diff --git a/poetry.lock b/poetry.lock
index b43a900..d42c3b4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -13,27 +13,27 @@ files = [
 
 [[package]]
 name = "adani"
-version = "0.14.3"
+version = "1.0.3"
 description = "Code computing approximate DIS N3LO coefficients"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -60,13 +60,13 @@ files = [
 
 [[package]]
 name = "astroid"
-version = "3.1.0"
+version = "3.2.4"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -89,13 +89,13 @@ wheel = ">=0.23.0,<1.0"
 
 [[package]]
 name = "babel"
-version = "2.14.0"
+version = "2.15.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -118,74 +118,89 @@ six = "*"
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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-version = "1.16.0"
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 python-versions = ">=3.8"
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@@ -342,126 +357,146 @@ test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
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 ]
 
 [package.dependencies]
@@ -487,32 +522,32 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dask"
-version = "2024.3.1"
+version = "2024.8.0"
 description = "Parallel PyData with Task Scheduling"
 optional = true
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
 click = ">=8.1"
 cloudpickle = ">=1.5.0"
-distributed = {version = "2024.3.1", optional = true, markers = "extra == \"distributed\""}
+distributed = {version = "2024.8.0", optional = true, markers = "extra == \"distributed\""}
 fsspec = ">=2021.09.0"
 importlib-metadata = {version = ">=4.13.0", markers = "python_version < \"3.12\""}
 packaging = ">=20.0"
-partd = ">=1.2.0"
+partd = ">=1.4.0"
 pyyaml = ">=5.3.1"
 toolz = ">=0.10.0"
 
 [package.extras]
 array = ["numpy (>=1.21)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=7.0)", "pyarrow-hotfix"]
-dataframe = ["dask-expr (>=1.0,<1.1)", "dask[array]", "pandas (>=1.3)"]
+dataframe = ["dask-expr (>=1.1,<1.2)", "dask[array]", "pandas (>=2.0)"]
 diagnostics = ["bokeh (>=2.4.2)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2024.3.1)"]
+distributed = ["distributed (==2024.8.0)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
@@ -532,19 +567,19 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "distributed"
-version = "2024.3.1"
+version = "2024.8.0"
 description = "Distributed scheduler for Dask"
 optional = true
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 click = ">=8.0"
 cloudpickle = ">=1.5.0"
-dask = "2024.3.1"
+dask = "2024.8.0"
 jinja2 = ">=2.10.3"
 locket = ">=1.0.0"
 msgpack = ">=1.0.0"
@@ -571,13 +606,13 @@ files = [
 
 [[package]]
 name = "eko"
-version = "0.14.2"
+version = "0.14.6"
 description = "Evolution Kernel Operators"
 optional = true
-python-versions = ">=3.9,<3.13"
+python-versions = "<3.13,>=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -595,13 +630,13 @@ mark = ["banana-hep (>=0.6.12,<0.7.0)", "matplotlib (>=3.5.1,<4.0.0)", "pandas (
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -609,64 +644,64 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "flatbuffers"
-version = "24.3.7"
+version = "24.3.25"
 description = "The FlatBuffers serialization format for Python"
 optional = true
 python-versions = "*"
 files = [
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 [[package]]
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 python-versions = ">=3.8"
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 [package.extras]
@@ -683,60 +718,15 @@ ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=15.1.0)"]
 woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
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-
 [[package]]
 name = "fsspec"
-version = "2024.3.1"
+version = "2024.6.1"
 description = "File-system specification"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -744,7 +734,8 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -761,6 +752,9 @@ s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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 tqdm = ["tqdm"]
 
 [[package]]
@@ -776,13 +770,13 @@ files = [
 
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+version = "0.6.0"
 description = "Python AST that abstracts the underlying Python version"
 optional = true
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 ]
 
 [package.dependencies]
@@ -932,13 +914,13 @@ sparktrials = ["pyspark"]
 
 [[package]]
 name = "idna"
-version = "3.6"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
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 ]
 
