diff --git a/README.md b/README.md
index d1f94ff..079550a 100644
--- a/README.md
+++ b/README.md
@@ -74,6 +74,7 @@ Dependencies:
   - lmodern (this is installed by the Dockerfile)
   - make (this is installed by the Dockerfile)
   - deepchecks=0.18.1
+  - pytest=8.34
 ```
 ## Developer Notes
 ### Developer Dependencies
diff --git a/conda-linux-64.lock b/conda-linux-64.lock
index 7975780..591fa85 100644
--- a/conda-linux-64.lock
+++ b/conda-linux-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: e20502a5c4a1b44e3274d5248d85976cc9ab3fdab50fa20afc9be7697d2c02c7
+# input_hash: 8d450ef1245eccfd11e259dab95511873d279c335abb3c9508f86bbbc4ce3550
 @EXPLICIT
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@@ -36,7 +36,6 @@ https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-hb9d3cd8_1002.
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@@ -88,7 +83,6 @@ https://conda.anaconda.org/conda-forge/linux-64/xcb-util-renderutil-0.3.10-hb711
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@@ -96,36 +90,38 @@ https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda#3f4
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diff --git a/conda-osx-64.lock b/conda-osx-64.lock
index 82727f4..a2d4e9a 100644
--- a/conda-osx-64.lock
+++ b/conda-osx-64.lock
@@ -1,6 +1,6 @@
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 # platform: osx-64
-# input_hash: a9a722a91e83ab8833785a6e9904e9aad83ab71d047859ec7de85d93469facd1
+# input_hash: 40e367f09ba242016f7133264327bb2fafe41c27ca637a842947d93ab46ce055
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 # pip ipython-genutils @ https://files.pythonhosted.org/packages/fa/bc/9bd3b5c2b4774d5f33b2d544f1460be9df7df2fe42f352135381c347c69a/ipython_genutils-0.2.0-py2.py3-none-any.whl#sha256=72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8
diff --git a/conda-osx-arm64.lock b/conda-osx-arm64.lock
index be840d1..bccc06f 100644
--- a/conda-osx-arm64.lock
+++ b/conda-osx-arm64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: osx-arm64
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+# input_hash: 204532b01a6fed9c46c350a827396703816c2cf46d70c9a102cfeb52de6c77f7
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@@ -202,13 +202,13 @@ https://conda.anaconda.org/conda-forge/noarch/ucimlrepo-0.0.7-pyhd8ed1ab_0.conda
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 # pip ipython-genutils @ https://files.pythonhosted.org/packages/fa/bc/9bd3b5c2b4774d5f33b2d544f1460be9df7df2fe42f352135381c347c69a/ipython_genutils-0.2.0-py2.py3-none-any.whl#sha256=72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8
diff --git a/conda-win-64.lock b/conda-win-64.lock
index 3426856..51387f3 100644
--- a/conda-win-64.lock
+++ b/conda-win-64.lock
@@ -1,6 +1,6 @@
 # Generated by conda-lock.
 # platform: win-64
-# input_hash: cfb3d72e7c0f1960fe555ed05006c5d9174f3e2808a85da1870ffd0f92a0fe11
+# input_hash: ceb42abe5c6781a31d0069b7829625bfdb26412f3acbace107c75fb3649517e1
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/win-64/ca-certificates-2024.8.30-h56e8100_0.conda#4c4fd67c18619be5aa65dc5b6c72e490
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@@ -37,11 +37,11 @@ https://conda.anaconda.org/conda-forge/win-64/libiconv-1.17-hcfcfb64_2.conda#e1e
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@@ -52,16 +52,13 @@ https://conda.anaconda.org/conda-forge/win-64/libbrotlidec-1.1.0-h2466b09_2.cond
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 https://conda.anaconda.org/conda-forge/noarch/pydantic-2.10.3-pyh3cfb1c2_0.conda#194ef7f91286978521350f171b117f01
 https://conda.anaconda.org/conda-forge/noarch/urllib3-2.2.3-pyhd8ed1ab_1.conda#4a2d8ef7c37b8808c5b9b750501fffce
-https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.23.0-hd8ed1ab_0.conda#16b37612b3a2fd77f409329e213b530c
+https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.23.0-hd8ed1ab_1.conda#a5b1a8065857cc4bd8b7a38d063bb728
 https://conda.anaconda.org/conda-forge/win-64/libcblas-3.9.0-25_win64_mkl.conda#3ed189ba03a9888a8013aaee0d67c49d
 https://conda.anaconda.org/conda-forge/win-64/liblapack-3.9.0-25_win64_mkl.conda#f716ef84564c574e8e74ae725f5d5f93
 https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda#bbe1963f1e47f594070ffe87cdf612ea
 https://conda.anaconda.org/conda-forge/win-64/qt6-main-6.8.0-hfb098fa_0.conda#053046ca73b71bbcc81c6dc114264d24
 https://conda.anaconda.org/conda-forge/noarch/requests-2.32.3-pyhd8ed1ab_1.conda#a9b9368f3701a417eac9edbcae7cb737
