diff --git a/extras/heavy_em_n3lo/README.md b/extras/heavy_em_n3lo/README.md
index 3853636d..cfa8dd6d 100644
--- a/extras/heavy_em_n3lo/README.md
+++ b/extras/heavy_em_n3lo/README.md
@@ -1,16 +1,15 @@
-In order to compute all the N3LO grids run
-```
+In order to compute the pre-tabulated aN3LO heavy coefficient functions,
+first run:
+
+```sh
 python produce_grids.py
+```
 
-cores=4
-order=3
+to generate the kinematic values `xi` and `eta` from which the coefficient
+functions will be tabulated on.
 
-for nf in 3 4 5; do
-    for kind in 2 L; do
-        for channel in g q; do
-            python yad_grids.py $nf $cores $kind $channel $order gm;
-        done
-    done
-done
+Then, run the following command to compute the coefficient functions:
 
+```sh
+./generate_grids.sh
 ```
diff --git a/extras/heavy_em_n3lo/generate_grids.sh b/extras/heavy_em_n3lo/generate_grids.sh
new file mode 100755
index 00000000..e0e6ff8b
--- /dev/null
+++ b/extras/heavy_em_n3lo/generate_grids.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+
+cores=4
+order=3
+
+for nf in 3 4 5; do
+    for kind in 2 L; do
+        for channel in g q; do
+            python yad_grids.py $nf $cores $kind $channel $order;
+        done
+    done
+done
diff --git a/extras/heavy_em_n3lo/yad_grids.py b/extras/heavy_em_n3lo/yad_grids.py
index 38ba7d51..2a94936c 100644
--- a/extras/heavy_em_n3lo/yad_grids.py
+++ b/extras/heavy_em_n3lo/yad_grids.py
@@ -26,7 +26,12 @@
 
 if order > 1:
     massive = adani.ApproximateCoefficientFunction(
-        order, kind, channel, True, adani.Exact
+        order,
+        kind,
+        channel,
+        1.0,
+        True,
+        adani.Exact,
     )
 elif order == 1:
     massive = adani.ExactCoefficientFunction(order, kind, channel)
diff --git a/poetry.lock b/poetry.lock
index e32f05c8..9792e047 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,32 +1,38 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.3.2 and should not be changed by hand.
 
 [[package]]
 name = "adani"
-version = "1.0.6"
+version = "1.1.0"
 description = "Code computing approximate DIS N3LO coefficients"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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-    {file = "adani-1.0.6-cp310-cp310-macosx_15_0_x86_64.whl", hash = "sha256:ccd5164e92e846b8436488730598eab6a4fdfbed9bd5800de56f58de16898b46"},
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-    {file = "adani-1.0.6-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2c1ed3a9b141e70ab9a647d93de37099bd5015162dfffda978252df9e718e9a9"},
-    {file = "adani-1.0.6-cp39-cp39-macosx_15_0_arm64.whl", hash = "sha256:c932cf2d9cb1ca9165153150684bf4927fbdac1f0fa884631fa9bebc999e20f4"},
-    {file = "adani-1.0.6-cp39-cp39-macosx_15_0_x86_64.whl", hash = "sha256:0760975c19158d2c7d14327413c3dd4ee7cf81797b84a7e4a5a838f606962be1"},
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+    {file = "adani-1.1.0-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:18c9f048a51a54cfb43d321747be99cbcdd76ab98d70eb90ebd8fa01004d8f16"},
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+    {file = "adani-1.1.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:d8c526bf25dead9e816cb9f8ed71fdf62d91aeaea9be1c903f1aacf129862b1e"},
+    {file = "adani-1.1.0-cp311-cp311-macosx_15_0_x86_64.whl", hash = "sha256:e94adf609cd76632bc7e1fc469fdfec8d89a873dff76f010ddcb386ec626abfc"},
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+    {file = "adani-1.1.0-cp314-cp314-macosx_15_0_x86_64.whl", hash = "sha256:31f07eca7e5802ce7dce193407d6e2decdf05669db56bfa5dc4da5edf1e53962"},
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+    {file = "adani-1.1.0-cp39-cp39-macosx_14_0_arm64.whl", hash = "sha256:14b42e773e3a5494acf5ab0c76a6acd8b1cb440950ff6c08ab63dc9b86ac1171"},
