, run the following commands:
 
 ```
-make remove
-make conda_install
-make conda_export
+pixi run conda_export
 ```
 
 ## Set up the binder configuration
diff --git a/Makefile b/Makefile
deleted file mode 100644
index c97f475b..00000000
--- a/Makefile
+++ /dev/null
@@ -1,58 +0,0 @@
-PROJECT=polartoolkit
-####
-####
-# install commands
-####
-####
-
-create:
-	mamba env create --file environment.yml --name $(PROJECT)
-
-install:
-	pip install --no-deps -e .
-
-update:
-	mamba env update --file environment.yml --name $(PROJECT) --prune
-
-remove:
-	mamba env remove --name $(PROJECT)
-
-conda_export:
-	conda env export --name $(PROJECT) --channel conda-forge --file env/environment.yml
-
-####
-####
-# doc commands
-####
-####
-
-clear_datasets:
-	jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/datasets/**/*.ipynb
-	jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/datasets/*.ipynb
-
-run_datasets:
-	jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/datasets/**/*.ipynb
-
-clear_tutorial:
-	jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/tutorial/*.ipynb
-
-run_tutorial:
-	jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/tutorial/*.ipynb
-
-clear_how_to:
-	jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/how_to/*.ipynb
-
-run_how_to:
-	jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/how_to/*.ipynb
-
-clear_gallery:
-	jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/gallery/*.ipynb
-
-run_gallery:
-	jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/gallery/*.ipynb
-
-clear_docs: clear_datasets clear_tutorial clear_how_to clear_gallery
-	jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/*.ipynb
-
-run_docs: run_datasets run_tutorial run_how_to run_gallery
-	jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/*.ipynb
diff --git a/env/environment.yml b/env/environment.yml
index adcd69e6..611dfb62 100644
--- a/env/environment.yml
+++ b/env/environment.yml
@@ -2,12 +2,11 @@ name: polartoolkit
 channels:
   - conda-forge
 dependencies:
-  - _libgcc_mutex=0.1=conda_forge
-  - _openmp_mutex=4.5=2_gnu
+  - _openmp_mutex=4.5=20_gnu
   - _python_abi3_support=1.0=hd8ed1ab_2
   - accessible-pygments=0.0.5=pyhd8ed1ab_1
   - affine=2.4.0=pyhd8ed1ab_1
-  - aiobotocore=3.1.2=pyhcf101f3_0
+  - aiobotocore=3.3.0=pyhcf101f3_0
   - aiohappyeyeballs=2.6.1=pyhd8ed1ab_0
   - aiohttp=3.13.3=py312h5d8c7f2_0
   - aioitertools=0.13.0=pyhd8ed1ab_0
@@ -18,50 +17,49 @@ dependencies:
   - argon2-cffi-bindings=25.1.0=py312h4c3975b_2
   - arrow=1.4.0=pyhcf101f3_0
   - asttokens=3.0.1=pyhd8ed1ab_0
-  - async-lru=2.1.0=pyhcf101f3_0
-  - attr=2.5.2=h39aace5_0
-  - attrs=25.4.0=pyhcf101f3_1
-  - aws-c-auth=0.9.3=hef928c7_0
+  - async-lru=2.3.0=pyhcf101f3_0
+  - attrs=26.1.0=pyhcf101f3_0
+  - aws-c-auth=0.10.1=h536185d_1
   - aws-c-cal=0.9.13=h2c9d079_1
   - aws-c-common=0.12.6=hb03c661_0
-  - aws-c-compression=0.3.1=h8b1a151_9
-  - aws-c-event-stream=0.5.7=h28f887f_1
-  - aws-c-http=0.10.7=ha8fc4e3_5
-  - aws-c-io=0.23.3=hdaf4b65_5
-  - aws-c-mqtt=0.13.3=hc63082f_11
-  - aws-c-s3=0.11.3=h06ab39a_1
+  - aws-c-compression=0.3.2=h8b1a151_0
+  - aws-c-event-stream=0.6.0=h841be55_0
+  - aws-c-http=0.10.11=hf621c6d_0
+  - aws-c-io=0.26.1=hc87160b_2
+  - aws-c-mqtt=0.15.0=hac84f0a_1
+  - aws-c-s3=0.11.5=h37c9286_4
   - aws-c-sdkutils=0.2.4=h8b1a151_4
-  - aws-checksums=0.2.7=h8b1a151_5
-  - aws-crt-cpp=0.35.4=h8824e59_0
-  - aws-sdk-cpp=1.11.606=h20b40b1_10
+  - aws-checksums=0.2.10=h8b1a151_0
+  - aws-crt-cpp=0.37.4=haf8ea0b_2
+  - aws-sdk-cpp=1.11.747=hc3785e1_3
   - azure-core-cpp=1.16.2=h206d751_0
   - azure-identity-cpp=1.13.3=hed0cdb0_1
   - azure-storage-blobs-cpp=12.16.0=hdd73cc9_1
   - azure-storage-common-cpp=12.12.0=ha7a2c86_1
   - azure-storage-files-datalake-cpp=12.14.0=h52c5a47_1
-  - babel=2.18.0=pyhcf101f3_0
+  - babel=2.18.0=pyhcf101f3_1
   - backports.zstd=1.3.0=py312h90b7ffd_0
   - beautifulsoup4=4.14.3=pyha770c72_0
-  - bleach=6.3.0=pyhcf101f3_0
-  - bleach-with-css=6.3.0=h5f6438b_0
+  - bleach=6.3.0=pyhcf101f3_1
+  - bleach-with-css=6.3.0=hbca2aae_1
   - blosc=1.21.6=he440d0b_1
-  - bokeh=3.8.2=pyhd8ed1ab_0
-  - botocore=1.42.42=pyhd8ed1ab_0
+  - bokeh=3.9.0=pyhd8ed1ab_0
+  - botocore=1.42.70=pyhd8ed1ab_0
   - bounded-pool-executor=0.0.3=pyhd8ed1ab_0
   - branca=0.8.2=pyhd8ed1ab_0
   - brotli=1.2.0=hed03a55_1
   - brotli-bin=1.2.0=hb03c661_1
   - brotli-python=1.2.0=py312hdb49522_1
-  - bzip2=1.0.8=hda65f42_8
+  - bzip2=1.0.8=hda65f42_9
   - c-ares=1.34.6=hb03c661_0
-  - ca-certificates=2026.1.4=hbd8a1cb_0
+  - ca-certificates=2026.2.25=hbd8a1cb_0
   - cached-property=1.5.2=hd8ed1ab_1
   - cached_property=1.5.2=pyha770c72_1
   - cartopy=0.25.0=py312hf79963d_1
-  - certifi=2026.1.4=pyhd8ed1ab_0
+  - certifi=2026.2.25=pyhd8ed1ab_0
   - cffi=2.0.0=py312h460c074_1
   - cftime=1.6.5=py312h4f23490_1
-  - charset-normalizer=3.4.4=pyhd8ed1ab_0
+  - charset-normalizer=3.4.6=pyhd8ed1ab_0
   - choclo=0.3.2=pyhd8ed1ab_0
   - click=8.3.1=pyh8f84b5b_1
   - click-plugins=1.1.1.2=pyhd8ed1ab_0
@@ -71,22 +69,22 @@ dependencies:
   - colorcet=3.1.0=pyhd8ed1ab_1
   - comm=0.2.3=pyhe01879c_0
   - contourpy=1.3.3=py312h0a2e395_4
-  - coverage=7.13.3=py312h8a5da7c_0
-  - cpython=3.12.12=py312hd8ed1ab_2
-  - curl=8.18.0=h4e3cde8_0
+  - coverage=7.13.5=py312h8a5da7c_0
+  - cpython=3.12.13=py312hd8ed1ab_0
+  - curl=8.19.0=hcf29cc6_0
   - cycler=0.12.1=pyhcf101f3_2
-  - cytoolz=1.1.0=py312h4c3975b_1
-  - dask=2026.1.2=pyhcf101f3_0
-  - dask-core=2026.1.2=pyhcf101f3_0
-  - datashader=0.18.2=pyhd8ed1ab_0
+  - cytoolz=1.1.0=py312h4c3975b_2
+  - dask=2026.3.0=pyhc364b38_0
+  - dask-core=2026.3.0=pyhc364b38_0
+  - datashader=0.19.0=pyhd8ed1ab_0
   - dcw-gmt=2.2.0=ha770c72_0
   - debugpy=1.8.20=py312h8285ef7_0
   - decorator=5.2.1=pyhd8ed1ab_0
-  - deepdiff=8.6.1=pyhcf101f3_0
+  - deepdiff=8.6.2=pyhcf101f3_0
   - defusedxml=0.7.1=pyhd8ed1ab_0
   - deprecated=1.3.1=pyhd8ed1ab_1
   - deprecation=2.1.0=pyh9f0ad1d_0
-  - distributed=2026.1.2=pyhcf101f3_0
+  - distributed=2026.3.0=pyhc364b38_0
   - docrep=0.3.2=pyh44b312d_0
   - docutils=0.22.4=pyhd8ed1ab_0
   - donfig=0.8.1.post1=pyhd8ed1ab_1
@@ -94,17 +92,17 @@ dependencies:
   - et_xmlfile=2.0.0=pyhd8ed1ab_1
   - exceptiongroup=1.3.1=pyhd8ed1ab_0
   - executing=2.2.1=pyhd8ed1ab_0
-  - fftw=3.3.10=nompi_h3b011a4_111
+  - fftw=3.3.10=nompi_h3b011a4_112
   - folium=0.20.0=pyhd8ed1ab_0
-  - fonttools=4.61.1=py312h8a5da7c_0
+  - fonttools=4.62.0=py312h8a5da7c_0
   - fqdn=1.5.1=pyhd8ed1ab_1
-  - freetype=2.14.1=ha770c72_0
+  - freetype=2.14.2=ha770c72_0
   - freexl=2.0.0=h9dce30a_2
   - frozenlist=1.7.0=py312h447239a_0
   - fsspec=2026.2.0=pyhd8ed1ab_0
   - future=1.0.0=pyhd8ed1ab_2
-  - geopandas=1.1.2=pyhd8ed1ab_0
-  - geopandas-base=1.1.2=pyha770c72_0
+  - geopandas=1.1.3=pyhd8ed1ab_0
+  - geopandas-base=1.1.3=pyha770c72_0
   - geos=3.14.1=h480dda7_0
   - geoviews=1.15.1=pyhd8ed1ab_0
   - geoviews-core=1.15.1=pyha770c72_0
@@ -112,7 +110,7 @@ dependencies:
   - ghostscript=10.06.0=hecca717_0
   - giflib=5.2.2=hd590300_0
   - glog=0.7.1=hbabe93e_0
-  - gmt=6.6.0=h3ffc6d7_5
+  - gmt=6.6.0=h68d3591_6
   - google-crc32c=1.8.0=py312h03f33d3_1
   - gshhg-gmt=2.3.7=ha770c72_1003
   - h11=0.16.0=pyhcf101f3_1
@@ -127,16 +125,16 @@ dependencies:
   - httpcore=1.0.9=pyh29332c3_0
   - httpx=0.28.1=pyhd8ed1ab_0
   - hyperframe=6.1.0=pyhd8ed1ab_0
-  - icu=78.2=h33c6efd_0
+  - icu=78.3=h33c6efd_0
   - idna=3.11=pyhd8ed1ab_0
-  - imagesize=1.4.1=pyhd8ed1ab_0
-  - importlib-metadata=8.7.0=pyhe01879c_1
+  - imagesize=2.0.0=pyhd8ed1ab_0
+  - importlib-metadata=8.8.0=pyhcf101f3_0
   - importlib-resources=6.5.2=pyhd8ed1ab_0
   - importlib_resources=6.5.2=pyhd8ed1ab_0
   - iniconfig=2.3.0=pyhd8ed1ab_0
-  - ipykernel=7.2.0=pyha191276_0
+  - ipykernel=7.2.0=pyha191276_1
   - ipyleaflet=0.20.0=pyhd8ed1ab_0
-  - ipython=9.10.0=pyh53cf698_0
+  - ipython=9.11.0=pyhecfbec7_0
   - ipython_pygments_lexers=1.1.1=pyhd8ed1ab_0
   - ipywidgets=8.1.8=pyhd8ed1ab_0
   - isoduration=20.11.0=pyhd8ed1ab_1
@@ -153,80 +151,80 @@ dependencies:
   - jupyter-lsp=2.3.0=pyhcf101f3_0
   - jupyter_client=8.8.0=pyhcf101f3_0
   - jupyter_core=5.9.1=pyhc90fa1f_0
-  - jupyter_events=0.12.0=pyh29332c3_0
+  - jupyter_events=0.12.0=pyhe01879c_0
