diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..a76dcd4
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,9 @@
+FROM quay.io/jupyter/minimal-notebook:afe30f0c9ad8
+
+COPY conda-linux-64.lock /tmp/conda-linux-64.lock
+
+RUN mamba update --quiet --file /tmp/conda-linux-64.lock && \
+    mamba clean --all -y -f && \
+    pip install altair-ally==0.1.1 deepchecks==0.18.1 && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
\ No newline at end of file
diff --git a/conda-linux-64.lock b/conda-linux-64.lock
new file mode 100644
index 0000000..7025689
--- /dev/null
+++ b/conda-linux-64.lock
@@ -0,0 +1,339 @@
+# Generated by conda-lock.
+# platform: linux-64
+# input_hash: dec3c20a86b10d4baaeb0183e9f34a9bc76077ce2520aceccd1526123ebeee2f
+@EXPLICIT
+https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
+https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.8.30-hbcca054_0.conda#c27d1c142233b5bc9ca570c6e2e0c244
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2#0c96522c6bdaed4b1566d11387caaf45
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+https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2#4d59c254e01d9cde7957100457e2d5fb
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+https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_0.conda#3d85618e2c97ab896b5b5e298d32b5b3
+https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.2.6-pyhff2d567_0.conda#8e8787ab1bc5210800aaae43c69973b1
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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
+# pip jsonpickle @ https://files.pythonhosted.org/packages/a1/64/815460f86d94c9e1431800a75061719824c6fef14d88a6117eba3126cd5b/jsonpickle-4.0.0-py3-none-any.whl#sha256=53730b9e094bc41f540bfdd25eaf6e6cf43811590e9e1477abcec44b866ddcd9
+# pip jupyterlab-widgets @ https://files.pythonhosted.org/packages/1f/73/4f281e0f86bf532baec742da40ededf8b22dc224523e38c638fb6ad91255/jupyterlab_widgets-1.1.11-py3-none-any.whl#sha256=840e538021d87e020a8e7b786597f088431f4ebd8308655555e126c3950a1b27
+# pip tenacity @ https://files.pythonhosted.org/packages/b6/cb/b86984bed139586d01532a587464b5805f12e397594f19f931c4c2fbfa61/tenacity-9.0.0-py3-none-any.whl#sha256=93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539
+# pip tqdm @ https://files.pythonhosted.org/packages/d0/30/dc54f88dd4a2b5dc8a0279bdd7270e735851848b762aeb1c1184ed1f6b14/tqdm-4.67.1-py3-none-any.whl#sha256=26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2
+# pip nbconvert @ https://files.pythonhosted.org/packages/b8/bb/bb5b6a515d1584aa2fd89965b11db6632e4bdc69495a52374bcc36e56cfa/nbconvert-7.16.4-py3-none-any.whl#sha256=05873c620fe520b6322bf8a5ad562692343fe3452abda5765c7a34b7d1aa3eb3
+# pip patsy @ https://files.pythonhosted.org/packages/87/2b/b50d3d08ea0fc419c183a84210571eba005328efa62b6b98bc28e9ead32a/patsy-1.0.1-py2.py3-none-any.whl#sha256=751fb38f9e97e62312e921a1954b81e1bb2bcda4f5eeabaf94db251ee791509c
