diff --git a/.cspell.json b/.cspell.json
index 0459522..25e4811 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -45,6 +45,7 @@
     "PINF",
     "Richman",
     "absl",
+    "addopts",
     "aitchison",
     "allclose",
     "arange",
@@ -84,6 +85,7 @@
     "epsrel",
     "eqnarray",
     "errordef",
+    "esac",
     "facecolor",
     "facecolors",
     "fcode",
@@ -166,6 +168,7 @@
     "nstar",
     "numpycode",
     "operatorname",
+    "parentsize",
     "pathlib",
     "pbar",
     "pcolormesh",
diff --git a/.github/collect_notebooks.py b/.github/collect_notebooks.py
new file mode 100644
index 0000000..43666b8
--- /dev/null
+++ b/.github/collect_notebooks.py
@@ -0,0 +1,44 @@
+"""Print notebooks changed relative to a base ref, excluding pytest --ignore paths."""
+# /// script
+# requires-python = ">=3.11"
+# ///
+
+from __future__ import annotations
+
+import subprocess  # noqa: S404
+import sys
+from pathlib import Path
+
+import tomllib  # ty:ignore[unresolved-import]
+
+
+def main() -> None:
+    base_ref = sys.argv[1] if len(sys.argv) > 1 else "main"
+    changed = subprocess.check_output(  # noqa: S603
+        ["git", "diff", "--name-only", f"origin/{base_ref}...HEAD"],  # noqa: S607
+        text=True,
+    ).splitlines()
+
+    notebooks: set[Path] = set()
+    for path_str in changed:
+        path = Path(path_str)
+        if path.suffix == ".ipynb":
+            notebooks.add(path)
+        elif path.name == "uv.lock":
+            notebooks.update(path.parent.glob("*.ipynb"))
+
+    with open("pyproject.toml", "rb") as f:
+        addopts = tomllib.load(f)["tool"]["pytest"]["addopts"]
+    ignored = [
+        Path(o[len("--ignore=") :]) for o in addopts if o.startswith("--ignore=")
+    ]
+
+    def is_ignored(nb: Path) -> bool:
+        return any(nb == ig or ig in nb.parents for ig in ignored)
+
+    result = sorted(nb for nb in notebooks if not is_ignored(nb))
+    print(" ".join(str(nb) for nb in result))  # noqa: T201
+
+
+if __name__ == "__main__":
+    main()
diff --git a/.github/workflows/notebooks.yml b/.github/workflows/notebooks.yml
index 0b84c4e..e58df2d 100644
--- a/.github/workflows/notebooks.yml
+++ b/.github/workflows/notebooks.yml
@@ -1,24 +1,60 @@
-name: Run all notebooks
+name: Run notebooks
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: |-
+    ${{ github.ref != format('refs/heads/{0}', github.event.repository.default_branch) }}
+
+env:
+  FORCE_COLOR: true
 
 on:
   workflow_dispatch:
     inputs:
       notebook-selector:
-        description: Relative path to notebooks
+        description: Space-separated paths to notebooks (runs all if omitted)
         required: false
         type: string
+  pull_request:
+    branches:
+      - main
+      - epic/*
+      - "[0-9]+.[0-9]+.x"
+    paths:
+      - docs/**
 
 jobs:
   pytest:
-    name: Test all notebooks
+    name: Test notebooks
     runs-on: ubuntu-24.04
     steps:
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
       - uses: actions/setup-python@v5
         with:
           python-version: "3.13"
       - uses: astral-sh/setup-uv@v6
       - name: Install graphviz
         run: sudo apt-get -y install graphviz
-      - name: Run all notebooks
-        run: uv run --extra test pytest ${{ github.event.inputs.notebook-selector }}
+      - name: Collect notebooks to test
+        id: notebooks
+        run: |
+          if [ "${{ github.event_name }}" = "pull_request" ]; then
+            selector=$(uv run .github/collect_notebooks.py "${{ github.base_ref }}")
+          else
+            selector="${{ github.event.inputs.notebook-selector }}"
+          fi
+          echo "selector=$selector" >> $GITHUB_OUTPUT
+      - name: Initialize environments
+        if: github.event_name != 'pull_request' || steps.notebooks.outputs.selector != ''
+        run: |
+          for notebook in ${{ steps.notebooks.outputs.selector }}; do
+            project=$(dirname "$notebook")
+            echo
+            echo "--== Initializing project $project ==--"
+            uv run --project="$project" true
+          done
+      - name: Run notebooks
+        if: github.event_name != 'pull_request' || steps.notebooks.outputs.selector != ''
+        run: uv run --group test --no-dev pytest ${{ steps.notebooks.outputs.selector }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c75789a..86301b6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -13,7 +13,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.8.9
+    rev: 0.8.10
     hooks:
       - id: check-dev-files
         args:
@@ -79,7 +79,7 @@ repos:
           )$
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.10
+    rev: v0.15.12
     hooks:
       - id: ruff-check
         args: [--fix]
@@ -166,6 +166,6 @@ repos:
         types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.11.6
+    rev: 0.11.13
     hooks:
       - id: uv-lock
diff --git a/docs/.gitignore b/docs/.gitignore
index d144503..8e5cffe 100644
--- a/docs/.gitignore
+++ b/docs/.gitignore
@@ -3,7 +3,5 @@
 *.svg
 _inventory.md
 
-002/*-tree
-002/*-graph
 013/graph?
 018/graph
diff --git a/docs/000/index.ipynb b/docs/000/index.ipynb
index 6a5e694..853545f 100644
--- a/docs/000/index.ipynb
+++ b/docs/000/index.ipynb
@@ -43,19 +43,6 @@
     "<!-- cspell:disable -->"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "tags": [
-     "remove-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%pip install -q black==21.5b2 jax==0.4.28 jaxlib==0.4.28 numpy==1.23 sympy==1.8"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -894,7 +881,7 @@
   "kernelspec": {
    "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -906,7 +893,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
   },
   "orphan": true
  },
diff --git a/docs/000/pyproject.toml b/docs/000/pyproject.toml
index ccc8e51..8c3668f 100644
--- a/docs/000/pyproject.toml
+++ b/docs/000/pyproject.toml
@@ -1,3 +1,14 @@
+[project]
+dependencies = [
+    "black",
+    "jax",
+    "numpy~=1.23.0",
+    "sympy",
+]
+name = "technical-report"
+requires-python = "~=3.11.0"
+version = "0.1.0"
+
 [tool.ruff]
 preview = true
 
@@ -15,3 +26,5 @@ select = ["ALL"]
 
 [tool.ruff.lint.flake8-builtins]
 builtins-ignorelist = ["display"]
+
+[tool.uv.workspace]
diff --git a/docs/000/uv.lock b/docs/000/uv.lock
new file mode 100644
index 0000000..abacb51
--- /dev/null
+++ b/docs/000/uv.lock
@@ -0,0 +1,228 @@
+version = 1
+revision = 3
+requires-python = "==3.11.*"
+
+[[package]]
+name = "black"
+version = "26.3.1"
+source = {registry = "https://pypi.org/simple"}
+dependencies = [
+    {name = "click"},
+    {name = "mypy-extensions"},
+    {name = "packaging"},
+    {name = "pathspec"},
+    {name = "platformdirs"},
+    {name = "pytokens"},
+]
+sdist = {url = "https://files.pythonhosted.org/packages/e1/c5/61175d618685d42b005847464b8fb4743a67b1b8fdb75e50e5a96c31a27a/black-26.3.1.tar.gz", hash = "sha256:2c50f5063a9641c7eed7795014ba37b0f5fa227f3d408b968936e24bc0566b07", size = 666155, upload-time = "2026-03-12T03:36:03.593Z"}
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diff --git a/docs/001/index.ipynb b/docs/001/index.ipynb
index 72647dc..74250b8 100644
--- a/docs/001/index.ipynb
+++ b/docs/001/index.ipynb
@@ -55,7 +55,10 @@
     "import jax.numpy as jnp\n",
     "import numpy as np\n",
     "import sympy as sp\n",
-    "from black import FileMode, format_str"
+    "from black import FileMode, format_str\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
+    "\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -217,8 +220,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
     "x = sp.Symbol(\"x\")\n",
     "expr = ComplexSqrt(x)\n",
     "p1 = sp.plot(sp.re(expr), (x, -1, 2), show=False, line_color=\"red\")\n",
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    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
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 [[package]]
diff --git a/docs/002/.gitignore b/docs/002/.gitignore
new file mode 100644
index 0000000..f6522a7
--- /dev/null
+++ b/docs/002/.gitignore
@@ -0,0 +1,2 @@
+*-tree
+*-graph
diff --git a/docs/002/index.ipynb b/docs/002/index.ipynb
index 8101d82..530a498 100644
--- a/docs/002/index.ipynb
+++ b/docs/002/index.ipynb
@@ -43,19 +43,6 @@
     "<!-- cspell:disable -->"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "tags": [
-     "remove-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%pip install -q ampform==0.9.1 numpy==1.19.5 pandas==1.2.4 qrules==0.8.2 sympy==1.8 'tensorwaves[jax]==0.2.9' git+https://github.com/zfit/phasespace@7131fbd"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -810,8 +797,9 @@
     "intensity = LambdifiedFunction(sympy_model, backend=\"jax\")\n",
     "data_converter = HelicityTransformer(model.adapter)\n",
     "rng = TFUniformRealNumberGenerator(seed=0)\n",
-    "phsp_sample = generate_phsp(10_000, model.adapter.reaction_info, random_generator=rng)\n",
-    "phsp_set = data_converter.transform(phsp_sample)"
+    "phsp = generate_phsp(10_000, model.adapter.reaction_info, random_generator=rng)\n",
+    "phsp = data_converter.transform(phsp)\n",
+    "phsp = {k: np.array(v) for k, v in phsp.items()}"
    ]
   },
   {
@@ -826,13 +814,13 @@
    "outputs": [],
    "source": [
     "fig, ax = plt.subplots(figsize=(8, 4))\n",
-    "ax.hist(phsp_set[\"m_12\"], bins=50, alpha=0.5, density=True)\n",
+    "ax.hist(phsp[\"m_12\"], bins=50, alpha=0.5, density=True)\n",
     "ax.hist(\n",
-    "    phsp_set[\"m_12\"],\n",
+    "    phsp[\"m_12\"],\n",
     "    bins=50,\n",
     "    alpha=0.5,\n",
     "    density=True,\n",
-    "    weights=np.array(intensity(phsp_set)),\n",
+    "    weights=np.array(intensity(phsp)),\n",
     ")\n",
     "plt.show()"
    ]
@@ -873,7 +861,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "kinematic_variable_names = set(phsp_set)\n",
+    "kinematic_variable_names = set(phsp)\n",
     "parameter_names = {symbol.name for symbol in model.parameter_defaults}\n",
     "free_symbol_names = {symbol.name for symbol in free_symbols}"
    ]
@@ -903,7 +891,7 @@
     "merged_par_var_values = {\n",
     "    symbol.name: value for symbol, value in model.parameter_defaults.items()\n",
     "}\n",
-    "merged_par_var_values.update(phsp_set)\n",
+    "merged_par_var_values.update(phsp)\n",
     "args_values = [merged_par_var_values[symbol.name] for symbol in free_symbols]"
    ]
   },
@@ -968,7 +956,7 @@
     }
    ],
    "source": [
-    "tensorwaves_result = np.array(intensity(phsp_set))\n",
+    "tensorwaves_result = np.array(intensity(phsp))\n",
     "mean_difference = (componentwise_result - tensorwaves_result).mean()\n",
     "mean_difference"
    ]
@@ -1951,7 +1939,7 @@
   "kernelspec": {
    "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1963,7 +1951,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/002/pyproject.toml b/docs/002/pyproject.toml
index 2a7beb1..4052b29 100644
--- a/docs/002/pyproject.toml
+++ b/docs/002/pyproject.toml
@@ -1,3 +1,19 @@
+[project]
+dependencies = [
+    "ampform[viz]~=0.9.0",
+    "jax==0.4.18",
+    "jaxlib==0.4.18",
+    "matplotlib",
+    "numpy~=1.0",
+    "pandas~=1.0",
+    "setuptools<82",
+    "sympy~=1.8.0",
+    "tensorwaves~=0.2.0",
+]
+name = "technical-report"
+requires-python = "~=3.10.0"
+version = "0.1.0"
+
 [tool.ruff]
 preview = true
 