   - jupyter_leaflet=0.20.0=pyhd8ed1ab_0
   - jupyter_server=2.17.0=pyhcf101f3_0
   - jupyter_server_terminals=0.5.4=pyhcf101f3_0
-  - jupyterlab=4.5.3=pyhd8ed1ab_0
+  - jupyterlab=4.5.6=pyhd8ed1ab_0
   - jupyterlab_pygments=0.3.0=pyhd8ed1ab_2
   - jupyterlab_server=2.28.0=pyhcf101f3_0
   - jupyterlab_widgets=3.0.16=pyhcf101f3_1
   - keyutils=1.6.3=hb9d3cd8_0
-  - kiwisolver=1.4.9=py312h0a2e395_2
-  - krb5=1.21.3=h659f571_0
+  - kiwisolver=1.5.0=py312h0a2e395_0
+  - krb5=1.22.2=ha1258a1_0
   - lark=1.3.1=pyhd8ed1ab_0
   - latexcodec=2.0.1=pyh9f0ad1d_0
   - lcms2=2.18=h0c24ade_0
-  - ld_impl_linux-64=2.45.1=default_hbd61a6d_101
-  - lerc=4.0.0=h0aef613_1
-  - libabseil=20250512.1=cxx17_hba17884_0
+  - ld_impl_linux-64=2.45.1=default_hbd61a6d_102
+  - lerc=4.1.0=hdb68285_0
+  - libabseil=20260107.1=cxx17_h7b12aa8_0
   - libaec=1.1.5=h088129d_0
-  - libarchive=3.8.5=gpl_hc2c16d8_100
-  - libarrow=23.0.0=h40b5c2d_2_cpu
-  - libarrow-acero=23.0.0=h635bf11_2_cpu
-  - libarrow-compute=23.0.0=h8c2c5c3_2_cpu
-  - libarrow-dataset=23.0.0=h635bf11_2_cpu
-  - libarrow-substrait=23.0.0=h3f74fd7_2_cpu
+  - libarchive=3.8.6=gpl_hc2c16d8_100
+  - libarrow=23.0.1=h8d0bc35_8_cpu
+  - libarrow-acero=23.0.1=h635bf11_8_cpu
+  - libarrow-compute=23.0.1=h53684a4_8_cpu
+  - libarrow-dataset=23.0.1=h635bf11_8_cpu
+  - libarrow-substrait=23.0.1=hb4dd7c2_8_cpu
   - libblas=3.11.0=5_h4a7cf45_openblas
   - libbrotlicommon=1.2.0=hb03c661_1
   - libbrotlidec=1.2.0=hb03c661_1
   - libbrotlienc=1.2.0=hb03c661_1
   - libcblas=3.11.0=5_h0358290_openblas
   - libcrc32c=1.1.2=h9c3ff4c_0
-  - libcurl=8.18.0=h4e3cde8_0
+  - libcurl=8.19.0=hcf29cc6_0
   - libdeflate=1.25=h17f619e_0
   - libedit=3.1.20250104=pl5321h7949ede_0
   - libev=4.33=hd590300_2
   - libevent=2.1.12=hf998b51_1
-  - libexpat=2.7.3=hecca717_0
+  - libexpat=2.7.4=hecca717_0
   - libffi=3.5.2=h3435931_0
-  - libfreetype=2.14.1=ha770c72_0
-  - libfreetype6=2.14.1=h73754d4_0
-  - libgcc=15.2.0=he0feb66_17
-  - libgcc-ng=15.2.0=h69a702a_17
-  - libgdal-core=3.12.1=hf05ffb4_1
-  - libgdal-jp2openjpeg=3.12.1=hdd07572_1
-  - libgfortran=15.2.0=h69a702a_17
-  - libgfortran5=15.2.0=h68bc16d_17
-  - libglib=2.86.3=h6548e54_0
-  - libgomp=15.2.0=he0feb66_17
-  - libgoogle-cloud=2.39.0=hdb79228_0
-  - libgoogle-cloud-storage=2.39.0=hdbdcf42_0
-  - libgrpc=1.73.1=h3288cfb_1
+  - libfreetype=2.14.2=ha770c72_0
+  - libfreetype6=2.14.2=h73754d4_0
+  - libgcc=15.2.0=he0feb66_18
+  - libgcc-ng=15.2.0=h69a702a_18
+  - libgdal-core=3.12.2=he63569f_2
+  - libgdal-jp2openjpeg=3.12.2=h2e1842f_2
+  - libgfortran=15.2.0=h69a702a_18
+  - libgfortran5=15.2.0=h68bc16d_18
+  - libglib=2.86.4=h6548e54_1
+  - libgomp=15.2.0=he0feb66_18
+  - libgoogle-cloud=3.3.0=hf874c39_0
+  - libgoogle-cloud-storage=3.3.0=hdbdcf42_0
+  - libgrpc=1.78.1=h1d1128b_0
   - libhwy=1.3.0=h4c17acf_1
   - libiconv=1.18=h3b78370_2
   - libjpeg-turbo=3.1.2=hb03c661_0
-  - libjxl=0.11.1=ha09017c_8
+  - libjxl=0.11.2=ha09017c_0
   - libkml=1.3.0=haa4a5bd_1022
   - liblapack=3.11.0=5_h47877c9_openblas
   - liblzma=5.8.2=hb03c661_0
-  - libnetcdf=4.9.3=nompi_h11f7409_103
-  - libnghttp2=1.67.0=had1ee68_0
+  - libnetcdf=4.10.0=nompi_hb6f1874_101
+  - libnghttp2=1.68.1=h877daf1_0
   - libnsl=2.0.1=hb9d3cd8_1
   - libopenblas=0.3.30=pthreads_h94d23a6_4
-  - libopentelemetry-cpp=1.21.0=hb9b0907_1
-  - libopentelemetry-cpp-headers=1.21.0=ha770c72_1
-  - libparquet=23.0.0=h7376487_2_cpu
-  - libpng=1.6.54=h421ea60_0
-  - libprotobuf=6.31.1=h49aed37_4
-  - libre2-11=2025.11.05=h7b12aa8_0
+  - libopentelemetry-cpp=1.25.0=h9692893_0
+  - libopentelemetry-cpp-headers=1.25.0=ha770c72_0
+  - libparquet=23.0.1=h7376487_8_cpu
+  - libpng=1.6.55=h421ea60_0
+  - libprotobuf=6.33.5=h2b00c02_0
+  - libre2-11=2025.11.05=h0dc7533_1
   - librttopo=1.1.0=h46dd2a8_20
-  - libsodium=1.0.20=h4ab18f5_0
+  - libsodium=1.0.21=h280c20c_3
   - libspatialite=5.1.0=gpl_h2abfd87_119
-  - libsqlite=3.51.2=hf4e2dac_0
+  - libsqlite=3.52.0=hf4e2dac_0
   - libssh2=1.11.1=hcf80075_0
-  - libstdcxx=15.2.0=h934c35e_17
-  - libstdcxx-ng=15.2.0=hdf11a46_17
+  - libstdcxx=15.2.0=h934c35e_18
+  - libstdcxx-ng=15.2.0=hdf11a46_18
   - libthrift=0.22.0=h454ac66_1
   - libtiff=4.7.1=h9d88235_1
   - libutf8proc=2.11.3=hfe17d71_0
@@ -234,21 +232,21 @@ dependencies:
   - libwebp-base=1.6.0=hd42ef1d_0
   - libxcb=1.17.0=h8a09558_0
   - libxcrypt=4.4.36=hd590300_1
-  - libxml2=2.15.1=he237659_1
-  - libxml2-16=2.15.1=hca6bf5a_1
-  - libxml2-devel=2.15.1=he237659_1
+  - libxml2=2.15.2=he237659_0
+  - libxml2-16=2.15.2=hca6bf5a_0
+  - libxml2-devel=2.15.2=he237659_0
   - libzip=1.11.2=h6991a6a_0
-  - libzlib=1.3.1=hb9d3cd8_2
-  - linkify-it-py=2.0.3=pyhd8ed1ab_1
+  - libzlib=1.3.2=h25fd6f3_2
+  - linkify-it-py=2.1.0=pyhcf101f3_0
   - llvmlite=0.46.0=py312h7424e68_0
   - locket=1.0.0=pyhd8ed1ab_0
   - lz4=4.4.5=py312h3d67a73_1
   - lz4-c=1.10.0=h5888daf_1
   - lzo=2.10=h280c20c_1002
   - mapclassify=2.10.0=pyhd8ed1ab_1
-  - markdown=3.10.1=pyhcf101f3_0
+  - markdown=3.10.2=pyhcf101f3_0
   - markdown-it-py=4.0.0=pyhd8ed1ab_0
-  - markupsafe=3.0.3=py312h8a5da7c_0
+  - markupsafe=3.0.3=py312h8a5da7c_1
   - matplotlib-base=3.10.8=py312he3d6523_0
   - matplotlib-inline=0.2.1=pyhd8ed1ab_0
   - mdit-py-plugins=0.5.0=pyhd8ed1ab_0
@@ -256,13 +254,13 @@ dependencies:
   - minizip=4.0.10=h05a5f5f_0
   - mistune=3.2.0=pyhcf101f3_0
   - msgpack-python=1.1.2=py312hd9148b4_1
-  - multidict=6.7.0=py312h8a5da7c_0
+  - multidict=6.7.1=py312h8a5da7c_0
   - multimethod=2.0.2=pyhd8ed1ab_0
   - multipledispatch=0.6.0=pyhd8ed1ab_1
   - munkres=1.1.4=pyhd8ed1ab_1
   - muparser=2.3.5=h5888daf_0
   - myst-parser=5.0.0=pyhd8ed1ab_0
-  - narwhals=2.16.0=pyhcf101f3_0
+  - narwhals=2.18.0=pyhcf101f3_0
   - nbclient=0.10.4=pyhd8ed1ab_0
   - nbconvert=7.17.0=h14065e2_0
   - nbconvert-core=7.17.0=pyhcf101f3_0
@@ -271,37 +269,37 @@ dependencies:
   - nbsphinx=0.9.8=pyhd8ed1ab_0
   - ncurses=6.5=h2d0b736_3
   - nest-asyncio=1.6.0=pyhd8ed1ab_1
-  - netcdf4=1.7.4=nompi_py312h25f8dc5_102
+  - netcdf4=1.7.4=nompi_py311ha0596eb_105
   - networkx=3.6.1=pyhcf101f3_0
   - nlohmann_json=3.12.0=h54a6638_1
   - notebook-shim=0.2.4=pyhd8ed1ab_1
-  - numba=0.63.1=py312hd1dde6f_0
+  - numba=0.64.0=py312hd1dde6f_0
   - numcodecs=0.16.5=py312hf79963d_0
-  - numpy=2.3.5=py312h33ff503_1
+  - numpy=2.4.3=py312h33ff503_0
   - openjpeg=2.5.4=h55fea9a_0
   - openpyxl=3.1.5=py312h7f6eeab_3
   - openssl=3.6.1=h35e630c_1
-  - orc=2.2.2=h19cb568_0
+  - orc=2.3.0=h21090e2_0
   - orderly-set=5.5.0=pyhe01879c_0
   - overrides=7.7.0=pyhd8ed1ab_1
   - packaging=26.0=pyhcf101f3_0
-  - pandas=3.0.0=py312h8ecdadd_0
-  - pandoc=3.9=ha770c72_0
+  - pandas=3.0.1=py312h8ecdadd_0
+  - pandoc=3.9.0.2=ha770c72_0
   - pandocfilters=1.5.0=pyhd8ed1ab_0
-  - panel=1.8.7=pyhd8ed1ab_0
+  - panel=1.8.10=pyhd8ed1ab_0
   - param=2.3.2=pyhc455866_0
-  - parso=0.8.5=pyhcf101f3_0
+  - parso=0.8.6=pyhcf101f3_0
   - partd=1.4.2=pyhd8ed1ab_0
   - pcre=8.45=h9c3ff4c_0
   - pcre2=10.47=haa7fec5_0
   - pexpect=4.9.0=pyhd8ed1ab_1
-  - pillow=12.1.0=py312h50c33e8_0
+  - pillow=12.1.1=py312h50c33e8_0
   - pip=26.0.1=pyh8b19718_0
-  - platformdirs=4.5.1=pyhcf101f3_0
+  - platformdirs=4.9.4=pyhcf101f3_0
   - pluggy=1.6.0=pyhf9edf01_1
   - pooch=1.9.0=pyhd8ed1ab_0
   - pqdm=0.2.0=pyhd8ed1ab_1
-  - proj=9.7.1=he0df7b0_2
+  - proj=9.7.1=he0df7b0_3
   - prometheus-cpp=1.3.0=ha5d0236_0
   - prometheus_client=0.24.1=pyhd8ed1ab_0
   - prompt-toolkit=3.0.52=pyha770c72_0
@@ -310,54 +308,53 @@ dependencies:
   - pthread-stubs=0.4=hb9d3cd8_1002
   - ptyprocess=0.7.0=pyhd8ed1ab_1
   - pure_eval=0.2.3=pyhd8ed1ab_1
-  - pyarrow=23.0.0=py312h7900ff3_0
-  - pyarrow-core=23.0.0=py312hc195796_0_cpu
+  - pyarrow=23.0.1=py312h7900ff3_0
+  - pyarrow-core=23.0.1=py312h2054cf2_0_cpu
   - pybtex=0.25.1=pyhd8ed1ab_0
   - pybtex-docutils=1.0.3=pyhcf101f3_4
   - pycparser=2.22=pyh29332c3_1
   - pyct=0.6.0=pyhd8ed1ab_0
-  - pydata-sphinx-theme=0.15.4=pyhd8ed1ab_0
+  - pydata-sphinx-theme=0.16.1=pyhd8ed1ab_0
   - pygments=2.19.2=pyhd8ed1ab_0
-  - pygmt=0.18.0=pyhcf101f3_0
+  - pygmt=0.17.0=pyhcf101f3_0
   - pyogrio=0.12.1=py312h053e1f3_0
   - pyparsing=3.3.2=pyhcf101f3_0
-  - pyproj=3.7.2=py312h9b6a7d9_2
+  - pyproj=3.7.2=py312he675c61_3