+    {file = "adani-1.1.0-cp39-cp39-macosx_15_0_x86_64.whl", hash = "sha256:77dfd23296e96dfd139cd54e481ae20569827da7a8f8f83511fb31b2bf79fc9d"},
+    {file = "adani-1.1.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:22a4cf548afee67963b0f1bba86d9268ce03ffe6bf0d8c36fc8fff05d41170ff"},
+    {file = "adani-1.1.0.tar.gz", hash = "sha256:9d98850772b27cca29218e547fa64b9178c8ee8e0d7eaebc35d955b62af34149"},
 ]
 
 [[package]]
@@ -93,6 +99,7 @@ files = [
     {file = "asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a"},
     {file = "asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7"},
 ]
+markers = {main = "extra == \"mark\""}
 
 [package.extras]
 astroid = ["astroid (>=2,<5)"]
@@ -100,14 +107,14 @@ test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "attrs"
-version = "25.4.0"
+version = "26.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.9"
 groups = ["docs"]
 files = [
-    {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
-    {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
+    {file = "attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309"},
+    {file = "attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32"},
 ]
 
 [[package]]
@@ -152,14 +159,14 @@ SQLAlchemy = ">=1.4.29,<2.0.0"
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.14.3"
+version = "4.15.0"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["docs"]
 files = [
-    {file = "beautifulsoup4-4.14.3-py3-none-any.whl", hash = "sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb"},
-    {file = "beautifulsoup4-4.14.3.tar.gz", hash = "sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86"},
+    {file = "beautifulsoup4-4.15.0-py3-none-any.whl", hash = "sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9"},
+    {file = "beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7"},
 ]
 
 [package.dependencies]
@@ -175,33 +182,33 @@ lxml = ["lxml"]
 
 [[package]]
 name = "bleach"
-version = "6.3.0"
+version = "6.4.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
 files = [
-    {file = "bleach-6.3.0-py3-none-any.whl", hash = "sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6"},
-    {file = "bleach-6.3.0.tar.gz", hash = "sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22"},
+    {file = "bleach-6.4.0-py3-none-any.whl", hash = "sha256:4b6b6a54fff2e69a3dde9d21cc6301220bee3c3cb792187d11403fd795031081"},
+    {file = "bleach-6.4.0.tar.gz", hash = "sha256:4202482733d85cedd04e59fcb2f89f4e4c7c385a78d3c3c23c30446843a37452"},
 ]
 
 [package.dependencies]
-tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
+tinycss2 = {version = ">=1.1.0", optional = true, markers = "extra == \"css\""}
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.5)"]
+css = ["tinycss2 (>=1.1.0)"]
 
 [[package]]
 name = "certifi"
-version = "2026.1.4"
+version = "2026.6.17"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["docs"]
 files = [
-    {file = "certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c"},
-    {file = "certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120"},
+    {file = "certifi-2026.6.17-py3-none-any.whl", hash = "sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db"},
+    {file = "certifi-2026.6.17.tar.gz", hash = "sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432"},
 ]
 
 [[package]]
@@ -304,138 +311,154 @@ pycparser = {version = "*", markers = "implementation_name != \"PyPy\""}
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.4"
+version = "3.4.7"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["docs"]
 files = [
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-    {file = "charset_normalizer-3.4.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4bd5d4137d500351a30687c2d3971758aac9a19208fc110ccb9d7188fbe709e8"},
-    {file = "charset_normalizer-3.4.4-cp310-cp310-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:027f6de494925c0ab2a55eab46ae5129951638a49a34d87f4c3eda90f696b4ad"},