 [[package]]
@@ -954,22 +936,22 @@ files = [
 
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+version = "8.2.0"
 description = "Read metadata from Python packages"
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 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 [package.extras]
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 perf = ["ipython"]
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 [[package]]
 name = "importlib-resources"
@@ -1016,13 +998,13 @@ colors = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.3"
+version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1033,13 +1015,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
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-version = "3.1.1"
+version = "3.4.1"
 description = "Multi-backend Keras."
 optional = true
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1049,6 +1031,7 @@ ml-dtypes = "*"
 namex = "*"
 numpy = "*"
 optree = "*"
+packaging = "*"
 rich = "*"
 
 [[package]]
@@ -1217,6 +1200,8 @@ description = "Clang Python Bindings, mirrored from the official LLVM repo: http
 optional = true
 python-versions = "*"
 files = [
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@@ -1486,36 +1471,36 @@ files = [
 
 [[package]]
 name = "ml-dtypes"
-version = "0.3.2"
+version = "0.4.0"
 description = ""
 optional = true
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
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 ]
 
 [package.extras]
@@ -1599,13 +1584,13 @@ files = [
 
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 [[package]]
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 [package.dependencies]
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 hyperopt = "*"
 matplotlib = ">=3.3.0,<3.8"
 numpy = "*"
 pandas = "*"
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 prompt_toolkit = "*"
 psutil = "*"
 pymongo = "<4"
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 url = "https://github.com/NNPDF/nnpdf"
 reference = "HEAD"
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 name = "numba"
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-    {version = ">=1.26.0,<2", markers = "python_version >= \"3.12\""},
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+    {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
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 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -1906,13 +1919,13 @@ xml = ["lxml (>=4.9.2)"]
 
 [[package]]
 name = "partd"
-version = "1.4.1"
+version = "1.4.2"
 description = "Appendable key-value storage"
 optional = true
-python-versions = ">=3.7"
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 toolz = "*"
 
 [package.extras]
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+complete = ["blosc", "numpy (>=1.20.0)", "pandas (>=1.3)", "pyzmq"]
 
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+docs = ["furo", "olefile", "sphinx (>=7.3)", "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"]
@@ -2009,56 +2034,54 @@ xmp = ["defusedxml"]
 
 [[package]]
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+version = "0.8.2"
 description = "Python bindings to PineAPPL"
 optional = false
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+python-versions = ">=3.6"
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 ]
 
 [package.dependencies]
 numpy = ">=1.16.0,<2.0.0"
 
 [package.extras]
-docs = ["nbsphinx (>=0.9.2)", "sphinx (>=6.2.1)", "sphinx_rtd_theme (>=1.2.2)", "sphinxcontrib-bibtex (>=2.5.0)"]
+cli = ["pineappl-cli"]
+docs = ["nbsphinx (>=0.9.2)", "sphinx (>=6.2.1)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-bibtex (>=2.5.0)"]
 test = ["pytest", "pytest-cov"]
 
 [[package]]
@@ -2074,28 +2097,29 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.2"
+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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 ]
 
 [package.extras]
 docs = ["furo (>=2023.9.10)", "proselint (>=0.13)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.4.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2104,13 +2128,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = true
 python-versions = ">=3.7.0"
 files = [
-    {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
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 ]
 
 [package.dependencies]
@@ -2118,47 +2142,48 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "4.25.3"
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 [package.dependencies]
-numpy = ">=1.22.4,<1.29.0"
+numpy = ">=1.22.4,<2.3"
 
 [package.extras]
-dev = ["click", "cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
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-test = ["asv", "gmpy2", "hypothesis", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy", "pycodestyle", "pydevtool", "rich-click", "ruff", "types-psutil", "typing_extensions"]
+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"
@@ -2779,19 +2808,19 @@ stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"]
 
 [[package]]
 name = "setuptools"
-version = "69.2.0"
+version = "72.1.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "six"
@@ -2882,17 +2911,17 @@ 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"]
 
@@ -2916,33 +2945,33 @@ Sphinx = ">=3.5"
 
 [[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 = "2.0.5"
+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]
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+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["html5lib", "pytest"]
 
@@ -2976,33 +3005,33 @@ test = ["flake8", "mypy", "pytest"]
 
 [[package]]
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+version = "2.0.0"
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 [package.extras]
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 standalone = ["Sphinx (>=5)"]
-test = ["pytest"]
+test = ["defusedxml (>=0.7.1)", "pytest"]
 
 [[package]]
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 [package.extras]
-lint = ["docutils-stubs", "flake8", "mypy"]
+lint = ["mypy", "ruff (==0.5.5)", "types-docutils"]
 standalone = ["Sphinx (>=5)"]
 test = ["pytest"]
 
@@ -3019,12 +3048,12 @@ files = [
 
 [[package]]
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+version = "2.17.0"
 description = "TensorBoard lets you watch Tensors Flow"
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 python-versions = ">=3.9"
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 [package.dependencies]
@@ -3032,7 +3061,7 @@ absl-py = ">=0.4"
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 markdown = ">=2.6.8"
 numpy = ">=1.12.0"
-protobuf = ">=3.19.6,<4.24.0 || >4.24.0"
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 setuptools = ">=41.0.0"
 six = ">1.9"
 tensorboard-data-server = ">=0.7.0,<0.8.0"
@@ -3052,44 +3081,40 @@ files = [
 
 [[package]]
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+version = "2.17.0"
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 termcolor = ">=1.1.0"
 typing-extensions = ">=3.6.6"
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 [[package]]
 name = "termcolor"
@@ -3165,13 +3193,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.4"
+version = "0.13.0"
 description = "Style preserving TOML library"
 optional = false
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 [[package]]
@@ -3187,33 +3215,33 @@ files = [
 
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+version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = true
-python-versions = ">= 3.8"
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 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -3227,13 +3255,13 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
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+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
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 python-versions = ">=3.8"
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 ]
 
 [[package]]
@@ -3249,13 +3277,13 @@ files = [
 
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 python-versions = ">=3.8"
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 [package.extras]
@@ -3292,13 +3320,13 @@ files = [
 
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 name = "werkzeug"
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 description = "The comprehensive WSGI web application library."
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "werkzeug-3.0.1-py3-none-any.whl", hash = "sha256:90a285dc0e42ad56b34e696398b8122ee4c681833fb35b8334a095d82c56da10"},
-    {file = "werkzeug-3.0.1.tar.gz", hash = "sha256:507e811ecea72b18a404947aded4b3390e1db8f826b494d76550ef45bb3b1dcc"},
+    {file = "werkzeug-3.0.3-py3-none-any.whl", hash = "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"},
+    {file = "werkzeug-3.0.3.tar.gz", hash = "sha256:097e5bfda9f0aba8da6b8545146def481d06aa7d3266e7448e2cccf67dd8bd18"},
 ]
 
 [package.dependencies]
@@ -3309,13 +3337,13 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "wheel"
-version = "0.43.0"
+version = "0.44.0"
 description = "A built-package format for Python"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "wheel-0.43.0-py3-none-any.whl", hash = "sha256:55c570405f142630c6b9f72fe09d9b67cf1477fcf543ae5b8dcb1f5b7377da81"},
-    {file = "wheel-0.43.0.tar.gz", hash = "sha256:465ef92c69fa5c5da2d1cf8ac40559a8c940886afcef87dcf14b9470862f1d85"},
+    {file = "wheel-0.44.0-py3-none-any.whl", hash = "sha256:2376a90c98cc337d18623527a97c31797bd02bad0033d41547043a1cbfbe448f"},
+    {file = "wheel-0.44.0.tar.gz", hash = "sha256:a29c3f2817e95ab89aa4660681ad547c0e9547f20e75b0562fe7723c9a2a9d49"},
 ]
 