   - pyshp=3.0.3=pyhd8ed1ab_0
   - pysocks=1.7.1=pyha55dd90_7
   - pytest=9.0.2=pyhcf101f3_0
-  - pytest-cov=7.0.0=pyhcf101f3_1
-  - python=3.12.12=hd63d673_2_cpython
+  - pytest-cov=7.1.0=pyhcf101f3_0
+  - python=3.12.13=hd63d673_0_cpython
   - python-cmr=0.13.0=pyhff2d567_1
   - python-dateutil=2.9.0.post0=pyhe01879c_2
-  - python-dotenv=1.2.1=pyhcf101f3_0
+  - python-dotenv=1.2.2=pyhcf101f3_0
   - python-fastjsonschema=2.21.2=pyhe01879c_0
-  - python-gil=3.12.12=hd8ed1ab_2
+  - python-gil=3.12.13=hd8ed1ab_0
   - python-json-logger=2.0.7=pyhd8ed1ab_0
   - python-tzdata=2025.3=pyhd8ed1ab_0
   - python_abi=3.12=8_cp312
-  - pytz=2025.2=pyhd8ed1ab_0
   - pyviz_comms=3.0.6=pyhd8ed1ab_0
   - pyyaml=6.0.3=py312h8a5da7c_1
-  - pyzmq=27.1.0=py312hfb55c3c_0
+  - pyzmq=27.1.0=py312hda471dd_2
   - qhull=2020.2=h434a139_5
   - rasterio=1.5.0=py312hcedc861_0
-  - re2=2025.11.05=h5301d42_0
+  - re2=2025.11.05=h5301d42_1
   - readline=8.3=h853b02a_0
   - referencing=0.37.0=pyhcf101f3_0
   - requests=2.32.5=pyhcf101f3_1
   - rfc3339-validator=0.1.4=pyhd8ed1ab_1
   - rfc3986-validator=0.1.1=pyh9f0ad1d_0
   - rfc3987-syntax=1.1.0=pyhe01879c_1
-  - rioxarray=0.21.0=pyhd8ed1ab_0
+  - rioxarray=0.22.0=pyhc364b38_0
   - roman-numerals=4.1.0=pyhd8ed1ab_0
   - rpds-py=0.30.0=py312h868fb18_0
-  - s2n=1.6.2=he8a4886_1
+  - s2n=1.7.1=h1cbb8d7_1
   - s3fs=2026.2.0=pyhd8ed1ab_1
   - scikit-learn=1.8.0=np2py312h3226591_1
-  - scipy=1.17.0=py312h54fa4ab_1
+  - scipy=1.17.1=py312h54fa4ab_0
   - scooby=0.11.0=pyhd8ed1ab_0
-  - send2trash=2.1.0=pyha191276_0
-  - setuptools=81.0.0=pyh332efcf_0
+  - send2trash=2.1.0=pyha191276_1
+  - setuptools=82.0.1=pyh332efcf_0
   - shapely=2.1.2=py312h383787d_2
   - six=1.17.0=pyhe01879c_1
   - snappy=1.2.2=h03e3b7b_1
@@ -367,8 +364,8 @@ dependencies:
   - sortedcontainers=2.4.0=pyhd8ed1ab_1
   - soupsieve=2.8.3=pyhd8ed1ab_0
   - sphinx=9.1.0=pyhd8ed1ab_0
-  - sphinx-autodoc-typehints=3.6.2=pyhd8ed1ab_0
-  - sphinx-book-theme=1.1.4=pyh29332c3_0
+  - sphinx-autodoc-typehints=3.9.9=pyhd8ed1ab_0
+  - sphinx-book-theme=1.2.0=pyhc364b38_0
   - sphinx-copybutton=0.5.2=pyhd8ed1ab_1
   - sphinx-design=0.7.0=pyhd8ed1ab_0
   - sphinxcontrib-applehelp=2.0.0=pyhd8ed1ab_1
@@ -378,13 +375,13 @@ dependencies:
   - sphinxcontrib-jsmath=1.0.1=pyhd8ed1ab_1
   - sphinxcontrib-qthelp=2.0.0=pyhd8ed1ab_1
   - sphinxcontrib-serializinghtml=1.1.10=pyhd8ed1ab_1
-  - sqlite=3.51.2=h04a0ce9_0
+  - sqlite=3.52.0=h04a0ce9_0
   - stack_data=0.6.3=pyhd8ed1ab_1
   - tblib=3.2.2=pyhcf101f3_0
   - tenacity=9.1.4=pyhcf101f3_0
   - terminado=0.18.1=pyhc90fa1f_1
   - threadpoolctl=3.6.0=pyhecae5ae_0
-  - tinycss2=1.5.1=pyhcf101f3_0
+  - tinycss2=1.4.0=pyhd8ed1ab_0
   - tinynetrc=1.3.1=pyhd8ed1ab_0
   - tk=8.6.13=noxft_h366c992_103
   - tomli=2.4.0=pyhcf101f3_0
@@ -397,32 +394,34 @@ dependencies:
   - typing_extensions=4.15.0=pyhcf101f3_0
   - typing_utils=0.1.0=pyhd8ed1ab_1
   - tzdata=2025c=hc9c84f9_1
-  - uc-micro-py=1.0.3=pyhd8ed1ab_1
-  - unicodedata2=17.0.0=py312h4c3975b_1
+  - uc-micro-py=2.0.0=pyhcf101f3_0
+  - unicodedata2=17.0.1=py312h4c3975b_0
   - uri-template=1.3.0=pyhd8ed1ab_1
   - uriparser=0.9.8=hac33072_0
   - urllib3=2.6.3=pyhd8ed1ab_0
-  - verde=1.8.1=pyhd8ed1ab_0
-  - wcwidth=0.5.3=pyhd8ed1ab_0
+  - verde=1.9.0=pyhd8ed1ab_1
+  - wcwidth=0.6.0=pyhd8ed1ab_0
   - webcolors=25.10.0=pyhd8ed1ab_0
   - webencodings=0.5.1=pyhd8ed1ab_3
   - websocket-client=1.9.0=pyhd8ed1ab_0
   - wheel=0.46.3=pyhd8ed1ab_0
   - widgetsnbextension=4.0.15=pyhd8ed1ab_0
-  - wrapt=2.1.1=py312h4c3975b_0
-  - xarray=2026.1.0=pyhcf101f3_0
+  - wrapt=2.1.2=py312h4c3975b_0
+  - xarray=2026.2.0=pyhcf101f3_0
   - xerces-c=3.3.0=hd9031aa_1
   - xorg-libxau=1.0.12=hb03c661_1
   - xorg-libxdmcp=1.1.5=hb03c661_1
-  - xrft=1.0.1=pyhd8ed1ab_1
+  - xrft=1.0.2=pyhd8ed1ab_0
   - xyzservices=2025.11.0=pyhd8ed1ab_0
   - yaml=0.2.5=h280c20c_3
-  - yarl=1.22.0=py312h8a5da7c_0
+  - yarl=1.23.0=py312h8a5da7c_0
   - zarr=3.1.5=pyhcf101f3_0
-  - zeromq=4.3.5=h387f397_9
+  - zeromq=4.3.5=h41580af_10
   - zict=3.0.0=pyhd8ed1ab_1
   - zipp=3.23.0=pyhcf101f3_1
-  - zlib=1.3.1=hb9d3cd8_2
+  - zlib=1.3.2=h25fd6f3_2
   - zlib-ng=2.3.3=hceb46e0_1
   - zstd=1.5.7=hb78ec9c_6
+  - pip:
+      - polartoolkit==1.5.1.dev3+gbe4378e90.d20260322
 prefix: /home/mdtanker/miniforge3/envs/polartoolkit
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index c6a05500..00000000
--- a/environment.yml
+++ /dev/null
@@ -1,57 +0,0 @@
-name: polartoolkit
-channels:
-  - conda-forge
-  - nodefaults
-dependencies:
-  - python=3.12
-  # Required dependencies
-  - numpy>=1.25.0
-  - pandas>=2.0.0
-  - xarray>=2023.4.0
-  - scipy>=1.11.0
-  - netcdf4
-  - h5netcdf
-  - verde
-  - pooch
-  - rioxarray
-  - tqdm
-  - pygmt>=0.18.0
-  - harmonica>=0.6.0
-  - deprecation
-  - openpyxl
-  - pyproj
-  - geopandas>=1.0
-  - pyogrio
-  - zarr>=3.0
-  - python-dotenv
-  - requests
-  - earthaccess
-  - xrft
-  - scooby
-  # Optional dependencies
-  # interactive
-  - geoviews
-  - cartopy
-  - ipyleaflet
-  - ipython>=8.13.0
-  # test
-  - pytest>=6
-  - pytest-cov>=3
-  - deepdiff
-  # docs
-  - sphinx>=7.0
-  - myst-parser>=0.13
-  - sphinx-copybutton
-  - sphinx-autodoc-typehints
-  - sphinx-book-theme>=0.3
-  - nbsphinx
-  - ipykernel
-  - nbconvert
-  - sphinxcontrib-bibtex
-  - sphinx-design
-  # dev
-  - jupyterlab
-  # below packages need to be installed with pip
-  # - pip
-  # - pip:
-  #     -
diff --git a/noxfile.py b/noxfile.py
deleted file mode 100644
index 4f9dfd60..00000000
--- a/noxfile.py
+++ /dev/null
@@ -1,128 +0,0 @@
-import argparse
-import shutil
-from pathlib import Path
-
-import nox
-
-DIR = Path(__file__).parent.resolve()
-PROJECT = nox.project.load_toml()
-
-nox.needs_version = ">=2025.2.9"
-nox.options.default_venv_backend = "uv|virtualenv"
-
-
-@nox.session
-def lint(session: nox.Session) -> None:
-    """
-    Run the linter.
-    """
-    session.install("pre-commit")
-    session.run("pre-commit", "run", "--all-files", *session.posargs)
-
-
-@nox.session
-def pylint(session: nox.Session) -> None:
-    """
-    Run PyLint.
-    """
-    # This needs to be installed into the package environment, and is slower
-    # than a pre-commit check
-    session.install("-e.", "pylint>=3.2")
-    session.run("pylint", "polartoolkit", *session.posargs)
-
-
-@nox.session
-def style(session: nox.Session) -> None:
-    """
-    Run the linter and Pylint.
-    """
-    session.notify("lint")
-    session.notify("pylint")
-
-
-@nox.session(venv_backend="mamba", python="3.11")
-def tests(session: nox.Session) -> None:
-    """
-    Run the unit and regular tests.
-    """
-    session.conda_install("pygmt", "geopandas")
-    test_deps = nox.project.dependency_groups(PROJECT, "test")
-    session.install("-e.", *test_deps)
-    session.run(
-        "pytest",
-        "--cov",
-        # "-m",
-        # "not earthdata and not issue",
-        *session.posargs,
-    )
-
-
-@nox.session(venv_backend="mamba", reuse_venv=True, python="3.12")
-def test_pypi_version(session: nox.Session) -> None:
-    """
-    Install the supplied version (from the first argument) from PyPI and run the tests.
-    """
-    try:
-        version = session.posargs[0]
-    except IndexError as e:
-        msg = "A version must be supplied as the first positional argument with `nox -s test_pypi_version -- <version>`"
-        raise IndexError(msg) from e
-
-    session.conda_install("pygmt", "geopandas")
-
-    print(f"Installing polartoolkit version {version} from PyPI")
-
-    session.install(f"polartoolkit=={version}")
-
-    test_deps = nox.project.dependency_groups(PROJECT, "test")
-    session.install(*test_deps)
-
-    session.run("pip", "list")
-
-    session.run("pytest", "-m", "not fetch")
-
-
-@nox.session(venv_backend="mamba", reuse_venv=True, default=False)
-def docs(session: nox.Session) -> None:
-    """
-    Build the docs. Pass --non-interactive to avoid serving. First positional argument is the target directory.
-    """
-    session.conda_install("pygmt", "geopandas")
-    doc_deps = nox.project.dependency_groups(PROJECT, "docs")
-    parser = argparse.ArgumentParser()
-    parser.add_argument(
-        "-b", dest="builder", default="html", help="Build target (default: html)"