-    {file = "charset_normalizer-3.4.4-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f820802628d2694cb7e56db99213f930856014862f3fd943d290ea8438d07ca8"},
-    {file = "charset_normalizer-3.4.4-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:798d75d81754988d2565bff1b97ba5a44411867c0cf32b77a7e8f8d84796b10d"},
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-    {file = "charset_normalizer-3.4.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:cc00f04ed596e9dc0da42ed17ac5e596c6ccba999ba6bd92b0e0aef2f170f2d6"},
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 ]
 
 [[package]]
 name = "click"
-version = "8.3.1"
+version = "8.4.1"
 description = "Composable command line interface toolkit"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"mark\""
 files = [
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 ]
 
 [package.dependencies]
@@ -452,7 +475,7 @@ files = [
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 ]
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+markers = {main = "extra == \"mark\" and (platform_system == \"Windows\" or sys_platform == \"win32\")", dev = "sys_platform == \"win32\"", docs = "sys_platform == \"win32\"", test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "comm"
@@ -471,93 +494,85 @@ test = ["pytest"]
 
 [[package]]
 name = "commonmark"
-version = "0.9.1"
+version = "0.9.2"
 description = "Python parser for the CommonMark Markdown spec"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
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 ]
 
 [package.extras]
-test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
+test = ["flake8 (==3.9.2)", "hypothesis (==4.24.4)"]
 
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-version = "1.3.0"
+version = "1.3.2"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = true
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
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 [package.dependencies]
@@ -566,7 +581,7 @@ numpy = ">=1.23"
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
@@ -665,118 +680,118 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
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 ]
 
 [[package]]
 name = "decorator"
-version = "5.2.1"
+version = "5.3.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
 files = [
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 ]
+markers = {main = "extra == \"mark\""}
 
 [[package]]
 name = "defusedxml"
@@ -925,11 +941,11 @@ description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev", "docs", "test"]
-markers = "python_version == \"3.10\""
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 ]
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 [package.dependencies]
 typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
@@ -948,6 +964,7 @@ files = [
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 ]
+markers = {main = "extra == \"mark\""}
 
 [package.extras]
 tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
@@ -989,63 +1006,63 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
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 name = "fonttools"
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 description = "Tools to manipulate font files"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"mark\""
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 ]
 
 [package.extras]
@@ -1131,14 +1141,14 @@ test = ["objgraph", "psutil", "setuptools"]
 
 [[package]]
 name = "hypothesis"
-version = "6.151.9"
+version = "6.155.5"
 description = "The property-based testing library for Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["test"]
 files = [
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-    {file = "hypothesis-6.151.9.tar.gz", hash = "sha256:2f284428dda6c3c48c580de0e18470ff9c7f5ef628a647ee8002f38c3f9097ca"},
