diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 1f21286a4..3a79de531 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -2,20 +2,20 @@ name: graspologic Build
 on:
   push:
     paths-ignore:
-      - '.all-contributorsrc'
-      - 'CONTRIBUTORS.md'
+      - ".all-contributorsrc"
+      - "CONTRIBUTORS.md"
     branches-ignore:
-      - 'dev'
-      - 'main'
+      - "dev"
+      - "main"
   pull_request:
     paths-ignore:
-      - '.all-contributorsrc'
-      - 'CONTRIBUTORS.md'
+      - ".all-contributorsrc"
+      - "CONTRIBUTORS.md"
   workflow_call:
 
 env:
-  PYTHON_VERSION: '3.10'
-  POETRY_VERSION: '1.8.3'
+  PYTHON_VERSION: "3.10"
+  POETRY_VERSION: "1.8.3"
 
 jobs:
   build-reference-documentation:
@@ -87,10 +87,24 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest, windows-latest, macos-latest]
-        python_version: ["3.9", "3.10", "3.11", "3.12"]
+        python_version: ["3.10", "3.11", "3.12", "3.13"]
       fail-fast: false
     steps:
       - uses: actions/checkout@v2
+
+      - name: Install OpenBLAS (Linux) # https://github.com/scipy/scipy/issues/16308
+        if: runner.os == 'Linux'
+        run: sudo apt-get update && sudo apt-get install -y libopenblas-dev
+
+      - name: Install OpenBLAS (macOS)
+        if: runner.os == 'macOS'
+        run: brew install openblas
+
+      - name: Install OpenBLAS (Windows)
+        if: runner.os == 'Windows'
+        shell: pwsh
+        run: choco install openblas -y
+
       - name: Set up Python ${{matrix.python_version}} ${{matrix.os}}
         uses: actions/setup-python@v2
         with:
@@ -100,7 +114,10 @@ jobs:
         with:
           poetry-version: $POETRY_VERSION
       - name: Install dependencies
-        run: poetry install
+        run: |
+          pip install --upgrade pip setuptools wheel
+          pip install meson ninja
+          poetry install
       - name: Run Unit Tests and Doctests Python ${{matrix.python_version}} ${{matrix.os}}
         run: poetry run poe tests
       - name: Run mypy type check Python ${{matrix.python_version}} ${{matrix.os}}
diff --git a/graspologic/embed/mds.py b/graspologic/embed/mds.py
index 7c42f87db..e721873aa 100644
--- a/graspologic/embed/mds.py
+++ b/graspologic/embed/mds.py
@@ -99,25 +99,12 @@ def __init__(
         dissimilarity: Literal["euclidean", "precomputed"] = "euclidean",
         svd_seed: Optional[int] = None,
     ) -> None:
-        # Check inputs
-        if n_components is not None:
-            if not isinstance(n_components, int):
-                msg = "n_components must be an integer, not {}.".format(
-                    type(n_components)
-                )
-                raise TypeError(msg)
-            elif n_components <= 0:
-                msg = "n_components must be >= 1 or None."
-                raise ValueError(msg)
-        self.n_components = n_components
-
-        if dissimilarity not in ["euclidean", "precomputed"]:
-            msg = "Dissimilarity measure must be either 'euclidean' or 'precomputed'."
-            raise ValueError(msg)
+        # Set properties before error checking
         self.dissimilarity = dissimilarity
 
         self.n_elbows = n_elbows
         self.svd_seed = svd_seed
+        self.n_components = n_components
 