-    )
-    parser.add_argument("output", nargs="?", help="Output directory")
-    args, posargs = parser.parse_known_args(session.posargs)
-    serve = args.builder == "html" and session.interactive
-
-    session.install("-e.", *doc_deps, "sphinx-autobuild")
-
-    shared_args = (
-        "-n",  # nitpicky mode
-        "-T",  # full tracebacks
-        f"-b={args.builder}",
-        "docs",
-        args.output or f"docs/_build/{args.builder}",
-        *posargs,
-    )
-
-    if serve:
-        session.run("sphinx-autobuild", "--open-browser", *shared_args)
-    else:
-        session.run("sphinx-build", "--keep-going", *shared_args)
-
-
-@nox.session
-def build(session: nox.Session) -> None:
-    """
-    Build an SDist and wheel.
-    """
-
-    build_path = DIR.joinpath("build")
-    if build_path.exists():
-        shutil.rmtree(build_path)
-
-    session.install("build")
-    session.run("python", "-m", "build")
diff --git a/pixi.lock b/pixi.lock
new file mode 100644
index 00000000..e712c26a
--- /dev/null
+++ b/pixi.lock
@@ -0,0 +1,21841 @@
+version: 6
+environments:
+  default:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    indexes:
+    - https://pypi.org/simple
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
+    packages:
+      linux-64:
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+  - libsodium >=1.0.21,<1.0.22.0a0
+  - krb5 >=1.22.2,<1.23.0a0
+  license: MPL-2.0
+  license_family: MOZILLA
+  purls: []
+  size: 260841
+  timestamp: 1772476936933
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h4818236_10.conda
+  sha256: 2705360c72d4db8de34291493379ffd13b09fd594d0af20c9eefa8a3f060d868
+  md5: e85dcd3bde2b10081cdcaeae15797506
+  depends:
+  - __osx >=11.0
+  - libcxx >=19
+  - krb5 >=1.22.2,<1.23.0a0
+  - libsodium >=1.0.21,<1.0.22.0a0
+  license: MPL-2.0
+  license_family: MOZILLA
+  purls: []
+  size: 245246
+  timestamp: 1772476886668
+- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h507cc87_10.conda
+  sha256: b8568dfde46edf3455458912ea6ffb760e4456db8230a0cf34ecbc557d3c275f
+  md5: 1ab0237036bfb14e923d6107473b0021
+  depends:
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  - libsodium >=1.0.21,<1.0.22.0a0
+  - krb5 >=1.22.2,<1.23.0a0
+  license: MPL-2.0
+  license_family: MOZILLA
+  purls: []
+  size: 265665
+  timestamp: 1772476832995
+- conda: https://conda.anaconda.org/conda-forge/noarch/zict-3.0.0-pyhd8ed1ab_1.conda
+  sha256: 5488542dceeb9f2874e726646548ecc5608060934d6f9ceaa7c6a48c61f9cc8d
+  md5: e52c2ef711ccf31bb7f70ca87d144b9e
+  depends:
+  - python >=3.9
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/zict?source=hash-mapping
+  size: 36341
+  timestamp: 1733261642963
+- conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhcf101f3_1.conda
+  sha256: b4533f7d9efc976511a73ef7d4a2473406d7f4c750884be8e8620b0ce70f4dae
+  md5: 30cd29cb87d819caead4d55184c1d115
+  depends:
+  - python >=3.10
+  - python
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/zipp?source=hash-mapping
+  size: 24194
+  timestamp: 1764460141901
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.2-h25fd6f3_2.conda
+  sha256: 245c9ee8d688e23661b95e3c6dd7272ca936fabc03d423cdb3cdee1bbcf9f2f2
+  md5: c2a01a08fc991620a74b32420e97868a
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libzlib 1.3.2 h25fd6f3_2
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 95931
+  timestamp: 1774072620848
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zlib-1.3.2-hbb4bfdb_2.conda
+  sha256: 5dd728cebca2e96fa48d41661f1a35ed0ee3cb722669eee4e2d854c6745655eb
+  md5: 6276aa61ffc361cbf130d78cfb88a237
+  depends:
+  - __osx >=11.0
+  - libzlib 1.3.2 hbb4bfdb_2
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 92411
+  timestamp: 1774073075482
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.3.2-h8088a28_2.conda
+  sha256: 8dd2ac25f0ba714263aac5832d46985648f4bfb9b305b5021d702079badc08d2
+  md5: f1c0bce276210bed45a04949cfe8dc20
+  depends:
+  - __osx >=11.0
+  - libzlib 1.3.2 h8088a28_2
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 81123
+  timestamp: 1774072974535
+- conda: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.2-hfd05255_2.conda
+  sha256: ef408f85f664a4b9c9dac3cb2e36154d9baa15a88984ea800e11060e0f2394a1
+  md5: 5187ecf958be3c39110fe691cbd6873e
+  depends:
+  - libzlib 1.3.2 hfd05255_2
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 850351
+  timestamp: 1774072891049
+- conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hceb46e0_1.conda
+  sha256: ea4e50c465d70236408cb0bfe0115609fd14db1adcd8bd30d8918e0291f8a75f
+  md5: 2aadb0d17215603a82a2a6b0afd9a4cb
+  depends:
+  - __glibc >=2.17,<3.0.a0
+  - libgcc >=14
+  - libstdcxx >=14
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 122618
+  timestamp: 1770167931827
+- conda: https://conda.anaconda.org/conda-forge/osx-64/zlib-ng-2.3.3-h8bce59a_1.conda
+  sha256: 4a1beb656761c7d8c9a53474bfd3932c30d82af5d93a32b8ef626c01c059d981
+  md5: b3ecb6480fd46194e3f7dd0ff4445dff
+  depends:
+  - __osx >=10.13
+  - libcxx >=19
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 120464
+  timestamp: 1770168263684
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.3.3-hed4e4f5_1.conda
+  sha256: a339606a6b224bb230ff3d711e801934f3b3844271df9720165e0353716580d4
+  md5: d99c2a23a31b0172e90f456f580b695e
+  depends:
+  - __osx >=11.0
+  - libcxx >=19
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 94375
+  timestamp: 1770168363685
+- conda: https://conda.anaconda.org/conda-forge/win-64/zlib-ng-2.3.3-h0261ad2_1.conda
+  sha256: 71332532332d13b5dbe57074ddcf82ae711bdc132affa5a2982a29ffa06dc234
+  md5: 46a21c0a4e65f1a135251fc7c8663f83
+  depends:
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: Zlib
+  license_family: Other
+  purls: []
+  size: 124542
+  timestamp: 1770167984883
+- 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
+  license_family: BSD
+  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
+  license_family: BSD
+  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
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.1,<2.0a0
+  license: BSD-3-Clause
+  license_family: BSD
+  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
+  license_family: BSD
+  purls: []
+  size: 388453
+  timestamp: 1764777142545
diff --git a/pyproject.toml b/pyproject.toml
index 44bcb8ec..8f7ead5c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ description = "Helpful tools for polar researchers"
 keywords = ["cryosphere", "antarctica", "arctic", "greenland", "maps", "plotting", "pygmt", "cross-section"]
 readme = "README.md"
 license = {file = "LICENSE"}
-requires-python = ">=3.11"
+requires-python = ">=3.11,<3.15"
 classifiers = [
     "Development Status :: 3 - Alpha",
     "Intended Audience :: Science/Research",
@@ -27,19 +27,22 @@ classifiers = [
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
     "Typing :: Typed",
 ]
 dynamic = ["version"]
 dependencies = [
     "numpy>=1.25.0",
     "pandas>=2.0.0",
-    "xarray[io]>=2023.4.0", # includes netCDF4, h5netcdf, pydap, scipy, zarr, fsspec, cftime, cfgrib, pooch
+    "xarray>=2023.4.0",
+    "netCDF4>=1.6.0",
+    "h5netcdf>=1.5.0",
     "scipy>=1.11.0",
     "verde",
     "pooch",
     "rioxarray",
     "tqdm",
-    "pygmt>=0.18.0", # need aliases for scale and deprecated parameters such as barwidth
+    "pygmt>=0.10.0", # parameter "log" for colorbar
     "harmonica>=0.6.0", # need load_oasis_montaj_grid function
     "deprecation",
     "openpyxl", # needed for fetch.ghf to read an excel file into pandas
@@ -61,35 +64,6 @@ interactive = [
     "ipyleaflet",
     "ipython>=8.13.0",
 ]
-test = [
-  {include-group = "interactive"},
-  "pytest >=6",
-  "pytest-cov >=3",
-  "deepdiff",
-]
-dev = [
-    {include-group = "test"},
-    "jupyterlab",
-]
-docs = [
-  "sphinx>=7.0",
-  "myst_parser>=0.13",
-  "sphinx_copybutton",
-  "sphinx_autodoc_typehints",
-  "sphinx-book-theme>=0.3",
-  "nbsphinx",
-  "ipykernel",
-  "nbconvert",
-  "sphinxcontrib-bibtex",
-  "sphinx_design",
-]
-
-all = [
-  {include-group = "interactive"},
-  {include-group = "test"},
-  {include-group = "dev"},
-  {include-group = "docs"},
-]
 
