diff --git a/Pipfile b/Pipfile
index 0392094..432b4a5 100644
--- a/Pipfile
+++ b/Pipfile
@@ -12,7 +12,7 @@ scipy = ">=1.13.1"
 build = "~=1.2.2"
 ruff = "~=0.12.2"
 sphinx = "~=8.2.3"
-scikit-learn = "~=1.5.0"
+scikit-learn = "~=1.7.0"
 
 [requires]
 python_version = "3"
diff --git a/Pipfile.lock b/Pipfile.lock
index 6fedcaf..70ab754 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "610ca1f3d1fd85ee01ba7ffaa55eb06b5fe2b1db83d10b4605f9aa263aca54dc"
+            "sha256": "a4e12dfce92d6b9b870d3bc8faa98d0dff31f1421cfd76f6322d9361242527bb"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -799,7 +799,7 @@
                 "sha256:eccb9a159db9aed60800187bc47a6d3451553f0e1b08b068d8b277ddfbb9b244",
                 "sha256:ee8340cb48c9b7a5899d1149eece41ca535513a9698098edbade2a8e7a84da77"
             ],
-            "index": "pypi",
+            "markers": "python_version >= '3.11'",
             "version": "==2.3.1"
         },
         "packaging": {
@@ -869,35 +869,35 @@
         },
         "scikit-learn": {
             "hashes": [
-                "sha256:03b6158efa3faaf1feea3faa884c840ebd61b6484167c711548fce208ea09445",
-                "sha256:178ddd0a5cb0044464fc1bfc4cca5b1833bfc7bb022d70b05db8530da4bb3dd3",
-                "sha256:1ff45e26928d3b4eb767a8f14a9a6efbf1cbff7c05d1fb0f95f211a89fd4f5de",
-                "sha256:299406827fb9a4f862626d0fe6c122f5f87f8910b86fe5daa4c32dcd742139b6",
-                "sha256:2d4cad1119c77930b235579ad0dc25e65c917e756fe80cab96aa3b9428bd3fb0",
-                "sha256:394397841449853c2290a32050382edaec3da89e35b3e03d6cc966aebc6a8ae6",
-                "sha256:3a686885a4b3818d9e62904d91b57fa757fc2bed3e465c8b177be652f4dd37c8",
-                "sha256:3b923d119d65b7bd555c73be5423bf06c0105678ce7e1f558cb4b40b0a5502b1",
-                "sha256:3bed4909ba187aca80580fe2ef370d9180dcf18e621a27c4cf2ef10d279a7efe",
-                "sha256:52788f48b5d8bca5c0736c175fa6bdaab2ef00a8f536cda698db61bd89c551c1",
-                "sha256:57cc1786cfd6bd118220a92ede80270132aa353647684efa385a74244a41e3b1",
-                "sha256:643964678f4b5fbdc95cbf8aec638acc7aa70f5f79ee2cdad1eec3df4ba6ead8",
-                "sha256:6c16d84a0d45e4894832b3c4d0bf73050939e21b99b01b6fd59cbb0cf39163b6",
-                "sha256:757c7d514ddb00ae249832fe87100d9c73c6ea91423802872d9e74970a0e40b9",
-                "sha256:8c412ccc2ad9bf3755915e3908e677b367ebc8d010acbb3f182814524f2e5540",
-                "sha256:b0768ad641981f5d3a198430a1d31c3e044ed2e8a6f22166b4d546a5116d7908",
-                "sha256:b4237ed7b3fdd0a4882792e68ef2545d5baa50aca3bb45aa7df468138ad8f94d",
-                "sha256:b7b0f9a0b1040830d38c39b91b3a44e1b643f4b36e36567b80b7c6bd2202a27f",
-                "sha256:c15b1ca23d7c5f33cc2cb0a0d6aaacf893792271cddff0edbd6a40e8319bc113",
-                "sha256:ca64b3089a6d9b9363cd3546f8978229dcbb737aceb2c12144ee3f70f95684b7",
-                "sha256:e9a702e2de732bbb20d3bad29ebd77fc05a6b427dc49964300340e4c9328b3f5",
-                "sha256:f60021ec1574e56632be2a36b946f8143bf4e5e6af4a06d85281adc22938e0dd",
-                "sha256:f7284ade780084d94505632241bf78c44ab3b6f1e8ccab3d2af58e0e950f9c12",