     def _compute_euclidean_distances(self, X: np.ndarray) -> np.ndarray:
         """
@@ -174,6 +161,21 @@ def fit(self, X: np.ndarray, y: Optional[Any] = None) -> "ClassicalMDS":
         self : object
             Returns an instance of self.
         """
+        # Check inputs
+        # ScikitLearn moved validations to fit(). See https://github.com/scikit-learn/scikit-learn/issues/30667
+        if self.n_components is not None:
+            if not isinstance(self.n_components, int):
+                msg = "n_components must be an integer, not {}.".format(
+                    type(self.n_components)
+                )
+                raise TypeError(msg)
+            elif self.n_components <= 0:
+                msg = "n_components must be >= 1 or None."
+                raise ValueError(msg)
+
+        if self.dissimilarity not in ["euclidean", "precomputed"]:
+            msg = "Dissimilarity measure must be either 'euclidean' or 'precomputed'."
+            raise ValueError(msg)
         # Check X type
         if not isinstance(X, np.ndarray):
             msg = "X must be a numpy array, not {}.".format(type(X))
diff --git a/graspologic/pipeline/embed/__init__.py b/graspologic/pipeline/embed/__init__.py
index b9a76c4d5..97130f1c2 100644
--- a/graspologic/pipeline/embed/__init__.py
+++ b/graspologic/pipeline/embed/__init__.py
@@ -13,4 +13,3 @@
 from .embeddings import Embeddings, EmbeddingsView
 from .laplacian_spectral_embedding import laplacian_spectral_embedding
 from .omnibus_embedding import omnibus_embedding_pairwise
-
diff --git a/graspologic/plot/plot.py b/graspologic/plot/plot.py
index 6e54202b7..acf1914e5 100644
--- a/graspologic/plot/plot.py
+++ b/graspologic/plot/plot.py
@@ -987,7 +987,7 @@ def pairplot_with_gmm(
         # allows for the legend to not overlap with plots while also keeping
         # legend in frame
         fig.subplots_adjust(right=0.85)
-        return fig, axes
+        return fig, axes # type: ignore
 
 
 def _distplot(
diff --git a/graspologic/version.py b/graspologic/version.py
index 75739b397..72c343bfd 100644
--- a/graspologic/version.py
+++ b/graspologic/version.py
@@ -1,6 +1,8 @@
 # This version placeholder will be replaced during package build.
 # Do not commit this file.
-__version__ ="0.0.0"#
+__version__ = "0.0.0"  #
+
+
 #
 def __version() -> str:
-    return __version__
\ No newline at end of file
+    return __version__
diff --git a/poetry.lock b/poetry.lock
index d0ca6aea3..1e5ee07ba 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -38,65 +38,64 @@ files = [
 
 [[package]]
 name = "asttokens"
-version = "2.4.1"
+version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
-    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
+    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
 ]
 
-[package.dependencies]
-six = ">=1.12.0"
-
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=2,<4)"]
+test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "25.1.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
+    {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "autograd"
-version = "1.6.2"
-description = "Efficiently computes derivatives of numpy code."
+version = "1.7.0"
+description = "Efficiently computes derivatives of NumPy code."
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "autograd-1.6.2-py3-none-any.whl", hash = "sha256:208dde2a938e63b4f8f5049b1985505139e529068b0d26f8cd7771fd3eb145d5"},
-    {file = "autograd-1.6.2.tar.gz", hash = "sha256:8731e08a0c4e389d8695a40072ada4512641c113b6cace8f4cfbe8eb7e9aedeb"},
+    {file = "autograd-1.7.0-py3-none-any.whl", hash = "sha256:49680300f842f3a8722b060ac0d3ed7aca071d1ad4d3d38c9fdadafdcc73c30b"},
+    {file = "autograd-1.7.0.tar.gz", hash = "sha256:de743fd368d6df523cd37305dcd171861a9752a144493677d2c9f5a56983ff2f"},
 ]
 
 [package.dependencies]
-future = ">=0.15.2"
-numpy = ">=1.12"
+numpy = "*"
+
+[package.extras]
+scipy = ["scipy"]
 
 [[package]]
 name = "babel"
-version = "2.15.0"
+version = "2.16.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
-    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
+    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
+    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
 ]
 
 [package.extras]
@@ -143,92 +142,107 @@ lxml = ["lxml"]
 
 [[package]]
 name = "bleach"
-version = "6.1.0"
+version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"},
-    {file = "bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe"},
+    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
 ]
 
 [package.dependencies]
-six = ">=1.9.0"
+tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
-    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
+    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -236,101 +250,103 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
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@@ -363,126 +379,146 @@ test = ["pytest"]
 
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 [[package]]
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 [package.extras]
@@ -586,13 +626,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
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 [package.extras]
@@ -600,13 +640,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
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 [package.extras]
@@ -614,53 +654,61 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
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+    {file = "fonttools-4.55.8.tar.gz", hash = "sha256:54d481d456dcd59af25d4a9c56b2c4c3f20e9620b261b84144e5950f33e8df17"},
 ]
 