+# pip plotly @ https://files.pythonhosted.org/packages/e5/ae/580600f441f6fc05218bd6c9d5794f4aef072a7d9093b291f1c50a9db8bc/plotly-5.24.1-py3-none-any.whl#sha256=f67073a1e637eb0dc3e46324d9d51e2fe76e9727c892dde64ddf1e1b51f29089
+# pip python-utils @ https://files.pythonhosted.org/packages/d4/69/31c82567719b34d8f6b41077732589104883771d182a9f4ff3e71430999a/python_utils-3.9.1-py2.py3-none-any.whl#sha256=0273d7363c7ad4b70999b2791d5ba6b55333d6f7a4e4c8b6b39fb82b5fab4613
+# pip vega-datasets @ https://files.pythonhosted.org/packages/e6/9f/ca52771fe972e0dcc5167fedb609940e01516066938ff2ee28b273ae4f29/vega_datasets-0.9.0-py3-none-any.whl#sha256=3d7c63917be6ca9b154b565f4779a31fedce57b01b5b9d99d8a34a7608062a1d
+# pip widgetsnbextension @ https://files.pythonhosted.org/packages/93/1b/25d570ee8dce0f2ddadb967d6242cf6e10516db7897c7d9a6e3853b56bfc/widgetsnbextension-3.6.10-py2.py3-none-any.whl#sha256=91a283c2bb50b43ae415dfe69fb026ece0c14e0102987fb53127c7a71e82417d
+# pip altair-ally @ https://files.pythonhosted.org/packages/ca/b3/df528cb8c8242485b7f5d4d973fea5233b216486b3e1d2d8b14d92772ddf/altair_ally-0.1.1.tar.gz#sha256=f8b7179fda6335322048f71ec29b827b63f658e8a9fb54426927597eeb1f446e
+# pip ipywidgets @ https://files.pythonhosted.org/packages/25/22/f48bd3af0ef7c72dce13f9930a4483acbc7c77373834700296495ea0875f/ipywidgets-7.8.5-py2.py3-none-any.whl#sha256=8055fe314edd4c101a5f1ea230620ef5e315b0ca87f940264b4eac1faf9746ef
+# pip pynomaly @ https://files.pythonhosted.org/packages/03/00/0af76dc221eb34f0d98af54024955ddc16080057a69d4c19329811aabc03/PyNomaly-0.3.4-py3-none-any.whl#sha256=e653f1e1c9a70c92170829f7440841e3b004528e1a1bfaea5e830e53fca26822
+# pip statsmodels @ https://files.pythonhosted.org/packages/9d/4f/a96e682f82b675e4a6f3de8ad990587d8b1fde500a630a2aabcaabee11d8/statsmodels-0.14.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl#sha256=e332c2d9b806083d1797231280602340c5c913f90d4caa0213a6a54679ce9331
+# pip category-encoders @ https://files.pythonhosted.org/packages/98/47/598b4bf0ccf6f02915e71bdd23fe846a27adc2d3ba734f2ba5215d8e44f5/category_encoders-2.6.4-py2.py3-none-any.whl#sha256=59f4b541ec787dfdfacc12267e1aff91a1ddc0b756991ec2129d50d6495d6e36
+# pip deepchecks @ https://files.pythonhosted.org/packages/53/fa/ca53da26738399100096323d05c71e7f0bab30a4e98f113b900562e8982a/deepchecks-0.18.1-py3-none-any.whl#sha256=747bb47181fcc131d67d39607d9a23c38f51019db7bb8365d5d89cb425b2dd0c
diff --git a/conda-lock.yml b/conda-lock.yml
deleted file mode 100644
index 7f4ee49..0000000
--- a/conda-lock.yml
+++ /dev/null
@@ -1,12283 +0,0 @@
-# This lock file was generated by conda-lock (https://github.com/conda/conda-lock). DO NOT EDIT!
-#
-# A "lock file" contains a concrete list of package versions (with checksums) to be installed. Unlike
-# e.g. `conda env create`, the resulting environment will not change as new package versions become
-# available, unless you explicitly update the lock file.
-#
-# Install this environment as "YOURENV" with:
-#     conda-lock install -n YOURENV conda-lock.yml
-# To update a single package to the latest version compatible with the version constraints in the source:
-#     conda-lock lock  --lockfile conda-lock.yml --update PACKAGE
-# To re-solve the entire environment, e.g. after changing a version constraint in the source file:
-#     conda-lock -f environment.yml --lockfile conda-lock.yml
-version: 1
-metadata:
-  content_hash:
-    linux-64: 40c614bcdefcc101a260af5f79498688e9a25de2233ac1ce7e2da204c6522d52
-    osx-arm64: 0e4f3ba19af647baf3d9b0275ae4cd075eb56a3d6496a3ced17323320015d0fc
-    osx-64: a7af811a8531283923eba7546d40f2c5a8d9193b964934b149c9fe3bd1390f4f
-    win-64: a4784f82a81313374573f3a5e46e4a713e36be4f867a310eb4e57c513a8cb769
-  channels:
-  - url: conda-forge
-    used_env_vars: []
-  platforms:
-  - linux-64
-  - osx-arm64
-  - osx-64
-  - win-64
-  sources:
-  - environment.yml
-package:
-- name: _libgcc_mutex
-  version: '0.1'
-  manager: conda
-  platform: linux-64
-  dependencies: {}
-  url: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
-  hash:
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-    sha256: fe51de6107f9edc7aa4f786a70f4a883943bc9d39b3bb7307c04c41410990726
-  category: main
-  optional: false
-- name: _openmp_mutex
-  version: '4.5'
-  manager: conda
-  platform: linux-64
-  dependencies:
-    _libgcc_mutex: '0.1'
-    libgomp: '>=7.5.0'
-  url: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-  hash:
-    md5: 73aaf86a425cc6e73fcf236a5a46396d
-    sha256: fbe2c5e56a653bebb982eda4876a9178aedfc2b545f25d0ce9c4c0b508253d22
-  category: main
-  optional: false
-- name: alsa-lib
-  version: 1.2.13
-  manager: conda
-  platform: linux-64
-  dependencies:
-    __glibc: '>=2.17,<3.0.a0'
-    libgcc: '>=13'
-  url: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.13-hb9d3cd8_0.conda
-  hash:
-    md5: ae1370588aa6a5157c34c73e9bbb36a0
-    sha256: f507b58f77eabc0cc133723cb7fc45c053d551f234df85e70fb3ede082b0cd53
-  category: main
-  optional: false
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-- name: libiconv
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-- name: libiconv
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-- name: libllvm19
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-- name: libnsl
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-  manager: conda
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-- name: libntlm
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-- name: libopenblas
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-- name: libopenblas
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-- name: libopenblas
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-- name: libopengl
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-  manager: conda
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-- name: libpciaccess
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-- name: libpng
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-- name: libpng
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-- name: libpng
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-- name: libpng
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-- name: libpq
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-- name: libsodium
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-- name: libsodium
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-- name: libsodium
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-- name: libsodium
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-- name: libsqlite
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-- name: libzlib
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-- name: libzlib
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-- name: xorg-libxau
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-- name: xorg-libxcomposite
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diff --git a/environment.yml b/environment.yml
index 4a4a841..2f63d2a 100644
--- a/environment.yml
+++ b/environment.yml
@@ -1,12 +1,12 @@
-name: '522'
+name: "522"
 channels:
   - conda-forge
 dependencies:
-  - python=3.12.0
-  - pandas=2.2.3
+  - python=3.11.7
+  - pandas=2.1.4
   - pandera=0.21.0
   - numpy=1.26.4
-  - scikit-learn=1.5.2
+  - scikit-learn=1.3.2
   - altair=5.4.1
   - jupyterlab=4.2.6
   - jupyterlab_server=2.27.3
@@ -16,12 +16,12 @@ dependencies:
   - ipykernel=6.29.5
   - nb_conda_kernels=2.5.1
   - matplotlib=3.9.2
-  - scipy=1.14.1
+  - scipy=1.10.1
   - pip=24.3.1
   - vl-convert-python>=1.6.0
+  - ucimlrepo=0.0.7
+  - vegafusion=1.6.9
+  - vegafusion-python-embed=1.6.9
   - pip:
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-    - ucimlrepo==0.0.7
-    - vegafusion==1.6.9
-    - vegafusion-python-embed==1.6.9
-    - deepchecks==0.18.1
+      - altair-ally==0.1.1
+      - deepchecks==0.18.1