 [project.urls]
 Homepage = "https://github.com/mdtanker/polartoolkit"
@@ -104,7 +78,6 @@ version.source = "vcs"
 build.hooks.vcs.version-file = "src/polartoolkit/_version.py"
 
 [tool.hatch.envs.default]
-# duplicate for now since hatch doesn't support groups yet
 dependencies = []
 scripts.test = "pytest {args}"
 
@@ -118,12 +91,13 @@ packages = ["src/polartoolkit", "src/antarctic_plots"]
 toplevel = ["polartoolkit", "antarctic_plots"]
 
 [tool.pytest.ini_options]
-minversion = "6.0"
-addopts = ["-ra", "--showlocals", "--strict-markers", "--strict-config"]
+minversion = "9.0"
+addopts = ["-ra", "--showlocals"]
 xfail_strict = true
 filterwarnings = [
   "error",
   "ignore:.*numpy.ndarray size changed, may indicate binary incompatibility. Expected 16 from C header, got 96 from PyObject.*:RuntimeWarning",
+  "ignore:.*invalid escape sequence.*",
 ]
 log_cli_level = "INFO"
 testpaths = [
@@ -168,25 +142,40 @@ disallow_incomplete_defs = true
 extend-select = [
   "ARG",      # flake8-unused-arguments
   "B",        # flake8-bugbear
+  "BLE",    # flake8-blind-except
   "C4",       # flake8-comprehensions
+  "DTZ",    # flake8-datetimez
   "EM",       # flake8-errmsg
   "EXE",      # flake8-executable
+  "FA",     # flake8-future-annotations
+  "FLY",    # flynt
+  "FURB",   # refurb
   "G",        # flake8-logging-format
   "I",        # isort
-  "ICN",      # flake8-import-conventions
-  "NPY",      # NumPy specific rules
-  "PD",       # pandas-vet
-  "PGH",      # pygrep-hooks
-  "PIE",      # flake8-pie
-  "PL",       # pylint
-  "PT",       # flake8-pytest-style
-  "PTH",      # flake8-use-pathlib
-  "RET",      # flake8-return
-  "RUF",      # Ruff-specific
-  "SIM",      # flake8-simplify
-  "T20",      # flake8-print
-  "UP",       # pyupgrade
-  "YTT",      # flake8-2020
+  "ICN",    # flake8-import-conventions
+  "ISC",    # flake8-implicit-str-concat
+  "LOG",    # flake8-logging
+  "NPY",    # NumPy specific rules
+  "PD",     # pandas-vet
+  "PERF",   # perflint
+  "PGH",    # pygrep-hooks
+  "PIE",    # flake8-pie
+  "PL",     # pylint
+  "PT",     # flake8-pytest-style
+  "PTH",    # flake8-use-pathlib
+  "PYI",    # flake8-pyi
+  "Q",      # flake8-quotes
+  "RET",    # flake8-return
+  "RSE",    # flake8-raise
+  "RUF",    # Ruff-specific
+  "SIM",    # flake8-simplify
+  "SLOT",   # flake8-slots
+  "T10",    # flake8-debugger
+  "T20",    # flake8-print
+  "TC",     # flake8-type-checking
+  "TRY",    # tryceratops
+  "UP",     # pyupgrade
+  "YTT",    # flake8-2020
 ]
 ignore = [
   "PLR09",    # Too many <...>
@@ -197,10 +186,13 @@ ignore = [
 
 
 [tool.ruff.lint.per-file-ignores]
-"__init__.py" = ["F401"]  # disable unused-imports errors on __init__.py
 "tests/**" = ["T20"]
-"noxfile.py" = ["T20"]
-"*.ipynb" = ["T201"]
+"__init__.py" = ["F401"]  # disable unused-imports errors on __init__.py
+"*.ipynb" = [
+  "T201",
+  "PERF401",
+  "PERF102",
+]
 
 
 [tool.pylint]
@@ -220,3 +212,132 @@ messages_control.disable = [
 
 [tool.codespell]
 ignore-words-list = ["word_to_ignore", "OND", "THUR", "WHIT"]
+
+[tool.pixi.workspace]
+channels = ["conda-forge"]
+platforms = ["win-64", "linux-64", "osx-64", "osx-arm64"]
+
+[tool.pixi.pypi-dependencies]
+polartoolkit = { path = ".", editable = true }
+
+[tool.pixi.environments]
+default = { solve-group = "default" }
+dev = { features = ["dev"], solve-group = "default" }
+docs = { features = ["docs"], solve-group = "default" }
+interactive = { features = ["interactive"], solve-group = "default" }
+test = { features = ["test"], solve-group = "default" }
+
+[tool.pixi.dependencies]
+numpy = ">=1.25.0"
+pandas = ">=2.0.0"
+xarray = ">=2023.4.0"
+netcdf4 = ">=1.6.0"
+h5netcdf = ">=1.5.0"
+scipy = ">=1.11.0"
+verde = ">=1.9.0,<2"
+pooch = ">=1.9.0,<2"
+rioxarray = ">=0.22.0,<0.23"
+tqdm = ">=4.67.3,<5"
+pygmt = ">=0.10.0"
+harmonica = ">=0.6.0"
+deprecation = ">=2.1.0,<3"
+openpyxl = ">=3.1.5,<4"
+geopandas = ">=1.0"
+pyogrio = ">=0.12.1,<0.13"
+zarr = ">=3.0"
+python-dotenv = ">=1.2.2,<2"
+requests = ">=2.32.5,<3"
+earthaccess = ">=0.16.0,<0.17"
+xrft = ">=1.0.2,<2"
+scooby = ">=0.11.0,<0.12"
+geoviews = ">=1.15.1,<2"
+cartopy = ">=0.25.0,<0.26"
+ipyleaflet = ">=0.20.0,<0.21"
+ipython = ">=8.13"
+ipykernel = ">=7.2.0,<8"
+pyproj = ">=3.7.2,<4"
+
+[tool.pixi.feature.test.dependencies]
+pytest = ">=9"
+pytest-cov = ">=7"
+deepdiff = ">=8.6.2,<9"
+geoviews = ">=1.15.1,<2"
+cartopy = ">=0.25.0,<0.26"
+ipyleaflet = ">=0.20.0,<0.21"
+ipython = ">=8.13.0"
+
+[tool.pixi.feature.dev.dependencies]
+jupyterlab = ">=4.5.6,<5"
+pre-commit = ">=4.5.1,<5"
+pylint = ">=3.2"
+
+[tool.pixi.feature.docs.dependencies]
+nbconvert = ">=7.17.0,<8"
+sphinx = ">=7.0"
+myst-parser = ">=0.13"
+sphinx-copybutton = ">=0.5.2,<0.6"
+sphinx-autodoc-typehints = ">=3.9.9,<4"
+sphinx-book-theme = ">=0.3"
+nbsphinx = ">=0.9.8,<0.10"
+ipykernel = ">=7.2.0,<8"
+sphinxcontrib-bibtex = ">=2.6.5,<3"
+sphinx-design = ">=0.7.0,<0.8"
+sphinx-autobuild = ">=2025.8.25,<2026"
+
+[tool.pixi.feature.test.tasks.test]
+cmd = "pytest -ra {{ target }} --cov --cov-report=xml --cov-report=term"
+args = [{ arg = "target", default = "tests/" }]
+
+[tool.pixi.feature.test.tasks.test_ci]
+cmd = "pytest -ra -m 'not fetch and not issue' --cov --cov-report=xml --cov-report=term --durations=20"
+
+[tool.pixi.feature.dev.tasks.format]
+cmd = "pre-commit run --all-files"
+
+[tool.pixi.feature.dev.tasks.lint]
+cmd = "pylint polartoolkit"
+
+[tool.pixi.feature.dev.tasks.style]
+cmd = "pre-commit run --all-files ; pylint polartoolkit"
+
+[tool.pixi.feature.docs.tasks.docs]
+cmd = "sphinx-autobuild --open-browser -n -T -b=html docs docs/_build/html"
+
+[tool.pixi.feature.docs.tasks.docs_static]
+cmd = "sphinx-build --keep-going -n -T -b=html docs docs/_build/html"
+
+[tool.pixi.feature.docs.tasks.clear_datasets]
+cmd = "jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/datasets/**/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.clear_tutorial]
+cmd = "jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/tutorial/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.clear_how_to]
+cmd = "jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/how_to/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.clear_gallery]
+cmd = "jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/gallery/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.clear_docs]
+cmd = "jupyter nbconvert --ClearOutputPreprocessor.enabled=True --inplace docs/*.ipynb"
+depends-on = ["clear_gallery", "clear_how_to", "clear_tutorial", "clear_datasets"]
+
+
+[tool.pixi.feature.docs.tasks.run_datasets]
+cmd = "jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/datasets/**/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.run_tutorial]
+cmd = "jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/tutorial/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.run_how_to]
+cmd = "jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/how_to/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.run_gallery]
+cmd = "jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/gallery/*.ipynb"
+
+[tool.pixi.feature.docs.tasks.run_docs]
+cmd = "jupyter nbconvert --ExecutePreprocessor.allow_errors=True --execute --inplace docs/*.ipynb"
+depends-on = ["run_gallery", "run_how_to", "run_tutorial", "run_datasets"]
+
+[tool.pixi.tasks]
+conda_export = "conda env export --name polartoolkit --channel conda-forge --file env/environment.yml"