 [package.extras]
@@ -736,15 +784,15 @@ test-win = ["POT", "pytest", "pytest-cov", "testfixtures"]
 
 [[package]]
 name = "graspologic-native"
-version = "1.2.1"
+version = "1.2.3"
 description = "Python native companion module to the graspologic library"
 optional = false
-python-versions = ">=3.6, <3.13"
+python-versions = "<3.14,>=3.8"
 files = [
-    {file = "graspologic_native-1.2.1-cp36-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:eccb2fa475b604375e34b4ae1d5497a428c34ed65f27888495239f8e120acea1"},
-    {file = "graspologic_native-1.2.1-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a44cfdee11718c01c0f6c544750b3ae64e28cc03432a620fe0295704bd0d618d"},
-    {file = "graspologic_native-1.2.1-cp36-abi3-win_amd64.whl", hash = "sha256:56b5e66ba003fd38efc0919ce90fa22d379456e177dca65e26626498d2b9b96b"},
-    {file = "graspologic_native-1.2.1.tar.gz", hash = "sha256:72b7586028a91e9fef9af0ef314d368f0240c18dca99e6e6c546334359a8610a"},
+    {file = "graspologic_native-1.2.3-cp38-abi3-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:b2fe41f24fa826dc0c134c7e3c8781090c3056a0000e74ac927b34caca8b3c6b"},
+    {file = "graspologic_native-1.2.3-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2b25c75c31f7650905b75a7fe01f89bf8e89667bf6fcb1c733b0260599df2d00"},
+    {file = "graspologic_native-1.2.3-cp38-abi3-win_amd64.whl", hash = "sha256:57ded2c8532878ff662888c0397f4909d70fdf0e98d808de707238c67857ab5c"},
+    {file = "graspologic_native-1.2.3.tar.gz", hash = "sha256:7c059f7b580248abc3fee8828b9e97ac48ac9a9554fdeafaa35862871ac5113a"},
 ]
 
 [[package]]
@@ -766,15 +814,18 @@ scipy = ">=1.4.0"
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "imagesize"
 version = "1.4.1"
@@ -786,43 +837,6 @@ files = [
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
 ]
 
-[[package]]
-name = "importlib-metadata"
-version = "7.1.0"
-description = "Read metadata from Python packages"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "importlib_metadata-7.1.0-py3-none-any.whl", hash = "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570"},
-    {file = "importlib_metadata-7.1.0.tar.gz", hash = "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"},
-]
-
-[package.dependencies]
-zipp = ">=0.5"
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-perf = ["ipython"]
-testing = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
-
-[[package]]
-name = "importlib-resources"
-version = "6.4.0"
-description = "Read resources from Python packages"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
-    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
-]
-
-[package.dependencies]
-zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
-
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -836,13 +850,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.4"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
-    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
 ]
 
 [package.dependencies]
@@ -869,13 +883,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.18.1"
+version = "8.31.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
-    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
+    {file = "ipython-8.31.0-py3-none-any.whl", hash = "sha256:46ec58f8d3d076a61d128fe517a51eb730e3aaf0c184ea8c17d16e366660c6a6"},
+    {file = "ipython-8.31.0.tar.gz", hash = "sha256:b6a2274606bec6166405ff05e54932ed6e5cfecaca1fc05f2cacde7bb074d70b"},
 ]
 
 [package.dependencies]
@@ -884,54 +898,55 @@ decorator = "*"
 exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
+prompt_toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
-stack-data = "*"
-traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
+stack_data = "*"
+traitlets = ">=5.13.0"
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"]
 kernel = ["ipykernel"]
+matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
+test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
 name = "jedi"
-version = "0.19.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
-    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+    {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
+    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
 ]
 
 [package.dependencies]
-parso = ">=0.8.3,<0.9.0"
+parso = ">=0.8.4,<0.9.0"
 
 [package.extras]
 docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.4"
+version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
-    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+    {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
+    {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
 ]
 
 [package.dependencies]
@@ -953,13 +968,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.22.0"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.22.0-py3-none-any.whl", hash = "sha256:ff4cfd6b1367a40e7bc6411caec72effadd3db0bbe5017de188f2d6108335802"},
-    {file = "jsonschema-4.22.0.tar.gz", hash = "sha256:5b22d434a45935119af990552c862e5d6d564e8f6601206b305a61fdf661a2b7"},
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
@@ -970,17 +985,17 @@ rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
-    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
+    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
 ]
 