+    {file = "hypothesis-6.155.5-py3-none-any.whl", hash = "sha256:b0eb5645f4c962dffdafef36d05329aa704a5322ee1273495fa98d5a986daf70"},
+    {file = "hypothesis-6.155.5.tar.gz", hash = "sha256:f7f8f803e05a69cd70399b07ed89a89b673c9ff3530977c4a768ed3acb702169"},
 ]
 
 [package.dependencies]
@@ -1146,12 +1156,12 @@ exceptiongroup = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 sortedcontainers = ">=2.1.0,<3.0.0"
 
 [package.extras]
-all = ["black (>=20.8b0)", "click (>=7.0)", "crosshair-tool (>=0.0.102)", "django (>=4.2)", "dpcontracts (>=0.4)", "hypothesis-crosshair (>=0.0.27)", "lark (>=0.10.1)", "libcst (>=0.3.16)", "numpy (>=1.21.6)", "pandas (>=1.1)", "pytest (>=4.6)", "python-dateutil (>=1.4)", "pytz (>=2014.1)", "redis (>=3.0.0)", "rich (>=9.0.0)", "tzdata (>=2025.3) ; sys_platform == \"win32\" or sys_platform == \"emscripten\"", "watchdog (>=4.0.0)"]
+all = ["black (>=20.8b0)", "click (>=7.0)", "crosshair-tool (>=0.0.106)", "django (>=5.2)", "dpcontracts (>=0.4)", "hypothesis-crosshair (>=0.0.28)", "lark (>=0.10.1)", "libcst (>=0.3.16)", "numpy (>=1.21.6)", "pandas (>=1.1)", "pytest (>=4.6)", "python-dateutil (>=1.4)", "pytz (>=2014.1)", "redis (>=3.0.0)", "rich (>=9.0.0)", "tzdata (>=2026.2) ; sys_platform == \"win32\" or sys_platform == \"emscripten\"", "watchdog (>=4.0.0)"]
 cli = ["black (>=20.8b0)", "click (>=7.0)", "rich (>=9.0.0)"]
 codemods = ["libcst (>=0.3.16)"]
-crosshair = ["crosshair-tool (>=0.0.102)", "hypothesis-crosshair (>=0.0.27)"]
+crosshair = ["crosshair-tool (>=0.0.106)", "hypothesis-crosshair (>=0.0.28)"]
 dateutil = ["python-dateutil (>=1.4)"]
-django = ["django (>=4.2)"]
+django = ["django (>=5.2)"]
 dpcontracts = ["dpcontracts (>=0.4)"]
 ghostwriter = ["black (>=20.8b0)"]
 lark = ["lark (>=0.10.1)"]
@@ -1161,7 +1171,7 @@ pytest = ["pytest (>=4.6)"]
 pytz = ["pytz (>=2014.1)"]
 redis = ["redis (>=3.0.0)"]
 watchdog = ["watchdog (>=4.0.0)"]
-zoneinfo = ["tzdata (>=2025.3) ; sys_platform == \"win32\" or sys_platform == \"emscripten\""]
+zoneinfo = ["tzdata (>=2026.2) ; sys_platform == \"win32\" or sys_platform == \"emscripten\""]
 
 [[package]]
 name = "idna"
@@ -1180,14 +1190,14 @@ all = ["mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
 [[package]]
 name = "imagesize"
-version = "1.4.1"
-description = "Getting image size from png/jpeg/jpeg2000/gif file"
+version = "2.0.0"
+description = "Get image size from headers (BMP/PNG/JPEG/JPEG2000/GIF/TIFF/SVG/Netpbm/WebP/AVIF/HEIC/HEIF)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "<3.15,>=3.10"
 groups = ["docs"]
 files = [
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+    {file = "imagesize-2.0.0-py2.py3-none-any.whl", hash = "sha256:5667c5bbb57ab3f1fa4bc366f4fbc971db3d5ed011fd2715fd8001f782718d96"},
+    {file = "imagesize-2.0.0.tar.gz", hash = "sha256:8e8358c4a05c304f1fccf7ff96f036e7243a189e9e42e90851993c558cfe9ee3"},
 ]
 
 [[package]]
@@ -1238,15 +1248,16 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-async
 
 [[package]]
 name = "ipython"
-version = "8.38.0"
+version = "8.39.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev", "docs"]
 files = [
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-    {file = "ipython-8.38.0.tar.gz", hash = "sha256:9cfea8c903ce0867cc2f23199ed8545eb741f3a69420bfcf3743ad1cec856d39"},
+    {file = "ipython-8.39.0-py3-none-any.whl", hash = "sha256:bb3c51c4fa8148ab1dea07a79584d1c854e234ea44aa1283bcb37bc75054651f"},
+    {file = "ipython-8.39.0.tar.gz", hash = "sha256:4110ae96012c379b8b6db898a07e186c40a2a1ef5d57a7fa83166047d9da7624"},
 ]
+markers = {main = "extra == \"mark\""}
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
@@ -1293,23 +1304,23 @@ plugins = ["setuptools"]
 
 [[package]]
 name = "jedi"
-version = "0.19.2"
+version = "0.20.0"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.10"
 groups = ["main", "dev", "docs"]
 files = [
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-    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