 [package.extras]
@@ -3402,28 +3430,28 @@ files = [
 
 [[package]]
 name = "yadism"
-version = "0.13.3"
+version = "0.13.4"
 description = "Yet Another Deep-Inelastic Scattering Module"
 optional = true
 python-versions = "<3.13,>=3.9"
 files = [
-    {file = "yadism-0.13.3-py3-none-any.whl", hash = "sha256:2c6c8d991e04a161a323472540b607d3ecc5c73c2af4c9b5519a4868f2e24115"},
-    {file = "yadism-0.13.3.tar.gz", hash = "sha256:e9d278933c9a4febc05a076f361d8aa75a8096331474046f821819b1a5b09232"},
+    {file = "yadism-0.13.4-py3-none-any.whl", hash = "sha256:3c356175bd0fdd41cf2095ebfbc016e0f37409d7b2f1b16e459766451c9a7aae"},
+    {file = "yadism-0.13.4.tar.gz", hash = "sha256:5423ab1c2ceaa3b62ec6047e3ca43181011708b28e37008ac3bd674bc72e1c6d"},
 ]
 
 [package.dependencies]
-adani = ">=0.14.1,<0.15.0"
+adani = ">=1.0.2,<2.0.0"
 eko = ">=0.14.2,<0.15.0"
 LeProHQ = ">=0.2.5,<0.3.0"
 numba = ">=0.59.0,<0.60.0"
 numpy = ">=1.22.0,<2.0.0"
 pandas = ">=2.1.4,<3.0.0"
-pineappl = {version = ">=0.7.0,<0.8.0", optional = true, markers = "extra == \"box\""}
+pineappl = {version = ">=0.8.2,<0.9.0", optional = true, markers = "extra == \"box\""}
 rich = ">=12.4.4,<13.0.0"
 scipy = ">=1.10.0,<2.0.0"
 
 [package.extras]
-box = ["pineappl (>=0.7.0,<0.8.0)"]
+box = ["pineappl (>=0.8.2,<0.9.0)"]
 mark = ["banana-hep (>=0.6.13,<0.7.0)", "sqlalchemy (>=1.4.21,<2.0.0)"]
 
 [[package]]
@@ -3439,18 +3467,18 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.18.1"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
-    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+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)"]
 
 [extras]
 complete = ["eko", "nnpdf", "yadism"]
@@ -3462,4 +3490,4 @@ vrap = ["eko"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "6c2158c83a051f4cea6924c7166fecb9b886ce80d6e677b32cb93b08871cbc41"
+content-hash = "0fb3f4323b15f14c18d22fd47e95f66385d911ba1be74e3c9362aa89d64581f9"
diff --git a/pyproject.toml b/pyproject.toml
index 5170d4f..05d91e7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,11 +32,11 @@ pkgconfig = "^1.5.5"
 pygit2 = "^1.12.0"
 requests = "^2.26.0"
 lhapdf-management = "^0.3"
-pineappl = "^0.7.2"
+pineappl = "^0.8.2"
 more-itertools = "^8.10.0"
 appdirs = "^1.4.4"
 tomli = "^2.0.1"
-yadism = { extras = ["box"], version = "^0.13.3", optional=true, markers = "python_version < '3.13'" }
+yadism = { extras = ["box"], version = "^0.13.4", optional=true, markers = "python_version < '3.13'" }
 eko = { extras = ["box"], version = "^0.14.2", optional=true, markers = "python_version < '3.13'" }
 nnpdf = { git = "https://github.com/NNPDF/nnpdf", optional = true, markers = "python_version > '3.8'" }
 
diff --git a/src/pinefarm/external/integrability.py b/src/pinefarm/external/integrability.py
index 122039e..9000479 100644
--- a/src/pinefarm/external/integrability.py
+++ b/src/pinefarm/external/integrability.py
@@ -34,7 +34,7 @@ class _IntegrabilityRuncard:
     lepton_pid: int
     flavour: int
     xgrid: typing.List[float]
-    polarized: typing.Optional[str] = "False"
+    convolution_type: typing.Optional[str] = "UnpolPDF"
 