 [package.dependencies]
@@ -988,17 +1003,16 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.1"
+version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_client-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"},
-    {file = "jupyter_client-8.6.1.tar.gz", hash = "sha256:e842515e2bab8e19186d89fdfea7abd15e39dd581f94e399f00e2af5a1652d3f"},
+    {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
+    {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
@@ -1007,7 +1021,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -1042,259 +1056,240 @@ files = [
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.5"
+version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:05703cf211d585109fcd72207a31bb170a0f22144d68298dc5e61b3c946518af"},
-    {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:146d14bebb7f1dc4d5fbf74f8a6cb15ac42baadee8912eb84ac0b3b2a3dc6ac3"},
-    {file = "kiwisolver-1.4.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6ef7afcd2d281494c0a9101d5c571970708ad911d028137cd558f02b851c08b4"},
-    {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:9eaa8b117dc8337728e834b9c6e2611f10c79e38f65157c4c38e9400286f5cb1"},
-    {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:ec20916e7b4cbfb1f12380e46486ec4bcbaa91a9c448b97023fde0d5bbf9e4ff"},
-    {file = "kiwisolver-1.4.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:39b42c68602539407884cf70d6a480a469b93b81b7701378ba5e2328660c847a"},
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 python-dateutil = ">=2.7"
 
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 [[package]]
 name = "matplotlib-inline"
@@ -1321,58 +1316,73 @@ traitlets = "*"
 
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-typing-extensions = ">=4.1.0"
+typing_extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
+faster-cache = ["orjson"]
 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
@@ -1390,13 +1400,13 @@ files = [
 
 [[package]]
 name = "nbclient"
-version = "0.10.0"
+version = "0.10.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
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@@ -1407,25 +1417,24 @@ traitlets = ">=5.4"
 
 [package.extras]
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 [package.dependencies]
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 defusedxml = "*"
-importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
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 packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
-tinycss2 = "*"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -1471,13 +1479,13 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nbsphinx"
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 python-versions = ">=3.6"
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 description = "Python package for creating and manipulating graphs and networks"
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 [[package]]
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 [package.extras]
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+
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+docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
-tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
 typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
 [[package]]
 name = "pip"
-version = "24.0"
+version = "25.0"
 description = "The PyPA recommended tool for installing Python packages."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "pipdeptree"
-version = "2.21.0"
+version = "2.25.0"
 description = "Command line utility to show dependency tree of packages."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-packaging = ">=23.1"
-pip = ">=23.1.2"
+packaging = ">=24.1"
+pip = ">=24.2"
 
 [package.extras]
-graphviz = ["graphviz (>=0.20.1)"]
-test = ["covdefaults (>=2.3)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-console-scripts (>=1.4.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "virtualenv (>=20.25,<21)"]
+graphviz = ["graphviz (>=0.20.3)"]
+test = ["covdefaults (>=2.3)", "diff-cover (>=9.1.1)", "pytest (>=8.3.2)", "pytest-console-scripts (>=1.4.1)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "virtualenv (>=20.26.4,<21)"]
 
 [[package]]
 name = "platformdirs"
-version = "4.2.2"
+version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
 ]
 
 [package.extras]
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-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
-type = ["mypy (>=1.8)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "pluggy"
@@ -1933,22 +1956,23 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "plumbum"
-version = "1.8.3"
+version = "1.9.0"
 description = "Plumbum: shell combinators library"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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+    {file = "plumbum-1.9.0-py3-none-any.whl", hash = "sha256:9fd0d3b0e8d86e4b581af36edf3f3bbe9d1ae15b45b8caab28de1bcb27aaa7f5"},
+    {file = "plumbum-1.9.0.tar.gz", hash = "sha256:e640062b72642c3873bd5bdc3effed75ba4d3c70ef6b6a7b907357a84d909219"},
 ]
 
 [package.dependencies]
 pywin32 = {version = "*", markers = "platform_system == \"Windows\" and platform_python_implementation != \"PyPy\""}
 
