diff --git a/poetry.lock b/poetry.lock
index 4d11ea40..9b301845 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,15 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
-
-[[package]]
-name = "absl-py"
-version = "2.1.0"
-description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff"},
-    {file = "absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308"},
-]
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -35,13 +24,13 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "3.2.4"
+version = "3.3.5"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.9.0"
 files = [
-    {file = "astroid-3.2.4-py3-none-any.whl", hash = "sha256:413658a61eeca6202a59231abb473f932038fbcbf1666587f66d482083413a25"},
-    {file = "astroid-3.2.4.tar.gz", hash = "sha256:0e14202810b30da1b735827f78f5157be2bbd4a7a59b7707ca0bfc2fb4c0063a"},
+    {file = "astroid-3.3.5-py3-none-any.whl", hash = "sha256:a9d1c946ada25098d790e079ba2a1b112157278f3fb7e718ae6a9252f5835dc8"},
+    {file = "astroid-3.3.5.tar.gz", hash = "sha256:5cfc40ae9f68311075d27ef68a4841bdc5cc7f6cf86671b49f00607d30188e2d"},
 ]
 
 [package.dependencies]
@@ -65,49 +54,34 @@ six = ">=1.12.0"
 astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
 test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
-[[package]]
-name = "astunparse"
-version = "1.6.3"
-description = "An AST unparser for Python"
-optional = false
-python-versions = "*"
-files = [
-    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
-    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
-]
-
-[package.dependencies]
-six = ">=1.6.1,<2.0"
-wheel = ">=0.23.0,<1.0"
-
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "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]
@@ -136,129 +110,129 @@ PyYAML = ">=6.0,<7.0"
 rich = ">=12.4.4,<13.0.0"
 SQLAlchemy = ">=1.4.29,<2.0.0"
 
-[[package]]
-name = "blessings"
-version = "1.7"
-description = "A thin, practical wrapper around terminal coloring, styling, and positioning"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
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-    {file = "blessings-1.7.tar.gz", hash = "sha256:98e5854d805f50a5b58ac2333411b0482516a8210f23f43308baeb58d77c157d"},
-]
-
-[package.dependencies]
-six = "*"
-
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
-    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [[package]]
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
-[[package]]
-name = "cloudpickle"
-version = "3.0.0"
-description = "Pickler class to extend the standard pickle.Pickler functionality"
-optional = false
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-
 [[package]]
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 version = "0.4.6"
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+version = "1.3.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
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 [package.dependencies]
@@ -456,36 +450,6 @@ files = [
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 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
-[[package]]
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-python-versions = ">=3.9"
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-[package.extras]
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-
 [[package]]
 name = "decorator"
 version = "5.1.1"
@@ -499,47 +463,19 @@ files = [
 
 [[package]]
 name = "dill"
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 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
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 profile = ["gprof2dot (>=2022.7.29)"]
 
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-zict = ">=3.0.0"
-
 [[package]]
 name = "docutils"
 version = "0.18.1"
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 [[package]]
 name = "executing"
-version = "2.0.1"
+version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
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 pyrepl = ">=0.8.2"
 
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-
 [[package]]
 name = "idna"
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+
 [[package]]
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@@ -981,40 +738,48 @@ files = [
 
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 [package.dependencies]
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 [package.extras]
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 [[package]]
 name = "jinja2"
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-optree = "*"
-packaging = "*"
-rich = "*"
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 [package.dependencies]
@@ -2020,24 +1463,6 @@ files = [
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 testing = ["docopt", "pytest"]
 
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-[package.dependencies]
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-toolz = "*"
-
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-
 [[package]]
 name = "pdbpp"
 version = "0.10.3"
@@ -2173,95 +1598,90 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pillow"
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 description = "Python Imaging Library (Fork)"
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 mic = ["olefile"]
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 [package.dependencies]
@@ -2322,19 +1742,19 @@ test = ["pytest", "pytest-cov"]
 