@@ -12,6 +28,7 @@ ignore = [
     "DOC201",
     "E501",
     "F404",
+    "FA100",
     "G004",
     "ISC001",
     "LOG015",
@@ -21,3 +38,5 @@ ignore = [
     "TC003",
 ]
 select = ["ALL"]
+
+[tool.uv.workspace]
diff --git a/docs/002/uv.lock b/docs/002/uv.lock
new file mode 100644
index 0000000..63683dc
--- /dev/null
+++ b/docs/002/uv.lock
@@ -0,0 +1,995 @@
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diff --git a/docs/003/index.ipynb b/docs/003/index.ipynb
index bc0eb14..dbee33b 100644
--- a/docs/003/index.ipynb
+++ b/docs/003/index.ipynb
@@ -58,8 +58,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
     "import inspect\n",
     "import warnings\n",
     "from functools import partial\n",
@@ -82,12 +80,14 @@
     "from ampform.sympy.math import ComplexSqrt\n",
     "from IPython.display import Markdown, Math\n",
     "from ipywidgets import FloatSlider\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from scipy.integrate import quad_vec\n",
     "from sympy.printing.pycode import _unpack_integral_limits\n",
     "from tqdm.auto import tqdm\n",
     "\n",
     "warnings.filterwarnings(\"ignore\")\n",
-    "PDG = qrules.load_pdg()"
+    "PDG = qrules.load_pdg()\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
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   {
@@ -1136,7 +1136,7 @@
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    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
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diff --git a/docs/005/index.ipynb b/docs/005/index.ipynb
index a325899..3cdba50 100644
--- a/docs/005/index.ipynb
+++ b/docs/005/index.ipynb
@@ -69,8 +69,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import warnings\n",
     "from pathlib import Path\n",
     "\n",
@@ -880,7 +878,7 @@
     "            ax_3d.set_title(f\"{ax_title}, channel {i}\")\n",
     "\n",
     "        if color_mesh is None:\n",
-    "            color_mesh = ax_3d.pcolormesh(X, Y, Z_values, cmap=plt.cm.coolwarm)\n",
+    "            color_mesh = ax_3d.pcolormesh(X, Y, Z_values, cmap=\"coolwarm\")\n",
     "        else:\n",
     "            color_mesh.set_array(Z_values)\n",
     "        color_mesh.set_clim(vmin=-z_cutoff, vmax=+z_cutoff)\n",
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    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
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diff --git a/docs/005/pyproject.toml b/docs/005/pyproject.toml
index 240f5af..1d35b35 100644
--- a/docs/005/pyproject.toml
+++ b/docs/005/pyproject.toml
@@ -1,6 +1,6 @@
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+    "ampform[viz]~=0.15.0",
     "ipympl",
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diff --git a/docs/005/uv.lock b/docs/005/uv.lock
index 8ad8c30..6a3a533 100644
--- a/docs/005/uv.lock
+++ b/docs/005/uv.lock
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     {name = "prompt-toolkit"},
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 version = "0.7.0"
@@ -684,7 +707,7 @@ dependencies = [
 
 [package.metadata]
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-    {name = "ampform", extras = ["viz"]},
+    {name = "ampform", extras = ["viz"], specifier = "~=0.15.0"},
     {name = "ipympl"},
     {name = "ipywidgets"},
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diff --git a/docs/006/index.ipynb b/docs/006/index.ipynb
index 2c79033..cbfc3b8 100644
--- a/docs/006/index.ipynb
+++ b/docs/006/index.ipynb
@@ -237,7 +237,7 @@
     "        Z,\n",
     "        rstride=3,\n",
     "        cstride=1,\n",
-    "        cmap=plt.cm.coolwarm,\n",
+    "        cmap=\"coolwarm\",\n",
     "        antialiased=False,\n",
     "    )\n",
     "    ax1.set_xlabel(f\"${sp.latex(x)}$\")\n",
@@ -318,7 +318,7 @@
     "        Z,\n",
     "        rstride=3,\n",
     "        cstride=1,\n",
-    "        cmap=plt.cm.coolwarm,\n",
+    "        cmap=\"coolwarm\",\n",
     "        antialiased=False,\n",
     "    )\n",
     "    ax2.set_xlabel(f\"${sp.latex(x)}$\")\n",
@@ -381,7 +381,7 @@
     "        Z,\n",
     "        rstride=3,\n",
     "        cstride=1,\n",
-    "        cmap=plt.cm.coolwarm,\n",
+    "        cmap=\"coolwarm\",\n",
     "        antialiased=False,\n",
     "    )\n",
     "    ax3.set_xlabel(f\"${sp.latex(x)}$\")\n",
@@ -521,7 +521,7 @@
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    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
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diff --git a/docs/006/pyproject.toml b/docs/006/pyproject.toml
index 5b58ba9..e87fdd8 100644
--- a/docs/006/pyproject.toml
+++ b/docs/006/pyproject.toml
@@ -4,7 +4,7 @@ dependencies = [
     "ipywidgets",
     "matplotlib",
     "nbformat>=4.2.0",
-    "plotly",
+    "plotly~=5.0",
     "sympy",
 ]
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diff --git a/docs/006/uv.lock b/docs/006/uv.lock
index c83e71c..75ca7fb 100644
--- a/docs/006/uv.lock
+++ b/docs/006/uv.lock
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     {name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'"},
     {name = "prompt-toolkit"},
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+]
+
 [[package]]
 name = "ptyprocess"
 version = "0.7.0"
@@ -644,26 +658,35 @@ requires-dist = [
     {name = "ipywidgets"},
     {name = "matplotlib"},
     {name = "nbformat", specifier = ">=4.2.0"},
-    {name = "plotly"},
+    {name = "plotly", specifier = "~=5.0"},
     {name = "sympy"},
 ]
 
+[[package]]
+name = "tenacity"
+version = "9.1.4"
+source = {registry = "https://pypi.org/simple"}
+sdist = {url = "https://files.pythonhosted.org/packages/47/c6/ee486fd809e357697ee8a44d3d69222b344920433d3b6666ccd9b374630c/tenacity-9.1.4.tar.gz", hash = "sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a", size = 49413, upload-time = "2026-02-07T10:45:33.841Z"}
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+]
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+version = "5.15.0"
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 [[package]]
diff --git a/docs/009/index.ipynb b/docs/009/index.ipynb
index f4cdf01..23a3099 100644
--- a/docs/009/index.ipynb
+++ b/docs/009/index.ipynb
@@ -5,6 +5,7 @@
    "metadata": {},
    "source": [
     "```{autolink-concat}\n",
+    "\n",
     "```"
    ]
   },
@@ -113,12 +114,10 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import os\n",
     "import re\n",
     "import warnings\n",
-    "from typing import TYPE_CHECKING\n",
+    "from typing import Union\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
     "import mpl_interactions.ipyplot as iplt\n",
@@ -134,9 +133,7 @@
     "from IPython.display import Math, display\n",
     "from ipywidgets import widgets as ipywidgets\n",
     "from mpl_interactions.controller import Controls\n",
-    "\n",
-    "if TYPE_CHECKING:\n",
-    "    from sympy.printing.latex import LatexPrinter\n",
+    "from sympy.printing.latex import LatexPrinter\n",
     "\n",
     "warnings.filterwarnings(\"ignore\")\n",
     "STATIC_WEB_PAGE = {\"EXECUTE_NB\", \"READTHEDOCS\"}.intersection(os.environ)"
@@ -187,7 +184,7 @@
     "        m_b: sp.Symbol,\n",
     "        i: int,\n",
     "        **hints,\n",
-    "    ) -> PhaseSpaceFactor:\n",
+    "    ) -> sp.Expr:\n",
     "        return create_expression(cls, s, m_a, m_b, i, **hints)\n",
     "\n",
     "    def evaluate(self) -> sp.Expr:\n",
@@ -212,10 +209,10 @@
     "        m_a: sp.IndexedBase,\n",
     "        m_b: sp.IndexedBase,\n",
     "        angular_momentum: int,\n",
-    "        R: int | sp.Symbol,\n",
+    "        R: Union[int, sp.Symbol],\n",
     "        i: int,\n",
     "        **hints,\n",
-    "    ) -> CoupledWidth:\n",
+    "    ) -> sp.Expr:\n",
     "        return create_expression(\n",
     "            cls, s, mass0, gamma0, m_a, m_b, angular_momentum, R, i, **hints\n",
     "        )\n",
@@ -395,8 +392,8 @@
     "    gamma: sp.IndexedBase,\n",
     "    i: int,\n",
     "    j: int,\n",
-    "    n_resonances: int | sp.Symbol,\n",
-    "    angular_momentum: int | sp.Symbol = 0,\n",
+    "    n_resonances: Union[int, sp.Symbol],\n",
+    "    angular_momentum: Union[int, sp.Symbol] = 0,\n",
     ") -> sp.Expr:\n",
     "    def residue_function(i):\n",
     "        return gamma[R, i] * sp.sqrt(\n",
@@ -412,7 +409,7 @@
     "def relativistic_k_matrix(\n",
     "    n_resonances: int,\n",
     "    n_channels: int,\n",
-    "    angular_momentum: int | sp.Symbol = 0,\n",
+    "    angular_momentum: Union[int, sp.Symbol] = 0,\n",
     ") -> sp.Matrix:\n",
     "    # Define symbols\n",
     "    m = sp.Symbol(\"m\", real=True)\n",
@@ -655,7 +652,7 @@
     "def plot_relativistic_k_matrix(\n",
     "    n_channels: int,\n",
     "    n_resonances: int,\n",
-    "    angular_momentum: int | sp.Symbol = 0,\n",
+    "    angular_momentum: Union[int, sp.Symbol] = 0,\n",
     "    title: str = \"\",\n",
     ") -> None:\n",
     "    # Convert to Symbol: symplot cannot handle IndexedBase\n",
@@ -793,7 +790,7 @@
     "            axes[-1].set_title(f\"{ax_title}, channel {i}\")\n",
     "\n",
     "        if color_mesh is None:\n",
-    "            color_mesh = ax_3d.pcolormesh(X, Y, Z_values, cmap=plt.cm.coolwarm)\n",
+    "            color_mesh = ax_3d.pcolormesh(X, Y, Z_values, cmap=\"coolwarm\")\n",
     "        else:\n",
     "            color_mesh.set_array(Z_values)\n",
     "        color_mesh.set_clim(vmin=-z_cutoff, vmax=+z_cutoff)\n",
@@ -984,7 +981,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/009/pyproject.toml b/docs/009/pyproject.toml
index 56ab7a2..4ca95f9 100644
--- a/docs/009/pyproject.toml
+++ b/docs/009/pyproject.toml
@@ -7,7 +7,7 @@ dependencies = [
     "mpl-interactions",
 ]
 name = "technical-report"
-requires-python = "~=3.10.0"
+requires-python = "~=3.9.0"
 version = "0.1.0"
 