 [package.extras]
-dev = ["paramiko", "psutil", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "pytest-timeout"]
+dev = ["coverage[toml]", "paramiko", "psutil", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "pytest-timeout"]
 docs = ["sphinx (>=4.0.0)", "sphinx-rtd-theme (>=1.0.0)"]
 ssh = ["paramiko"]
+test = ["coverage[toml]", "paramiko", "psutil", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "pytest-timeout"]
 
 [[package]]
 name = "ply"
@@ -1981,67 +2005,77 @@ poetry-plugin = ["poetry (>=1.0,<2.0)"]
 
 [[package]]
 name = "pot"
-version = "0.9.3"
+version = "0.9.5"
 description = "Python Optimal Transport Library"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 [package.dependencies]
 numpy = ">=1.16"
 scipy = ">=1.6"
 
+[package.extras]
+all = ["autograd", "cvxopt", "jax", "jaxlib", "matplotlib", "pymanopt", "scikit-learn", "tensorflow", "torch", "torch-geometric"]
+backend-jax = ["jax", "jaxlib"]
+backend-tf = ["tensorflow"]
+backend-torch = ["torch"]
+cvxopt = ["cvxopt"]
+dr = ["autograd", "pymanopt", "scikit-learn"]
+gnn = ["torch", "torch-geometric"]
+plot = ["matplotlib"]
+
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.50"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
-python-versions = ">=3.7.0"
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 ]
 
 [package.dependencies]
@@ -2049,31 +2083,33 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.8"
+version = "6.1.1"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
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+dev = ["abi3audit", "black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest-cov", "requests", "rstcheck", "ruff", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
+test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
 name = "ptyprocess"
@@ -2088,13 +2124,13 @@ files = [
 
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+version = "0.2.3"
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 python-versions = "*"
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@@ -2145,13 +2181,13 @@ scipy = ">=1.0"
 
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 [package.extras]
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 iniconfig = "*"
 packaging = "*"
-pluggy = ">=1.5,<2.0"
+pluggy = ">=1.5,<2"
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 [package.extras]
@@ -2213,133 +2249,158 @@ six = ">=1.5"
 
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 [package.dependencies]
@@ -2347,28 +2408,29 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
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-version = "0.35.1"
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 [package.dependencies]
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 rpds-py = ">=0.7.0"
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 [[package]]
 name = "requests"
-version = "2.32.2"
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 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2553,12 +2628,12 @@ threadpoolctl = ">=3.1.0"
 
 [package.extras]
 benchmark = ["matplotlib (>=3.3.4)", "memory_profiler (>=0.57.0)", "pandas (>=1.1.5)"]
-build = ["cython (>=3.0.10)", "meson-python (>=0.15.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)"]
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+build = ["cython (>=3.0.10)", "meson-python (>=0.16.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)"]
+docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.3.4)", "memory_profiler (>=0.57.0)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "plotly (>=5.14.0)", "polars (>=0.20.30)", "pooch (>=1.6.0)", "pydata-sphinx-theme (>=0.15.3)", "scikit-image (>=0.17.2)", "seaborn (>=0.9.0)", "sphinx (>=7.3.7)", "sphinx-copybutton (>=0.5.2)", "sphinx-design (>=0.5.0)", "sphinx-design (>=0.6.0)", "sphinx-gallery (>=0.17.1)", "sphinx-prompt (>=1.4.0)", "sphinx-remove-toctrees (>=1.0.0.post1)", "sphinxcontrib-sass (>=0.3.4)", "sphinxext-opengraph (>=0.9.1)", "towncrier (>=24.8.0)"]
 examples = ["matplotlib (>=3.3.4)", "pandas (>=1.1.5)", "plotly (>=5.14.0)", "pooch (>=1.6.0)", "scikit-image (>=0.17.2)", "seaborn (>=0.9.0)"]
 install = ["joblib (>=1.2.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)", "threadpoolctl (>=3.1.0)"]
 maintenance = ["conda-lock (==2.5.6)"]
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+tests = ["black (>=24.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.9)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "polars (>=0.20.30)", "pooch (>=1.6.0)", "pyamg (>=4.0.0)", "pyarrow (>=12.0.0)", "pytest (>=7.1.2)", "pytest-cov (>=2.9.0)", "ruff (>=0.5.1)", "scikit-image (>=0.17.2)"]
 
 [[package]]
 name = "scipy"
@@ -2625,24 +2700,24 @@ stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"]
 
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 ]
 