 [[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)"]
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+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "pluggy"
@@ -2353,67 +1773,18 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prompt-toolkit"
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 description = "Library for building powerful interactive command lines in Python"
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 python-versions = ">=3.7.0"
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 [package.dependencies]
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-
-[package.extras]
-test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
-
 [[package]]
 name = "ptyprocess"
 version = "0.7.0"
@@ -2439,17 +1810,6 @@ files = [
 [package.extras]
 tests = ["pytest"]
 
-[[package]]
-name = "py4j"
-version = "0.10.9.7"
-description = "Enables Python programs to dynamically access arbitrary Java objects"
-optional = false
-python-versions = "*"
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-
 [[package]]
 name = "pybtex"
 version = "0.24.0"
@@ -2500,17 +1860,17 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "3.2.6"
+version = "3.3.1"
 description = "python code static checker"
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.9.0"
 files = [
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 ]
 
 [package.dependencies]
-astroid = ">=3.2.4,<=3.3.0-dev0"
+astroid = ">=3.3.4,<=3.4.0-dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
     {version = ">=0.2", markers = "python_version < \"3.11\""},
@@ -2528,143 +1888,15 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
 spelling = ["pyenchant (>=3.2,<4.0)"]
 testutils = ["gitpython (>3)"]
 
-[[package]]
-name = "pymongo"
-version = "3.13.0"
-description = "Python driver for MongoDB <http://www.mongodb.org>"
-optional = false
-python-versions = "*"
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 name = "requests"
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 ]
 
 [[package]]
@@ -3014,27 +2211,6 @@ dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pyde
 doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.12.0)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
 test = ["array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
-[[package]]
-name = "seaborn"
-version = "0.13.2"
-description = "Statistical data visualization"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
-[package.dependencies]
-matplotlib = ">=3.4,<3.6.1 || >3.6.1"
-numpy = ">=1.20,<1.24.0 || >1.24.0"
-pandas = ">=1.2"
-
-[package.extras]
-dev = ["flake8", "flit", "mypy", "pandas-stubs", "pre-commit", "pytest", "pytest-cov", "pytest-xdist"]
-docs = ["ipykernel", "nbconvert", "numpydoc", "pydata_sphinx_theme (==0.10.0rc2)", "pyyaml", "sphinx (<6.0.0)", "sphinx-copybutton", "sphinx-design", "sphinx-issues"]
-stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"]
-
 [[package]]
 name = "setuptools"
 version = "69.5.1"
@@ -3073,17 +2249,6 @@ files = [
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 ]
 
-[[package]]
-name = "sortedcontainers"
-version = "2.4.0"
-description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
-optional = false
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "sphinx"
 version = "7.3.7"
@@ -3141,17 +2306,17 @@ dev = ["bump2version", "sphinxcontrib-httpdomain", "transifex-client", "wheel"]
 
 [[package]]
 name = "sphinxcontrib-applehelp"
-version = "1.0.8"
+version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
@@ -3175,33 +2340,33 @@ Sphinx = ">=2.1"
 
 [[package]]
 name = "sphinxcontrib-devhelp"
-version = "1.0.6"
+version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sphinxcontrib-htmlhelp"
-version = "2.0.6"
+version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
@@ -3235,89 +2400,87 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-qthelp"
-version = "1.0.8"
+version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["defusedxml (>=0.7.1)", "pytest"]
 