From 70598a68220985181944deb43b7b36217819f329 Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 22 Mar 2026 22:48:07 +0100
Subject: [PATCH 5/9] ruff recommendations

---
 src/polartoolkit/fetch.py    | 97 ++++++++++++++++++------------------
 src/polartoolkit/maps.py     | 16 +++---
 src/polartoolkit/profiles.py |  7 +--
 src/polartoolkit/regions.py  |  7 ++-
 src/polartoolkit/utils.py    | 79 +++++++++++++++--------------
 tests/test_fetch.py          |  6 +--
 6 files changed, 107 insertions(+), 105 deletions(-)

diff --git a/src/polartoolkit/fetch.py b/src/polartoolkit/fetch.py
index c254b31d..02e81b46 100644
--- a/src/polartoolkit/fetch.py
+++ b/src/polartoolkit/fetch.py
@@ -764,13 +764,13 @@ def preprocessing_5k(fname: str, action: str, _pooch2: typing.Any) -> str:
                         spacing=5e3,
                         **kwargs,
                     )
-                    vx_5k = typing.cast(xr.DataArray, vx_5k)
+                    vx_5k = typing.cast("xr.DataArray", vx_5k)
                     vy_5k = resample_grid(
                         ds.VY,
                         spacing=5e3,
                         **kwargs,
                     )
-                    vy_5k = typing.cast(xr.DataArray, vy_5k)
+                    vy_5k = typing.cast("xr.DataArray", vy_5k)
                     processed = (vx_5k**2 + vy_5k**2) ** 0.5
                     # restore registration type
                     processed.gmt.registration = ds.VX.gmt.registration
@@ -824,7 +824,7 @@ def preprocessing_5k(fname: str, action: str, _pooch2: typing.Any) -> str:
             base_url=base_url,
             registry=registry,
         )
-        for k, _ in registry.items():
+        for k in registry:
             pup.fetch(
                 fname=k,
                 downloader=EarthDataDownloader(),
@@ -870,7 +870,7 @@ def preprocessing_5k(fname: str, action: str, _pooch2: typing.Any) -> str:
         msg = "`ice_vel` only available for EPSG:3031 and EPSG:3413"
         raise ValueError(msg)
 
-    return typing.cast(xr.DataArray, resampled)  # pylint: disable=possibly-used-before-assignment
+    return typing.cast("xr.DataArray", resampled)  # pylint: disable=possibly-used-before-assignment
 
 
 def modis(
@@ -1030,7 +1030,7 @@ def imagery() -> str:
         known_hash="7e7daa7af128f1ad18ac597d95d716ba26f745e75f8abb81c10049419a070c37",
         progressbar=True,
     )
-    return typing.cast(str, next(p for p in path if p.endswith(".tif")))
+    return typing.cast("str", next(p for p in path if p.endswith(".tif")))
 
 
 def antarctic_bed_type(
@@ -1275,7 +1275,7 @@ def groundingline(
             registry=registry,
         )
 
-        for k, _ in registry.items():
+        for k in registry:
             pup.fetch(
                 fname=k,
                 downloader=EarthDataDownloader(),
@@ -1317,7 +1317,7 @@ def groundingline(
             # The registry specifies the files that can be fetched
             registry=registry,
         )
-        for k, _ in registry.items():
+        for k in registry:
             pup.fetch(
                 fname=k,
                 downloader=EarthDataDownloader(),
@@ -1397,7 +1397,7 @@ def antarctic_boundaries(
             # The registry specifies the files that can be fetched
             registry=registry,
         )
-        for k, _ in registry.items():
+        for k in registry:
             pup.fetch(
                 fname=k,
                 downloader=EarthDataDownloader(),
@@ -1444,7 +1444,7 @@ def antarctic_boundaries(
             # The registry specifies the files that can be fetched
             registry=registry,
         )
-        for k, _ in registry.items():
+        for k in registry:
             pup.fetch(
                 fname=k,
                 downloader=EarthDataDownloader(),
@@ -1703,7 +1703,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
         )
         raise ValueError(msg)
 
-    return typing.cast(xr.DataArray, resampled)
+    return typing.cast("xr.DataArray", resampled)
 
 
 def ibcso_coverage(
@@ -1983,7 +1983,7 @@ def preprocessing_5k(fname: str, action: str, _pooch2: typing.Any) -> str:
         msg = "reference must be 'geoid' or 'ellipsoid'"
         raise ValueError(msg)
 
-    return typing.cast(xr.DataArray, grid)
+    return typing.cast("xr.DataArray", grid)
 
 
 def bedmachine(
@@ -2270,7 +2270,7 @@ def preprocessing_5k(fname: str, action: str, _pooch2: typing.Any) -> str:
             msg = "reference must be 'eigen-6c4' or 'ellipsoid'"
             raise ValueError(msg)
 
-    return typing.cast(xr.DataArray, grid)
+    return typing.cast("xr.DataArray", grid)
 
 
 def bedmap_points(
@@ -2476,7 +2476,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                             append=True,
                             geometry_type="Point",
                         )
-                    except Exception as e:
+                    except Exception:
                         logger.exception(
                             "Error writing to geopackage for file number %s, deleting "
                             "geopackage file",
@@ -2484,7 +2484,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                         )
                         # delete the file
                         pathlib.Path.unlink(fname_processed)
-                        raise e
+                        raise
 
                 # delete the folder with csv files
                 shutil.rmtree(new_fold)
@@ -2586,7 +2586,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                             append=True,
                             geometry_type="Point",
                         )
-                    except Exception as e:
+                    except Exception:
                         logger.exception(
                             "Error writing to geopackage for file number %s, deleting "
                             "geopackage file",
@@ -2594,7 +2594,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                         )
                         # delete the file
                         pathlib.Path.unlink(fname_processed)
-                        raise e
+                        raise
 
                 # delete the folder with csv files
                 shutil.rmtree(fold)
@@ -2968,7 +2968,7 @@ def preprocessing_5k(fname: str, action: str, _pooch2: typing.Any) -> str:
         elif reference == "eigen-gl04c":
             pass
 
-    return typing.cast(xr.DataArray, grid)
+    return typing.cast("xr.DataArray", grid)
 
 
 def bedmap2(
@@ -3310,7 +3310,7 @@ def preprocessing_5k(fname: str, action: str, _pooch2: typing.Any) -> str:
         elif reference == "eigen-gl04c":
             pass
 
-    return typing.cast(xr.DataArray, grid)
+    return typing.cast("xr.DataArray", grid)
 
 
 def rema(
@@ -3429,7 +3429,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
         **kwargs,
     )
 
-    return typing.cast(xr.DataArray, resampled)
+    return typing.cast("xr.DataArray", resampled)
 
 
 def deepbedmap(
@@ -3579,17 +3579,16 @@ def gravity(
             ]
         )
 
-        resampled_vars = []
-        for var in file.data_vars:
-            resampled_vars.append(
-                resample_grid(
-                    file[var],
-                    spacing,
-                    region,
-                    registration,
-                    **kwargs,
-                ).rename(var)
-            )
+        resampled_vars = [
+            resample_grid(
+                file[var],
+                spacing,
+                region,
+                registration,
+                **kwargs,
+            ).rename(var)
+            for var in file.data_vars
+        ]
 
         resampled = xr.merge(resampled_vars)
 
@@ -3876,7 +3875,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
         **kwargs,
     )
 
-    return typing.cast(xr.DataArray, resampled)
+    return typing.cast("xr.DataArray", resampled)
 
 
 def geoid(
@@ -3990,7 +3989,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
         **kwargs,
     )
 
-    return typing.cast(xr.DataArray, resampled)
+    return typing.cast("xr.DataArray", resampled)
 
 
 def magnetics(
@@ -4270,7 +4269,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
         msg = "version must be 'admap1', 'admap2', 'admap2_gdb' or 'LCS-1'"
         raise ValueError(msg)
 
-    return typing.cast(xr.DataArray, resampled)
+    return typing.cast("xr.DataArray", resampled)
 
 
 def ghf(
@@ -4922,7 +4921,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
 
         raise ValueError(msg)
 
-    return typing.cast(xr.DataArray, resampled)  # pylint: disable=possibly-used-before-assignment
+    return typing.cast("xr.DataArray", resampled)  # pylint: disable=possibly-used-before-assignment
 
 
 def gia(
@@ -4985,7 +4984,7 @@ def gia(
         msg = "version must be 'stal-2020'"
         raise ValueError(msg)
 
-    return typing.cast(xr.DataArray, resampled)
+    return typing.cast("xr.DataArray", resampled)
 
 
 def crustal_thickness(
@@ -5148,7 +5147,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
             region,
             registration,
         )
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     if version == "an-2015":
         grid = moho(version="an-2015")
@@ -5172,10 +5171,12 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
             **kwargs,
         )
 
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     if version == "an-2015-points":
-        return typing.cast(pd.DataFrame, moho(version="an-2015-points", region=region))
+        return typing.cast(
+            "pd.DataFrame", moho(version="an-2015-points", region=region)
+        )
 
     if version == "baranov-2021":
 
@@ -5244,7 +5245,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
             registration,
             **kwargs,
         )
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     if version == "li-2023":
         path = pooch.retrieve(
@@ -5275,7 +5276,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
 
         ds = xr.merge(das)
 
-        return typing.cast(xr.DataArray, ds)
+        return typing.cast("xr.DataArray", ds)
 
     if version == "ji-2022":
         path = pooch.retrieve(
@@ -5314,7 +5315,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
         # clip so no negatives
         resampled = resampled.where(resampled > 0, 0)
 
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     msg = "version must be 'an-2015', 'an-2015-points', 'shen-2018', 'baranov-2021', 'li-2023' or 'ji-2022'"
     raise ValueError(msg)
@@ -5448,7 +5449,7 @@ def moho(
             **kwargs,
         )
 
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     if version == "an-2015":
 
@@ -5519,7 +5520,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
             registration,
             **kwargs,
         )
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     if version == "an-2015-points":
         data = """
@@ -5763,7 +5764,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
                 region,
             )
 
-        return typing.cast(pd.DataFrame, df)
+        return typing.cast("pd.DataFrame", df)
 
     if version == "baranov-2021":
 
@@ -5832,7 +5833,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
             registration,
             **kwargs,
         )
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     if version == "borghi-2022":
 
@@ -5916,7 +5917,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
             registration,
             **kwargs,
         )
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     if version == "li-2023":
         path = pooch.retrieve(
@@ -5947,7 +5948,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
 
         ds = xr.merge(das)
 
-        return typing.cast(xr.DataArray, ds)
+        return typing.cast("xr.DataArray", ds)
 
     if version == "ji-2022":
         path = pooch.retrieve(
@@ -5982,7 +5983,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
             registration,
             **kwargs,
         )
-        return typing.cast(xr.DataArray, resampled)
+        return typing.cast("xr.DataArray", resampled)
 
     msg = "version must be 'an-2015', 'an-2015-points', 'shen-2018', 'baranov-2021', 'borghi-2022', 'li-2023', or 'ji-2022'"
     raise ValueError(msg)
diff --git a/src/polartoolkit/maps.py b/src/polartoolkit/maps.py
index db3352c4..ae04b10d 100644
--- a/src/polartoolkit/maps.py
+++ b/src/polartoolkit/maps.py
@@ -127,7 +127,7 @@ def __init__(
 
         epsg = utils.default_epsg(epsg, hemisphere)
 