 [tool.ruff]
@@ -23,6 +23,7 @@ ignore = [
     "CPY001",
     "D",
     "F404",
+    "FA100",
     "FURB113",
     "ISC001",
     "N80",
diff --git a/docs/009/uv.lock b/docs/009/uv.lock
index 4311cdf..6495144 100644
--- a/docs/009/uv.lock
+++ b/docs/009/uv.lock
@@ -1,6 +1,6 @@
 version = 1
 revision = 3
-requires-python = "==3.10.*"
+requires-python = "==3.9.*"
 
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     {name = "fonttools"},
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diff --git a/docs/010/index.ipynb b/docs/010/index.ipynb
index e8e9baa..f5e1836 100644
--- a/docs/010/index.ipynb
+++ b/docs/010/index.ipynb
@@ -5,6 +5,7 @@
    "metadata": {},
    "source": [
     "```{autolink-concat}\n",
+    "\n",
     "```"
    ]
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@@ -50,12 +51,10 @@
    },
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    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import os\n",
     "import re\n",
     "import warnings\n",
-    "from typing import TYPE_CHECKING\n",
+    "from typing import Union\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
     "import mpl_interactions.ipyplot as iplt\n",
@@ -76,9 +75,7 @@
     "from IPython.display import display\n",
     "from ipywidgets import widgets as ipywidgets\n",
     "from mpl_interactions.controller import Controls\n",
-    "\n",
-    "if TYPE_CHECKING:\n",
-    "    from sympy.printing.latex import LatexPrinter\n",
+    "from sympy.printing.latex import LatexPrinter\n",
     "\n",
     "warnings.filterwarnings(\"ignore\")\n",
     "STATIC_WEB_PAGE = {\"EXECUTE_NB\", \"READTHEDOCS\"}.intersection(os.environ)"
@@ -175,7 +172,7 @@
     "        m_b: sp.Symbol,\n",
     "        i: int,\n",
     "        **hints,\n",
-    "    ) -> PhaseSpaceFactor:\n",
+    "    ) -> sp.Expr:\n",
     "        return create_expression(cls, s, m_a, m_b, i, **hints)\n",
     "\n",
     "    def evaluate(self) -> sp.Expr:\n",
@@ -200,10 +197,10 @@
     "        m_a: sp.IndexedBase,\n",
     "        m_b: sp.IndexedBase,\n",
     "        angular_momentum: int,\n",
-    "        R: int | sp.Symbol,\n",
+    "        R: Union[int, sp.Symbol],\n",
     "        i: int,\n",
     "        **hints,\n",
-    "    ) -> CoupledWidth:\n",
+    "    ) -> sp.Expr:\n",
     "        return create_expression(\n",
     "            cls, s, mass0, gamma0, m_a, m_b, angular_momentum, R, i, **hints\n",
     "        )\n",
@@ -253,10 +250,10 @@
     "    beta: sp.IndexedBase,\n",
     "    m_a: sp.IndexedBase,\n",
     "    m_b: sp.IndexedBase,\n",
-    "    R: int | sp.Symbol,\n",
+    "    R: Union[int, sp.Symbol],\n",
     "    i: int,\n",
-    "    n_resonances: int | sp.Symbol,\n",
-    "    angular_momentum: int | sp.Symbol = 0,\n",
+    "    n_resonances: Union[int, sp.Symbol],\n",
+    "    angular_momentum: Union[int, sp.Symbol] = 0,\n",
     ") -> sp.Expr:\n",
     "    q_squared = breakup_momentum_squared(m**2, m_a[i], m_b[i])\n",
     "    ff2 = BlattWeisskopfSquared(z=q_squared, angular_momentum=angular_momentum)\n",
@@ -276,8 +273,8 @@
     "    R: sp.IndexedBase,\n",
     "    i: int,\n",
     "    j: int,\n",
-    "    n_resonances: int | sp.Symbol,\n",
-    "    angular_momentum: int | sp.Symbol = 0,\n",
+    "    n_resonances: Union[int, sp.Symbol],\n",
+    "    angular_momentum: Union[int, sp.Symbol] = 0,\n",
     ") -> sp.Expr:\n",
     "    def residue_function(i):\n",
     "        return gamma[R, i] * sp.sqrt(\n",
@@ -293,7 +290,7 @@
     "def f_vector(\n",
     "    n_resonances: int,\n",
     "    n_channels: int,\n",
-    "    angular_momentum: int | sp.Symbol = 0,\n",
+    "    angular_momentum: Union[int, sp.Symbol] = 0,\n",
     ") -> sp.Matrix:\n",
     "    # Define symbols\n",
     "    R = sp.Symbol(\"R\")\n",
@@ -425,7 +422,7 @@
     "def plot_f_vector(\n",
     "    n_channels: int,\n",
     "    n_resonances: int,\n",
-    "    angular_momentum: int | sp.Symbol = 0,\n",
+    "    angular_momentum: Union[int, sp.Symbol] = 0,\n",
     "    title: str = \"\",\n",
     ") -> None:\n",
     "    # Convert to Symbol: symplot cannot handle\n",
@@ -552,7 +549,7 @@
     "        for ax in axes[1:]:\n",
     "            ax.clear()\n",
     "        axes[-1].pcolormesh(\n",
-    "            X, Y, Z_values, cmap=plt.cm.coolwarm, vmin=-z_cutoff, vmax=+z_cutoff\n",
+    "            X, Y, Z_values, cmap=\"coolwarm\", vmin=-z_cutoff, vmax=+z_cutoff\n",
     "        )\n",
     "        i = kwargs[\"i\"]\n",
     "        if n_channels == 1:\n",
@@ -724,7 +721,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/010/pyproject.toml b/docs/010/pyproject.toml
index 1ed3431..284cb9d 100644
--- a/docs/010/pyproject.toml
+++ b/docs/010/pyproject.toml
@@ -7,7 +7,7 @@ dependencies = [
     "mpl-interactions",
 ]
 name = "technical-report"
-requires-python = "~=3.10.0"
+requires-python = "~=3.9.0"
 version = "0.1.0"
 
 [tool.ruff]
@@ -23,6 +23,7 @@ ignore = [
     "CPY001",
     "D",
     "F404",
+    "FA100",
     "FURB113",
     "ISC001",
     "N802",
diff --git a/docs/010/uv.lock b/docs/010/uv.lock
index 4311cdf..6495144 100644
--- a/docs/010/uv.lock
+++ b/docs/010/uv.lock
@@ -1,6 +1,6 @@
 version = 1
 revision = 3
-requires-python = "==3.10.*"
+requires-python = "==3.9.*"
 
 [[package]]
 name = "ampform"
@@ -62,16 +62,19 @@ dependencies = [
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 [[package]]
@@ -115,28 +118,40 @@ wheels = [
 
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new file mode 100644
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 version = "7.34.1"
@@ -748,6 +820,36 @@ requires-dist = [
     {name = "tensorwaves", extras = ["jax", "pwa"], specifier = "~=0.4.8"},
 ]
 
+[[package]]
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+    {name = "absl-py"},
+    {name = "grpcio"},
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+    {name = "numpy"},
+    {name = "packaging"},
+    {name = "pillow"},
+    {name = "protobuf"},
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+
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@@ -800,19 +902,20 @@ wheels = [
 
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+version = "0.4.16"
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 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
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     {name = "sympy"},
     {name = "tqdm"},
 ]
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 [package.optional-dependencies]
@@ -823,6 +926,7 @@ jax = [
 pwa = [
     {name = "ampform", extra = ["viz"]},
     {name = "phasespace", extra = ["tf"]},
+    {name = "tensorboard"},
     {name = "tensorflow"},
 ]
 
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 [[package]]
diff --git a/docs/013/index.ipynb b/docs/013/index.ipynb
index 14bfe76..9aeb339 100644
--- a/docs/013/index.ipynb
+++ b/docs/013/index.ipynb
@@ -49,17 +49,17 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
     "import logging\n",
     "import warnings\n",
     "from pathlib import Path\n",
     "\n",
     "from IPython.display import display\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "\n",
     "LOGGER = logging.getLogger()\n",
     "LOGGER.setLevel(logging.ERROR)\n",
-    "warnings.filterwarnings(\"ignore\")"
+    "warnings.filterwarnings(\"ignore\")\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -620,7 +620,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.13"
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diff --git a/docs/013/uv.lock b/docs/013/uv.lock
index 7056ad9..04895a5 100644
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+    {name = "grpcio"},
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+    {name = "numpy"},
+    {name = "packaging"},
+    {name = "pillow"},
+    {name = "protobuf"},
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+
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 name = "tensorflow"
 version = "2.21.0"
@@ -992,19 +1061,20 @@ wheels = [
 
 [[package]]
 name = "tensorwaves"
-version = "0.4.15"
+version = "0.4.16"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
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 [package.optional-dependencies]
@@ -1015,6 +1085,7 @@ jax = [
 pwa = [
     {name = "ampform", extra = ["viz"]},
     {name = "phasespace", extra = ["tf"]},
+    {name = "tensorboard"},
     {name = "tensorflow"},
 ]
 