 [[package]]
 name = "sphinxcontrib-serializinghtml"
-version = "1.1.10"
+version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
 [[package]]
 name = "sqlalchemy"
-version = "1.4.52"
+version = "1.4.54"
 description = "Database Abstraction Library"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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-    {file = "wrapt-1.16.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:5f15814a33e42b04e3de432e573aa557f9f0f56458745c2074952f564c50e664"},
-    {file = "wrapt-1.16.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:db2e408d983b0e61e238cf579c09ef7020560441906ca990fe8412153e3b291f"},
-    {file = "wrapt-1.16.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:edfad1d29c73f9b863ebe7082ae9321374ccb10879eeabc84ba3b69f2579d537"},
-    {file = "wrapt-1.16.0-cp39-cp39-win32.whl", hash = "sha256:ed867c42c268f876097248e05b6117a65bcd1e63b779e916fe2e33cd6fd0d3c3"},
-    {file = "wrapt-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:eb1b046be06b0fce7249f1d025cd359b4b80fc1c3e24ad9eca33e0dcdb2e4a35"},
-    {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
-    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
-]
-
-[[package]]
-name = "zict"
-version = "3.0.0"
-description = "Mutable mapping tools"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "zict-3.0.0-py2.py3-none-any.whl", hash = "sha256:5796e36bd0e0cc8cf0fbc1ace6a68912611c1dbd74750a3f3026b9b9d6a327ae"},
-    {file = "zict-3.0.0.tar.gz", hash = "sha256:e321e263b6a97aafc0790c3cfb3c04656b7066e6738c37fffcca95d803c9fba5"},
-]
-
 [[package]]
 name = "zipp"
-version = "3.19.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
-    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [extras]
 docs = []
-nnpdf = ["lhapdf-management", "nnpdf"]
+nnpdf = ["nnpdf-data"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "21046412268fdc8fcde8a69588d22afc27292006bb3e211c83e9a759e4bde07b"
+content-hash = "650387179ae5ea33ecbb1046d689aaee9bbf9be8610194321da027eebb1a8814"
diff --git a/pyproject.toml b/pyproject.toml
index 90c9f08d..b9c07b30 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,8 +35,7 @@ pandas = "^2.1"
 rich = "^12.5.1"
 click = "^8.0.4"
 tomli = "^2.0.1"
-nnpdf = { git = "https://github.com/NNPDF/nnpdf", optional = true}
-lhapdf-management = { version = "^0.5", optional = true }
+nnpdf-data = { version = "*", optional = true}
 
 [tool.poetry.group.docs]
 optional = true
@@ -51,8 +50,7 @@ setuptools = "^69.0"
 optional = true
 
 [tool.poetry.group.test.dependencies]
-lhapdf-management = { version = "^0.5" }
-nnpdf = { git = "https://github.com/NNPDF/nnpdf" }
+nnpdf-data = "*"
 pytest = "^7.1.3"
 pytest-cov = "^4.0.0"
 pytest-env = "^0.6.2"
@@ -65,7 +63,7 @@ ipython = "^8.0"
 
 [tool.poetry.extras]
 docs = ["sphinx", "sphinx-rtd-theme", "sphinxcontrib-bibtex"]
-nnpdf = ["nnpdf", "lhapdf-management"]
+nnpdf = ["nnpdf-data"]
 
 [tool.poetry.scripts]
 pineko = "pineko:command"
diff --git a/src/pineko/utils.py b/src/pineko/utils.py
index 66076ee7..a1fce798 100644
--- a/src/pineko/utils.py
+++ b/src/pineko/utils.py
@@ -29,14 +29,17 @@ def read_grids_from_nnpdf(dataset_name, configs=None):
         return None
 
     # Import NNPDF only if we really want it!
-    from nnpdf_data import legacy_to_new_map
-    from validphys.commondataparser import EXT
-    from validphys.loader import Loader
+    from nnpdf_data import legacy_to_new_map, path_commondata
+    from nnpdf_data.commondataparser import EXT, parse_new_metadata
 
-    # We only need the metadata, so this should be enough
+    # We only need the metadata, so this should be enough.
+    # Pass it through the legacy_to_new in case this is an old name.
     dataset_name, variant = legacy_to_new_map(dataset_name)
-    cd = Loader().check_commondata(dataset_name, variant=variant)
-    fks = cd.metadata.theory.FK_tables
+
+    setname, observable = dataset_name.rsplit("_", 1)
+    metadata_file = path_commondata / setname / "metadata.yaml"
+    metadata = parse_new_metadata(metadata_file, observable, variant=variant)
+    fks = metadata.theory.FK_tables
     # Return it flat
     return [f"{i}.{EXT}" for operand in fks for i in operand]