diff --git a/bpl/_util.py b/bpl/_util.py
index 4d2695c..c0189f6 100644
--- a/bpl/_util.py
+++ b/bpl/_util.py
@@ -1,4 +1,5 @@
 """Private utility functions."""
+
 from typing import Iterable, Optional, Tuple, Union
 
 import jax
diff --git a/bpl/base.py b/bpl/base.py
index f481ab3..ff3d357 100644
--- a/bpl/base.py
+++ b/bpl/base.py
@@ -1,4 +1,5 @@
 """Implementation of the probabilistic model for soccer matches."""
+
 from __future__ import annotations
 
 from abc import abstractmethod
diff --git a/bpl/dixon_coles.py b/bpl/dixon_coles.py
index c0d2709..2e90f1c 100644
--- a/bpl/dixon_coles.py
+++ b/bpl/dixon_coles.py
@@ -1,4 +1,5 @@
 """Implementation of a simple team level model."""
+
 from __future__ import annotations
 
 from typing import Any, Dict, Iterable, Optional, Tuple, Union
diff --git a/bpl/dynamic_dixon_coles.py b/bpl/dynamic_dixon_coles.py
index 848c08c..7d5e5ab 100644
--- a/bpl/dynamic_dixon_coles.py
+++ b/bpl/dynamic_dixon_coles.py
@@ -1,4 +1,5 @@
 """Implementation of the neutral model with dynamic parameters in the current version of bpl."""
+
 from __future__ import annotations
 
 import warnings
diff --git a/bpl/extended_dixon_coles.py b/bpl/extended_dixon_coles.py
index a614455..0540c39 100644
--- a/bpl/extended_dixon_coles.py
+++ b/bpl/extended_dixon_coles.py
@@ -1,4 +1,5 @@
 """Implementation of the model in the current version of bpl."""
+
 from __future__ import annotations
 
 import warnings
diff --git a/bpl/neutral_dixon_coles.py b/bpl/neutral_dixon_coles.py
index 2dba0d7..98d7340 100644
--- a/bpl/neutral_dixon_coles.py
+++ b/bpl/neutral_dixon_coles.py
@@ -1,4 +1,5 @@
 """Implementation of the neutral model for predicting the World Cup."""
+
 from __future__ import annotations
 
 import warnings
diff --git a/bpl/neutral_dixon_coles_WC.py b/bpl/neutral_dixon_coles_WC.py
index 272213e..151cea9 100644
--- a/bpl/neutral_dixon_coles_WC.py
+++ b/bpl/neutral_dixon_coles_WC.py
@@ -1,4 +1,5 @@
 """Implementation of the neutral model for predicting the World Cup."""
+
 from __future__ import annotations
 
 import warnings
diff --git a/poetry.lock b/poetry.lock
index 279b3a6..aa1bec8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,53 +1,48 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "astroid"
-version = "2.15.6"
+version = "3.0.3"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.8.0"
 files = [
-    {file = "astroid-2.15.6-py3-none-any.whl", hash = "sha256:389656ca57b6108f939cf5d2f9a2a825a3be50ba9d589670f393236e0a03b91c"},
-    {file = "astroid-2.15.6.tar.gz", hash = "sha256:903f024859b7c7687d7a7f3a3f73b17301f8e42dfd9cc9df9d4418172d3e2dbd"},
+    {file = "astroid-3.0.3-py3-none-any.whl", hash = "sha256:92fcf218b89f449cdf9f7b39a269f8d5d617b27be68434912e11e79203963a17"},
+    {file = "astroid-3.0.3.tar.gz", hash = "sha256:4148645659b08b70d72460ed1921158027a9e53ae8b7234149b1400eddacbb93"},
 ]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-wrapt = [
-    {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
-    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
-]
 
 [[package]]
 name = "black"
-version = "23.7.0"
+version = "24.2.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "black-24.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ca610d29415ee1a30a3f30fab7a8f4144e9d34c89a235d81292a1edb2b55f540"},
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+    {file = "black-24.2.0.tar.gz", hash = "sha256:bce4f25c27c3435e4dace4815bcb2008b87e167e3bf4ee47ccdc5ce906eb4894"},
 ]
 
 [package.dependencies]
@@ -57,23 +52,23 @@ packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)"]
+d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "click"
-version = "8.1.5"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
 ]
 
 [package.dependencies]
@@ -92,71 +87,63 @@ files = [
 
 [[package]]
 name = "coverage"
-version = "7.2.7"
+version = "7.4.3"
 description = "Code coverage measurement for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -167,27 +154,28 @@ toml = ["tomli"]
 
 [[package]]
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-version = "0.3.6"
-description = "serialize all of python"
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+description = "serialize all of Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 ]
 
 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
+profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.2"
+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.1.2-py3-none-any.whl", hash = "sha256:e346e69d186172ca7cf029c8c1d16235aa0e04035e5750b4b95039e65204328f"},
-    {file = "exceptiongroup-1.1.2.tar.gz", hash = "sha256:12c3e887d6485d16943a309616de20ae5582633e0a2eda17f4e10fd61c1e8af5"},
+    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
+    {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
 ]
 
