diff --git a/uv.lock b/uv.lock
index 1caf6b37..cd26f51c 100644
--- a/uv.lock
+++ b/uv.lock
@@ -71,7 +71,7 @@ dev = [
     { name = "black" },
     { name = "ipympl" },
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
     { name = "jupyterlab" },
     { name = "jupyterlab-code-formatter" },
@@ -154,7 +154,7 @@ notebooks = [
 ]
 style = [
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
     { name = "mypy" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
@@ -177,7 +177,7 @@ test = [
 ]
 types = [
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "numpy", version = "2.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
@@ -1316,7 +1316,7 @@ dependencies = [
     { name = "comm" },
     { name = "debugpy" },
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "jupyter-client" },
     { name = "jupyter-core" },
     { name = "matplotlib-inline" },
@@ -1338,7 +1338,7 @@ version = "0.9.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
     { name = "matplotlib" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
@@ -1378,7 +1378,7 @@ wheels = [
 
 [[package]]
 name = "ipython"
-version = "8.30.0"
+version = "8.31.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.12'",
@@ -1397,9 +1397,9 @@ dependencies = [
     { name = "traitlets", marker = "python_full_version >= '3.10'" },
     { name = "typing-extensions", marker = "python_full_version >= '3.10' and python_full_version < '3.12'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d8/8b/710af065ab8ed05649afa5bd1e07401637c9ec9fb7cfda9eac7e91e9fbd4/ipython-8.30.0.tar.gz", hash = "sha256:cb0a405a306d2995a5cbb9901894d240784a9f341394c6ba3f4fe8c6eb89ff6e", size = 5592205 }
+sdist = { url = "https://files.pythonhosted.org/packages/01/35/6f90fdddff7a08b7b715fccbd2427b5212c9525cd043d26fdc45bee0708d/ipython-8.31.0.tar.gz", hash = "sha256:b6a2274606bec6166405ff05e54932ed6e5cfecaca1fc05f2cacde7bb074d70b", size = 5501011 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1d/f3/1332ba2f682b07b304ad34cad2f003adcfeb349486103f4b632335074a7c/ipython-8.30.0-py3-none-any.whl", hash = "sha256:85ec56a7e20f6c38fce7727dcca699ae4ffc85985aa7b23635a8008f918ae321", size = 820765 },
+    { url = "https://files.pythonhosted.org/packages/04/60/d0feb6b6d9fe4ab89fe8fe5b47cbf6cd936bfd9f1e7ffa9d0015425aeed6/ipython-8.31.0-py3-none-any.whl", hash = "sha256:46ec58f8d3d076a61d128fe517a51eb730e3aaf0c184ea8c17d16e366660c6a6", size = 821583 },
 ]
 
 [[package]]
@@ -1409,7 +1409,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "comm" },
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "jupyterlab-widgets" },
     { name = "traitlets" },
     { name = "widgetsnbextension" },
@@ -2136,7 +2136,7 @@ dependencies = [
     { name = "importlib-metadata" },
     { name = "ipykernel" },
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "jupyter-cache" },
     { name = "myst-parser", version = "3.0.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "myst-parser", version = "4.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
@@ -3584,7 +3584,7 @@ wheels = [
 [package.optional-dependencies]
 ipython = [
     { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "ipython", version = "8.30.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
 ]
 
 [[package]]