-        reg = typing.cast(tuple[float, float, float, float], reg)
+        reg = typing.cast("tuple[float, float, float, float]", reg)
         self.reg = reg
         self.epsg = epsg
 
@@ -1300,7 +1300,7 @@ def round_to_1(x: float) -> float:
             return round(x, -floor(log10(abs(x))))
 
         if length is None:
-            length = typing.cast(float, length)
+            length = typing.cast("float", length)
             # get shorter of east-west vs north-south sides
             width = abs(self.reg[1] - self.reg[0])
             height = abs(self.reg[3] - self.reg[2])
@@ -1855,7 +1855,7 @@ def add_colorbar(
             except pygmt.exceptions.GMTCLibError as e:
                 logger.warning(e)
                 logger.warning("issue with plotting histogram, skipping...")
-            except Exception as e:  # pylint: disable=broad-exception-caught
+            except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
                 logger.exception("An error occurred: %s", e)
 
             # shift figure back
@@ -2959,7 +2959,7 @@ def warn_msg(x: str) -> str:
                 verbose="error",
                 log=kwargs.get("cpt_log", False),
             )
-        except (pygmt.exceptions.GMTCLibError, Exception) as e:  # pylint: disable=broad-exception-caught
+        except (pygmt.exceptions.GMTCLibError, Exception) as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
             if "Option T: min >= max" in str(e):
                 logger.warning("supplied min value is greater or equal to max value")
 
@@ -3324,7 +3324,7 @@ def plot_grid(
 
     if isinstance(grid, xr.Dataset):
         msg = "grid must be a DataArray, not a Dataset."
-        raise ValueError(msg)
+        raise TypeError(msg)
 
     if fig is None:
         if region is None:
@@ -3919,11 +3919,11 @@ def subplots(
     if region is None:
         try:
             region = utils.get_grid_info(grids[0])[1]
-        except Exception as e:  # pylint: disable=broad-exception-caught
+        except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
             logger.exception(e)
             logger.warning("grid region can't be extracted, using antarctic region.")
             region = regions.antarctica
-    region = typing.cast(tuple[float, float, float, float], region)
+    region = typing.cast("tuple[float, float, float, float]", region)
 
     # get best dimensions for subplot
     nrows, ncols = utils.square_subplots(len(grids)) if dims is None else dims
@@ -4209,7 +4209,7 @@ def plot_3d(
             msg = "first grids' region can't be extracted, please provide with `region`"
             raise ValueError(msg) from e
 
-    region = typing.cast(tuple[float, float, float, float], region)
+    region = typing.cast("tuple[float, float, float, float]", region)
 
     # set figure projection and size from input region and figure dimensions
     # by default use figure height to set projection
diff --git a/src/polartoolkit/profiles.py b/src/polartoolkit/profiles.py
index 84057e4f..753fca64 100644
--- a/src/polartoolkit/profiles.py
+++ b/src/polartoolkit/profiles.py
@@ -482,7 +482,7 @@ def default_data(
         # spacing=10e3,
         verbose=verbose,
     )
-    mag = typing.cast(xr.DataArray, mag)
+    mag = typing.cast("xr.DataArray", mag)
 
     fa_grav = fetch.gravity(
         version="antgg-2021",
@@ -1782,10 +1782,7 @@ def clear_m() -> None:
 
     def handle_line_draw(self: typing.Any, action: str, geo_json: typing.Any) -> None:  # noqa: ARG001 # pylint:disable=unused-argument
         global lines  # noqa: PLW0602 # pylint:disable=global-variable-not-assigned
-        shapes = []
-        for coords in geo_json["geometry"]["coordinates"]:
-            shapes.append(list(coords))
-        shapes = list(shapes)
+        shapes = [list(coords) for coords in geo_json["geometry"]["coordinates"]]
         if action == "created":
             lines.append(shapes)  # type: ignore[name-defined]
 
diff --git a/src/polartoolkit/regions.py b/src/polartoolkit/regions.py
index b645484f..b979123c 100644
--- a/src/polartoolkit/regions.py
+++ b/src/polartoolkit/regions.py
@@ -510,10 +510,9 @@ def clear_m() -> None:
 
     def handle_rect_draw(self: typing.Any, action: str, geo_json: typing.Any) -> None:  # noqa: ARG001 # pylint: disable=unused-argument
         global poly  # noqa: PLW0602 # pylint: disable=global-variable-not-assigned
-        shapes = []
-        for coords in geo_json["geometry"]["coordinates"][0][:-1][:]:
-            shapes.append(list(coords))
-        shapes = list(shapes)
+        shapes = [
+            list(coords) for coords in geo_json["geometry"]["coordinates"][0][:-1][:]
+        ]
         if action == "created":
             poly.append(shapes)  # type: ignore[name-defined]
 
diff --git a/src/polartoolkit/utils.py b/src/polartoolkit/utils.py
index 4eaafe6f..ae379644 100644
--- a/src/polartoolkit/utils.py
+++ b/src/polartoolkit/utils.py
@@ -56,13 +56,13 @@ def default_epsg(epsg: str | None, hemisphere: str | None) -> str:
     # checks for correct types / value
     if not isinstance(epsg, (str, type(None))):
         msg = f"`epsg` must be a string or None, not {type(epsg)}"  # type: ignore[unreachable]
-        raise ValueError(msg)
+        raise TypeError(msg)
     if isinstance(epsg, str) and not epsg.isdigit():
         msg = f"`epsg` must be a string of digits or None, not {epsg}"
-        raise ValueError(msg)
+        raise TypeError(msg)
     if hemisphere not in ["north", "south", None]:
         msg = f"`hemisphere` must be 'north', 'south', or None, not {hemisphere}"
-        raise ValueError(msg)
+        raise TypeError(msg)
 
     # 1st priority: if epsg provided, use that
     if epsg is not None:
@@ -84,11 +84,6 @@ def default_epsg(epsg: str | None, hemisphere: str | None) -> str:
     # 3rd priority: look for POLARTOOLKIT_EPSG environment variable
     try:
         epsg = os.environ["POLARTOOLKIT_EPSG"]
-        # check epsg is string of digits
-        assert epsg.isdigit(), (
-            f"Environment variable POLARTOOLKIT_EPSG must be a string of numbers, not {epsg}"
-        )
-        return epsg
     # 4th priority: look for POLARTOOLKIT_HEMISPHERE environment variable
     except KeyError as e:
         try:
@@ -113,6 +108,12 @@ def default_epsg(epsg: str | None, hemisphere: str | None) -> str:
                 ".bashrc file)."
             )
             raise KeyError(msg) from e
+    else:
+        # check epsg is string of digits
+        assert epsg.isdigit(), (
+            f"Environment variable POLARTOOLKIT_EPSG must be a string of numbers, not {epsg}"
+        )
+        return epsg
 
 
 def rmse(data: typing.Any, as_median: bool = False) -> float:
@@ -167,7 +168,7 @@ def get_grid_region(
         # pygmt.exceptions.GMTInvalidInput:
         logger.exception(e)
         logger.warning("grid region can't be extracted")
-        raise e
+        raise
 
     return region
 
@@ -194,7 +195,7 @@ def get_grid_spacing(
 
     try:
         spacing: float | None = float(pygmt.grdinfo(grid, per_column="n", o=7)[:-1])
-    except Exception as e:  # pylint: disable=broad-exception-caught
+    except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
         # pygmt.exceptions.GMTInvalidInput:
         logger.exception(e)
         logger.warning("grid spacing can't be extracted")
@@ -238,7 +239,8 @@ def get_grid_registration(
             except AttributeError:
                 logger.warning("grid registration can't be extracted, setting to 'g'.")
                 registration = "g"
-    except Exception as e:  # pylint: disable=broad-exception-caught
+    except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
+        # pygmt.exceptions.GMTInvalidInput:
         logger.exception(e)
         logger.warning("grid registration can't be extracted")
         registration = None
@@ -291,7 +293,8 @@ def get_grid_info(
 
     try:
         spacing: float | None = float(pygmt.grdinfo(grid, per_column="n", o=7)[:-1])
-    except Exception as e:  # pylint: disable=broad-exception-caught
+    except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
+        # pygmt.exceptions.GMTInvalidInput:
         # pygmt.exceptions.GMTInvalidInput:
         logger.exception(e)
         logger.warning("grid spacing can't be extracted")
@@ -301,7 +304,8 @@ def get_grid_info(
         region: typing.Any = tuple(
             float(pygmt.grdinfo(grid, per_column="n", o=i)[:-1]) for i in range(4)
         )
-    except Exception as e:  # pylint: disable=broad-exception-caught
+    except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
+        # pygmt.exceptions.GMTInvalidInput:
         # pygmt.exceptions.GMTInvalidInput:
         logger.exception(e)
         logger.warning("grid region can't be extracted")
@@ -309,7 +313,8 @@ def get_grid_info(
 
     try:
         zmin: float | None = float(pygmt.grdinfo(grid, per_column="n", o=4)[:-1])
-    except Exception as e:  # pylint: disable=broad-exception-caught
+    except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
+        # pygmt.exceptions.GMTInvalidInput:
         # pygmt.exceptions.GMTInvalidInput:
         logger.exception(e)
         logger.warning("grid zmin can't be extracted")
@@ -317,7 +322,8 @@ def get_grid_info(
 
     try:
         zmax = float(pygmt.grdinfo(grid, per_column="n", o=5)[:-1])
-    except Exception as e:  # pylint: disable=broad-exception-caught
+    except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
+        # pygmt.exceptions.GMTInvalidInput:
         # pygmt.exceptions.GMTInvalidInput:
         logger.exception(e)
         logger.warning("grid zmax can't be extracted")
@@ -338,7 +344,7 @@ def get_grid_info(
             except AttributeError:
                 logger.warning("grid registration can't be extracted, setting to 'g'.")
                 registration = "g"
-    except Exception as e:  # pylint: disable=broad-exception-caught
+    except Exception as e:  # pylint: disable=broad-exception-caught # noqa: BLE001
         logger.exception(e)
         logger.warning("grid registration can't be extracted")
         registration = None
@@ -1454,7 +1460,7 @@ def mask_from_shapefile(
     except ValueError as e:
         logger.exception(e)
 
-    return typing.cast(xr.DataArray, output)
+    return typing.cast("xr.DataArray", output)
 
 
 @deprecation.deprecated(
@@ -1534,7 +1540,7 @@ def set_proj(
         fig_height = fig_width * (ymax - ymin) / (xmax - xmin)
         ratio = (xmax - xmin) / (fig_width / 100)
     else:
-        fig_height = typing.cast(float, fig_height)
+        fig_height = typing.cast("float", fig_height)
         fig_width = fig_height * (xmax - xmin) / (ymax - ymin)
         ratio = (ymax - ymin) / (fig_height / 100)
 
