diff --git a/Pipfile b/Pipfile
index 0392094..33d4eb3 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,7 +10,7 @@ scipy = ">=1.13.1"
 
 [dev-packages]
 build = "~=1.2.2"
-ruff = "~=0.12.2"
+ruff = "~=0.12.5"
 sphinx = "~=8.2.3"
 scikit-learn = "~=1.5.0"
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 6fedcaf..4a54d5b 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "610ca1f3d1fd85ee01ba7ffaa55eb06b5fe2b1db83d10b4605f9aa263aca54dc"
+            "sha256": "0402e2e74bffd4ec4388ea50d23436a52d866d3c21ee469944a51158841d5569"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -844,28 +844,28 @@
         },
         "ruff": {
             "hashes": [
-                "sha256:093ea2b221df1d2b8e7ad92fc6ffdca40a2cb10d8564477a987b44fd4008a7be",
-                "sha256:09e4cf27cc10f96b1708100fa851e0daf21767e9709e1649175355280e0d950e",
-                "sha256:2a4a20aeed74671b2def096bdf2eac610c7d8ffcbf4fb0e627c06947a1d7078d",
-                "sha256:369ffb69b70cd55b6c3fc453b9492d98aed98062db9fec828cdfd069555f5f1a",
-                "sha256:3b8b94317cbc2ae4a2771af641739f933934b03555e51515e6e021c64441532d",
-                "sha256:3eb3a6b2db4d6e2c77e682f0b988d4d61aff06860158fdb413118ca133d57922",
-                "sha256:45fc42c3bf1d30d2008023a0a9a0cfb06bf9835b147f11fe0679f21ae86d34b1",
-                "sha256:48d6c6bfb4761df68bc05ae630e24f506755e702d4fb08f08460be778c7ccb12",
-                "sha256:4987b8f4ceadf597c927beee65a5eaf994c6e2b631df963f86d8ad1bdea99342",
-                "sha256:6932323db80484dda89153da3d8e58164d01d6da86857c79f1961934354992da",
-                "sha256:6aa7e623a3a11538108f61e859ebf016c4f14a7e6e4eba1980190cacb57714ce",
-                "sha256:71a4c550195612f486c9d1f2b045a600aeba851b298c667807ae933478fcef04",
-                "sha256:73448de992d05517170fc37169cbca857dfeaeaa8c2b9be494d7bcb0d36c8f4b",
-                "sha256:793d8859445ea47591272021a81391350205a4af65a9392401f418a95dfb75c9",
-                "sha256:8ae64755b22f4ff85e9c52d1f82644abd0b6b6b6deedceb74bd71f35c24044cc",
-                "sha256:ce48f675c394c37e958bf229fb5c1e843e20945a6d962cf3ea20b7a107dcd9f4",
-                "sha256:d7b4f55cd6f325cb7621244f19c873c565a08aff5a4ba9c69aa7355f3f7afd3e",
-                "sha256:dca8a3b6d6dc9810ed8f328d406516bf4d660c00caeaef36eb831cf4871b0639"
+                "sha256:1de2c887e9dec6cb31fcb9948299de5b2db38144e66403b9660c9548a67abd92",
+                "sha256:2c47dea6ae39421851685141ba9734767f960113d51e83fd7bb9958d5be8763a",
+                "sha256:46699f73c2b5b137b9dc0fc1a190b43e35b008b398c6066ea1350cce6326adcb",
+                "sha256:48cdbfc633de2c5c37d9f090ba3b352d1576b0015bfc3bc98eaf230275b7e805",
+                "sha256:5a655a0a0d396f0f072faafc18ebd59adde8ca85fb848dc1b0d9f024b9c4d3bb",
+                "sha256:73b4cae449597e7195a49eb1cdca89fd9fbb16140c7579899e87f4c85bf82f73",
+                "sha256:8b13489c3dc50de5e2d40110c0cce371e00186b880842e245186ca862bf9a1ac",
+                "sha256:8dbbf9f25dfb501f4237ae7501d6364b76a01341c6f1b2cd6764fe449124bb2a",
+                "sha256:962775ed5b27c7aa3fdc0d8f4d4433deae7659ef99ea20f783d666e77338b8cf",
+                "sha256:a5a4c7830dadd3d8c39b1cc85386e2c1e62344f20766be6f173c22fb5f72f293",
+                "sha256:ae0d90cf5f49466c954991b9d8b953bd093c32c27608e409ae3564c63c5306a5",
+                "sha256:b209db6102b66f13625940b7f8c7d0f18e20039bb7f6101fbdac935c9612057e",
+                "sha256:c5076aa0e61e30f848846f0265c873c249d4b558105b221be1828f9f79903dc5",
+                "sha256:c7da4129016ae26c32dfcbd5b671fe652b5ab7fc40095d80dcff78175e7eddd4",
+                "sha256:ca972c80f7ebcfd8af75a0f18b17c42d9f1ef203d163669150453f50ca98ab7b",
+                "sha256:d1ab65e7d8152f519e7dea4de892317c9da7a108da1c56b6a3c1d5e7cf4c5e9a",
+                "sha256:dfeb2627c459b0b78ca2bbdc38dd11cc9a0a88bf91db982058b26ce41714ffa9",
+                "sha256:f1504fea81461cf4841778b3ef0a078757602a3b3ea4b008feb1308cb3f23e08"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==0.12.2"
+            "version": "==0.12.5"
         },
         "scikit-learn": {
             "hashes": [