diff --git a/pdm.lock b/pdm.lock
index 0d0d1cf..7f76777 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -2,50 +2,50 @@
 # It is not intended for manual editing.
 
 [metadata]
-groups = ["default", "dev", "plot", "audio", "evaluation", "geometry", "docs"]
+groups = ["default", "dev", "plot", "audio", "evaluation", "geometry"]
 strategy = ["cross_platform"]
 lock_version = "4.4"
 content_hash = "sha256:979a03b717e82edb585c684de22566827b48011d5984f31fde415f2af99d81b1"
 
 [[package]]
 name = "annotated-types"
-version = "0.5.0"
-requires_python = ">=3.7"
+version = "0.6.0"
+requires_python = ">=3.8"
 summary = "Reusable constraint types to use with typing.Annotated"
 dependencies = [
     "typing-extensions>=4.0.0; python_version < \"3.9\"",
 ]
 files = [
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-    {file = "annotated_types-0.5.0.tar.gz", hash = "sha256:47cdc3490d9ac1506ce92c7aaa76c579dc3509ff11e098fc867e5130ab7be802"},
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
 ]
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 requires_python = ">=3.7"
 summary = "Classes Without Boilerplate"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [[package]]
 name = "babel"
-version = "2.12.1"
+version = "2.14.0"
 requires_python = ">=3.7"
 summary = "Internationalization utilities"
 dependencies = [
     "pytz>=2015.7; python_version < \"3.9\"",
 ]
 files = [
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-    {file = "Babel-2.12.1.tar.gz", hash = "sha256:cc2d99999cd01d44420ae725a21c9e3711b3aadc7976d6147f622d8581963455"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
 [[package]]
 name = "black"
-version = "23.11.0"
+version = "23.12.1"
 requires_python = ">=3.8"
 summary = "The uncompromising code formatter."
 dependencies = [
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     "typing-extensions>=4.0.1; python_version < \"3.11\"",
 ]
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 [[package]]
 name = "cachetools"
-version = "5.3.1"
+version = "5.3.2"
 requires_python = ">=3.7"
 summary = "Extensible memoizing collections and decorators"
 files = [
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 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2023.11.17"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
 files = [
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 ]
 
 [[package]]
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 [[package]]
 name = "charset-normalizer"
-version = "3.3.0"
+version = "3.3.2"
 requires_python = ">=3.7.0"
 summary = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 files = [
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 [[package]]
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 summary = "a `mkdocs` plugin to generate example galleries from python scripts, similar to `sphinx-gallery`."
 dependencies = [
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 [[package]]
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 requires_python = ">=3.7"
 summary = "An extremely fast Python linter and code formatter, written in Rust."
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 [[package]]
@@ -2043,7 +2075,7 @@ files = [
 
 [[package]]
 name = "tox"
-version = "4.11.3"
+version = "4.11.4"
 requires_python = ">=3.8"
 summary = "tox is a generic virtualenv management and test command line tool"
 dependencies = [
@@ -2059,8 +2091,8 @@ dependencies = [
     "virtualenv>=20.24.3",
 ]
 files = [
-    {file = "tox-4.11.3-py3-none-any.whl", hash = "sha256:599af5e5bb0cad0148ac1558a0b66f8fff219ef88363483b8d92a81e4246f28f"},
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 ]
 
 [[package]]
@@ -2078,47 +2110,47 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.8.0"
+version = "4.9.0"
 requires_python = ">=3.8"
 summary = "Backported and Experimental Type Hints for Python 3.8+"
 files = [
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 ]
 
 [[package]]
 name = "tzdata"
-version = "2023.3"
+version = "2023.4"
 requires_python = ">=2"
 summary = "Provider of IANA time zone data"
 files = [
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 ]
 
 [[package]]
 name = "urllib3"
-version = "2.0.6"
-requires_python = ">=3.7"
+version = "2.1.0"
+requires_python = ">=3.8"
 summary = "HTTP library with thread-safe connection pooling, file post, and more."
 files = [
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 ]
 
 [[package]]
 name = "virtualenv"
-version = "20.24.5"
+version = "20.25.0"
 requires_python = ">=3.7"
 summary = "Virtual Python Environment builder"
 dependencies = [
     "distlib<1,>=0.3.7",
     "filelock<4,>=3.12.2",
-    "platformdirs<4,>=3.9.1",
+    "platformdirs<5,>=3.9.1",
 ]
 files = [
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-    {file = "virtualenv-20.24.5.tar.gz", hash = "sha256:e8361967f6da6fbdf1426483bfe9fca8287c242ac0bc30429905721cefbff752"},
+    {file = "virtualenv-20.25.0-py3-none-any.whl", hash = "sha256:4238949c5ffe6876362d9c0180fc6c3a824a7b12b80604eeb8085f2ed7460de3"},
+    {file = "virtualenv-20.25.0.tar.gz", hash = "sha256:bf51c0d9c7dd63ea8e44086fa1e4fb1093a31e963b86959257378aef020e1f1b"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index 5e00b88..c1fff93 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,9 @@ audio = [
     "cython>=0.29.36",
     "soundfile>=0.12.1",
 ]
-evaluation = ["scikit-learn>=1.3.3"]
+evaluation = [
+    "scikit-learn>=1.3.2",
+]
 geometry = ["shapely>=2.0.1"]
 all = [
     "soundevent[plot]",