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diff --git a/docs/014/index.ipynb b/docs/014/index.ipynb
index 99d9a45..f378f5b 100644
--- a/docs/014/index.ipynb
+++ b/docs/014/index.ipynb
@@ -5,6 +5,7 @@
    "metadata": {},
    "source": [
     "```{autolink-concat}\n",
+    "\n",
     "```"
    ]
   },
@@ -47,15 +48,13 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import inspect\n",
     "import itertools\n",
     "import logging\n",
     "from collections import defaultdict\n",
     "from collections.abc import Iterable, Sequence\n",
     "from functools import cache\n",
-    "from typing import TYPE_CHECKING\n",
+    "from typing import Literal\n",
     "\n",
     "import ampform\n",
     "import attrs\n",
@@ -81,15 +80,13 @@
     ")\n",
     "from IPython.display import Math, display\n",
     "from qrules import ReactionInfo\n",
+    "from qrules.topology import Topology\n",
+    "from qrules.transition import StateTransition\n",
     "from sympy.core.symbol import Str\n",
     "from sympy.physics.quantum.spin import Rotation as Wigner\n",
+    "from sympy.printing.latex import LatexPrinter\n",
     "from sympy.printing.precedence import PRECEDENCE\n",
     "\n",
-    "if TYPE_CHECKING:\n",
-    "    from qrules.topology import Topology\n",
-    "    from qrules.transition import StateTransition\n",
-    "    from sympy.printing.latex import LatexPrinter\n",
-    "\n",
     "LOGGER = logging.getLogger()\n",
     "LOGGER.setLevel(logging.ERROR)"
    ]
@@ -116,6 +113,7 @@
     "3. All parameters under [`parameter_defaults`](https://ampform.readthedocs.io/en/stable/api/ampform.helicity.html#ampform.helicity.HelicityModel.parameter_defaults) are of type {class}`sympy.Symbol <sympy.core.symbol.Symbol>`. This is important for a correct lambdification of the arguments with {func}`sympy.utilities.lambdify.lambdify`.\n",
     "\n",
     "This report presents two solutions:\n",
+    "\n",
     "- {ref}`tr-014-solution-1`\n",
     "- {ref}`tr-014-solution-2`\n",
     "\n",
@@ -298,7 +296,7 @@
     "        expression: sp.Expr,\n",
     "        *indices: tuple[sp.Symbol, Iterable[sp.Float]],\n",
     "        **hints,\n",
-    "    ) -> PoolSum:\n",
+    "    ) -> \"PoolSum\":\n",
     "        indices = tuple((s, tuple(v)) for s, v in indices)\n",
     "        return create_expression(cls, expression, *indices, **hints)\n",
     "\n",
@@ -325,7 +323,7 @@
     "        expression = printer._print(self.expression)\n",
     "        return R\" \".join(sum_symbols) + f\"{{{expression}}}\"\n",
     "\n",
-    "    def cleanup(self) -> sp.Expr | PoolSum:\n",
+    "    def cleanup(self) -> \"sp.Expr | PoolSum\":\n",
     "        substitutions = {}\n",
     "        new_indices = []\n",
     "        for idx, values in self.indices:\n",
@@ -630,10 +628,6 @@
    },
    "outputs": [],
    "source": [
-    "if TYPE_CHECKING:\n",
-    "    from typing import Literal\n",
-    "\n",
-    "\n",
     "@cache\n",
     "def get_helicities(\n",
     "    reaction: ReactionInfo, which: Literal[\"inner\", \"outer\"]\n",
@@ -902,7 +896,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We therefore have to somehow introduce a dependence in these {class}`~sympy.core.symbol.Symbol`s on the helicity values.  An idea may be to use {class}`~sympy.tensor.indexed.IndexedBase`. Modifying the function introduced in {ref}`tr-014-solution-1`:"
+    "We therefore have to somehow introduce a dependence in these {class}`~sympy.core.symbol.Symbol`s on the helicity values. An idea may be to use {class}`~sympy.tensor.indexed.IndexedBase`. Modifying the function introduced in {ref}`tr-014-solution-1`:"
    ]
   },
   {
@@ -1227,7 +1221,6 @@
     "\n",
     "What may become a problem are $LS$-combinations. So far we have only considered a [`ReactionInfo`](https://qrules.readthedocs.io/en/0.9.6/api/qrules.transition.html#qrules.transition.ReactionInfo) that was created with `formalism=\"helicity\"`, but we also have to sum over $LS$-combinations when using `formalism=\"canonical-helicity\"`. This is particularly important when using dynamics with form factors, which depend on [`angular_momentum`](https://ampform.readthedocs.io/en/0.12.3/api/ampform.dynamics.builder.html#ampform.dynamics.builder.TwoBodyKinematicVariableSet.angular_momentum).\n",
     "\n",
-    "\n",
     ":::{note}\n",
     "\n",
     "The {class}`sympy.tensor.indexed.Indexed` now also contains the names of the resonances.\n",
@@ -1677,7 +1670,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/014/uv.lock b/docs/014/uv.lock
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+++ b/docs/014/uv.lock
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diff --git a/docs/015/uv.lock b/docs/015/uv.lock
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diff --git a/docs/016/index.ipynb b/docs/016/index.ipynb
index e35eeab..57b6ea8 100644
--- a/docs/016/index.ipynb
+++ b/docs/016/index.ipynb
@@ -59,8 +59,11 @@
     "from ampform.io import aslatex\n",
     "from ampform.sympy import unevaluated\n",
     "from IPython.display import Markdown, Math\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from scipy.integrate import quad, quad_vec\n",
-    "from sympy.printing.pycode import _unpack_integral_limits"
+    "from sympy.printing.pycode import _unpack_integral_limits\n",
+    "\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -448,8 +451,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
     "fig, ax = plt.subplots()\n",
     "ax.set_xlabel(\"$x,w$\")\n",
     "ax.plot(domain, func_output, label=\"$f(x)$\")\n",
@@ -488,7 +489,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.13"
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diff --git a/docs/017/index.ipynb b/docs/017/index.ipynb
index 1841e1e..ac2926c 100644
--- a/docs/017/index.ipynb
+++ b/docs/017/index.ipynb
@@ -5,6 +5,7 @@
    "metadata": {},
    "source": [
     "```{autolink-concat}\n",
+    "\n",
     "```"
    ]
   },
@@ -48,10 +49,7 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import warnings\n",
-    "from typing import TYPE_CHECKING\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
@@ -64,31 +62,15 @@
     ")\n",
     "from IPython.display import Math\n",
     "from ipywidgets import FloatSlider, VBox, interactive_output\n",
+    "from matplotlib.axis import Axis\n",
+    "from matplotlib.contour import QuadContourSet\n",
+    "from matplotlib.lines import Line2D\n",
     "from matplotlib.patches import Patch\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from tensorwaves.function.sympy import create_parametrized_function\n",
     "\n",
-    "if TYPE_CHECKING:\n",
-    "    from matplotlib.axis import Axis\n",
-    "    from matplotlib.contour import QuadContourSet\n",
-    "    from matplotlib.lines import Line2D\n",
-    "\n",
-    "warnings.filterwarnings(\"ignore\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": [
-     "remove-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config InlineBackend.figure_formats = ['svg']"
+    "warnings.filterwarnings(\"ignore\")\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -146,7 +128,6 @@
    "source": [
     "The phase space is defined by the closed area that satisfies the condition $\\phi(\\sigma_1,\\sigma_2) \\leq 0$, where $\\phi$ is a **Kibble function**:\n",
     "\n",
-    "\n",
     "```{margin}\n",
     "See §V.2 in {cite}`Byckling:1971vca`\n",
     "```"
@@ -184,7 +165,7 @@
     "@make_commutative\n",
     "@implement_doit_method\n",
     "class Kibble(UnevaluatedExpression):\n",
-    "    def __new__(cls, sigma1, sigma2, sigma3, m0, m1, m2, m3, **hints) -> Kibble:\n",
+    "    def __new__(cls, sigma1, sigma2, sigma3, m0, m1, m2, m3, **hints) -> \"Kibble\":\n",
     "        return create_expression(cls, sigma1, sigma2, sigma3, m0, m1, m2, m3, **hints)\n",
     "\n",
     "    def evaluate(self) -> sp.Expr:\n",
@@ -203,7 +184,7 @@
     "@make_commutative\n",
     "@implement_doit_method\n",
     "class Källén(UnevaluatedExpression):\n",
-    "    def __new__(cls, x, y, z, **hints) -> Källén:\n",
+    "    def __new__(cls, x, y, z, **hints) -> \"Källén\":\n",
     "        return create_expression(cls, x, y, z, **hints)\n",
     "\n",
     "    def evaluate(self) -> sp.Expr:\n",
@@ -491,6 +472,7 @@
     ":alt: Cell output - interactive Dalitz plot\n",
     ":align: center\n",
     "```\n",
+    "\n",
     "<br>"
    ]
   },
@@ -724,7 +706,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
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     {name = "matplotlib-inline"},
     {name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'"},
     {name = "prompt-toolkit"},
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+wheels = [
+    {url = "https://files.pythonhosted.org/packages/82/3b/64d4899d73f91ba49a8c18a8ff3f0ea8f1c1d75481760df8c68ef5235bf5/rich-15.0.0-py3-none-any.whl", hash = "sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb", size = 310654, upload-time = "2026-04-12T08:24:02.83Z"},
+]
+
 [[package]]
 name = "rpds-py"
 version = "0.30.0"
@@ -697,19 +754,20 @@ requires-dist = [
 
 [[package]]
 name = "tensorwaves"
-version = "0.4.15"
+version = "0.4.16"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
-sdist = {url = "https://files.pythonhosted.org/packages/04/9c/67c86f76dd71348f7d02b7df2657a4e4467a7f0ec7430d8d9cf3c90d0f60/tensorwaves-0.4.15.tar.gz", hash = "sha256:69b5d50b333790642ee93cc8aeccadce6bc523d0e62499b6a81f7004d2fd3c36", size = 390790, upload-time = "2026-02-16T16:36:08.158Z"}
+sdist = {url = "https://files.pythonhosted.org/packages/30/be/1dfdbbc339453067fafb0239166ba527c7395bc66198a8be74d2df99ddec/tensorwaves-0.4.16.tar.gz", hash = "sha256:374d984c704df6671f03ee5827e3c3379e5f82fd3427c87aa86ef08775fdb20a", size = 397159, upload-time = "2026-05-11T10:03:33.891Z"}
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+    {url = "https://files.pythonhosted.org/packages/52/e8/cc1b280960e646c6d44cc9eb4d3f0a2eb2886d3183f48fe062f5d4f70c6e/tensorwaves-0.4.16-py3-none-any.whl", hash = "sha256:2354752354523de421e3704417f78de2c41663c95daaa7611051650a9467d52e", size = 43747, upload-time = "2026-05-11T10:03:31.85Z"},
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+version = "5.15.0"
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+    {url = "https://files.pythonhosted.org/packages/da/98/a9937a969d018a23badfea0b381f66783649d48e0ea6c41923265c3cbeb3/traitlets-5.15.0-py3-none-any.whl", hash = "sha256:fb36a18867a6803deab09f3c5e0fa81bb7b26a5c9e82501c9933f759166eff40", size = 85877, upload-time = "2026-05-06T08:05:55.853Z"},
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diff --git a/docs/018/index.ipynb b/docs/018/index.ipynb
index ba7b998..c3d7290 100644
--- a/docs/018/index.ipynb
+++ b/docs/018/index.ipynb
@@ -55,8 +55,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import logging\n",
     "import os\n",
     "import warnings\n",
@@ -64,10 +62,12 @@
     "\n",
     "import jax.numpy as jnp\n",
     "import numpy as np\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "\n",
     "logging.getLogger(\"absl\").setLevel(logging.ERROR)  # no JAX warnings\n",
     "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"  # no TF warnings\n",
-    "warnings.filterwarnings(\"ignore\")  # sqrt negative argument"
+    "warnings.filterwarnings(\"ignore\")  # sqrt negative argument\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -182,19 +182,6 @@
     "phsp = transformer(phsp)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "tags": [
-     "remove-input"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config InlineBackend.figure_formats = ['png']"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -239,7 +226,7 @@
     "ax.set_title(\"TFPhaseSpaceGenerator sample\")\n",
     "ax.set_xlabel(xlabel)\n",
     "ax.set_ylabel(ylabel)\n",
-    "mesh = ax.pcolormesh(X, Y, Z)\n",
+    "mesh = ax.pcolormesh(X, Y, Z, rasterized=True)\n",
     "c_bar = plt.colorbar(mesh, ax=ax)\n",
     "c_bar.ax.set_ylabel(bar_title)\n",
     "fig.savefig(\"TFPhaseSpaceGenerator.png\")\n",
@@ -293,12 +280,8 @@
    },
    "outputs": [],
    "source": [
-    "from typing import TYPE_CHECKING\n",
-    "\n",
     "from scipy.interpolate import griddata\n",
-    "\n",
-    "if TYPE_CHECKING:\n",
-    "    from tensorwaves.interface import DataSample\n",
+    "from tensorwaves.interface import DataSample\n",
     "\n",
     "\n",
     "def plot_distribution_and_weights(phsp: DataSample, weights: np.ndarray) -> None:\n",
@@ -334,15 +317,15 @@
     "    axes[1].set_title(\"Weights\")\n",
     "    axes[2].set_title(\"Weighted phase space distribution\")\n",
     "\n",
-    "    mesh = axes[0].pcolormesh(X_edges, Y_edges, Z_unweighted)\n",
+    "    mesh = axes[0].pcolormesh(X_edges, Y_edges, Z_unweighted, rasterized=True)\n",
     "    c_bar = plt.colorbar(mesh, ax=axes[0])\n",
     "    c_bar.ax.set_ylabel(bar_title)\n",
     "\n",
-    "    mesh = axes[1].pcolormesh(X, Y, Z_weights)\n",
+    "    mesh = axes[1].pcolormesh(X, Y, Z_weights, rasterized=True)\n",
     "    c_bar = plt.colorbar(mesh, ax=axes[1])\n",
     "    c_bar.ax.set_ylabel(\"phase space weight\")\n",
     "\n",
-    "    mesh = axes[2].pcolormesh(X_edges, Y_edges, Z_weighted)\n",
+    "    mesh = axes[2].pcolormesh(X_edges, Y_edges, Z_weighted, rasterized=True)\n",
     "    c_bar = plt.colorbar(mesh, ax=axes[2])\n",
     "    c_bar.ax.set_ylabel(bar_title)\n",
     "\n",
@@ -443,7 +426,7 @@
     "fig, ax = plt.subplots(dpi=200, figsize=(4.5, 4))\n",
     "ax.set_xlabel(xlabel)\n",
     "ax.set_ylabel(ylabel)\n",
-    "mesh = ax.pcolormesh(X, Y, Z)\n",
+    "mesh = ax.pcolormesh(X, Y, Z, rasterized=True)\n",
     "c_bar = plt.colorbar(mesh, ax=ax)\n",
     "c_bar.ax.set_ylabel(\"intensity\")\n",
     "fig.savefig(\"intensity-distribution.png\")\n",
@@ -556,7 +539,7 @@
     "fig, ax = plt.subplots(dpi=200, figsize=(4.5, 4))\n",
     "ax.set_xlabel(xlabel)\n",
     "ax.set_ylabel(ylabel)\n",
-    "mesh = ax.pcolormesh(X, Y, Z)\n",
+    "mesh = ax.pcolormesh(X, Y, Z, rasterized=True)\n",
     "c_bar = plt.colorbar(mesh, ax=ax)\n",
     "c_bar.ax.set_ylabel(R\"new intensity $\\times$ importance weight\")\n",
     "fig.savefig(\"importance-sampling-after-modification.png\")\n",
@@ -591,7 +574,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/018/pyproject.toml b/docs/018/pyproject.toml
index 539a612..6740f5a 100644
--- a/docs/018/pyproject.toml
+++ b/docs/018/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 dependencies = [
-    "ampform[viz]",
+    "ampform[viz]~=0.15.0",
     "matplotlib",
     "scipy",
     "tensorwaves[jax,pwa]",
diff --git a/docs/018/uv.lock b/docs/018/uv.lock
index d9d00f7..4619e97 100644
--- a/docs/018/uv.lock
+++ b/docs/018/uv.lock
@@ -13,7 +13,7 @@ wheels = [
 