     def asdict(self):
         return dataclasses.asdict(self)
@@ -53,7 +53,7 @@ def __init__(self, *args, **kwargs):
         self._q2 = np.power(self.theory["Q0"], 2)
         self._info = _IntegrabilityRuncard(**yaml_dict)
         self._evo2fl = evolution_to_flavour(self._info.flavour)
-        self.polarized = self._info.polarized
+        self.convolution_type = self._info.convolution_type
 
     def run(self):
         """Empty function."""
@@ -69,11 +69,12 @@ def generate_pineappl(self):
         params = pineappl.subgrid.SubgridParams()
         # Initialize and parametrize grid
         grid = pineappl.grid.Grid.create(luminosities, orders, [0.0, 1.0], params)
-        grid.set_key_value("initial_state_1", str(self._info.hadron_pid))
-        grid.set_key_value("initial_state_2", str(self._info.lepton_pid))
+        grid.set_key_value("convolution_particle_1", str(self._info.hadron_pid))
+        grid.set_key_value("convolution_particle_2", str(self._info.lepton_pid))
         grid.set_key_value("runcard", json.dumps(self._info.asdict()))
         grid.set_key_value("lumi_id_types", "pdg_mc_ids")
-        grid.set_key_value("polarized", self.polarized)
+        grid.set_key_value("convolution_type_1", self.convolution_type)
+        grid.set_key_value("convolution_type_2", str(None))
         # Fill grid with x*f(x)
         # use subgrid because fill doesn't work?
         x = self._info.xgrid
diff --git a/src/pinefarm/external/positivity.py b/src/pinefarm/external/positivity.py
index 189ac54..a57fb24 100644
--- a/src/pinefarm/external/positivity.py
+++ b/src/pinefarm/external/positivity.py
@@ -33,7 +33,7 @@ def generate_pineappl(self):
         self.pid = self.runcard["pid"]
         self.q2 = self.runcard["q2"]
         self.hadron_pid = self.runcard["hadron_pid"]
-        self.polarized = self.runcard.get("polarized", "False")
+        self.convolution_type = self.runcard.get("convolution_type", "UnpolPDF")
 
         # init pineappl objects
         lumi_entries = [pineappl.lumi.LumiEntry([(self.pid, self.lepton_pid, 1.0)])]
@@ -67,11 +67,12 @@ def generate_pineappl(self):
         grid.set_remapper(remapper)
 
         # set the initial state PDF ids for the grid
-        grid.set_key_value("initial_state_1", str(self.hadron_pid))
-        grid.set_key_value("initial_state_2", str(self.lepton_pid))
+        grid.set_key_value("convolution_particle_1", str(self.hadron_pid))
+        grid.set_key_value("convolution_particle_2", str(self.lepton_pid))
         grid.set_key_value("runcard", json.dumps(self.runcard))
         grid.set_key_value("lumi_id_types", "pdg_mc_ids")
-        grid.set_key_value("polarized", self.polarized)
+        grid.set_key_value("convolution_type_1", self.convolution_type)
+        grid.set_key_value("convolution_type_2", str(None))
         grid.optimize()
         grid.write(str(self.grid))
 
diff --git a/src/pinefarm/table.py b/src/pinefarm/table.py
index e5857df..e704171 100644
--- a/src/pinefarm/table.py
+++ b/src/pinefarm/table.py
@@ -31,7 +31,7 @@ def convolute_grid(grid, pdf_name, integrated=False):
 
     pdf = lhapdf.mkPDF(pdf_name)
     loaded_grid = pineappl.grid.Grid.read(str(grid))
-    pineappl_results = loaded_grid.convolute_with_one(
+    pineappl_results = loaded_grid.convolve_with_one(
         2212, pdf.xfxQ2, pdf.alphasQ2, xi=tools.nine_points
     )