 [[package]]
 name = "smart-open"
-version = "7.0.4"
+version = "7.1.0"
 description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)"
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2655,7 +2730,7 @@ gcs = ["google-cloud-storage (>=2.6.0)"]
 http = ["requests"]
 s3 = ["boto3"]
 ssh = ["paramiko"]
-test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto[server]", "paramiko", "pytest", "pytest-rerunfailures", "requests", "responses", "zstandard"]
+test = ["awscli", "azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto[server]", "numpy", "paramiko", "pyopenssl", "pytest", "pytest-benchmark", "pytest-rerunfailures", "requests", "responses", "zstandard"]
 webhdfs = ["requests"]
 zst = ["zstandard"]
 
@@ -2672,38 +2747,37 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.5"
+version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
 ]
 
 [[package]]
 name = "sphinx"
-version = "7.3.7"
+version = "7.4.7"
 description = "Python documentation generator"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "sphinx-7.4.7-py3-none-any.whl", hash = "sha256:c2419e2135d11f1951cd994d6eb18a1835bd8fdd8429f9ca375dc1f3281bd239"},
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 ]
 
 [package.dependencies]
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-babel = ">=2.9"
-colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
-docutils = ">=0.18.1,<0.22"
+babel = ">=2.13"
+colorama = {version = ">=0.4.6", markers = "sys_platform == \"win32\""}
+docutils = ">=0.20,<0.22"
 imagesize = ">=1.3"
-importlib-metadata = {version = ">=4.8", markers = "python_version < \"3.10\""}
-Jinja2 = ">=3.0"
-packaging = ">=21.0"
-Pygments = ">=2.14"
-requests = ">=2.25.0"
-snowballstemmer = ">=2.0"
+Jinja2 = ">=3.1"
+packaging = ">=23.0"
+Pygments = ">=2.17"
+requests = ">=2.30.0"
+snowballstemmer = ">=2.2"
 sphinxcontrib-applehelp = "*"
 sphinxcontrib-devhelp = "*"
 sphinxcontrib-htmlhelp = ">=2.0.0"
@@ -2714,8 +2788,8 @@ tomli = {version = ">=2", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
-lint = ["flake8 (>=3.5.0)", "importlib_metadata", "mypy (==1.9.0)", "pytest (>=6.0)", "ruff (==0.3.7)", "sphinx-lint", "tomli", "types-docutils", "types-requests"]
-test = ["cython (>=3.0)", "defusedxml (>=0.7.1)", "pytest (>=6.0)", "setuptools (>=67.0)"]
+lint = ["flake8 (>=6.0)", "importlib-metadata (>=6.0)", "mypy (==1.10.1)", "pytest (>=6.0)", "ruff (==0.5.2)", "sphinx-lint (>=0.9)", "tomli (>=2)", "types-docutils (==0.21.0.20240711)", "types-requests (>=2.30.0)"]
+test = ["cython (>=3.0)", "defusedxml (>=0.7.1)", "pytest (>=8.0)", "setuptools (>=70.0)", "typing_extensions (>=4.9)"]
 
 [[package]]
 name = "sphinx-rtd-theme"
@@ -2738,49 +2812,49 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
-version = "1.0.8"
+version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-devhelp"
-version = "1.0.6"
+version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2"},
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
-version = "2.0.5"
+version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
@@ -2814,19 +2888,19 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
-version = "1.0.7"
+version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
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 standalone = ["Sphinx (>=5)"]
-test = ["pytest"]
+test = ["defusedxml (>=0.7.1)", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-rawfiles"
@@ -2843,17 +2917,17 @@ Sphinx = ">=0.6"
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
-version = "1.1.10"
+version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
@@ -2878,47 +2952,53 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "statsmodels"
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+version = "0.14.4"
 description = "Statistical computations and models for Python"
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 ]
 
 [package.dependencies]
-numpy = ">=1.22.3"
+numpy = ">=1.22.3,<3"
 packaging = ">=21.3"
 pandas = ">=1.4,<2.1.0 || >2.1.0"
 patsy = ">=0.5.6"
 scipy = ">=1.8,<1.9.2 || >1.9.2"
 