 [package.extras]
@@ -195,20 +183,20 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "importlib-metadata"
-version = "6.8.0"
+version = "7.0.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-6.8.0-py3-none-any.whl", hash = "sha256:3ebb78df84a805d7698245025b975d9d67053cd94c79245ba4b3eb694abe68bb"},
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+    {file = "importlib_metadata-7.0.1-py3-none-any.whl", hash = "sha256:4805911c3a4ec7c3966410053e9ec6a1fecd629117df5adee56dfc9432a1081e"},
+    {file = "importlib_metadata-7.0.1.tar.gz", hash = "sha256:f238736bb06590ae52ac1fab06a3a9ef1d8dce2b7a35b5ab329371d6c8f5d2cc"},
 ]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
 testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
 
@@ -225,129 +213,95 @@ files = [
 
 [[package]]
 name = "isort"
-version = "5.12.0"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
 files = [
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+    {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
 ]
 
 [package.extras]
-colors = ["colorama (>=0.4.3)"]
-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jax"
-version = "0.4.13"
+version = "0.4.24"
 description = "Differentiate, compile, and transform Numpy code."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
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-ml_dtypes = ">=0.1.0"
-numpy = ">=1.21"
-opt_einsum = "*"
-scipy = ">=1.7"
+importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
+ml-dtypes = ">=0.2.0"
+numpy = [
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+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
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+scipy = [
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+    {version = ">=1.11.1", markers = "python_version >= \"3.12\""},
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-minimum-jaxlib = ["jaxlib (==0.4.11)"]
-tpu = ["jaxlib (==0.4.13)", "libtpu-nightly (==0.1.dev20230622)"]
+ci = ["jaxlib (==0.4.23)"]
+cpu = ["jaxlib (==0.4.24)"]
+cuda = ["jaxlib (==0.4.24+cuda11.cudnn86)"]
+cuda11-cudnn86 = ["jaxlib (==0.4.24+cuda11.cudnn86)"]
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+minimum-jaxlib = ["jaxlib (==0.4.19)"]
+tpu = ["jaxlib (==0.4.24)", "libtpu-nightly (==0.1.dev20240205)", "requests"]
 
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 name = "jaxlib"
-version = "0.4.13"
+version = "0.4.24"
 description = "XLA library for JAX"
 optional = false
-python-versions = ">=3.8"
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 [package.extras]
 cuda11-pip = ["nvidia-cublas-cu11 (>=11.11)", "nvidia-cuda-cupti-cu11 (>=11.8)", "nvidia-cuda-nvcc-cu11 (>=11.8)", "nvidia-cuda-runtime-cu11 (>=11.8)", "nvidia-cudnn-cu11 (>=8.8)", "nvidia-cufft-cu11 (>=10.9)", "nvidia-cusolver-cu11 (>=11.4)", "nvidia-cusparse-cu11 (>=11.7)"]
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 [[package]]
 name = "numpyro"
-version = "0.12.1"
+version = "0.13.2"
 description = "Pyro PPL on NumPy"
 optional = false
 python-versions = "*"
 files = [
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 [package.dependencies]
-jax = ">=0.4.7"
-jaxlib = ">=0.4.7"
+jax = ">=0.4.14"
+jaxlib = ">=0.4.14"
 multipledispatch = "*"
 numpy = "*"
 tqdm = "*"
 
 [package.extras]
-cpu = ["jax[cpu] (>=0.4.7)"]
-cuda = ["jax[cuda] (>=0.4.7)"]
+cpu = ["jax[cpu] (>=0.4.14)"]
+cuda = ["jax[cuda] (>=0.4.14)"]
 dev = ["dm-haiku", "flax", "funsor (>=0.4.1)", "graphviz", "jaxns (>=2.0.1)", "matplotlib", "optax (>=0.0.6)", "pylab-sdk", "pyyaml", "requests", "tensorflow-probability (>=0.18.0)"]
 doc = ["ipython", "nbsphinx (>=0.8.5)", "readthedocs-sphinx-search (==0.1.0)", "sphinx", "sphinx-gallery", "sphinx-rtd-theme"]
 examples = ["arviz", "jupyter", "matplotlib", "pandas", "scikit-learn", "seaborn", "wordcloud"]
 test = ["black[jupyter] (>=21.8b0)", "flake8", "importlib-metadata (<5.0)", "isort (>=5.0)", "pyro-api (>=0.1.1)", "pytest (>=4.1)", "scipy (>=1.9)"]
-tpu = ["jax[tpu] (>=0.4.7)"]
+tpu = ["jax[tpu] (>=0.4.14)"]
 
 [[package]]
 name = "opt-einsum"
@@ -498,50 +464,50 @@ tests = ["pytest", "pytest-cov", "pytest-pep8"]
 
