Run ruff

uv.lock

@@ -187,6 +187,7 @@ dependencies = [
     { name = "pytest" },
     { name = "ruff" },
     { name = "scikit-learn" },
+    { name = "scikit-learn-stubs" },
     { name = "seaborn" },
     { name = "tqdm" },
 ]
@@ -202,6 +203,7 @@ requires-dist = [
     { name = "pytest", specifier = ">=8.4.2" },
     { name = "ruff", specifier = ">=0.14.1" },
     { name = "scikit-learn", specifier = ">=1.7.2" },
+    { name = "scikit-learn-stubs", specifier = ">=0.0.3" },
     { name = "seaborn", specifier = ">=0.13.2" },
     { name = "tqdm", specifier = ">=4.67.1" },
 ]
@@ -976,6 +978,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8e/87/24f541b6d62b1794939ae6422f8023703bbf6900378b2b34e0b4384dfefd/scikit_learn-1.7.2-cp314-cp314-win_amd64.whl", hash = "sha256:bb24510ed3f9f61476181e4db51ce801e2ba37541def12dc9333b946fc7a9cf8", size = 8820007, upload-time = "2025-09-09T08:21:26.713Z" },
 ]
 
+[[package]]
+name = "scikit-learn-stubs"
+version = "0.0.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/12/35f54848f6160ea53164ef8919d210e16c5d4f78be32a7605254651d32b7/scikit_learn_stubs-0.0.3.tar.gz", hash = "sha256:6a41fd3e26aedb923298c3f68a0746d2eed757f24615173f900ce2b942d70814", size = 123044, upload-time = "2025-08-28T01:26:49.584Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3f/ee/8c483b9384f269a14f62fa9760d0021273d1786128273ee14962468d9114/scikit_learn_stubs-0.0.3-py3-none-any.whl", hash = "sha256:5d51257ab62c79d265fa7b05e69ad64b038ac7803bfb1d6490562d4da3109aae", size = 247033, upload-time = "2025-08-28T01:26:48.199Z" },
+]
+
 [[package]]
 name = "scipy"
 version = "1.16.2"