 [package.extras]
-build = ["cython (>=0.29.33)"]
-develop = ["colorama", "cython (>=0.29.33)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=8.0,<9.0)"]
+build = ["cython (>=3.0.10)"]
+develop = ["colorama", "cython (>=3.0.10)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=8.0,<9.0)"]
 docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
 
 [[package]]
@@ -2937,13 +3017,13 @@ widechars = ["wcwidth"]
 
 [[package]]
 name = "testfixtures"
-version = "8.2.0"
+version = "8.3.0"
 description = "A collection of helpers and mock objects for unit tests and doc tests."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -2964,13 +3044,13 @@ files = [
 
 [[package]]
 name = "tinycss2"
-version = "1.3.0"
+version = "1.4.0"
 description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2982,51 +3062,82 @@ test = ["pytest", "ruff"]
 
 [[package]]
 name = "tomli"
-version = "2.0.1"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
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 files = [
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 python-versions = ">=3.7"
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
@@ -3048,35 +3159,35 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
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 python-versions = ">=2"
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 name = "umap-learn"
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 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -3094,13 +3205,13 @@ tbb = ["tbb (>=2019.0)"]
 
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+version = "2.3.0"
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 ]
 
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 ]
 
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
-
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.9,<3.13"
-content-hash = "7e75ebe1af1ea8c3d0d7ace28550490bf64870bbc1bcb49763128f8325455747"
+python-versions = ">=3.10,<3.14"
+content-hash = "0c400d0b32fe25456b38f0d7101c77d9a64a9ec40b7905329ecd42be7373e73b"
diff --git a/pyproject.toml b/pyproject.toml
index 3fd3ba419..40b475ea8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,17 +1,15 @@
 [tool.poetry]
 name = "graspologic"
-version = "3.4.1"
+version = "3.4.2"
 description = "A set of Python modules for graph statistics"
 repository = "https://github.com/graspologic-org/graspologic"
 authors = [
-    "Eric Bridgeford", 
-    "Jaewon Chung <j1c@jhu.edu>", 
-    "Benjamin Pedigo", 
+    "Eric Bridgeford",
+    "Jaewon Chung <j1c@jhu.edu>",
+    "Benjamin Pedigo",
     "Bijan Varjavand",
 ]
-maintainers = [
-    "Dax Pryce <daxpryce@microsoft.com>"
-]
+maintainers = ["Dax Pryce <daxpryce@microsoft.com>"]
 license = "MIT"
 readme = "README.md"
 classifiers = [
@@ -24,14 +22,12 @@ include = [
     "graspologic/**/*.typed",
     "graspologic/datasets/**/*.edgelist",
     "graspologic/datasets/**/*.csv",
-    "graspologic/layouts/include/**/colors-100.json"
-]
-exclude = [
-    "tests"
+    "graspologic/layouts/include/**/colors-100.json",
 ]
+exclude = ["tests"]
 
 [tool.poetry.dependencies]
-python = "^3.9,<3.13"
+python = ">=3.10,<3.14"
 anytree = "^2.12.1"
 beartype = "^0.18.5"
 gensim = "^4.3.3"
@@ -48,6 +44,8 @@ scipy = "1.12.0"
 statsmodels = "^0.14.2"
 typing-extensions = "^4.4.0"
 umap-learn = "^0.5.6"
+future = "^1.0.0"
+llvmlite = "^0.44.0"
 
 [tool.poetry.group.dev.dependencies]
 ipykernel = "^6"
@@ -199,4 +197,4 @@ ignore = [
 "*.ipynb" = ["T201"]
 
 [tool.ruff.lint.pydocstyle]
-convention = "numpy"
\ No newline at end of file
+convention = "numpy"
diff --git a/tests/test_mds.py b/tests/test_mds.py
index b77042f19..713d8f76e 100644
--- a/tests/test_mds.py
+++ b/tests/test_mds.py
@@ -36,13 +36,16 @@ def test_input(self):
         # Invalid n_components
         with self.assertRaises(ValueError):
             mds = ClassicalMDS(n_components=-2)
+            mds.fit(X)
 
         with self.assertRaises(TypeError):
             mds = ClassicalMDS(n_components="1")
+            mds.fit(X)
 
         # Invalid dissimilarity
         with self.assertRaises(ValueError):
             mds = ClassicalMDS(dissimilarity="abc")
+            mds.fit(X)
 
         # Invalid input for fit function
         with self.assertRaises(ValueError):