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+version = "0.15.11"
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@@ -336,14 +336,14 @@ dependencies = [
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+version = "0.10.0"
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@@ -351,13 +351,13 @@ dependencies = [
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 ]
 
 [package.optional-dependencies]
@@ -940,12 +979,42 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    {name = "ampform", extras = ["viz"]},
+    {name = "ampform", extras = ["viz"], specifier = "~=0.15.0"},
     {name = "matplotlib"},
     {name = "scipy"},
     {name = "tensorwaves", extras = ["jax", "pwa"]},
 ]
 
+[[package]]
+name = "tensorboard"
+version = "2.20.0"
+source = {registry = "https://pypi.org/simple"}
+dependencies = [
+    {name = "absl-py"},
+    {name = "grpcio"},
+    {name = "markdown"},
+    {name = "numpy"},
+    {name = "packaging"},
+    {name = "pillow"},
+    {name = "protobuf"},
+    {name = "setuptools"},
+    {name = "tensorboard-data-server"},
+    {name = "werkzeug"},
+]
+wheels = [
+    {url = "https://files.pythonhosted.org/packages/9c/d9/a5db55f88f258ac669a92858b70a714bbbd5acd993820b41ec4a96a4d77f/tensorboard-2.20.0-py3-none-any.whl", hash = "sha256:9dc9f978cb84c0723acf9a345d96c184f0293d18f166bb8d59ee098e6cfaaba6", size = 5525680, upload-time = "2025-07-17T19:20:49.638Z"},
+]
+
+[[package]]
+name = "tensorboard-data-server"
+version = "0.7.2"
+source = {registry = "https://pypi.org/simple"}
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+    {url = "https://files.pythonhosted.org/packages/b7/85/dabeaf902892922777492e1d253bb7e1264cadce3cea932f7ff599e53fea/tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60", size = 4823598, upload-time = "2023-10-23T21:23:33.714Z"},
+    {url = "https://files.pythonhosted.org/packages/73/c6/825dab04195756cf8ff2e12698f22513b3db2f64925bdd41671bfb33aaa5/tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530", size = 6590363, upload-time = "2023-10-23T21:23:35.583Z"},
+]
+
 [[package]]
 name = "tensorflow"
 version = "2.21.0"
@@ -998,19 +1067,20 @@ wheels = [
 
 [[package]]
 name = "tensorwaves"
-version = "0.4.15"
+version = "0.4.16"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
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+    {url = "https://files.pythonhosted.org/packages/52/e8/cc1b280960e646c6d44cc9eb4d3f0a2eb2886d3183f48fe062f5d4f70c6e/tensorwaves-0.4.16-py3-none-any.whl", hash = "sha256:2354752354523de421e3704417f78de2c41663c95daaa7611051650a9467d52e", size = 43747, upload-time = "2026-05-11T10:03:31.85Z"},
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 [package.optional-dependencies]
@@ -1021,6 +1091,7 @@ jax = [
 pwa = [
     {name = "ampform", extra = ["viz"]},
     {name = "phasespace", extra = ["tf"]},
+    {name = "tensorboard"},
     {name = "tensorflow"},
 ]
 
@@ -1056,23 +1127,35 @@ wheels = [
 
 [[package]]
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-version = "2.6.3"
+version = "2.7.0"
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 [[package]]
diff --git a/docs/020/index.ipynb b/docs/020/index.ipynb
index ede1be3..80ac75a 100644
--- a/docs/020/index.ipynb
+++ b/docs/020/index.ipynb
@@ -50,17 +50,18 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
     "import logging\n",
     "import os\n",
     "import warnings\n",
     "\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
+    "\n",
     "JAX_LOGGER = logging.getLogger(\"absl\")\n",
     "JAX_LOGGER.setLevel(logging.ERROR)\n",
     "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n",
     "warnings.simplefilter(\"ignore\", UserWarning)\n",
-    "warnings.filterwarnings(\"ignore\")"
+    "warnings.filterwarnings(\"ignore\")\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -1359,7 +1360,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/020/pyproject.toml b/docs/020/pyproject.toml
index 5afa1a3..dea4326 100644
--- a/docs/020/pyproject.toml
+++ b/docs/020/pyproject.toml
@@ -5,8 +5,9 @@ dependencies = [
     "matplotlib",
     "numpy~=1.0",
     "pandas",
+    "qrules==0.10.3",
     "tensorwaves[jax,pwa]~=0.4.8",
-    "zfit~=0.10.0",
+    "zfit~=0.14.0",
 ]
 name = "technical-report"
 requires-python = "~=3.10.0"
diff --git a/docs/020/uv.lock b/docs/020/uv.lock
index db892b8..00b8f14 100644
--- a/docs/020/uv.lock
+++ b/docs/020/uv.lock
@@ -30,18 +30,9 @@ viz = [
     {name = "graphviz"},
 ]
 
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-]
-
 [[package]]
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-version = "5.2.0"
+version = "5.3.0"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
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@@ -53,9 +44,9 @@ dependencies = [
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 [[package]]
 name = "zfit"
-version = "0.10.1"
+version = "0.14.1"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "boost-histogram"},
@@ -1594,29 +1666,32 @@ dependencies = [
     {name = "colored"},
     {name = "colorlog"},
     {name = "deprecated"},
+    {name = "dill"},
     {name = "dotmap"},
+    {name = "frozendict"},
     {name = "hist"},
     {name = "iminuit"},
+    {name = "jacobi"},
     {name = "numdifftools"},
     {name = "numpy"},
     {name = "ordered-set"},
     {name = "pandas"},
     {name = "pydantic"},
+    {name = "pyyaml"},
     {name = "scipy"},
     {name = "tabulate"},
-    {name = "tensorflow"},
-    {name = "tensorflow-addons"},
+    {name = "tensorflow", marker = "platform_machine != 'arm64' or sys_platform != 'darwin'"},
+    {name = "tensorflow-macos", marker = "platform_machine == 'arm64' and sys_platform == 'darwin'"},
     {name = "tensorflow-probability"},
     {name = "texttable"},
-    {name = "tf-quant-finance"},
     {name = "uhi"},
     {name = "uproot"},
     {name = "xxhash"},
     {name = "zfit-interface"},
 ]
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 [[package]]
@@ -1635,9 +1710,9 @@ wheels = [
 
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 name = "zipp"
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diff --git a/docs/021/index.ipynb b/docs/021/index.ipynb
index 388475e..9f763ad 100644
--- a/docs/021/index.ipynb
+++ b/docs/021/index.ipynb
@@ -5,6 +5,7 @@
    "metadata": {},
    "source": [
     "```{autolink-concat}\n",
+    "\n",
     "```"
    ]
   },
@@ -62,12 +63,9 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import itertools\n",
     "import logging\n",
     "import os\n",
-    "from typing import TYPE_CHECKING\n",
     "\n",
     "import jax.numpy as jnp\n",
     "import matplotlib.pyplot as plt\n",
@@ -86,16 +84,15 @@
     "from IPython.display import HTML, Image, Math, display\n",
     "from ipywidgets import Button, Combobox, HBox, HTMLMath, Tab, VBox, interactive_output\n",
     "from matplotlib.colors import LogNorm\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
+    "from qrules.particle import Particle\n",
     "from symplot import create_slider\n",
     "from sympy.core.symbol import Str\n",
     "from sympy.physics.matrices import msigma\n",
     "from sympy.physics.quantum.spin import Rotation as Wigner\n",
     "from tensorwaves.data.transform import SympyDataTransformer\n",
     "from tensorwaves.function.sympy import create_function, create_parametrized_function\n",
-    "\n",
-    "if TYPE_CHECKING:\n",
-    "    from qrules.particle import Particle\n",
-    "    from tensorwaves.interface import DataSample, ParametrizedFunction\n",
+    "from tensorwaves.interface import DataSample, ParametrizedFunction\n",
     "\n",
     "LOGGER = logging.getLogger()\n",
     "LOGGER.setLevel(logging.ERROR)\n",
@@ -135,7 +132,8 @@
     "    return f\"{base}_{{{indices}}}\"\n",
     "\n",
     "\n",
-    "sp.Indexed._latex = _print_Indexed_latex"
+    "sp.Indexed._latex = _print_Indexed_latex\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -317,7 +315,7 @@
     "    l_Λc: int\n",
     "\n",
     "    @staticmethod\n",
-    "    def generate_ls(particle: Particle, chain_id: int) -> Resonance:\n",
+    "    def generate_ls(particle: Particle, chain_id: int) -> \"Resonance\":\n",
     "        LS_prod = generate_ls(Λc, particle, siblings[chain_id], strong=False)\n",
     "        LS_prod = [L for L, S in LS_prod]\n",
     "        LS_dec = generate_ls(particle, *decay_products[chain_id])\n",
@@ -521,7 +519,7 @@
     "\n",
     "$$\n",
     "\\begin{align}\n",
-    "    p &= \\lambda^{1/2}(s,m_i^2,m_j^2)/(2\\sqrt{s})\\,, & \n",
+    "    p &= \\lambda^{1/2}(s,m_i^2,m_j^2)/(2\\sqrt{s})\\,, &\n",
     "    q &= \\lambda^{1/2}(s,m_0^2,m_k^2)/(2m_0)\\,.\n",
     "\\end{align}\n",
     "$$\n",
@@ -1559,8 +1557,8 @@
     "The vector $\\vec \\alpha$ introduced in Eq.&nbsp;{eq}`polarimeter-field` obeys the following properties:\n",
     "\n",
     "1. It is a three-dimensional vector defined in the rest frame of the decaying particle.\n",
-    "    Particularly, it is transformed as a regular vector in case initial (alignment) configuration change.\n",
-    "2. The length of the vector is limited by 1: $|\\vec{\\alpha}| < 1$ \n",
+    "   Particularly, it is transformed as a regular vector in case initial (alignment) configuration change.\n",
+    "2. The length of the vector is limited by 1: $|\\vec{\\alpha}| < 1$\n",
     "3. $\\alpha_y=0$ for the decays of a fermion to a fermions and (pseudo)scalar\n",
     "\n",
     "Here is the prove of the second statement:\n",
@@ -1679,7 +1677,7 @@
    "source": [
     "### Phase space\n",
     "\n",
-    "The $\\Lambda_c^+ \\to p K \\pi$ kinematics is fully described by two dynamic variables, $m_{K\\pi}$ and $m_{pK}$  (see {doc}`/017/index`). The third Mandelstam variable can be computed from the other two and the masses of the initial and final state:"
+    "The $\\Lambda_c^+ \\to p K \\pi$ kinematics is fully described by two dynamic variables, $m_{K\\pi}$ and $m_{pK}$ (see {doc}`/017/index`). The third Mandelstam variable can be computed from the other two and the masses of the initial and final state:"
    ]
   },
   {
@@ -1806,8 +1804,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
-    "\n",
     "s1_label = R\"$\\sigma_1=m^2\\left(K\\pi\\right)$\"\n",
     "s2_label = R\"$\\sigma_2=m^2\\left(pK\\right)$\"\n",
     "s3_label = R\"$\\sigma_3=m^2\\left(p\\pi\\right)$\"\n",
@@ -1823,7 +1819,7 @@
     "ax.set_ylabel(s2_label)\n",
     "\n",
     "total_intensities = intensity_func(phsp)\n",
-    "mesh = ax.pcolormesh(X, Y, total_intensities, norm=LogNorm())\n",
+    "mesh = ax.pcolormesh(X, Y, total_intensities, norm=LogNorm(), rasterized=True)\n",
     "fig.colorbar(mesh, ax=ax, fraction=0.05, pad=0.02)\n",
     "fig.savefig(\"intensity-distribution.png\", dpi=200)\n",
     "plt.show()"
@@ -1854,9 +1850,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
-    "\n",
     "def compute_sub_function(\n",
     "    func: ParametrizedFunction, phsp: DataSample, non_zero_couplings: str\n",
     ") -> jnp.ndarray:\n",
@@ -2326,8 +2319,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
-    "\n",
     "fig, axes = plt.subplots(\n",
     "    figsize=(12, 6.2),\n",
     "    ncols=2,\n",
@@ -2360,7 +2351,7 @@
     "    αx, αy, αz = tuple(func(phsp_α).real for func in polarimetry_funcs)\n",
     "    abs_α = jnp.sqrt(αx**2 + αy**2 + αz**2)\n",
     "    if mesh is None:\n",
-    "        mesh = ax1.pcolormesh(XI, YI, intensity, cmap=plt.cm.Reds)\n",
+    "        mesh = ax1.pcolormesh(XI, YI, intensity, cmap=plt.cm.Reds, rasterized=True)\n",
     "        c_bar = fig.colorbar(mesh, ax=ax1, pad=0.01, fraction=0.0473)\n",
     "        c_bar.ax.set_yticks([])\n",
     "    else:\n",
@@ -2442,7 +2433,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
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diff --git a/docs/021/pyproject.toml b/docs/021/pyproject.toml
index 1becaad..2dca02f 100644
--- a/docs/021/pyproject.toml
+++ b/docs/021/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 dependencies = [
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diff --git a/docs/021/uv.lock b/docs/021/uv.lock
index 9ee3ec8..9341f68 100644
--- a/docs/021/uv.lock
+++ b/docs/021/uv.lock
@@ -4,7 +4,7 @@ requires-python = "==3.13.*"
 
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 name = "ptyprocess"
 version = "0.7.0"
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 ]
 
+[[package]]
+name = "rich"
+version = "15.0.0"
+source = {registry = "https://pypi.org/simple"}
+dependencies = [
+    {name = "markdown-it-py"},
+    {name = "pygments"},
+]
+sdist = {url = "https://files.pythonhosted.org/packages/c0/8f/0722ca900cc807c13a6a0c696dacf35430f72e0ec571c4275d2371fca3e9/rich-15.0.0.tar.gz", hash = "sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36", size = 230680, upload-time = "2026-04-12T08:24:00.75Z"}
+wheels = [
+    {url = "https://files.pythonhosted.org/packages/82/3b/64d4899d73f91ba49a8c18a8ff3f0ea8f1c1d75481760df8c68ef5235bf5/rich-15.0.0-py3-none-any.whl", hash = "sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb", size = 310654, upload-time = "2026-04-12T08:24:02.83Z"},
+]
+
 [[package]]
 name = "rpds-py"
 version = "0.30.0"
@@ -784,7 +841,7 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    {name = "ampform"},
+    {name = "ampform", specifier = "~=0.15.0"},
     {name = "ipympl"},
     {name = "ipywidgets"},
     {name = "matplotlib"},
@@ -793,19 +850,20 @@ requires-dist = [
 
 [[package]]
 name = "tensorwaves"
-version = "0.4.15"
+version = "0.4.16"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
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 [package.optional-dependencies]
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 name = "traitlets"
-version = "5.14.3"
+version = "5.15.0"
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 [[package]]
diff --git a/docs/022/index.ipynb b/docs/022/index.ipynb
index ec3656b..2a47c5f 100644
--- a/docs/022/index.ipynb
+++ b/docs/022/index.ipynb
@@ -53,8 +53,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import logging\n",
     "from pathlib import Path\n",
     "from warnings import filterwarnings\n",
@@ -66,6 +64,7 @@
     "import sympy as sp\n",
     "from ampform.sympy import PoolSum\n",
     "from IPython.display import display\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from polarimetry import _to_index\n",
     "from polarimetry.data import create_data_transformer, generate_meshgrid_sample\n",
     "from polarimetry.io import (\n",
@@ -81,7 +80,8 @@
     "filterwarnings(\"ignore\")\n",
     "logging.getLogger(\"polarimetry.function\").setLevel(logging.INFO)\n",
     "mute_jax_warnings()\n",
-    "POLARIMETRY_DIR = Path(polarimetry.__file__).parent"
+    "POLARIMETRY_DIR = Path(polarimetry.__file__).parent\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -422,8 +422,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
-    "\n",
     "plt.rcdefaults()\n",
     "plt.rc(\"font\", size=16)\n",
     "s1_label = R\"$m^2\\left(K^-\\pi^+\\right)$ [GeV$^2$]\"\n",
@@ -433,7 +431,7 @@
     "ax.set_xlabel(s1_label)\n",
     "ax.set_ylabel(s2_label)\n",
     "ax.set_box_aspect(1)\n",
-    "ax.pcolormesh(X, Y, B_arrays[0, 0].real)\n",
+    "ax.pcolormesh(X, Y, B_arrays[0, 0].real, rasterized=True)\n",
     "fig.savefig(\"b00-is-intensity.png\")\n",
     "plt.show()"
    ]
@@ -460,8 +458,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
-    "\n",
     "plt.rcdefaults()\n",
     "plt.rc(\"font\", size=10)\n",
     "fig, axes = plt.subplots(\n",
@@ -488,8 +484,8 @@
     "        else:\n",
     "            Z = B_norm[τ, ρ].real\n",
     "            ax.set_title(f\"$B_{{{τ}{ρ}}} / B_{{00}}$\")\n",
-    "            cmap = plt.cm.coolwarm\n",
-    "        mesh = ax.pcolormesh(X, Y, Z, cmap=cmap)\n",
+    "            cmap = \"coolwarm\"\n",
+    "        mesh = ax.pcolormesh(X, Y, Z, cmap=cmap, rasterized=True)\n",
     "        cbar = fig.colorbar(mesh, ax=ax, fraction=0.047, pad=0.01)\n",
     "        if τ != 0 or ρ != 0:\n",
     "            mesh.set_clim(vmin=-1, vmax=+1)\n",
@@ -577,8 +573,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
     "fig, ax, cbar = plot(\n",
     "    x=B_norm[3, 0],\n",
     "    y=B_norm[1, 0],\n",
@@ -610,8 +604,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
-    "\n",
     "fig, ax, cbar = plot(\n",
     "    x=B_norm[0, 3],\n",
     "    y=B_norm[0, 1],\n",
@@ -664,8 +656,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
-    "\n",
     "fig, axes = plt.subplots(\n",
     "    figsize=(11, 6),\n",
     "    ncols=2,\n",
@@ -677,8 +667,9 @@
     "ax1, ax2 = axes\n",
     "ax1.set_title(R\"$\\alpha$\")\n",
     "ax2.set_title(R\"$\\beta$\")\n",
-    "ax1.pcolormesh(X, Y, α_abs.real, cmap=plt.cm.coolwarm).set_clim(vmin=-1, vmax=+1)\n",
-    "ax2.pcolormesh(X, Y, β_abs.real, cmap=plt.cm.coolwarm).set_clim(vmin=-1, vmax=+1)\n",
+    "style = dict(cmap=\"coolwarm\", rasterized=True)\n",
+    "ax1.pcolormesh(X, Y, α_abs.real, **style).set_clim(vmin=-1, vmax=+1)\n",
+    "ax2.pcolormesh(X, Y, β_abs.real, **style).set_clim(vmin=-1, vmax=+1)\n",
     "ax1.set_xlabel(s1_label)\n",
     "ax2.set_xlabel(s1_label)\n",
     "ax1.set_ylabel(s2_label)\n",
@@ -715,7 +706,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.13"
   },
   "myst": {
    "all_links_external": true
diff --git a/docs/022/pyproject.toml b/docs/022/pyproject.toml
index e8c3840..9a811f6 100644
--- a/docs/022/pyproject.toml
+++ b/docs/022/pyproject.toml
@@ -2,7 +2,7 @@
 dependencies = [
     "jax",
     "matplotlib",
-    "polarimetry-lc2pkpi~=0.0.10",
+    "polarimetry-lc2pkpi==0.0.11",
 ]
 name = "technical-report"
 requires-python = "~=3.13.0"
@@ -15,6 +15,7 @@ preview = true
 ignore = [
     "ANN001",
     "ANN201",
+    "C408",
     "COM812",
     "CPY001",
     "D",
diff --git a/docs/022/uv.lock b/docs/022/uv.lock
index e25fa7d..9536fb9 100644
--- a/docs/022/uv.lock
+++ b/docs/022/uv.lock
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diff --git a/docs/023/pyproject.toml b/docs/023/pyproject.toml
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diff --git a/docs/025/index.ipynb b/docs/025/index.ipynb
index 7af6a6b..e3268b9 100644
--- a/docs/025/index.ipynb
+++ b/docs/025/index.ipynb
@@ -343,8 +343,8 @@
     "        data = {\n",
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     "            \"re\": ax1re.plot(x, t_mpl.real, label=\"real\", c=\"C1\", ls=\"dotted\")[0],\n",
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-    "            \"re2D\": ax2re.pcolormesh(X_mpl, Y_mpl, T_mpl.real, cmap=plt.cm.coolwarm),\n",
+    "            \"im2D\": ax2im.pcolormesh(X_mpl, Y_mpl, T_mpl.imag, cmap=\"coolwarm\"),\n",
+    "            \"re2D\": ax2re.pcolormesh(X_mpl, Y_mpl, T_mpl.real, cmap=\"coolwarm\"),\n",
     "        }\n",
     "    else:\n",
     "        data[\"re\"].set_ydata(t_mpl.real)\n",
@@ -425,7 +425,7 @@
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    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.13"
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diff --git a/docs/025/pyproject.toml b/docs/025/pyproject.toml
index a81720f..a8261a1 100644
--- a/docs/025/pyproject.toml
+++ b/docs/025/pyproject.toml
@@ -5,7 +5,7 @@ dependencies = [
     "ipywidgets",
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+    "plotly~=5.0",
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index d49e851..bd0d766 100644
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     {name = "prompt-toolkit"},
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     {name = "matplotlib"},
     {name = "nbformat"},
-    {name = "plotly"},
+    {name = "plotly", specifier = "~=5.0"},
     {name = "sympy"},
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diff --git a/docs/026/index.ipynb b/docs/026/index.ipynb
index fee5aa2..a5afeec 100644
--- a/docs/026/index.ipynb
+++ b/docs/026/index.ipynb
@@ -60,8 +60,6 @@
    "outputs": [],
    "source": [
     "# @title\n",
-    "from __future__ import annotations\n",
-    "\n",
     "import warnings\n",
     "from typing import Any\n",
     "\n",
@@ -73,8 +71,10 @@
     "from ampform.kinematics.phasespace import Kallen\n",
     "from ampform.sympy import unevaluated\n",
     "from IPython.display import Math\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "\n",
-    "warnings.filterwarnings(\"ignore\")"
+    "warnings.filterwarnings(\"ignore\")\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -416,7 +416,6 @@
    "outputs": [],
    "source": [
     "# @title\n",
-    "%config InlineBackend.figure_formats = [\"svg\"]\n",
     "\n",
     "plt.rcParams.update({\"font.size\": 16})\n",
     "fig, axes = plt.subplots(figsize=(15, 6), ncols=2, sharey=True)\n",
@@ -616,7 +615,7 @@
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    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
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index 9338dec..2457451 100644
--- a/docs/026/pyproject.toml
+++ b/docs/026/pyproject.toml
@@ -3,7 +3,7 @@ dependencies = [
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     "matplotlib",
     "nbformat>=4.2.0",
-    "plotly",
+    "plotly~=5.0",
     "sympy",
 ]
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+++ b/docs/026/uv.lock
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 name = "nbformat"
 version = "5.10.4"
@@ -295,24 +286,24 @@ wheels = [
 