+    {file = "jedi-0.20.0-py2.py3-none-any.whl", hash = "sha256:7bdd9c2634f56713299976f4cbd59cb3fa92165cc5e05ea811fb253480728b67"},
+    {file = "jedi-0.20.0.tar.gz", hash = "sha256:c3f4ccbd276696f4b19c54618d4fb18f9fc24b0aef02acf704b23f487daa1011"},
 ]
+markers = {main = "extra == \"mark\""}
 
 [package.dependencies]
-parso = ">=0.8.4,<0.9.0"
+parso = ">=0.8.6,<0.9.0"
 
 [package.extras]
-docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
-qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
+dev = ["Django", "attrs", "colorama", "docopt", "flake8 (==7.1.2)", "pytest (<9.0.0)", "types-setuptools (==80.9.0.20250529)", "typing-extensions", "zuban (==0.7.0)"]
+docs = ["Jinja2 (==3.1.6)", "MarkupSafe (==3.0.3)", "Pygments (==2.20.0)", "Sphinx (==9.1.0)", "alabaster (==1.0.0)", "babel (==2.18.0)", "certifi (==2026.4.22)", "charset-normalizer (==3.4.7)", "docutils (==0.22.4)", "idna (==3.13)", "imagesize (==2.0.0)", "iniconfig (==2.3.0)", "packaging (==26.2)", "pluggy (==1.6.0)", "pytest (==9.0.3)", "requests (==2.33.1)", "roman-numerals (==4.1.0)", "snowballstemmer (==3.0.1)", "sphinx-rtd-theme (==3.1.0)", "sphinxcontrib-applehelp (==2.0.0)", "sphinxcontrib-devhelp (==2.0.0)", "sphinxcontrib-htmlhelp (==2.1.0)", "sphinxcontrib-jquery (==4.1)", "sphinxcontrib-jsmath (==1.0.1)", "sphinxcontrib-qthelp (==2.0.0)", "sphinxcontrib-serializinghtml (==2.0.0)", "urllib3 (==2.6.3)"]
 
 [[package]]
 name = "jinja2"
@@ -1343,7 +1354,7 @@ files = [
 
 [package.dependencies]
 attrs = ">=22.2.0"
-jsonschema-specifications = ">=2023.03.6"
+jsonschema-specifications = ">=2023.3.6"
 referencing = ">=0.28.4"
 rpds-py = ">=0.25.0"
 
@@ -1368,14 +1379,14 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "jupyter-client"
-version = "8.8.0"
+version = "8.9.1"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
 files = [
-    {file = "jupyter_client-8.8.0-py3-none-any.whl", hash = "sha256:f93a5b99c5e23a507b773d3a1136bd6e16c67883ccdbd9a829b0bbdb98cd7d7a"},
-    {file = "jupyter_client-8.8.0.tar.gz", hash = "sha256:d556811419a4f2d96c869af34e854e3f059b7cc2d6d01a9cd9c85c267691be3e"},
+    {file = "jupyter_client-8.9.1-py3-none-any.whl", hash = "sha256:0b7a295bc46e8751e9adae84781f726c851c1d911bd793edc4a3bde942e3da81"},
+    {file = "jupyter_client-8.9.1.tar.gz", hash = "sha256:a58f730dd9e728ba16ba1d62ebccf7ffe1ebbdbce4e95cfae941b7321ae1f4fa"},
 ]
 
 [package.dependencies]
@@ -1384,6 +1395,7 @@ python-dateutil = ">=2.8.2"
 pyzmq = ">=25.0"
 tornado = ">=6.4.1"
 traitlets = ">=5.3"
+typing-extensions = ">=4.13.0"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
@@ -1424,114 +1436,130 @@ files = [
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.9"
+version = "1.5.0"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = true
 python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"mark\""
 files = [
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 [package.dependencies]
@@ -1842,25 +1870,94 @@ pyparsing = ">=3"
 python-dateutil = ">=2.7"
 
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+
+[[package]]
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+cycler = ">=0.10"
+fonttools = ">=4.22.0"
+kiwisolver = ">=1.3.1"
+numpy = ">=1.25"
+packaging = ">=20.0"
+pillow = ">=9"
+pyparsing = ">=3"
+python-dateutil = ">=2.7"
 
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 name = "matplotlib-inline"
-version = "0.2.1"
+version = "0.2.2"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "docs"]
 files = [
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 ]
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 [package.dependencies]
 traitlets = "*"
 
 [package.extras]
-test = ["flake8", "nbdime", "nbval", "notebook", "pytest"]
+test = ["flake8", "matplotlib", "nbdime", "nbval", "notebook", "pytest"]
 
 [[package]]
 name = "mccabe"
