diff --git a/.all-contributorsrc b/.all-contributorsrc
index df8f2bba..2ee12842 100644
--- a/.all-contributorsrc
+++ b/.all-contributorsrc
@@ -43,7 +43,9 @@
       "profile": "http://arianesasso.me",
       "contributions": [
         "doc",
-        "design"
+        "design",
+        "code",
+        "review"
       ]
     },
     {
diff --git a/README.md b/README.md
index ce19f101..5477060d 100644
--- a/README.md
+++ b/README.md
@@ -80,7 +80,7 @@ Thanks goes to these wonderful people ([emoji key](https://allcontributors.org/d
       <td align="center" valign="top" width="14.28%"><a href="https://fosstodon.org/@eriknw"><img src="https://avatars.githubusercontent.com/u/2058401?v=4?s=100" width="100px;" alt="Erik Welch"/><br /><sub><b>Erik Welch</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=eriknw" title="Documentation">📖</a> <a href="#design-eriknw" title="Design">🎨</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://nicholdav.info/"><img src="https://avatars.githubusercontent.com/u/11934090?v=4?s=100" width="100px;" alt="David Nicholson"/><br /><sub><b>David Nicholson</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=NickleDave" title="Documentation">📖</a> <a href="#design-NickleDave" title="Design">🎨</a></td>
       <td align="center" valign="top" width="14.28%"><a href="http://www.leahwasser.com"><img src="https://avatars.githubusercontent.com/u/7649194?v=4?s=100" width="100px;" alt="Leah Wasser"/><br /><sub><b>Leah Wasser</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=lwasser" title="Documentation">📖</a> <a href="#design-lwasser" title="Design">🎨</a></td>
-      <td align="center" valign="top" width="14.28%"><a href="http://arianesasso.me"><img src="https://avatars.githubusercontent.com/u/3659681?v=4?s=100" width="100px;" alt="Ariane Sasso"/><br /><sub><b>Ariane Sasso</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=arianesasso" title="Documentation">📖</a> <a href="#design-arianesasso" title="Design">🎨</a></td>
+      <td align="center" valign="top" width="14.28%"><a href="http://arianesasso.me"><img src="https://avatars.githubusercontent.com/u/3659681?v=4?s=100" width="100px;" alt="Ariane Sasso"/><br /><sub><b>Ariane Sasso</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=arianesasso" title="Documentation">📖</a> <a href="#design-arianesasso" title="Design">🎨</a> <a href="https://github.com/pyOpenSci/python-package-guide/commits?author=arianesasso" title="Code">💻</a> <a href="https://github.com/pyOpenSci/python-package-guide/pulls?q=is%3Apr+reviewed-by%3Aarianesasso" title="Reviewed Pull Requests">👀</a></td>
       <td align="center" valign="top" width="14.28%"><a href="http://ml-gis-service.com"><img src="https://avatars.githubusercontent.com/u/31246246?v=4?s=100" width="100px;" alt="Simon"/><br /><sub><b>Simon</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=SimonMolinsky" title="Documentation">📖</a> <a href="#design-SimonMolinsky" title="Design">🎨</a></td>
       <td align="center" valign="top" width="14.28%"><a href="http://batalex.github.io"><img src="https://avatars.githubusercontent.com/u/11004857?v=4?s=100" width="100px;" alt="Alexandre Batisse"/><br /><sub><b>Alexandre Batisse</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=Batalex" title="Documentation">📖</a> <a href="#design-Batalex" title="Design">🎨</a></td>
       <td align="center" valign="top" width="14.28%"><a href="https://github.com/tupui"><img src="https://avatars.githubusercontent.com/u/23188539?v=4?s=100" width="100px;" alt="Pamphile Roy"/><br /><sub><b>Pamphile Roy</b></sub></a><br /><a href="https://github.com/pyOpenSci/python-package-guide/commits?author=tupui" title="Documentation">📖</a> <a href="#design-tupui" title="Design">🎨</a></td>
diff --git a/package-structure-code/code-style-linting-format.md b/package-structure-code/code-style-linting-format.md
index 4f746ecf..27adeaa7 100644
--- a/package-structure-code/code-style-linting-format.md
+++ b/package-structure-code/code-style-linting-format.md
@@ -201,7 +201,7 @@ from stravalib import unithelper as uh
 
 [Ruff](https://beta.ruff.rs) is a new addition to the code quality ecosystem,
 gaining some traction since its release.
-`ruff` is a linter for Python, aiming to replace several tools behind a single interface.  
+`ruff` is a linter for Python, aiming to replace several tools behind a single interface.
 As such, `ruff` can be used instead of `flake8` and `isort`.
 
 `ruff` has some interesting features that distinguish it from other linters: