diff --git a/poetry.lock b/poetry.lock
index 4da042c37..edba6ef99 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 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 = "aiodns"
@@ -14,101 +14,128 @@ files = [
 [package.dependencies]
 pycares = ">=3.0.0"
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.3"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
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+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+]
+
 [[package]]
 name = "aiohttp"
-version = "3.9.5"
+version = "3.10.10"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
+aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
+yarl = ">=1.12.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -176,22 +203,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
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 python-versions = ">=3.7"
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 ]
 
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-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]"]
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+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 = "avro"
@@ -220,13 +247,13 @@ files = [
 
 [[package]]
 name = "azure-core"
-version = "1.30.2"
+version = "1.31.0"
 description = "Microsoft Azure Core Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "azure-core-1.30.2.tar.gz", hash = "sha256:a14dc210efcd608821aa472d9fb8e8d035d29b68993819147bc290a8ac224472"},
-    {file = "azure_core-1.30.2-py3-none-any.whl", hash = "sha256:cf019c1ca832e96274ae85abd3d9f752397194d9fea3b41487290562ac8abe4a"},
+    {file = "azure_core-1.31.0-py3-none-any.whl", hash = "sha256:22954de3777e0250029360ef31d80448ef1be13b80a459bff80ba7073379e2cd"},
+    {file = "azure_core-1.31.0.tar.gz", hash = "sha256:656a0dd61e1869b1506b7c6a3b31d62f15984b1a573d6326f6aa2f3e4123284b"},
 ]
 
 [package.dependencies]
@@ -239,20 +266,20 @@ aio = ["aiohttp (>=3.0)"]
 
 [[package]]
 name = "azure-identity"
-version = "1.17.1"
+version = "1.19.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "azure-identity-1.17.1.tar.gz", hash = "sha256:32ecc67cc73f4bd0595e4f64b1ca65cd05186f4fe6f98ed2ae9f1aa32646efea"},
-    {file = "azure_identity-1.17.1-py3-none-any.whl", hash = "sha256:db8d59c183b680e763722bfe8ebc45930e6c57df510620985939f7f3191e0382"},
+    {file = "azure_identity-1.19.0-py3-none-any.whl", hash = "sha256:e3f6558c181692d7509f09de10cca527c7dce426776454fb97df512a46527e81"},
+    {file = "azure_identity-1.19.0.tar.gz", hash = "sha256:500144dc18197d7019b81501165d4fa92225f03778f17d7ca8a2a180129a9c83"},
 ]
 
 [package.dependencies]
-azure-core = ">=1.23.0"
+azure-core = ">=1.31.0"
 cryptography = ">=2.5"
-msal = ">=1.24.0"
-msal-extensions = ">=0.3.0"
+msal = ">=1.30.0"
+msal-extensions = ">=1.2.0"
 typing-extensions = ">=4.0.0"
 
 [[package]]
@@ -287,33 +314,33 @@ msrest = ">=0.6.21"
 
 [[package]]
 name = "azure-storage-blob"
-version = "12.20.0"
+version = "12.23.1"
 description = "Microsoft Azure Blob Storage Client Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "azure-storage-blob-12.20.0.tar.gz", hash = "sha256:eeb91256e41d4b5b9bad6a87fd0a8ade07dd58aa52344e2c8d2746e27a017d3b"},
-    {file = "azure_storage_blob-12.20.0-py3-none-any.whl", hash = "sha256:de6b3bf3a90e9341a6bcb96a2ebe981dffff993e9045818f6549afea827a52a9"},
+    {file = "azure_storage_blob-12.23.1-py3-none-any.whl", hash = "sha256:1c2238aa841d1545f42714a5017c010366137a44a0605da2d45f770174bfc6b4"},
+    {file = "azure_storage_blob-12.23.1.tar.gz", hash = "sha256:a587e54d4e39d2a27bd75109db164ffa2058fe194061e5446c5a89bca918272f"},
 ]
 
 [package.dependencies]
-azure-core = ">=1.28.0"
+azure-core = ">=1.30.0"
 cryptography = ">=2.1.4"
 isodate = ">=0.6.1"
 typing-extensions = ">=4.6.0"
 
 [package.extras]
-aio = ["azure-core[aio] (>=1.28.0)"]
+aio = ["azure-core[aio] (>=1.30.0)"]
 
 [[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]
@@ -342,13 +369,13 @@ lxml = ["lxml"]
 
 [[package]]
 name = "bokeh"
-version = "3.4.1"
+version = "3.6.0"
 description = "Interactive plots and applications in the browser from Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
-    {file = "bokeh-3.4.1-py3-none-any.whl", hash = "sha256:1e3c502a0a8205338fc74dadbfa321f8a0965441b39501e36796a47b4017b642"},
-    {file = "bokeh-3.4.1.tar.gz", hash = "sha256:d824961e4265367b0750ce58b07e564ad0b83ca64b335521cd3421e9b9f10d89"},
+    {file = "bokeh-3.6.0-py3-none-any.whl", hash = "sha256:699e0df76cdfe54b5f574738647bd0ce230fa44fa0fcda5923e1f0f550f83d74"},
+    {file = "bokeh-3.6.0.tar.gz", hash = "sha256:0032dc1e76ad097b07626e51584685ff48c65481fbaaad105663b1046165867a"},
 ]
 
 [package.dependencies]
@@ -364,17 +391,17 @@ xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "boto3"
-version = "1.34.131"
+version = "1.35.51"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.131-py3-none-any.whl", hash = "sha256:05e388cb937e82be70bfd7eb0c84cf8011ff35cf582a593873ac21675268683b"},
-    {file = "boto3-1.34.131.tar.gz", hash = "sha256:dab8f72a6c4e62b4fd70da09e08a6b2a65ea2115b27dd63737142005776ef216"},
+    {file = "boto3-1.35.51-py3-none-any.whl", hash = "sha256:c922f6a18958af9d8af0489d6d8503b517029d8159b26aa4859a8294561c72e9"},
+    {file = "boto3-1.35.51.tar.gz", hash = "sha256:a57c6c7012ecb40c43e565a6f7a891f39efa990ff933eab63cd456f7501c2731"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.131,<1.35.0"
+botocore = ">=1.35.51,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -383,13 +410,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.131"
+version = "1.35.51"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.131-py3-none-any.whl", hash = "sha256:13b011d7b206ce00727dcee26548fa3b550db9046d5a0e90ac25a6e6c8fde6ef"},
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+    {file = "botocore-1.35.51-py3-none-any.whl", hash = "sha256:4d65b00111bd12b98e9f920ecab602cf619cc6a6d0be6e5dd53f517e4b92901c"},
+    {file = "botocore-1.35.51.tar.gz", hash = "sha256:a9b3d1da76b3e896ad74605c01d88f596324a3337393d4bfbfa0d6c35822ca9c"},
 ]
 
 [package.dependencies]
@@ -398,100 +425,115 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.20.11)"]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "bracex"
-version = "2.4"
+version = "2.5.post1"
 description = "Bash style brace expander."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "bracex-2.5.post1-py3-none-any.whl", hash = "sha256:13e5732fec27828d6af308628285ad358047cec36801598368cb28bc631dbaf6"},
+    {file = "bracex-2.5.post1.tar.gz", hash = "sha256:12c50952415bfa773d2d9ccb8e79651b8cdb1f31a42f6091b804f6ba2b4a66b6"},
 ]
 
 [[package]]
 name = "cachetools"
-version = "5.3.3"
+version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
 name = "cffi"
-version = "1.16.0"
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 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "cloudpickle"
+version = "3.1.0"
+description = "Pickler class to extend the standard pickle.Pickler functionality"
+optional = false
+python-versions = ">=3.8"
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+
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 version = "0.4.6"
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 [package.dependencies]
@@ -795,49 +894,68 @@ toml = ["tomli"]
 
 [[package]]
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 optional = false
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 ]
 
 [package.dependencies]
-cffi = ">=1.12"
+cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
 
 [package.extras]
 docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
-docstest = ["pyenchant (>=1.6.11)", "sphinxcontrib-spelling (>=4.0.1)", "twine (>=1.12.0)"]
+docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
 nox = ["nox"]
-pep8test = ["black", "check-sdist", "mypy", "ruff"]
+pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "darglint"
 version = "1.8.1"
@@ -851,13 +969,13 @@ files = [
 
 [[package]]
 name = "db-dtypes"
-version = "1.2.0"
+version = "1.3.0"
 description = "Pandas Data Types for SQL systems (BigQuery, Spanner)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -868,44 +986,48 @@ pyarrow = ">=3.0.0"
 
 [[package]]
 name = "dbldatagen"
-version = "0.4.0"
+version = "0.4.0.post1"
 description = "Databricks Labs -  PySpark Synthetic Data Generator"
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 python-versions = ">=3.8.10"
 files = [
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 ]
 
 [[package]]
 name = "debugpy"
-version = "1.8.1"
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 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -964,13 +1086,13 @@ tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "dill"
-version = "0.3.8"
+version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -979,13 +1101,13 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "distlib"
-version = "0.3.8"
+version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
@@ -1004,24 +1126,24 @@ six = ">=1.4.0"
 
 [[package]]
 name = "docstring-parser-fork"
-version = "0.0.8"
+version = "0.0.9"
 description = "Parse Python docstrings in reST, Google and Numpydoc format"
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
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 ]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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@@ -1043,13 +1165,13 @@ testing = ["hatch", "pre-commit", "pytest", "tox"]
 
 [[package]]
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+version = "2.1.0"
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@@ -1057,29 +1179,29 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
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 [package.dependencies]
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 pycodestyle = ">=2.12.0,<2.13.0"
 pyflakes = ">=3.2.0,<3.3.0"
 
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 ]
 
 [[package]]
 name = "fsspec"
-version = "2024.6.0"
+version = "2024.10.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1214,19 +1422,19 @@ tqdm = ["tqdm"]
 
 [[package]]
 name = "gcsfs"
-version = "2024.6.0"
+version = "2024.10.0"
 description = "Convenient Filesystem interface over GCS"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 aiohttp = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1"
 decorator = ">4.1.2"
-fsspec = "2024.6.0"
+fsspec = "2024.10.0"
 google-auth = ">=1.2"
 google-auth-oauthlib = "*"
 google-cloud-storage = "*"
@@ -1301,13 +1509,13 @@ beautifulsoup4 = "*"
 
 [[package]]
 name = "google-api-core"
-version = "2.19.0"
+version = "2.22.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1316,23 +1524,24 @@ googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = {version = ">=1.33.2,<2.0dev", optional = true, markers = "extra == \"grpc\""}
 grpcio-status = {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "extra == \"grpc\""}
 proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
+async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
 grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.30.0"
+version = "2.35.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-auth-2.30.0.tar.gz", hash = "sha256:ab630a1320f6720909ad76a7dbdb6841cdf5c66b328d690027e4867bdfb16688"},
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+    {file = "google_auth-2.35.0.tar.gz", hash = "sha256:f4c64ed4e01e8e8b646ef34c018f8bf3338df0c8e37d8b3bba40e7f574a3278a"},
 ]
 
 [package.dependencies]
@@ -1342,7 +1551,7 @@ rsa = ">=3.1.4,<5"
 
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
-enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
+enterprise-cert = ["cryptography", "pyopenssl"]
 pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
@@ -1367,30 +1576,30 @@ tool = ["click (>=6.0.0)"]
 
 [[package]]
 name = "google-cloud-bigquery"
-version = "3.25.0"
+version = "3.26.0"
 description = "Google BigQuery API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 google-auth = ">=2.14.1,<3.0.0dev"
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 requests = ">=2.21.0,<3.0.0dev"
 
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-ipython = ["ipykernel (>=6.0.0)", "ipython (>=7.23.1,!=8.1.0)"]
+ipython = ["bigquery-magics (>=0.1.0)"]
 ipywidgets = ["ipykernel (>=6.0.0)", "ipywidgets (>=7.7.0)"]
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@@ -1416,13 +1625,13 @@ grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
 [[package]]
 name = "google-cloud-dataproc"
-version = "5.10.1"
+version = "5.15.0"
 description = "Google Cloud Dataproc API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1434,13 +1643,13 @@ protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4
 
 [[package]]
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+version = "2.21.0"
 description = "Google Cloud Secret Manager API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -1448,17 +1657,17 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extr
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
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 [[package]]
 name = "google-cloud-storage"
-version = "2.17.0"
+version = "2.18.2"
 description = "Google Cloud Storage API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
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 google-cloud-core = ">=2.3.0,<3.0dev"
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 requests = ">=2.18.0,<3.0.0dev"
 
 [package.extras]
-protobuf = ["protobuf (<5.0.0dev)"]
+protobuf = ["protobuf (<6.0.0dev)"]
+tracing = ["opentelemetry-api (>=1.1.0)"]
 
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+version = "1.6.0"
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-python-versions = ">=3.7"
+python-versions = ">=3.9"
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 [package.extras]
@@ -1554,13 +1723,13 @@ testing = ["pytest"]
 
 [[package]]
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+version = "2.7.2"
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 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
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 [package.extras]
 grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
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 [package.dependencies]
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 [[package]]
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.64.1)"]
+protobuf = ["grpcio-tools (>=1.67.1)"]
 
 [[package]]
 name = "grpcio-status"
@@ -1741,13 +1919,13 @@ uvloop = {version = ">=0.19.0,<1", markers = "sys_platform != \"win32\""}
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.4"
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 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
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 python-versions = ">=3.8.0"
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 ]
 
 [package.dependencies]
@@ -1760,17 +1938,17 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
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-inference = ["aiohttp", "minijinja (>=1.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
+inference = ["aiohttp"]
+quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.5.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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-torch = ["safetensors", "torch"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
 [[package]]
@@ -1805,13 +1983,13 @@ packaging = "*"
 
 [[package]]
 name = "identify"
-version = "2.5.36"
+version = "2.6.1"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1819,15 +1997,18 @@ license = ["ukkonen"]
 
 [[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 = [
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 ]
 
+[package.extras]
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+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -1866,13 +2047,13 @@ tests = ["coverage[toml]", "pytest", "pytest-cov", "pytest-mock"]
 
 [[package]]
 name = "ipykernel"
-version = "6.29.4"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1937,18 +2118,15 @@ test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "num
 
 [[package]]
 name = "isodate"
-version = "0.6.1"
+version = "0.7.2"
 description = "An ISO 8601 date/time/duration parser and formatter"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 files = [
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-[package.dependencies]
-six = "*"
-
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -2037,13 +2215,13 @@ files = [
 
 [[package]]
 name = "jproperties"
-version = "2.1.1"
+version = "2.1.2"
 description = "Java Property file parser and writer for Python"
 optional = false
-python-versions = "*"
+python-versions = ">=2.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2051,13 +2229,13 @@ six = ">=1.13,<2.0"
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.2"
+version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
 test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
 
+[[package]]
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+version = "1.4.7"
+description = "A fast implementation of the Cassowary constraint solver"
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+python-versions = ">=3.8"
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 [[package]]
 name = "markdown"
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+version = "3.7"
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 [package.extras]
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 [package.dependencies]
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+    {file = "mkdocs_awesome_pages_plugin-2.9.3.tar.gz", hash = "sha256:bdf6369871f41bb17f09c3cfb573367732dfcceb5673d7a2c5c76ac2567b242f"},
 ]
 
 [package.dependencies]
@@ -2488,13 +2888,13 @@ requests = "*"
 
 [[package]]
 name = "mkdocs-git-revision-date-localized-plugin"
-version = "1.2.6"
+version = "1.3.0"
 description = "Mkdocs plugin that enables displaying the localized date of the last git modification of a markdown file."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_git_revision_date_localized_plugin-1.2.6-py3-none-any.whl", hash = "sha256:f015cb0f3894a39b33447b18e270ae391c4e25275cac5a626e80b243784e2692"},
-    {file = "mkdocs_git_revision_date_localized_plugin-1.2.6.tar.gz", hash = "sha256:e432942ce4ee8aa9b9f4493e993dee9d2cc08b3ea2b40a3d6b03ca0f2a4bcaa2"},
+    {file = "mkdocs_git_revision_date_localized_plugin-1.3.0-py3-none-any.whl", hash = "sha256:c99377ee119372d57a9e47cff4e68f04cce634a74831c06bc89b33e456e840a1"},
+    {file = "mkdocs_git_revision_date_localized_plugin-1.3.0.tar.gz", hash = "sha256:439e2f14582204050a664c258861c325064d97cdc848c541e48bb034a6c4d0cb"},
 ]
 
 [package.dependencies]
@@ -2503,15 +2903,20 @@ GitPython = "*"
 mkdocs = ">=1.0"
 pytz = "*"
 
+[package.extras]
+all = ["GitPython", "babel (>=2.7.0)", "click", "codecov", "mkdocs (>=1.0)", "mkdocs-gen-files", "mkdocs-git-authors-plugin", "mkdocs-material", "mkdocs-static-i18n", "pytest", "pytest-cov", "pytz"]
+base = ["GitPython", "babel (>=2.7.0)", "mkdocs (>=1.0)", "pytz"]
+dev = ["click", "codecov", "mkdocs-gen-files", "mkdocs-git-authors-plugin", "mkdocs-material", "mkdocs-static-i18n", "pytest", "pytest-cov"]
+
 [[package]]
 name = "mkdocs-material"
-version = "9.5.27"
+version = "9.5.42"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "mkdocs_material-9.5.42-py3-none-any.whl", hash = "sha256:452a7c5d21284b373f36b981a2cbebfff59263feebeede1bc28652e9c5bbe316"},
+    {file = "mkdocs_material-9.5.42.tar.gz", hash = "sha256:92779b5e9b5934540c574c11647131d217dc540dce72b05feeda088c8eb1b8f2"},
 ]
 
 [package.dependencies]
@@ -2559,13 +2964,13 @@ mkdocs = ">=1.2"
 
 [[package]]
 name = "mkdocstrings"
-version = "0.26.1"
+version = "0.26.2"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "mkdocstrings-0.26.2-py3-none-any.whl", hash = "sha256:1248f3228464f3b8d1a15bd91249ce1701fe3104ac517a5f167a0e01ca850ba5"},
+    {file = "mkdocstrings-0.26.2.tar.gz", hash = "sha256:34a8b50f1e6cfd29546c6c09fbe02154adfb0b361bb758834bf56aa284ba876e"},
 ]
 
 [package.dependencies]
@@ -2585,13 +2990,13 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.12.1"
+version = "1.12.2"
 description = "A Python handler for mkdocstrings."
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "mkdocstrings_python-1.12.2-py3-none-any.whl", hash = "sha256:7f7d40d6db3cb1f5d19dbcd80e3efe4d0ba32b073272c0c0de9de2e604eda62a"},
+    {file = "mkdocstrings_python-1.12.2.tar.gz", hash = "sha256:7a1760941c0b52a2cd87b960a9e21112ffe52e7df9d0b9583d04d47ed2e186f3"},
 ]
 
 [package.dependencies]
@@ -2601,22 +3006,22 @@ mkdocstrings = ">=0.26"
 
 [[package]]
 name = "msal"
-version = "1.29.0"
+version = "1.31.0"
 description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "msal-1.31.0.tar.gz", hash = "sha256:2c4f189cf9cc8f00c80045f66d39b7c0f3ed45873fd3d1f2af9f22db2e12ff4b"},
 ]
 
 [package.dependencies]
-cryptography = ">=2.5,<45"
+cryptography = ">=2.5,<46"
 PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]}
 requests = ">=2.0.0,<3"
 
 [package.extras]
-broker = ["pymsalruntime (>=0.13.2,<0.17)"]
+broker = ["pymsalruntime (>=0.14,<0.18)", "pymsalruntime (>=0.17,<0.18)"]
 
 [[package]]
 name = "msal-extensions"
@@ -2656,103 +3061,108 @@ async = ["aiodns", "aiohttp (>=3.0)"]
 
 [[package]]
 name = "multidict"
-version = "6.0.5"
+version = "6.1.0"
 description = "multidict implementation"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 [[package]]
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+version = "0.24.0"
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 setuptools = "*"
 
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 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+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"]
@@ -3262,29 +3743,29 @@ xmp = ["defusedxml"]
 
 [[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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-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 = "plotly"
-version = "5.22.0"
+version = "5.24.1"
 description = "An open-source, interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3308,13 +3789,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "portalocker"
-version = "2.10.0"
+version = "2.10.1"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3327,13 +3808,13 @@ tests = ["pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "p
 
 [[package]]
 name = "pre-commit"
-version = "4.0.0"
+version = "4.0.1"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3356,27 +3837,134 @@ files = [
 
 [[package]]
 name = "prompt-toolkit"
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+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
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 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
 wcwidth = "*"
 
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+python-versions = ">=3.8"
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 [package.extras]
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+test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
 name = "ptyprocess"
@@ -3458,13 +4047,13 @@ files = [
 
 [[package]]
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+version = "0.2.3"
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 optional = false
 python-versions = "*"
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 [package.dependencies]
-pyasn1 = ">=0.4.6,<0.6.0"
+pyasn1 = ">=0.4.6,<0.7.0"
 
 [[package]]
 name = "pycares"
@@ -3633,13 +4228,13 @@ idna = ["idna (>=2.1)"]
 
 [[package]]
 name = "pycodestyle"
-version = "2.12.0"
+version = "2.12.1"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -3671,18 +4266,18 @@ setuptools = "*"
 
 [[package]]
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-version = "0.5.1"
+version = "0.5.9"
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 python-versions = ">=3.8"
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 [package.extras]
@@ -3715,13 +4310,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
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+version = "2.9.0"
 description = "JSON Web Token implementation in Python"
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-python-versions = ">=3.7"
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@@ -3729,8 +4324,8 @@ cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"cryp
 
 [package.extras]
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-docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
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+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
@@ -3746,13 +4341,13 @@ files = [
 
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@@ -3797,13 +4392,13 @@ sql = ["pandas (>=1.0.5)", "pyarrow (>=1.0.0)"]
 
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@@ -3901,96 +4496,102 @@ files = [
 
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 [[package]]
@@ -4009,99 +4610,120 @@ pyyaml = "*"
 
 [[package]]
 name = "pyzmq"
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 description = "Python bindings for 0MQ"
 optional = false
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 [[package]]
@@ -4268,40 +4905,40 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.7.0"
+version = "0.7.1"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
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 [[package]]
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 description = "An Amazon S3 Transfer Manager"
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 [[package]]
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 ]
 
 [package.dependencies]
@@ -4348,12 +4990,12 @@ threadpoolctl = ">=3.1.0"
 
 [package.extras]
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 [[package]]
 name = "scipy"
@@ -4399,13 +5041,13 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo
 
 [[package]]
 name = "sentry-sdk"
-version = "2.6.0"
+version = "2.17.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
 files = [
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+    {file = "sentry_sdk-2.17.0-py2.py3-none-any.whl", hash = "sha256:625955884b862cc58748920f9e21efdfb8e0d4f98cca4ab0d3918576d5b606ad"},
+    {file = "sentry_sdk-2.17.0.tar.gz", hash = "sha256:dd0a05352b78ffeacced73a94e86f38b32e2eae15fff5f30ca5abb568a72eacf"},
 ]
 
 [package.dependencies]
@@ -4428,14 +5070,16 @@ falcon = ["falcon (>=1.4)"]
 fastapi = ["fastapi (>=0.79.0)"]
 flask = ["blinker (>=1.1)", "flask (>=0.11)", "markupsafe"]
 grpcio = ["grpcio (>=1.21.1)", "protobuf (>=3.8.0)"]
+http2 = ["httpcore[http2] (==1.*)"]
 httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
 huggingface-hub = ["huggingface-hub (>=0.22)"]
 langchain = ["langchain (>=0.0.210)"]
+litestar = ["litestar (>=2.0.0)"]
 loguru = ["loguru (>=0.5)"]
 openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
 opentelemetry = ["opentelemetry-distro (>=0.35b0)"]
-opentelemetry-experimental = ["opentelemetry-distro (>=0.40b0,<1.0)", "opentelemetry-instrumentation-aiohttp-client (>=0.40b0,<1.0)", "opentelemetry-instrumentation-django (>=0.40b0,<1.0)", "opentelemetry-instrumentation-fastapi (>=0.40b0,<1.0)", "opentelemetry-instrumentation-flask (>=0.40b0,<1.0)", "opentelemetry-instrumentation-requests (>=0.40b0,<1.0)", "opentelemetry-instrumentation-sqlite3 (>=0.40b0,<1.0)", "opentelemetry-instrumentation-urllib (>=0.40b0,<1.0)"]
+opentelemetry-experimental = ["opentelemetry-distro"]
 pure-eval = ["asttokens", "executing", "pure-eval"]
 pymongo = ["pymongo (>=3.1)"]
 pyspark = ["pyspark (>=2.4.4)"]
@@ -4445,7 +5089,7 @@ sanic = ["sanic (>=0.8)"]
 sqlalchemy = ["sqlalchemy (>=1.2)"]
 starlette = ["starlette (>=0.19.1)"]
 starlite = ["starlite (>=1.48)"]
-tornado = ["tornado (>=5)"]
+tornado = ["tornado (>=6)"]
 
 [[package]]
 name = "setproctitle"
@@ -4549,19 +5193,97 @@ test = ["pytest"]
 
 [[package]]
 name = "setuptools"
-version = "66.1.1"
+version = "75.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
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+    {file = "setuptools-75.3.0.tar.gz", hash = "sha256:fba5dd4d766e97be1b1681d98712680ae8f2f26d7881245f2ce9e40714f1a686"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.5.2)"]
+core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.collections", "jaraco.functools", "jaraco.text (>=3.7)", "more-itertools", "more-itertools (>=8.8)", "packaging", "packaging (>=24)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.12.*)", "pytest-mypy"]
+
+[[package]]
+name = "setuptools-scm"
+version = "8.1.0"
+description = "the blessed package to manage your versions by scm tags"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+packaging = ">=20"
+setuptools = "*"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+docs = ["entangled-cli (>=2.0,<3.0)", "mkdocs", "mkdocs-entangled-plugin", "mkdocs-material", "mkdocstrings[python]", "pygments"]
+rich = ["rich"]
+test = ["build", "pytest", "rich", "typing-extensions", "wheel"]
+
+[[package]]
+name = "shap"
+version = "0.46.0"
+description = "A unified approach to explain the output of any machine learning model."
+optional = false
+python-versions = ">=3.9"
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+    {file = "shap-0.46.0.tar.gz", hash = "sha256:bdaa5b098be5a958348015e940f6fd264339b5db1e651f9898a3117be95b05a0"},
 ]
 
+[package.dependencies]
+cloudpickle = "*"
+numba = "*"
+numpy = "*"
+packaging = ">20.9"
+pandas = "*"
+scikit-learn = "*"
+scipy = "*"
+slicer = "0.0.8"
+tqdm = ">=4.27.0"
+
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
-testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+docs = ["ipython", "matplotlib", "myst-parser (==2.0.0)", "nbsphinx (==0.9.3)", "numpydoc", "requests", "sphinx (==7.2.6)", "sphinx-github-changelog (==1.2.1)", "sphinx-rtd-theme (==2.0.0)"]
+others = ["lime"]
+plots = ["ipython", "matplotlib"]
+test = ["catboost", "gpboost", "lightgbm", "ngboost", "opencv-python", "protobuf (==3.20.3)", "pyod", "pyspark", "pytest", "pytest-cov", "pytest-mpl", "sentencepiece", "tensorflow", "tf-keras", "torch", "torch (==2.2.0)", "torchvision", "transformers", "xgboost"]
+test-core = ["pytest", "pytest-cov", "pytest-mpl"]
+test-notebooks = ["datasets", "jupyter", "keras", "nbconvert", "nbformat", "nlp", "transformers"]
 
 [[package]]
 name = "shellingham"
@@ -4607,6 +5329,17 @@ docs = ["fairlearn (>=0.7.0)", "matplotlib (>=3.3)", "numpydoc (>=1.0.0)", "pand
 rich = ["rich (>=12)"]
 tests = ["catboost (>=1.0)", "fairlearn (>=0.7.0)", "flake8 (>=3.8.2)", "flaky (>=3.7.0)", "lightgbm (>=3)", "matplotlib (>=3.3)", "pandas (>=1)", "pytest (>=7)", "pytest-cov (>=2.9.0)", "quantile-forest (>=1.0.0)", "rich (>=12)", "types-requests (>=2.28.5)", "xgboost (>=1.6)"]
 
+[[package]]
+name = "slicer"
+version = "0.0.8"
+description = "A small package for big slicing."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "slicer-0.0.8-py3-none-any.whl", hash = "sha256:6c206258543aecd010d497dc2eca9d2805860a0b3758673903456b7df7934dc3"},
+    {file = "slicer-0.0.8.tar.gz", hash = "sha256:2e7553af73f0c0c2d355f4afcc3ecf97c6f2156fcf4593955c3f56cf6c4d6eb7"},
+]
+
 [[package]]
 name = "smmap"
 version = "5.0.1"
@@ -4631,13 +5364,13 @@ 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 = [
-    {file = "soupsieve-2.5-py3-none-any.whl", hash = "sha256:eaa337ff55a1579b6549dc679565eac1e3d000563bcb1c8ab0d0fefbc0c2cdc7"},
-    {file = "soupsieve-2.5.tar.gz", hash = "sha256:5663d5a7b3bfaeee0bc4372e7fc48f9cff4940b3eec54a6451cc5299f1097690"},
+    {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
+    {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
 ]
 
 [[package]]
@@ -4675,13 +5408,13 @@ widechars = ["wcwidth"]
 
 [[package]]
 name = "tenacity"
-version = "8.4.1"
+version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tenacity-8.4.1-py3-none-any.whl", hash = "sha256:28522e692eda3e1b8f5e99c51464efcc0b9fc86933da92415168bc1c4e2308fa"},
-    {file = "tenacity-8.4.1.tar.gz", hash = "sha256:54b1412b878ddf7e1f1577cd49527bad8cdef32421bd599beac0c6c3f10582fd"},
+    {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
+    {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
 ]
 
 [package.extras]
@@ -4690,13 +5423,13 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
 [[package]]
 name = "termcolor"
-version = "2.4.0"
+version = "2.5.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "termcolor-2.4.0-py3-none-any.whl", hash = "sha256:9297c0df9c99445c2412e832e882a7884038a25617c60cea2ad69488d4040d63"},
-    {file = "termcolor-2.4.0.tar.gz", hash = "sha256:aab9e56047c8ac41ed798fa36d892a37aca6b3e9159f3e0c24bc64a9b3ac7b7a"},
+    {file = "termcolor-2.5.0-py3-none-any.whl", hash = "sha256:37b17b5fc1e604945c2642c872a3764b5d547a48009871aea3edd3afa180afb8"},
+    {file = "termcolor-2.5.0.tar.gz", hash = "sha256:998d8d27da6d48442e8e1f016119076b690d962507531df4890fcd2db2ef8a6f"},
 ]
 
 [package.extras]
@@ -4715,13 +5448,13 @@ files = [
 
 [[package]]
 name = "tomli"
-version = "2.0.1"
+version = "2.0.2"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
-    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
+    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
 ]
 
 [[package]]
@@ -4746,13 +5479,13 @@ files = [
 
 [[package]]
 name = "tqdm"
-version = "4.66.4"
+version = "4.66.6"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.4-py3-none-any.whl", hash = "sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644"},
-    {file = "tqdm-4.66.4.tar.gz", hash = "sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb"},
+    {file = "tqdm-4.66.6-py3-none-any.whl", hash = "sha256:223e8b5359c2efc4b30555531f09e9f2f3589bcd7fdd389271191031b49b7a63"},
+    {file = "tqdm-4.66.6.tar.gz", hash = "sha256:4bdd694238bef1485ce839d67967ab50af8f9272aab687c0d7702a01da0be090"},
 ]
 
 [package.dependencies]
@@ -4781,13 +5514,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "typer"
-version = "0.12.3"
+version = "0.12.5"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
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 docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
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 name = "virtualenv"
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 description = "Virtual Python Environment builder"
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 [package.dependencies]
@@ -4901,19 +5641,21 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 
 [[package]]
 name = "wandb"
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 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -4925,9 +5667,10 @@ protobuf = {version = ">=3.19.0,<4.21.0 || >4.21.0,<5.28.0 || >5.28.0,<6", marke
 psutil = ">=5.0.0"
 pyyaml = "*"
 requests = ">=2.0.0,<3"
-sentry-sdk = ">=1.0.0"
+sentry-sdk = ">=2.0.0"
 setproctitle = "*"
 setuptools = "*"
+typing-extensions = {version = ">=4.4,<5", markers = "python_version < \"3.12\""}
 
 [package.extras]
 aws = ["boto3"]
@@ -4936,7 +5679,7 @@ gcp = ["google-cloud-storage"]
 importers = ["filelock", "mlflow", "polars (<=1.2.1)", "rich", "tenacity"]
 kubeflow = ["google-cloud-storage", "kubernetes", "minio", "sh"]
 launch = ["awscli", "azure-containerregistry", "azure-identity", "azure-storage-blob", "boto3", "botocore", "chardet", "google-auth", "google-cloud-aiplatform", "google-cloud-artifact-registry", "google-cloud-compute", "google-cloud-storage", "iso8601", "jsonschema", "kubernetes", "kubernetes-asyncio", "nbconvert", "nbformat", "optuna", "pydantic", "pyyaml (>=6.0.0)", "tomli", "typing-extensions"]
-media = ["bokeh", "moviepy", "numpy", "pillow", "plotly (>=5.18.0)", "rdkit-pypi", "soundfile"]
+media = ["bokeh", "imageio", "moviepy", "numpy", "pillow", "plotly (>=5.18.0)", "rdkit", "soundfile"]
 models = ["cloudpickle"]
 perf = ["orjson"]
 sweeps = ["sweeps (>=0.2.0)"]
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 [[package]]
 name = "watchdog"
-version = "4.0.1"
+version = "5.0.3"
 description = "Filesystem events monitoring"
 optional = false
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 ]
 
 [package.extras]
@@ -4988,13 +5729,13 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "wcmatch"
-version = "8.5.2"
+version = "10.0"
 description = "Wildcard/glob file name matcher."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -5092,13 +5833,13 @@ files = [
 
 [[package]]
 name = "xyzservices"
-version = "2024.6.0"
+version = "2024.9.0"
 description = "Source of XYZ tiles providers"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -5121,108 +5862,101 @@ dev = ["doc8", "flake8", "flake8-import-order", "rstcheck[sphinx]", "sphinx"]
 
 [[package]]
 name = "yarl"
-version = "1.9.4"
+version = "1.17.0"
 description = "Yet another URL library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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+    {file = "yarl-1.17.0.tar.gz", hash = "sha256:d3f13583f378930377e02002b4085a3d025b00402d5a80911726d43a67911cd9"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10, <3.11"
-content-hash = "9caf73143d9e3b6d71389d7fce3b554c619492bff8567de39847129ed7309af2"
+content-hash = "c22ab3de1b76f7549448f4204d52fe0a2d9e68cbbd4d4e873fad667a075dffe3"
diff --git a/pyproject.toml b/pyproject.toml
index 4985c6709..54b5a20ca 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,6 +34,8 @@ scikit-learn = "^1.3.2"
 pandas = { extras = ["gcp", "parquet"], version = "^2.2.2" }
 skops = ">=0.9,<0.11"
 google-cloud-secret-manager = "^2.20.0"
+shap = "^0.46.0"
+matplotlib = "3.7.3"
 
 [tool.poetry.dev-dependencies]
 pre-commit = "^4.0.0"
diff --git a/src/gentropy/method/l2g/model.py b/src/gentropy/method/l2g/model.py
index 45d90f90d..e35e255a2 100644
--- a/src/gentropy/method/l2g/model.py
+++ b/src/gentropy/method/l2g/model.py
@@ -2,10 +2,12 @@
 
 from __future__ import annotations
 
+import json
 from dataclasses import dataclass, field
 from pathlib import Path
 from typing import TYPE_CHECKING, Any, Type
 
+import pandas as pd
 import skops.io as sio
 from pandas import DataFrame as pd_dataframe
 from pandas import to_numeric as pd_to_numeric
@@ -148,6 +150,23 @@ def save(self: LocusToGeneModel, path: str) -> None:
         else:
             sio.dump(self.model, path)
 
+    @staticmethod
+    def load_feature_matrix_from_wandb(wandb_run_name: str) -> pd.DataFrame:
+        """Loads dataset of feature matrix used during a wandb run.
+
+        Args:
+            wandb_run_name (str): Name of the wandb run to load the feature matrix from
+
+        Returns:
+            pd.DataFrame: Feature matrix used during the wandb run
+        """
+        with open(wandb_run_name) as f:
+            raw_data = json.load(f)
+
+        data = raw_data["data"]
+        columns = raw_data["columns"]
+        return pd.DataFrame(data, columns=columns)
+
     def _create_hugging_face_model_card(
         self: LocusToGeneModel,
         local_repo: str,
diff --git a/src/gentropy/method/l2g/trainer.py b/src/gentropy/method/l2g/trainer.py
index 1c4088462..fe56b3f42 100644
--- a/src/gentropy/method/l2g/trainer.py
+++ b/src/gentropy/method/l2g/trainer.py
@@ -2,11 +2,14 @@
 
 from __future__ import annotations
 
+import os
 from dataclasses import dataclass
 from functools import partial
-from typing import Any
+from typing import TYPE_CHECKING, Any
 
+import matplotlib.pyplot as plt
 import pandas as pd
+import shap
 from sklearn.metrics import (
     accuracy_score,
     f1_score,
@@ -15,7 +18,8 @@
     roc_auc_score,
 )
 from sklearn.model_selection import train_test_split
-from wandb.data_types import Table
+from wandb.data_types import Image, Table
+from wandb.errors.term import termlog as wandb_termlog
 from wandb.sdk.wandb_init import init as wandb_init
 from wandb.sdk.wandb_sweep import sweep as wandb_sweep
 from wandb.sklearn import plot_classifier
@@ -24,6 +28,11 @@
 from gentropy.dataset.l2g_feature_matrix import L2GFeatureMatrix
 from gentropy.method.l2g.model import LocusToGeneModel
 
+if TYPE_CHECKING:
+    from matplotlib.axes._axes import Axes
+    from shap._explanation import Explanation
+    from wandb.sdk.wandb_run import Run
+
 
 @dataclass
 class LocusToGeneTrainer:
@@ -34,13 +43,22 @@ class LocusToGeneTrainer:
 
     # Initialise vars
     features_list: list[str] | None = None
-    target_labels: list[str] | None = None
+    label_col: str = "goldStandardSet"
     x_train: pd.DataFrame | None = None
     y_train: pd.Series | None = None
     x_test: pd.DataFrame | None = None
     y_test: pd.Series | None = None
+    run: Run | None = None
     wandb_l2g_project_name: str = "gentropy-locus-to-gene"
 
+    def __post_init__(self) -> None:
+        """Set default features_list to feature_matrix's features_list if not provided."""
+        self.features_list = (
+            self.feature_matrix.features_list
+            if self.features_list is None
+            else self.features_list
+        )
+
     def fit(
         self: LocusToGeneTrainer,
     ) -> LocusToGeneModel:
@@ -65,6 +83,54 @@ def fit(
             return self.model
         raise ValueError("Train data not set, nothing to fit.")
 
+    def _get_shap_explanation(
+        self: LocusToGeneTrainer,
+        model: LocusToGeneModel,
+    ) -> Explanation:
+        """Get the SHAP values for the given model and data. We pass the full X matrix (without the labels) to interpret their shap values.
+
+        Args:
+            model (LocusToGeneModel): Model to explain.
+
+        Returns:
+                Explanation: SHAP values for the given model and data.
+
+        Raises:
+            ValueError: Train data not set, cannot get SHAP values.
+        """
+        if self.x_train is not None and self.x_test is not None:
+            training_data = pd.concat([self.x_train, self.x_test], ignore_index=True)
+            explainer = shap.TreeExplainer(
+                model.model,
+                data=training_data,
+                feature_perturbation="interventional",
+            )
+            return explainer(training_data)
+        raise ValueError("Train data not set.")
+
+    def log_plot_image_to_wandb(
+        self: LocusToGeneTrainer, title: str, plot: Axes
+    ) -> None:
+        """Accepts a plot object, and saves the fig to PNG to then log it in W&B.
+
+        Args:
+            title (str): Title of the plot.
+            plot (Axes): Shap plot to log.
+
+        Raises:
+            ValueError: Run not set, cannot log to W&B.
+        """
+        if self.run is None:
+            raise ValueError("Run not set, cannot log to W&B.")
+        if not plot:
+            # Scatter plot returns none, so we need to handle this case
+            plt.savefig("tmp.png", bbox_inches="tight")
+        else:
+            plot.figure.savefig("tmp.png", bbox_inches="tight")
+        self.run.log({title: Image("tmp.png")})
+        plt.close()
+        os.remove("tmp.png")
+
     def log_to_wandb(
         self: LocusToGeneTrainer,
         wandb_run_name: str,
@@ -76,12 +142,16 @@ def log_to_wandb(
 
         Args:
             wandb_run_name (str): Name of the W&B run
+
+        Raises:
+            ValueError: If dependencies are not available.
         """
         if (
             self.x_train is not None
             and self.x_test is not None
             and self.y_train is not None
             and self.y_test is not None
+            and self.features_list is not None
         ):
             assert (
                 not self.x_train.empty and not self.y_train.empty
@@ -89,7 +159,7 @@ def log_to_wandb(
             fitted_classifier = self.model.model
             y_predicted = fitted_classifier.predict(self.x_test.values)
             y_probas = fitted_classifier.predict_proba(self.x_test.values)
-            run = wandb_init(
+            self.run = wandb_init(
                 project=self.wandb_l2g_project_name,
                 name=wandb_run_name,
                 config=fitted_classifier.get_params(),
@@ -109,39 +179,66 @@ def log_to_wandb(
                 is_binary=True,
             )
             # Track evaluation metrics
-            run.log(
+            self.run.log(
                 {
                     "areaUnderROC": roc_auc_score(
                         self.y_test, y_probas[:, 1], average="weighted"
                     )
                 }
             )
-            run.log({"accuracy": accuracy_score(self.y_test, y_predicted)})
-            run.log(
+            self.run.log({"accuracy": accuracy_score(self.y_test, y_predicted)})
+            self.run.log(
                 {
                     "weightedPrecision": precision_score(
                         self.y_test, y_predicted, average="weighted"
                     )
                 }
             )
-            run.log(
+            self.run.log(
                 {
                     "weightedRecall": recall_score(
                         self.y_test, y_predicted, average="weighted"
                     )
                 }
             )
-            run.log({"f1": f1_score(self.y_test, y_predicted, average="weighted")})
+            self.run.log({"f1": f1_score(self.y_test, y_predicted, average="weighted")})
             # Track gold standards and their features
-            run.log(
+            self.run.log(
                 {"featureMatrix": Table(dataframe=self.feature_matrix._df.toPandas())}
             )
             # Log feature missingness
-            run.log(
+            self.run.log(
                 {
                     "missingnessRates": self.feature_matrix.calculate_feature_missingness_rate()
                 }
             )
+            # Plot marginal contribution of each feature
+            explanation = self._get_shap_explanation(self.model)
+            self.log_plot_image_to_wandb(
+                "Feature Contribution",
+                shap.plots.bar(
+                    explanation, max_display=len(self.x_train.columns), show=False
+                ),
+            )
+            self.log_plot_image_to_wandb(
+                "Beeswarm Plot",
+                shap.plots.beeswarm(
+                    explanation, max_display=len(self.x_train.columns), show=False
+                ),
+            )
+            # Plot correlation between feature values and their importance
+            for feature in self.features_list:
+                self.log_plot_image_to_wandb(
+                    f"Effect of {feature} on the predictions",
+                    shap.plots.scatter(
+                        explanation[:, feature],
+                        show=False,
+                    ),
+                )
+            wandb_termlog("Logged Shapley contributions.")
+            self.run.finish()
+        else:
+            raise ValueError("Something went wrong, couldn't log to W&B.")
 
     def train(
         self: LocusToGeneTrainer,
@@ -158,20 +255,12 @@ def train(
         data_df = self.feature_matrix._df.drop("geneId", "studyLocusId").toPandas()
 
         # Encode labels in `goldStandardSet` to a numeric value
-        data_df["goldStandardSet"] = data_df["goldStandardSet"].map(
-            self.model.label_encoder
-        )
+        data_df[self.label_col] = data_df[self.label_col].map(self.model.label_encoder)
 
         # Ensure all columns are numeric and split
         data_df = data_df.apply(pd.to_numeric)
-        self.feature_cols = [
-            col
-            for col in data_df.columns
-            if col not in ["studyLocusId", "goldStandardSet"]
-        ]
-        label_col = "goldStandardSet"
-        X = data_df[self.feature_cols].copy()
-        y = data_df[label_col].copy()
+        X = data_df[self.features_list].copy()
+        y = data_df[self.label_col].copy()
         self.x_train, self.x_test, self.y_train, self.y_test = train_test_split(
             X, y, test_size=0.2, random_state=42
         )
diff --git a/utils/install_dependencies_on_cluster.sh b/utils/install_dependencies_on_cluster.sh
index b0a165c04..849dee0c3 100644
--- a/utils/install_dependencies_on_cluster.sh
+++ b/utils/install_dependencies_on_cluster.sh
@@ -62,7 +62,7 @@ function main() {
     echo "Install package..."
     # NOTE: ensure the gentropy is reinstalled each time without version cache
     # see https://pip.pypa.io/en/stable/cli/pip_install/#cmdoption-force-reinstall
-    run_with_retry pip install --force-reinstall ${PACKAGENAME}
+    run_with_retry pip install --force-reinstall --ignore-installed ${PACKAGENAME}
 
 }