@@ -1891,21 +1988,21 @@ typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "nbclient"
-version = "0.10.4"
+version = "0.11.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.10.0"
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 files = [
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-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-nbformat = ">=5.1.3"
-traitlets = ">=5.4"
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+jupyter-core = ">=5.4.0"
+nbformat = ">=5.2.0"
+traitlets = ">=5.13"
 
 [package.extras]
 dev = ["pre-commit"]
@@ -2229,15 +2326,16 @@ files = [
 
 [[package]]
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-version = "0.8.6"
+version = "0.8.7"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
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 ]
+markers = {main = "extra == \"mark\""}
 
 [package.extras]
 qa = ["flake8 (==5.0.4)", "types-setuptools (==67.2.0.1)", "zuban (==0.5.1)"]
@@ -2354,11 +2452,11 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main", "dev", "docs"]
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 ]
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 [package.dependencies]
 ptyprocess = ">=0.5"
@@ -2475,48 +2573,51 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "pineappl"
-version = "1.3.0"
-description = ""
+version = "1.4.2"
+description = "Python bindings to PineAPPL"
 optional = true
 python-versions = ">=3.7"
 groups = ["main"]
 markers = "extra == \"box\""
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 ]
 
 [package.dependencies]
@@ -2529,14 +2630,14 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "platformdirs"
-version = "4.9.2"
+version = "4.10.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.10"
 groups = ["docs", "test"]
 files = [
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+    {file = "platformdirs-4.10.0-py3-none-any.whl", hash = "sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a"},
+    {file = "platformdirs-4.10.0.tar.gz", hash = "sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7"},
 ]
 
 [[package]]
@@ -2566,6 +2667,7 @@ files = [
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 ]
+markers = {main = "extra == \"mark\""}
 
 [package.dependencies]
 wcwidth = "*"
@@ -2612,11 +2714,11 @@ description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
 groups = ["main", "dev", "docs"]
-markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
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 ]
+markers = {main = "extra == \"mark\" and sys_platform != \"win32\" and sys_platform != \"emscripten\"", dev = "sys_platform != \"win32\" and sys_platform != \"emscripten\"", docs = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
 
 [[package]]
 name = "pure-eval"
@@ -2629,29 +2731,26 @@ files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
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 ]
+markers = {main = "extra == \"mark\""}
 
 [package.extras]
 tests = ["pytest"]
 
 [[package]]
 name = "pybtex"
-version = "0.25.1"
+version = "0.26.1"
 description = "A BibTeX-compatible bibliography processor in Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 groups = ["docs"]
 files = [
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+    {file = "pybtex-0.26.1-py3-none-any.whl", hash = "sha256:e26c0412cc54f5f21b2a6d9d175762a2d2af9ccf3a8f651cdb89ec035db77aa1"},
+    {file = "pybtex-0.26.1.tar.gz", hash = "sha256:2e5543bea424e60e9e42eef70bff597be48649d8f68ba061a7a092b2477d5464"},
 ]
 
 [package.dependencies]
 latexcodec = ">=1.0.4"
-PyYAML = ">=3.01"
-
-[package.extras]
-doc = ["sphinx"]
-test = ["pytest"]
+pyyaml = ">=3.1"
 
 [[package]]
 name = "pybtex-docutils"
@@ -2745,15 +2844,15 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyreadline3"
-version = "3.5.4"
+version = "3.5.6"
 description = "A python implementation of GNU readline."