-                "sha256:f763897fe92d0e903aa4847b0aec0e68cadfff77e8a0687cabd946c89d17e675",
-                "sha256:f8b0ccd4a902836493e026c03256e8b206656f91fbcc4fde28c57a5b752561f1",
-                "sha256:f932a02c3f4956dfb981391ab24bda1dbd90fe3d628e4b42caef3e041c67707a"
+                "sha256:014e07a23fe02e65f9392898143c542a50b6001dbe89cb867e19688e468d049b",
+                "sha256:0521cb460426c56fee7e07f9365b0f45ec8ca7b2d696534ac98bfb85e7ae4775",
+                "sha256:0b2f8a0b1e73e9a08b7cc498bb2aeab36cdc1f571f8ab2b35c6e5d1c7115d97d",
+                "sha256:126c09740a6f016e815ab985b21e3a0656835414521c81fc1a8da78b679bdb75",
+                "sha256:1babf2511e6ffd695da7a983b4e4d6de45dce39577b26b721610711081850906",
+                "sha256:2726c8787933add436fb66fb63ad18e8ef342dfb39bbbd19dc1e83e8f828a85a",
+                "sha256:317ca9f83acbde2883bd6bb27116a741bfcb371369706b4f9973cf30e9a03b0d",
+                "sha256:34cc8d9d010d29fb2b7cbcd5ccc24ffdd80515f65fe9f1e4894ace36b267ce19",
+                "sha256:5abd2acff939d5bd4701283f009b01496832d50ddafa83c90125a4e41c33e314",
+                "sha256:5b7974f1f32bc586c90145df51130e02267e4b7e77cab76165c76cf43faca0d9",
+                "sha256:63017a5f9a74963d24aac7590287149a8d0f1a0799bbe7173c0d8ba1523293c0",
+                "sha256:7d7240c7b19edf6ed93403f43b0fcb0fe95b53bc0b17821f8fb88edab97085ef",
+                "sha256:80bd3bd4e95381efc47073a720d4cbab485fc483966f1709f1fd559afac57ab8",
+                "sha256:8ef09b1615e1ad04dc0d0054ad50634514818a8eb3ee3dee99af3bffc0ef5007",
+                "sha256:8fa979313b2ffdfa049ed07252dc94038def3ecd49ea2a814db5401c07f1ecfa",
+                "sha256:9dbe48d69aa38ecfc5a6cda6c5df5abef0c0ebdb2468e92437e2053f84abb8bc",
+                "sha256:9f39f6a811bf3f15177b66c82cbe0d7b1ebad9f190737dcdef77cfca1ea3c19c",
+                "sha256:9fe7f51435f49d97bd41d724bb3e11eeb939882af9c29c931a8002c357e8cdd5",
+                "sha256:bf3755f25f145186ad8c403312f74fb90df82a4dfa1af19dc96ef35f57237a94",
+                "sha256:c01e869b15aec88e2cdb73d27f15bdbe03bce8e2fb43afbe77c45d399e73a5a3",
+                "sha256:c2c7243d34aaede0efca7a5a96d67fddaebb4ad7e14a70991b9abee9dc5c0379",
+                "sha256:d0c93294e1e1acbee2d029b1f2a064f26bd928b284938d51d412c22e0c977eb3",
+                "sha256:e2539bb58886a531b6e86a510c0348afaadd25005604ad35966a85c2ec378800",
+                "sha256:e39d95a929b112047c25b775035c8c234c5ca67e681ce60d12413afb501129f7",
+                "sha256:e7e7ced20582d3a5516fb6f405fd1d254e1f5ce712bfef2589f51326af6346e8"
             ],
             "index": "pypi",
-            "version": "==1.5.2"
+            "markers": "python_version >= '3.10'",
+            "version": "==1.7.0"
         },
         "scipy": {
             "hashes": [
@@ -939,7 +939,7 @@
                 "sha256:f56296fefca67ba605fd74d12f7bd23636267731a72cb3947963e76b8c0a25db",
                 "sha256:f91b87e1689f0370690e8470916fe1b2308e5b2061317ff76977c8f836452a47"
             ],
-            "index": "pypi",
+            "markers": "python_version >= '3.11'",
             "version": "==1.16.0"
         },
         "snowballstemmer": {