 [[package]]
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-version = "26.0"
+version = "26.2"
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 name = "particle"
-version = "0.26.1"
+version = "0.26.2"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
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@@ -359,15 +350,15 @@ wheels = [
 
 [[package]]
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-version = "6.7.0"
+version = "5.24.1"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
-    {name = "narwhals"},
     {name = "packaging"},
+    {name = "tenacity"},
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@@ -521,10 +512,19 @@ requires-dist = [
     {name = "ampform"},
     {name = "matplotlib"},
     {name = "nbformat", specifier = ">=4.2.0"},
-    {name = "plotly"},
+    {name = "plotly", specifier = "~=5.0"},
     {name = "sympy"},
 ]
 
+[[package]]
+name = "tenacity"
+version = "9.1.4"
+source = {registry = "https://pypi.org/simple"}
+sdist = {url = "https://files.pythonhosted.org/packages/47/c6/ee486fd809e357697ee8a44d3d69222b344920433d3b6666ccd9b374630c/tenacity-9.1.4.tar.gz", hash = "sha256:adb31d4c263f2bd041081ab33b498309a57c77f9acf2db65aadf0898179cf93a", size = 49413, upload-time = "2026-02-07T10:45:33.841Z"}
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+]
+
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 name = "tqdm"
 version = "4.67.3"
@@ -539,9 +539,9 @@ wheels = [
 
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diff --git a/docs/027/index.ipynb b/docs/027/index.ipynb
index 8a9af2d..ff1e41f 100644
--- a/docs/027/index.ipynb
+++ b/docs/027/index.ipynb
@@ -53,8 +53,6 @@
    "outputs": [],
    "source": [
     "# @title\n",
-    "from __future__ import annotations\n",
-    "\n",
     "import warnings\n",
     "from typing import Any\n",
     "\n",
@@ -67,10 +65,12 @@
     "from ampform.sympy import unevaluated\n",
     "from IPython.display import Math, display\n",
     "from ipywidgets import widgets as w\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from plotly.colors import DEFAULT_PLOTLY_COLORS\n",
     "from plotly.subplots import make_subplots\n",
     "\n",
-    "warnings.filterwarnings(\"ignore\")"
+    "warnings.filterwarnings(\"ignore\")\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -523,7 +523,6 @@
    "outputs": [],
    "source": [
     "# @title\n",
-    "%config InlineBackend.figure_formats = [\"svg\"]\n",
     "\n",
     "T_I_func = sp.lambdify(symbols, T_I_cm_expr[0, 0].doit())\n",
     "T_II_func = sp.lambdify(symbols, T_II_rho_expr[0, 0].doit())\n",
@@ -637,7 +636,6 @@
    "outputs": [],
    "source": [
     "# @title\n",
-    "%config InlineBackend.figure_formats = [\"png\"]\n",
     "\n",
     "fig, axes = plt.subplots(figsize=(12, 8), ncols=2, nrows=2, sharey=True)\n",
     "ax1, ax2, ax3, ax4 = axes.flatten()\n",
@@ -654,7 +652,7 @@
     "\n",
     "T_max = 2\n",
     "\n",
-    "style = dict(vmin=-T_max, vmax=+T_max, cmap=plt.cm.coolwarm)\n",
+    "style = dict(vmin=-T_max, vmax=+T_max, cmap=\"coolwarm\", rasterized=True)\n",
     "mesh = ax1.pcolormesh(X, Y, T1p_res1.imag, **style)\n",
     "ax1.pcolormesh(X, -Y, T2n_res1.imag, **style)\n",
     "ax2.pcolormesh(X, +Y, T1p_res1.imag, **style)\n",
@@ -907,6 +905,7 @@
    "metadata": {
     "cellView": "form",
     "tags": [
+     "full-width",
      "hide-input",
      "scroll-input"
     ]
@@ -971,7 +970,7 @@
     "\n",
     "LINES = None\n",
     "MESH = None\n",
-    "style = dict(cmap=plt.cm.coolwarm)\n",
+    "style = dict(cmap=\"coolwarm\")\n",
     "\n",
     "\n",
     "def plot(m0, g01, g02, T_max):\n",
@@ -1013,19 +1012,19 @@
     "        MESH[1].set_array(T2n_res1.imag)\n",
     "        MESH[2].set_array(T1p_res1.imag)\n",
     "        MESH[3].set_array(T3n_res1.imag)\n",
-    "        LINES[0].set_xdata(m0)\n",
-    "        LINES[1].set_xdata(m0)\n",
-    "        LINES[2].set_xdata(m0)\n",
-    "        LINES[3].set_xdata(m0)\n",
-    "        LINES[4].set_ydata(T1y)\n",
-    "        LINES[5].set_ydata(T2y)\n",
-    "        LINES[6].set_ydata(T1y)\n",
-    "        LINES[7].set_ydata(T3y)\n",
+    "        LINES[0].set_xdata([m0])\n",
+    "        LINES[1].set_xdata([m0])\n",
+    "        LINES[2].set_xdata([m0])\n",
+    "        LINES[3].set_xdata([m0])\n",
+    "        LINES[4].set_ydata([T1y])\n",
+    "        LINES[5].set_ydata([T2y])\n",
+    "        LINES[6].set_ydata([T1y])\n",
+    "        LINES[7].set_ydata([T3y])\n",
     "    for mesh in MESH:\n",
     "        mesh.set_clim(-T_max, +T_max)\n",
     "    for ax in axes[0]:\n",
     "        ax.set_ylim(0, max(T1y) * 1.05)\n",
-    "    fig.canvas.draw()\n",
+    "    fig.canvas.draw_idle()\n",
     "\n",
     "\n",
     "for ax in axes[:, 1]:\n",
@@ -1045,11 +1044,11 @@
     "\n",
     "output = w.interactive_output(plot, controls=sliders)\n",
     "UI = w.VBox(list(sliders.values()))\n",
-    "fig.tight_layout()\n",
     "ax1d1.legend()\n",
     "ax1d2.legend()\n",
     "ax2d2.legend()\n",
-    "display(output, UI)"
+    "display(UI)\n",
+    "plt.show()"
    ]
   }
  ],
@@ -1072,7 +1071,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.12"
+   "version": "3.13.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/027/pyproject.toml b/docs/027/pyproject.toml
index c048c5c..ea367f6 100644
--- a/docs/027/pyproject.toml
+++ b/docs/027/pyproject.toml
@@ -5,7 +5,7 @@ dependencies = [
     "ipywidgets",
     "matplotlib",
     "nbformat>=4.2.0",
-    "plotly",
+    "plotly~=5.0",
     "sympy",
 ]
 name = "technical-report"
diff --git a/docs/027/uv.lock b/docs/027/uv.lock
index 9e9e8e3..54105ab 100644
--- a/docs/027/uv.lock
+++ b/docs/027/uv.lock
@@ -150,11 +150,11 @@ wheels = [
 
 [[package]]
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@@ -734,10 +748,19 @@ requires-dist = [
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-    {name = "plotly"},
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diff --git a/docs/028/index.ipynb b/docs/028/index.ipynb
index d9b1d06..8025b2a 100644
--- a/docs/028/index.ipynb
+++ b/docs/028/index.ipynb
@@ -34,19 +34,6 @@
     "# PDG Python API: decay query"
    ]
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-   "execution_count": null,
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-    "tags": [
-     "remove-cell"
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-   "source": [
-    "from __future__ import annotations"
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diff --git a/docs/029/index.ipynb b/docs/029/index.ipynb
index 95e77ea..a64ff0f 100644
--- a/docs/029/index.ipynb
+++ b/docs/029/index.ipynb
@@ -46,8 +46,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "from functools import cache\n",
     "\n",
     "import sympy as sp\n",
@@ -521,7 +519,7 @@
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    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
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diff --git a/docs/030/index.ipynb b/docs/030/index.ipynb
index b3abbfe..977bda7 100644
--- a/docs/030/index.ipynb
+++ b/docs/030/index.ipynb
@@ -53,8 +53,6 @@
    },
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-    "from __future__ import annotations\n",
-    "\n",
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@@ -78,6 +76,7 @@
     "from ampform.sympy import perform_cached_doit, unevaluated\n",
     "from attrs import define, field\n",
     "from IPython.display import Math\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from qrules.particle import Particle, ParticleCollection\n",
     "from sympy import Abs\n",
     "from tensorwaves.data import (\n",
@@ -91,20 +90,8 @@
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     "logging.getLogger(\"absl\").setLevel(logging.ERROR)\n",
     "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n",
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-   "outputs": [],
-   "source": [
-    "%config InlineBackend.figure_formats = ['svg']"
+    "plt.rc(\"font\", size=12)\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
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   {
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 [project]
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@@ -939,11 +978,41 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    {name = "ampform", extras = ["viz"]},
+    {name = "ampform", extras = ["viz"], specifier = "~=0.15.0"},
     {name = "matplotlib"},
     {name = "tensorwaves", extras = ["jax", "pwa"]},
 ]
 