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 markers = "python_version <= \"3.12\" and platform_system == \"Windows\""
 files = [
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+    {file = "pyreadline3-3.5.6.tar.gz", hash = "sha256:61e53218b99656091ddb077df9e71f25850e72e030b6183b39c9b7e6e4f4a9bf"},
 ]
 
 [package.extras]
@@ -2778,14 +2877,14 @@ tests = ["pexpect", "pytest", "pytest-coverage", "pytest-timeout"]
 
 [[package]]
 name = "pytest"
-version = "9.0.3"
+version = "9.1.0"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["test"]
 files = [
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+    {file = "pytest-9.1.0.tar.gz", hash = "sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c"},
 ]
 
 [package.dependencies]
@@ -2850,14 +2949,14 @@ six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2025.2"
+version = "2026.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
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+    {file = "pytz-2026.2.tar.gz", hash = "sha256:0e60b47b29f21574376f218fe21abc009894a2321ea16c6754f3cad6eb7cdd6a"},
 ]
 
 [[package]]
@@ -3067,14 +3166,14 @@ typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "requests"
-version = "2.33.0"
+version = "2.34.2"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
 files = [
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 ]
 
 [package.dependencies]
@@ -3085,7 +3184,6 @@ urllib3 = ">=1.26,<3"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
-test = ["PySocks (>=1.5.6,!=1.5.7)", "pytest (>=3)", "pytest-cov", "pytest-httpbin (==2.1.0)", "pytest-mock", "pytest-xdist"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<8)"]
 
 [[package]]
@@ -3114,6 +3212,7 @@ description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
+markers = "python_version == \"3.10\""
 files = [
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@@ -3232,49 +3331,211 @@ files = [
     {file = "rpds_py-0.30.0.tar.gz", hash = "sha256:dd8ff7cf90014af0c0f787eea34794ebf6415242ee1d6fa91eaba725cc441e84"},
 ]
 
+[[package]]
+name = "rpds-py"
+version = "2026.5.1"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+optional = false
+python-versions = ">=3.11"
+groups = ["docs"]
+markers = "python_version >= \"3.11\""
+files = [
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 [[package]]
 name = "scipy"
@@ -3370,14 +3631,14 @@ files = [
 
 [[package]]
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-description = "This package provides 32 stemmers for 30 languages generated from Snowball algorithms."
+version = "3.1.1"
+description = "This package provides 36 stemmers for 34 languages generated from Snowball algorithms."
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*"
+python-versions = ">=3.3"
 groups = ["docs"]
 files = [
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 ]
 
 [[package]]
@@ -3394,14 +3655,14 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.8.3"
+version = "2.8.4"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.9"
 groups = ["docs"]
 files = [
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 [[package]]
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 ]
+markers = {main = "extra == \"mark\""}
 
 [package.dependencies]
 asttokens = ">=2.1.0"
@@ -3712,128 +3974,129 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "tinycss2"
-version = "1.4.0"
+version = "1.5.1"
 description = "A tiny CSS parser"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["docs"]
 files = [
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 ]
 
 [package.dependencies]
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["sphinx", "sphinx_rtd_theme"]
+doc = ["furo", "sphinx"]
 test = ["pytest", "ruff"]
 
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 name = "tomli"
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+version = "2.4.1"
 description = "A lil' TOML parser"
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 python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "tomlkit"
-version = "0.14.0"
+version = "0.15.0"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.9"
 groups = ["test"]
 files = [
-    {file = "tomlkit-0.14.0-py3-none-any.whl", hash = "sha256:592064ed85b40fa213469f81ac584f67a4f2992509a7c3ea2d632208623a3680"},
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 ]
 
 [[package]]
 name = "tornado"
-version = "6.5.5"
+version = "6.5.7"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.9"
 groups = ["docs"]
 files = [
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+    {file = "tornado-6.5.7-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:7778b30bef919231265e91c69963ce0f49a1e9c07ac900bbe75b19ce2575ba92"},
+    {file = "tornado-6.5.7-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:e726f0c75da7726eec023aa62751ff8878bd2737e34fbdd33b1ae5897d2200f5"},
+    {file = "tornado-6.5.7-cp39-abi3-win32.whl", hash = "sha256:f8de3bf12d3efdd0cbe7c8887868198f8a91415e3f29fcf258d9b8eb7b1d9ae4"},
+    {file = "tornado-6.5.7-cp39-abi3-win_amd64.whl", hash = "sha256:de942f843533a039ef9fa3d9c88c7cd8a7c94553fb5ad0154270989b3d99a2c4"},