 [[package]]
 name = "packaging"
-version = "23.1"
+version = "23.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "pathspec"
-version = "0.11.1"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
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+version = "4.2.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
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-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)"]
+docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -550,23 +516,24 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pylint"
-version = "2.17.4"
+version = "3.0.4"
 description = "python code static checker"
 optional = false
-python-versions = ">=3.7.2"
+python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
-astroid = ">=2.15.4,<=2.17.0-dev0"
+astroid = ">=3.0.1,<=3.1.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
     {version = ">=0.2", markers = "python_version < \"3.11\""},
-    {version = ">=0.3.6", markers = "python_version >= \"3.11\""},
+    {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
+    {version = ">=0.3.6", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
 ]
-isort = ">=4.2.5,<6"
+isort = ">=4.2.5,<5.13.0 || >5.13.0,<6"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
@@ -579,13 +546,13 @@ testutils = ["gitpython (>3)"]
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "8.0.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "pytest-8.0.1-py3-none-any.whl", hash = "sha256:3e4f16fe1c0a9dc9d9389161c127c3edc5d810c38d6793042fb81d9f48a59fca"},
+    {file = "pytest-8.0.1.tar.gz", hash = "sha256:267f6563751877d772019b13aacbe4e860d73fe8f651f28112e9ac37de7513ae"},
 ]
 
 [package.dependencies]
@@ -593,7 +560,7 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
+pluggy = ">=1.3.0,<2.0"
 tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
@@ -619,39 +586,45 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 
 [[package]]
 name = "scipy"
-version = "1.11.1"
+version = "1.12.0"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
-python-versions = "<3.13,>=3.9"
-files = [
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 ]
 
 [[package]]
 name = "zipp"
-version = "3.16.2"
+version = "3.17.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
-    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9,<3.12"
-content-hash = "33d8c440f1f52d065d619255987f2613b31fb46527c4c655427719c94d2e4705"
+python-versions = "^3.9"
+content-hash = "bfcbdf44137d3e9e60501dee9e9b58fc7833de9b22822a53ecbe38e147df0247"
diff --git a/pyproject.toml b/pyproject.toml
index 3f2a8eb..2e83c70 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,20 +1,20 @@
 [tool.poetry]
 name = "bpl"
-version = "0.2.0"
+version = "0.3.0"
 description = ""
 authors = ["Angus Williams <anguswilliams91@gmail.com>"]
 
 [tool.poetry.dependencies]
-python = ">=3.9,<3.12"
-numpyro = "^0.12.1"
-scipy = "^1.11.1"
+python = "^3.9"
+numpyro = "^0.13.2"
+scipy = "^1.12.0"
 
 [tool.poetry.group.dev.dependencies]
-pytest = "^7.4.0"
-black = "^23.7.0"
-isort = "^5.12.0"
+pytest = "^8.0.1"
+black = "^24.2.0"
+isort = "^5.13.2"
 pytest-cov = "^4.1.0"
-pylint = "^2.17.4"
+pylint = "^3.0.4"
 
 [tool.isort]
 profile = "black"
diff --git a/tests/test_all_models.py b/tests/test_all_models.py
index 21ba19e..2b0917b 100644
--- a/tests/test_all_models.py
+++ b/tests/test_all_models.py
@@ -1,4 +1,5 @@
 """Shared tests across all models, e.g. checking probabilities are valid."""
+
 import jax.numpy as jnp
 import pytest
 
diff --git a/tests/test_neutral_dixon_coles.py b/tests/test_neutral_dixon_coles.py
index 00a9340..bd4ff08 100644
--- a/tests/test_neutral_dixon_coles.py
+++ b/tests/test_neutral_dixon_coles.py
@@ -6,6 +6,7 @@
 
 TOL = 1e-02
 
+
 @pytest.fixture
 def model(neutral_dummy_data):
     return NeutralDixonColesMatchPredictor().fit(neutral_dummy_data)
diff --git a/tests/test_neutral_dixon_coles_WC.py b/tests/test_neutral_dixon_coles_WC.py
index fecd0ef..8c56911 100644
--- a/tests/test_neutral_dixon_coles_WC.py
+++ b/tests/test_neutral_dixon_coles_WC.py
@@ -6,6 +6,7 @@
 
 TOL = 5e-02
 
+
 @pytest.fixture
 def model(neutral_dummy_data):
     return NeutralDixonColesMatchPredictorWC().fit(neutral_dummy_data)
@@ -97,7 +98,9 @@ def test_predict_concede_n_proba(model):
     assert len(proba_team_concede) == 1
     assert (proba_team_concede[0] >= 0) and (proba_team_concede[0] <= 1)
 
-    proba_opponent_score = model.predict_score_n_proba(1, "1", "0", "0", "1", home=False)
+    proba_opponent_score = model.predict_score_n_proba(
+        1, "1", "0", "0", "1", home=False
+    )
     assert proba_team_concede.tolist() == pytest.approx(
         proba_opponent_score.tolist(), abs=TOL
     )