@@ -1770,19 +1776,18 @@ def get_combined_min_max(
         epsg = None
 
     # get min max of each grid
-    limits = []
-    for v in values:
-        limits.append(
-            get_min_max(
-                v,
-                robust=robust,
-                region=region,
-                shapefile=shapefile,
-                epsg=epsg,
-                absolute=absolute,
-                robust_percentiles=robust_percentiles,
-            )
+    limits = [
+        get_min_max(
+            v,
+            robust=robust,
+            region=region,
+            shapefile=shapefile,
+            epsg=epsg,
+            absolute=absolute,
+            robust_percentiles=robust_percentiles,
         )
+        for v in values
+    ]
 
     # get min of all mins and max of all maxes
     ar = np.array(limits)
@@ -1921,9 +1926,9 @@ def grid_compare(
 
     # extract regions of both grids
     da1_reg = da1_info[1]
-    da1_reg = typing.cast(tuple[float, float, float, float], da1_reg)
+    da1_reg = typing.cast("tuple[float, float, float, float]", da1_reg)
     da2_reg = da2_info[1]
-    da2_reg = typing.cast(tuple[float, float, float, float], da2_reg)
+    da2_reg = typing.cast("tuple[float, float, float, float]", da2_reg)
 
     # extract registrations of both grids
     da1_registration = da1_info[-1]
@@ -2013,8 +2018,8 @@ def grid_compare(
             )
             grid2 = change_registration(grid2)
 
-    grid1 = typing.cast(xr.DataArray, grid1)
-    grid2 = typing.cast(xr.DataArray, grid2)
+    grid1 = typing.cast("xr.DataArray", grid1)
+    grid2 = typing.cast("xr.DataArray", grid2)
 
     dif = grid1 - grid2
 
@@ -2179,7 +2184,7 @@ def make_grid(
     coords = vd.grid_coordinates(region=region, spacing=spacing, pixel_register=True)
     data = np.ones_like(coords[0]) * value
     return typing.cast(
-        xr.DataArray,
+        "xr.DataArray",
         vd.make_xarray_grid(coords, data, dims=["y", "x"], data_names=name),
     )
 
@@ -2569,7 +2574,7 @@ def mask_from_polygon(
     # if grid given as filename, load it
     if isinstance(grid, str):
         grid = xr.load_dataarray(grid)
-        grid = typing.cast(xr.DataArray, grid)
+        grid = typing.cast("xr.DataArray", grid)
         ds = grid.to_dataset(name="z")  # type: ignore[union-attr]
     elif isinstance(grid, xr.DataArray):
         ds = grid.to_dataset()
@@ -2608,7 +2613,7 @@ def mask_from_polygon(
     if drop_nans is True:
         masked = masked.where(masked.notna() == 1, drop=True)
 
-    return typing.cast(xr.DataArray, masked)
+    return typing.cast("xr.DataArray", masked)
 
 
 @deprecation.deprecated(
diff --git a/tests/test_fetch.py b/tests/test_fetch.py
index e52780b1..2f69414e 100644
--- a/tests/test_fetch.py
+++ b/tests/test_fetch.py
@@ -1649,7 +1649,7 @@ def test_crustal_thickness(test_input, expected):
     grid = fetch.crustal_thickness(test_input)
 
     if test_input == "li-2023":
-        grid = grid.thickness
+        grid = grid.thickness  # type: ignore[union-attr]
 
     # assert utils.get_grid_info(grid) == pytest.approx(expected, rel=0.1)
     assert not deepdiff.DeepDiff(
@@ -1676,7 +1676,7 @@ def test_crustal_thickness_points():
         370936.38039461087,
         -1290208.6894404038,
     ]
-    assert df.iloc[0].dropna().tolist() == pytest.approx(expected, rel=0.1)
+    assert df.iloc[0].dropna().tolist() == pytest.approx(expected, rel=0.1)  # type: ignore[union-attr]
 
 
 # %% moho
@@ -1752,7 +1752,7 @@ def test_moho(test_input, expected):
     grid = fetch.moho(test_input)
 
     if test_input == "li-2023":
-        grid = grid.upward
+        grid = grid.upward  # type: ignore[union-attr]
 
     assert not deepdiff.DeepDiff(
         utils.get_grid_info(grid),

From 043e69439bd8ea8eebe415756df548bee922222f Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 22 Mar 2026 22:48:23 +0100
Subject: [PATCH 6/9] revert updates to pygmt v0.18

---
 src/antarctic_plots/__init__.py |  2 +-
 src/polartoolkit/fetch.py       | 12 ++++++------
 src/polartoolkit/maps.py        |  4 ++--
 src/polartoolkit/profiles.py    |  6 +++---
 4 files changed, 12 insertions(+), 12 deletions(-)

diff --git a/src/antarctic_plots/__init__.py b/src/antarctic_plots/__init__.py
index 882cf247..c58202e5 100644
--- a/src/antarctic_plots/__init__.py
+++ b/src/antarctic_plots/__init__.py
@@ -1,6 +1,6 @@
 import logging
 
-logging.critical(
+logging.critical(  # noqa: LOG015
     "`antarctic_plots` has been renamed to `polartoolkit`. \n"
     "Please change any imports from `import antarctic_plots` to `import polartoolkit'\n"
     "and updated your environment with `pip install polartoolkit` or "
diff --git a/src/polartoolkit/fetch.py b/src/polartoolkit/fetch.py
index 02e81b46..f06bea1d 100644
--- a/src/polartoolkit/fetch.py
+++ b/src/polartoolkit/fetch.py
@@ -4099,7 +4099,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                     spacing=5e3,
                     region=(-3330000.0, 3330000.0, -3330000.0, 3330000.0),
                     registration="g",
-                    max_radius="1c",
+                    maxradius="1c",
                 )
                 # Save to disk
                 processed.to_zarr(fname_processed)
@@ -4234,7 +4234,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                     spacing=10e3,  # .25 degree resolution, ~20 km,
                     region=(-3500000.0, 3500000.0, -3500000.0, 3500000.0),
                     registration="g",
-                    max_radius="1c",
+                    maxradius="1c",
                 )
                 # Save to disk
                 processed = processed.to_dataset(name="mag")
@@ -4736,7 +4736,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                     spacing=10e3,
                     region=regions.antarctica,
                     registration="g",
-                    max_radius="1c",
+                    maxradius="1c",
                 )
 
                 # resample to ensure correct region and spacing
@@ -5119,7 +5119,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:
                     spacing=10e3,  # given as 0.5degrees, which is ~3.5km at the pole,
                     region=regions.antarctica,
                     registration="g",
-                    max_radius="1c",
+                    maxradius="1c",
                 )
                 # Save to disk
                 processed.to_zarr(fname_processed)
@@ -5494,7 +5494,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
                     spacing=20e3,
                     region=(-3300e3, 3300e3, -3300e3, 3300e3),
                     registration="g",
-                    max_radius="1c",
+                    maxradius="1c",
                 )
 
                 # save to zarr
@@ -5886,7 +5886,7 @@ def preprocessing(fname: str, action: str, _pooch2: typing.Any) -> str:  # pylin
                     spacing=spacing,
                     region=region,
                     registration="g",
-                    # max_radius="1c",
+                    # maxradius="1c",
                 )
 
                 grid = vd.convexhull_mask(
diff --git a/src/polartoolkit/maps.py b/src/polartoolkit/maps.py
index ae04b10d..662c1ca1 100644
--- a/src/polartoolkit/maps.py
+++ b/src/polartoolkit/maps.py
@@ -1825,7 +1825,7 @@ def add_colorbar(
                     cmap=cmap,
                     fill=kwargs.get("hist_fill"),
                     pen=kwargs.get("hist_pen", "default"),
-                    bar_width=kwargs.get("hist_barwidth"),
+                    barwidth=kwargs.get("hist_barwidth"),
                     center=kwargs.get("hist_center", False),
                     distribution=kwargs.get("hist_distribution", False),
                     cumulative=kwargs.get("hist_cumulative", False),
@@ -4307,7 +4307,7 @@ def plot_3d(
             transparency=transparency,
             # plane='-9000+ggrey',
             shading=kwargs.get("shading", False),
-            drape_grid=drapegrids[i],
+            drapegrid=drapegrids[i],
         )
 
         # display colorbar
diff --git a/src/polartoolkit/profiles.py b/src/polartoolkit/profiles.py
index 753fca64..5a187cfd 100644
--- a/src/polartoolkit/profiles.py
+++ b/src/polartoolkit/profiles.py
@@ -1011,7 +1011,7 @@ def plot_profile(
                 fig.legend(
                     position=kwargs.get("data_legend_loc", "JBR+jBL+o0c"),
                     box=kwargs.get("data_legend_box", False),
-                    scale=kwargs.get("data_legend_scale", 1),
+                    S=kwargs.get("data_legend_scale", 1),
                 )
 
         if kwargs.get("data_line_cmap") is not None:
@@ -1171,7 +1171,7 @@ def plot_profile(
             fig.legend(
                 position=kwargs.get("layers_legend_loc", "JBR+jBL+o0c"),
                 box=kwargs.get("layers_legend_box", False),
-                scale=kwargs.get("layers_legend_scale", 1),
+                S=kwargs.get("layers_legend_scale", 1),
             )
 
     # plot 'A','B' locations
@@ -1616,7 +1616,7 @@ def plot_data(
             fig.legend(
                 position=kwargs.get("data_legend_loc", "JBR+jBL+o0c"),
                 box=kwargs.get("data_legend_box", False),
-                scale=kwargs.get("data_legend_scale", 1),
+                S=kwargs.get("data_legend_scale", 1),
             )
     if kwargs.get("data_line_cmap") is not None:
         fig.colorbar(

From 9f1fa94bab31e7f4385aee93bc8a80d1463ca468 Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 22 Mar 2026 22:50:39 +0100
Subject: [PATCH 7/9] fix RTD build

---
 .readthedocs.yaml | 3 ---
 1 file changed, 3 deletions(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 66f772aa..5a625e40 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -14,8 +14,5 @@ build:
       - curl -fsSL https://pixi.sh/install.sh | bash
       - $HOME/.pixi/bin/pixi list -e docs
 
-conda:
-  environment: docs/environment.yml
-
 sphinx:
   configuration: docs/conf.py

From c6e04b59651c42ea87b6717949a7a5451f656c17 Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 22 Mar 2026 22:55:27 +0100
Subject: [PATCH 8/9] fixing RTD

---
 .readthedocs.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 5a625e40..c465b697 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -6,7 +6,7 @@ version: 2
 build:
   os: ubuntu-24.04
   tools:
-    python: "mambaforge-23.11"
+    python: "latest"
   jobs:
     install:
       # Install specific pixi environment and list packages

From 8f495e92cb04b63079efbf2730dd69e46ec61b41 Mon Sep 17 00:00:00 2001
From: mdtanker <matt.d.tankersley@gmail.com>
Date: Sun, 22 Mar 2026 23:01:25 +0100
Subject: [PATCH 9/9] fixing RTD

---
 .readthedocs.yaml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index c465b697..ffc9b66b 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -8,11 +8,15 @@ build:
   tools:
     python: "latest"
   jobs:
+    create_environment:
+      - asdf plugin add pixi
+      - asdf install pixi latest
+      - asdf global pixi latest
     install:
-      # Install specific pixi environment and list packages
-      - free -h
-      - curl -fsSL https://pixi.sh/install.sh | bash
-      - $HOME/.pixi/bin/pixi list -e docs
+      - pixi install -e docs
+    build:
+      html:
+        - pixi run -e docs sphinx-build -T -b html docs $READTHEDOCS_OUTPUT/html
 
 sphinx:
   configuration: docs/conf.py