diff --git a/pyproject.toml b/pyproject.toml
index 45fba92..8050aa7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -33,7 +33,7 @@ dependencies = [
   "pynvml>=13.0.1",
   "scikit-learn>=1.9.0",
   "setuptools>=83.0.0",
-  "shap>=0.46.0",
+  "shap>=0.52.0",
 ]
 
 # LINKS
diff --git a/uv.lock b/uv.lock
index 75cbfa6..4308cc1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -170,8 +170,10 @@ dependencies = [
     { name = "loguru" },
     { name = "matplotlib" },
     { name = "mlflow" },
-    { name = "numba" },
-    { name = "numpy" },
+    { name = "numba", version = "0.62.1", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numba", version = "0.66.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
     { name = "omegaconf" },
     { name = "pandas" },
     { name = "pandera" },
@@ -184,8 +186,7 @@ dependencies = [
     { name = "pynvml" },
     { name = "scikit-learn" },
     { name = "setuptools" },
-    { name = "shap", version = "0.49.1", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
-    { name = "shap", version = "0.52.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
+    { name = "shap" },
 ]
 
 [package.dev-dependencies]
@@ -225,7 +226,7 @@ requires-dist = [
     { name = "pynvml", specifier = ">=13.0.1" },
     { name = "scikit-learn", specifier = ">=1.9.0" },
     { name = "setuptools", specifier = ">=83.0.0" },
-    { name = "shap", specifier = ">=0.46.0" },
+    { name = "shap", specifier = ">=0.52.0" },
 ]
 
 [package.metadata.requires-dev]
@@ -438,7 +439,8 @@ name = "contourpy"
 version = "1.3.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174, upload-time = "2025-07-26T12:03:12.549Z" }
 wheels = [
@@ -1182,10 +1184,22 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/af/40/791891d4c0c4dab4c5e187c17261cedc26285fd41541577f900470a45a4d/license_expression-30.4.4-py3-none-any.whl", hash = "sha256:421788fdcadb41f049d2dc934ce666626265aeccefddd25e162a26f23bcbf8a4", size = 120615, upload-time = "2025-07-22T11:13:31.217Z" },
 ]
 
+[[package]]
+name = "llvmlite"
+version = "0.45.1"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "platform_machine == 'x86_64' and sys_platform == 'darwin'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/99/8d/5baf1cef7f9c084fb35a8afbde88074f0d6a727bc63ef764fe0e7543ba40/llvmlite-0.45.1.tar.gz", hash = "sha256:09430bb9d0bb58fc45a45a57c7eae912850bedc095cd0810a57de109c69e1c32", size = 185600, upload-time = "2025-10-01T17:59:52.046Z" }
+
 [[package]]
 name = "llvmlite"
 version = "0.48.0"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "platform_machine != 'x86_64' or sys_platform != 'darwin'",
+]
 sdist = { url = "https://files.pythonhosted.org/packages/dc/a0/acc8ffcd5bdc63df0097e22c719bfcd61b604358343089313a8aebbb24ab/llvmlite-0.48.0.tar.gz", hash = "sha256:543b19f9ef8f3c7c60d1468191e4ee1b1537bf9f8a3d56f64c0ddd98de92edd2", size = 184016, upload-time = "2026-07-02T20:20:05.308Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/8d/8e/8170f2e0c217f88069c333d85bb976e536b332aecfcce606ddbdb249385f/llvmlite-0.48.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:321f1ac39b462603f0b589751aecf2d237d056f6d005749c1752b6f23ec3f074", size = 40480650, upload-time = "2026-07-01T18:42:07.935Z" },
@@ -1283,7 +1297,8 @@ dependencies = [
     { name = "cycler" },
     { name = "fonttools" },
     { name = "kiwisolver" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
     { name = "packaging" },
     { name = "pillow" },
     { name = "pyparsing" },
@@ -1345,7 +1360,8 @@ dependencies = [
     { name = "matplotlib" },
     { name = "mlflow-skinny" },
     { name = "mlflow-tracing" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
     { name = "pandas" },
     { name = "pyarrow" },
     { name = "scikit-learn" },
@@ -1526,13 +1542,29 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c5/3c/3179b85b0e1c3659f0369940200cd6d0fa900e6cefcc7ea0bc6dd0e29ffb/nest_asyncio2-1.7.2-py3-none-any.whl", hash = "sha256:f5dfa702f3f81f6a03857e9a19e2ba578c0946a4ad417b4c50a24d7ba641fe01", size = 7843, upload-time = "2026-02-13T00:34:02.691Z" },
 ]
 
+[[package]]
+name = "numba"
+version = "0.62.1"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "platform_machine == 'x86_64' and sys_platform == 'darwin'",
+]
+dependencies = [
+    { name = "llvmlite", version = "0.45.1", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a3/20/33dbdbfe60e5fd8e3dbfde299d106279a33d9f8308346022316781368591/numba-0.62.1.tar.gz", hash = "sha256:7b774242aa890e34c21200a1fc62e5b5757d5286267e71103257f4e2af0d5161", size = 2749817, upload-time = "2025-09-29T10:46:31.551Z" }
+
 [[package]]
 name = "numba"
 version = "0.66.0"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "platform_machine != 'x86_64' or sys_platform != 'darwin'",
+]
 dependencies = [
-    { name = "llvmlite" },
-    { name = "numpy" },
+    { name = "llvmlite", version = "0.48.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ae/a0/570e3dc53e5602b49108f62a13e529f1eec8bfc7ef37d49c825924dcf546/numba-0.66.0.tar.gz", hash = "sha256:b900e63a0e26c05ea9a6d5a3a5a0a177cb64c5011887bf43edb8c3ed2c38d363", size = 2806181, upload-time = "2026-07-01T23:12:46.36Z" }
 wheels = [
@@ -1546,10 +1578,28 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/4c/f2/dca53d50b8f2289dd01954ace9da261e0487d5b74b188b4304e4ecc3492c/numba-0.66.0-cp314-cp314t-win_amd64.whl", hash = "sha256:d426178fb991a85714c43112a8ea7b9d9579ea856ad8dcdb9c1c3941903ba5be", size = 2804772, upload-time = "2026-07-01T23:12:44.399Z" },
 ]
 