-https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.10.0-pyhd8ed1ab_0.conda#ed45423c41b3da15ea1df39b1f80c2ca
+https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.10.0-pyhd8ed1ab_1.conda#62186e6383f38cc6a3466f0fadde3f2e
 https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.1-pyhd8ed1ab_0.conda#3ee79082e59a28e1db11e2a9c3bcd85a
-https://conda.anaconda.org/conda-forge/win-64/numpy-2.1.3-py311h35ffc71_0.conda#aa627d29d5d1ed4192e70cd5a6cb1f4f
+https://conda.anaconda.org/conda-forge/win-64/numpy-2.2.0-py311hc213d13_0.conda#16284446a9c7a4b65dacde3cd380708d
 https://conda.anaconda.org/conda-forge/win-64/pyside6-6.8.0.2-py311h4238720_0.conda#92dc1944a809ba689308a8cbbff5a01e
 https://conda.anaconda.org/conda-forge/win-64/contourpy-1.3.1-py311h3257749_0.conda#91d8504588e1b3c77e605503e5a1bc11
 https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.4-pyhff2d567_2.conda#0457fdf55c88e52e0e7b63691eafcc48
 https://conda.anaconda.org/conda-forge/win-64/pandas-2.2.2-py311hcf9f919_1.conda#ec3ed8d602148625469dc13c481f23b5
-https://conda.anaconda.org/conda-forge/noarch/patsy-1.0.1-pyhff2d567_0.conda#a97b9c7586cedcf4a0a158ef3479975c
-https://conda.anaconda.org/conda-forge/win-64/scipy-1.14.1-py311hf16d85f_1.conda#b7c132408b0ee7408dcfa998ef6f7939
-https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.2-pyhd8ed1ab_0.conda#ca23c71f70a7c7935b3d03f0f1a5801d
+https://conda.anaconda.org/conda-forge/noarch/patsy-1.0.1-pyhd8ed1ab_1.conda#ee23fabfd0a8c6b8d6f3729b47b2859d
+https://conda.anaconda.org/conda-forge/win-64/scipy-1.14.1-py311hf16d85f_2.conda#8d3393f64df60e48be00d06ccb63bb18
+https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.14.2-pyhd8ed1ab_1.conda#81ea84b3212287f926e35b9036192963
 https://conda.anaconda.org/conda-forge/win-64/matplotlib-base-3.9.3-py311h8f1b1e4_0.conda#c6e27df155392af0f22217192f8aebdd
 https://conda.anaconda.org/conda-forge/noarch/pandera-base-0.20.2-pyhd8ed1ab_0.conda#73eb1bda4f82c6cb5d8f8f158fa2bf4f
 https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.5.2-py311hdcb8d17_1.conda#c3e550b20baa56f911022f6304c8f547
 https://conda.anaconda.org/conda-forge/win-64/statsmodels-0.14.4-py311h0a17f05_0.conda#37a4c113a8cbf7bdf01f2351e59757cb
 https://conda.anaconda.org/conda-forge/noarch/ucimlrepo-0.0.7-pyhd8ed1ab_0.conda#4e5b5767223c9784b08c907b1d77d7fb
-https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_0.conda#885867f6adab3d7ecdf8ab6ca0785f51
-https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_0.conda#af8239bf1ba7e8c69b689f780f653488
+https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.2.5-pyhd8ed1ab_1.conda#0b4c3908e5a38ea22ebb98ee5888c768
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda#9dc4b2b0f41f0de41d27f3293e319357
 https://conda.anaconda.org/conda-forge/win-64/matplotlib-3.9.3-py311h1ea47a8_0.conda#ad30d568097abc5bd6f9af061ba431a9
 https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda#e7f89ea5f7ea9401642758ff50a2d9c1
 https://conda.anaconda.org/conda-forge/noarch/pandera-0.20.2-hd8ed1ab_0.conda#8e009b30916d2a31ae0a1c6f3732eafb
-https://conda.anaconda.org/conda-forge/noarch/seaborn-base-0.13.2-pyhd8ed1ab_2.conda#b713b116feaf98acdba93ad4d7f90ca1
-https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.2-pyhd8ed1ab_0.conda#5f0d3b774cae26dd785e443a0e1623ae
-https://conda.anaconda.org/conda-forge/noarch/seaborn-0.13.2-hd8ed1ab_2.conda#a79d8797f62715255308d92d3a91ef2e
+https://conda.anaconda.org/conda-forge/noarch/seaborn-base-0.13.2-pyhd8ed1ab_3.conda#fd96da444e81f9e6fcaac38590f3dd42
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.3.3-pyhd8ed1ab_0.conda#0707e62d944a89c365ba11da4898f8af
+https://conda.anaconda.org/conda-forge/noarch/seaborn-0.13.2-hd8ed1ab_3.conda#62afb877ca2c2b4b6f9ecb37320085b6
 https://conda.anaconda.org/conda-forge/noarch/notebook-7.3.1-pyhd8ed1ab_0.conda#f663ab5bcc9a28364b7b80aa976ed00f
 https://conda.anaconda.org/conda-forge/noarch/nb_conda_kernels-2.5.1-pyh7428d3b_2.conda#98cde27e2a499d1948e95eb1f1e569f3
 # pip ipython-genutils @ https://files.pythonhosted.org/packages/fa/bc/9bd3b5c2b4774d5f33b2d544f1460be9df7df2fe42f352135381c347c69a/ipython_genutils-0.2.0-py2.py3-none-any.whl#sha256=72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8
diff --git a/environment.yml b/environment.yml
index 9c24fa7..5c1b06c 100644
--- a/environment.yml
+++ b/environment.yml
@@ -18,5 +18,6 @@ dependencies:
   - quarto=1.5.57
   - click=8.1.7
   - tabulate=0.9.0
+  - pytest=8.3.4
   - pip:
       - deepchecks==0.18.1