+    {file = "tornado-6.5.7-cp39-abi3-win_arm64.whl", hash = "sha256:ff934fce95643af5f11efdae618eaa73d469dc588641e5c8d19295a0c65c4796"},
+    {file = "tornado-6.5.7.tar.gz", hash = "sha256:66c513a76cda70d53907bc27cf1447557699c2e95aa48ba27a442ff61c3ddfc2"},
 ]
 
 [[package]]
 name = "traitlets"
-version = "5.14.3"
+version = "5.15.1"
 description = "Traitlets Python configuration system"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
-    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
+    {file = "traitlets-5.15.1-py3-none-any.whl", hash = "sha256:770a53705f84b81ac107e83a1b3328ff2dae16094d8fc3cfc004e4b22dfd8e92"},
+    {file = "traitlets-5.15.1.tar.gz", hash = "sha256:7b1c07854fe25acb39e009bae49f11b79ff6cbb2f27999104e9110e7a6b53722"},
 ]
+markers = {main = "extra == \"mark\""}
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.17.0,<1.19)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
 [[package]]
 name = "typing-extensions"
@@ -3846,18 +4109,18 @@ files = [
     {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
     {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
-markers = {main = "python_version < \"3.12\"", dev = "python_version < \"3.12\"", test = "python_version == \"3.10\""}
+markers = {main = "extra == \"mark\" and python_version < \"3.12\"", dev = "python_version < \"3.12\"", test = "python_version == \"3.10\""}
 
 [[package]]
 name = "tzdata"
-version = "2025.3"
+version = "2026.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
 files = [
-    {file = "tzdata-2025.3-py2.py3-none-any.whl", hash = "sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1"},
-    {file = "tzdata-2025.3.tar.gz", hash = "sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7"},
+    {file = "tzdata-2026.2-py2.py3-none-any.whl", hash = "sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7"},
+    {file = "tzdata-2026.2.tar.gz", hash = "sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10"},
 ]
 
 [[package]]
@@ -3880,15 +4143,16 @@ zstd = ["backports-zstd (>=1.0.0) ; python_version < \"3.14\""]
 
 [[package]]
 name = "wcwidth"
-version = "0.6.0"
+version = "0.8.1"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "wcwidth-0.6.0-py3-none-any.whl", hash = "sha256:1a3a1e510b553315f8e146c54764f4fb6264ffad731b3d78088cdb1478ffbdad"},
-    {file = "wcwidth-0.6.0.tar.gz", hash = "sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159"},
+    {file = "wcwidth-0.8.1-py3-none-any.whl", hash = "sha256:f453740b1e4a4f3291faa37944c555d71056c4da08d59809b307ef4feba695c8"},
+    {file = "wcwidth-0.8.1.tar.gz", hash = "sha256:faf5b4a5366a72dc49cad48cdf21f52bdf63bdda995178e483ba247ff79089b9"},
 ]
+markers = {main = "extra == \"mark\""}
 
 [[package]]
 name = "webencodings"
@@ -3909,4 +4173,4 @@ mark = ["banana-hep", "sqlalchemy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<3.14"
-content-hash = "76ff9592a6c803b2cd4e2854975232d503bc97d9d7a8aa4972db89fc6516ecec"
+content-hash = "cc8deaad4491cb2934e99938b5750a6121017044383df726ac9dc1c514fa95e5"
diff --git a/pyproject.toml b/pyproject.toml
index 3754fb5d..bb41e54c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,7 +43,7 @@ numba = ">=0.59.0,<=0.62.0"
 eko = ">=0.15.2"
 pandas = "^2.1.4"
 rich = "^12.4.4"
-adani = ">=1.0.6"
+adani = ">=1.1.0"
 LeProHQ = "^0.2.5"
 # pineappl dependency
 pineappl = { version = "^1.1.0", optional = true }
diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf3_var-1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf3_var-1.npy
index 881af2ab..8544e57e 100644
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf3_var0.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf3_var0.npy
index 4a193cfa..c64024a5 100644
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf3_var1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf3_var1.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf4_var-1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf4_var-1.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf4_var0.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf4_var0.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf4_var1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf4_var1.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf5_var-1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf5_var-1.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf5_var0.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf5_var0.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf5_var1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2g_nf5_var1.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2q_nf3_var-1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2q_nf3_var-1.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2q_nf4_var-1.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2q_nf4_var-1.npy
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diff --git a/src/yadism/coefficient_functions/heavy/n3lo/grids/C2q_nf4_var0.npy b/src/yadism/coefficient_functions/heavy/n3lo/grids/C2q_nf4_var0.npy
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