+[[package]]
+name = "numpy"
+version = "2.3.5"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "platform_machine == 'x86_64' and sys_platform == 'darwin'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/65/21b3bc86aac7b8f2862db1e808f1ea22b028e30a225a34a5ede9bf8678f2/numpy-2.3.5.tar.gz", hash = "sha256:784db1dcdab56bf0517743e746dfb0f885fc68d948aba86eeec2cba234bdf1c0", size = 20584950, upload-time = "2025-11-16T22:52:42.067Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ba/97/1a914559c19e32d6b2e233cf9a6a114e67c856d35b1d6babca571a3e880f/numpy-2.3.5-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:bf06bc2af43fa8d32d30fae16ad965663e966b1a3202ed407b84c989c3221e82", size = 16735706, upload-time = "2025-11-16T22:51:19.558Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/0e/0698378989bb0ac5f1660c81c78ab1fe5476c1a521ca9ee9d0710ce54099/numpy-2.3.5-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:2dcd0808a421a482a080f89859a18beb0b3d1e905b81e617a188bd80422d62e9", size = 6626603, upload-time = "2025-11-16T22:51:27Z" },
+    { url = "https://files.pythonhosted.org/packages/17/e1/f6a721234ebd4d87084cfa68d081bcba2f5cfe1974f7de4e0e8b9b2a2ba1/numpy-2.3.5-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:17531366a2e3a9e30762c000f2c43a9aaa05728712e25c11ce1dbe700c53ad41", size = 16834503, upload-time = "2025-11-16T22:51:50.443Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/3b/78aebf345104ec50dd50a4d06ddeb46a9ff5261c33bcc58b1c4f12f85ec2/numpy-2.3.5-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:cc0a57f895b96ec78969c34f682c602bf8da1a0270b09bc65673df2e7638ec20", size = 6724502, upload-time = "2025-11-16T22:51:58.584Z" },
+]
+
 [[package]]
 name = "numpy"
 version = "2.4.6"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "platform_machine != 'x86_64' or sys_platform != 'darwin'",
+]
 sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" },
@@ -1671,7 +1721,8 @@ name = "pandas"
 version = "2.3.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
     { name = "python-dateutil" },
     { name = "pytz" },
     { name = "tzdata" },
@@ -2470,7 +2521,8 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "joblib" },
     { name = "narwhals" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
     { name = "scipy" },
     { name = "threadpoolctl" },
 ]
@@ -2495,7 +2547,8 @@ name = "scipy"
 version = "1.18.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a7/25/c2700dfaf6442b4effaa91af24ebce5dc9d31bb4a69706313aae70d72cd0/scipy-1.18.0.tar.gz", hash = "sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378", size = 30774447, upload-time = "2026-06-19T15:01:43.456Z" }
 wheels = [
@@ -2530,39 +2583,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/5d/40/e1e72872c6354b306daef1703549e8e83b4d43cfea356311bf722a043752/setuptools-83.0.0-py3-none-any.whl", hash = "sha256:29b23c360f22f414dc7336bb39178cc7bcbf6021ed2733cde173f09dba19abb3", size = 1008090, upload-time = "2026-07-04T15:31:20.885Z" },
 ]
 
-[[package]]
-name = "shap"
-version = "0.49.1"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "platform_machine == 'x86_64' and sys_platform == 'darwin'",
-]
-dependencies = [
-    { name = "cloudpickle" },
-    { name = "numba" },
-    { name = "numpy" },
-    { name = "packaging" },
-    { name = "pandas" },
-    { name = "scikit-learn" },
-    { name = "scipy" },
-    { name = "slicer" },
-    { name = "tqdm" },
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/dc/c6/9823a7f483aa9f3179fc359c10d22da9e418b1a7a3fc99a42b705d05e82a/shap-0.49.1.tar.gz", hash = "sha256:1114ecd804fff29f50d522ce6031082fcf42fe4a32fb1b5da233b2415d784c8c", size = 4084725, upload-time = "2025-10-14T10:04:49.75Z" }
-
 [[package]]
 name = "shap"
 version = "0.52.0"
 source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "platform_machine != 'x86_64' or sys_platform != 'darwin'",
-]
 dependencies = [
     { name = "cloudpickle" },
-    { name = "llvmlite" },
-    { name = "numba" },
-    { name = "numpy" },
+    { name = "llvmlite", version = "0.45.1", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "llvmlite", version = "0.48.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
+    { name = "numba", version = "0.62.1", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numba", version = "0.66.0", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
     { name = "packaging" },
     { name = "pandas" },
     { name = "scikit-learn" },
@@ -2599,7 +2631,8 @@ name = "skops"
 version = "0.14.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.3.5", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine == 'x86_64' and sys_platform == 'darwin'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "platform_machine != 'x86_64' or sys_platform != 'darwin'" },
     { name = "packaging" },
     { name = "prettytable" },
     { name = "scikit-learn" },