+[[package]]
+name = "tensorboard"
+version = "2.20.0"
+source = {registry = "https://pypi.org/simple"}
+dependencies = [
+    {name = "absl-py"},
+    {name = "grpcio"},
+    {name = "markdown"},
+    {name = "numpy"},
+    {name = "packaging"},
+    {name = "pillow"},
+    {name = "protobuf"},
+    {name = "setuptools"},
+    {name = "tensorboard-data-server"},
+    {name = "werkzeug"},
+]
+wheels = [
+    {url = "https://files.pythonhosted.org/packages/9c/d9/a5db55f88f258ac669a92858b70a714bbbd5acd993820b41ec4a96a4d77f/tensorboard-2.20.0-py3-none-any.whl", hash = "sha256:9dc9f978cb84c0723acf9a345d96c184f0293d18f166bb8d59ee098e6cfaaba6", size = 5525680, upload-time = "2025-07-17T19:20:49.638Z"},
+]
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+[[package]]
+name = "tensorboard-data-server"
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+    {url = "https://files.pythonhosted.org/packages/b7/85/dabeaf902892922777492e1d253bb7e1264cadce3cea932f7ff599e53fea/tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60", size = 4823598, upload-time = "2023-10-23T21:23:33.714Z"},
+    {url = "https://files.pythonhosted.org/packages/73/c6/825dab04195756cf8ff2e12698f22513b3db2f64925bdd41671bfb33aaa5/tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530", size = 6590363, upload-time = "2023-10-23T21:23:35.583Z"},
+]
+
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 name = "tensorflow"
 version = "2.21.0"
@@ -996,19 +1065,20 @@ wheels = [
 
 [[package]]
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-version = "0.4.15"
+version = "0.4.16"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
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 [package.optional-dependencies]
@@ -1019,6 +1089,7 @@ jax = [
 pwa = [
     {name = "ampform", extra = ["viz"]},
     {name = "phasespace", extra = ["tf"]},
+    {name = "tensorboard"},
     {name = "tensorflow"},
 ]
 
@@ -1054,23 +1125,35 @@ wheels = [
 
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 [[package]]
diff --git a/docs/031/index.ipynb b/docs/031/index.ipynb
index e82cd59..77c5680 100644
--- a/docs/031/index.ipynb
+++ b/docs/031/index.ipynb
@@ -53,8 +53,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import logging\n",
     "import os\n",
     "import re\n",
@@ -80,6 +78,7 @@
     "from attrs import define, field\n",
     "from IPython.display import Math\n",
     "from matplotlib.figure import Figure\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from qrules.particle import Particle, ParticleCollection\n",
     "from sympy import Abs\n",
     "from tensorwaves.data import (\n",
@@ -97,20 +96,8 @@
     "improve_latex_rendering()\n",
     "logging.getLogger(\"absl\").setLevel(logging.ERROR)\n",
     "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n",
-    "plt.rc(\"font\", size=12)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "tags": [
-     "remove-input"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config InlineBackend.figure_formats = ['svg']"
+    "plt.rc(\"font\", size=12)\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
diff --git a/docs/031/pyproject.toml b/docs/031/pyproject.toml
index 3cfe738..6291429 100644
--- a/docs/031/pyproject.toml
+++ b/docs/031/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 dependencies = [
-    "ampform[viz]",
+    "ampform[viz]~=0.15.0",
     "matplotlib",
     "pandas",
     "tensorwaves[jax,pwa]",
diff --git a/docs/031/uv.lock b/docs/031/uv.lock
index 2d15ca0..5572c13 100644
--- a/docs/031/uv.lock
+++ b/docs/031/uv.lock
@@ -18,7 +18,7 @@ wheels = [
 
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+version = "0.15.11"
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@@ -973,12 +1012,42 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    {name = "ampform", extras = ["viz"]},
+    {name = "ampform", extras = ["viz"], specifier = "~=0.15.0"},
     {name = "matplotlib"},
     {name = "pandas"},
     {name = "tensorwaves", extras = ["jax", "pwa"]},
 ]
 
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+dependencies = [
+    {name = "absl-py"},
+    {name = "grpcio"},
+    {name = "markdown"},
+    {name = "numpy"},
+    {name = "packaging"},
+    {name = "pillow"},
+    {name = "protobuf"},
+    {name = "setuptools"},
+    {name = "tensorboard-data-server"},
+    {name = "werkzeug"},
+]
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+
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 name = "tensorflow"
 version = "2.21.0"
@@ -1031,19 +1100,20 @@ wheels = [
 
 [[package]]
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 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
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 [package.optional-dependencies]
@@ -1054,6 +1124,7 @@ jax = [
 pwa = [
     {name = "ampform", extra = ["viz"]},
     {name = "phasespace", extra = ["tf"]},
+    {name = "tensorboard"},
     {name = "tensorflow"},
 ]
 
@@ -1089,32 +1160,44 @@ wheels = [
 
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 [[package]]
diff --git a/docs/032/index.ipynb b/docs/032/index.ipynb
index 2e160af..3248eb9 100644
--- a/docs/032/index.ipynb
+++ b/docs/032/index.ipynb
@@ -53,8 +53,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import logging\n",
     "import os\n",
     "import re\n",
@@ -81,6 +79,7 @@
     "from ampform.sympy import perform_cached_doit, unevaluated\n",
     "from attrs import define, field, frozen\n",
     "from IPython.display import Markdown, Math, display\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from qrules.particle import Particle, ParticleCollection\n",
     "from qrules.transition import ReactionInfo\n",
     "from sympy import Abs\n",
@@ -106,20 +105,8 @@
     "improve_latex_rendering()\n",
     "logging.getLogger(\"absl\").setLevel(logging.ERROR)\n",
     "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n",
-    "plt.rc(\"font\", size=12)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "tags": [
-     "remove-input"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config InlineBackend.figure_formats = ['svg']"
+    "plt.rc(\"font\", size=12)\n",
+    "set_matplotlib_formats(\"svg\")"
    ]
   },
   {
@@ -324,11 +311,11 @@
     {
      "data": {
       "text/latex": [
-       "$\\displaystyle \\begin{array}{rcl}\n",
-       "  A^{01}_{0, 0, - \\frac{1}{2}, - \\frac{1}{2}} &=& - C_{J/\\psi(1S) \\to {N_1(3/2^-)}_{+1/2} \\overline{p}_{+1/2}; N_1(3/2^-) \\to K^{0}_{0} \\Sigma^{+}_{+1/2}} X_{J^P={\\frac{3}{2}}^{+}, Q=+1} D^{1}_{0,0}\\left(- \\phi_{01},\\theta_{01},0\\right) D^{\\frac{3}{2}}_{- \\frac{1}{2},\\frac{1}{2}}\\left(- \\phi^{01}_{0},\\theta^{01}_{0},0\\right) \\\\\n",
-       "    &+& - C_{J/\\psi(1S) \\to {N_1(3/2^-)}_{+1/2} \\overline{p}_{-1/2}; N_1(3/2^-) \\to K^{0}_{0} \\Sigma^{+}_{+1/2}} X_{J^P={\\frac{3}{2}}^{+}, Q=+1} D^{1}_{0,1}\\left(- \\phi_{01},\\theta_{01},0\\right) D^{\\frac{3}{2}}_{\\frac{1}{2},\\frac{1}{2}}\\left(- \\phi^{01}_{0},\\theta^{01}_{0},0\\right) \\\\\n",
-       "    &+& - C_{J/\\psi(1S) \\to {N_1(3/2^-)}_{+3/2} \\overline{p}_{+1/2}; N_1(3/2^-) \\to K^{0}_{0} \\Sigma^{+}_{+1/2}} X_{J^P={\\frac{3}{2}}^{+}, Q=+1} D^{1}_{0,-1}\\left(- \\phi_{01},\\theta_{01},0\\right) D^{\\frac{3}{2}}_{- \\frac{3}{2},\\frac{1}{2}}\\left(- \\phi^{01}_{0},\\theta^{01}_{0},0\\right) \\\\\n",
-       "\\end{array}$"
+       "$\\displaystyle \\begin{aligned}\n",
+       "  A^{01}_{0, 0, - \\frac{1}{2}, - \\frac{1}{2}} \\;&=\\; - C_{J/\\psi(1S) \\to {N_1(3/2^-)}_{+1/2} \\overline{p}_{+1/2}; N_1(3/2^-) \\to K^{0}_{0} \\Sigma^{+}_{+1/2}} X_{J^P={\\frac{3}{2}}^{+}, Q=+1} D^{1}_{0,0}\\left(- \\phi_{01},\\theta_{01},0\\right) D^{\\frac{3}{2}}_{- \\frac{1}{2},\\frac{1}{2}}\\left(- \\phi^{01}_{0},\\theta^{01}_{0},0\\right) \\\\\n",
+       "    \\;&+\\; - C_{J/\\psi(1S) \\to {N_1(3/2^-)}_{+1/2} \\overline{p}_{-1/2}; N_1(3/2^-) \\to K^{0}_{0} \\Sigma^{+}_{+1/2}} X_{J^P={\\frac{3}{2}}^{+}, Q=+1} D^{1}_{0,1}\\left(- \\phi_{01},\\theta_{01},0\\right) D^{\\frac{3}{2}}_{\\frac{1}{2},\\frac{1}{2}}\\left(- \\phi^{01}_{0},\\theta^{01}_{0},0\\right) \\\\\n",
+       "    \\;&+\\; - C_{J/\\psi(1S) \\to {N_1(3/2^-)}_{+3/2} \\overline{p}_{+1/2}; N_1(3/2^-) \\to K^{0}_{0} \\Sigma^{+}_{+1/2}} X_{J^P={\\frac{3}{2}}^{+}, Q=+1} D^{1}_{0,-1}\\left(- \\phi_{01},\\theta_{01},0\\right) D^{\\frac{3}{2}}_{- \\frac{3}{2},\\frac{1}{2}}\\left(- \\phi^{01}_{0},\\theta^{01}_{0},0\\right) \\\\\n",
+       "\\end{aligned}$"
       ],
       "text/plain": [
        "<IPython.core.display.Math object>"
@@ -484,11 +471,11 @@
     {
      "data": {
       "text/latex": [
-       "$\\displaystyle \\begin{array}{rcl}\n",
-       "  \\rho^\\mathrm{CM}_{m_{1},m_{2}}\\left(s\\right) &=& - 16 i \\pi \\Sigma\\left(s\\right) \\\\\n",
-       "  \\Sigma\\left(s\\right) &=& \\frac{- \\left(m_{1}^{2} - m_{2}^{2}\\right) \\left(- \\frac{1}{\\left(m_{1} + m_{2}\\right)^{2}} + \\frac{1}{s}\\right) \\log{\\left(\\frac{m_{1}}{m_{2}} \\right)} + \\frac{2 \\log{\\left(\\frac{\\left|{m_{1}^{2} + m_{2}^{2} + 2 \\sqrt{s} q\\left(s\\right) - s}\\right|}{2 m_{1} m_{2}} \\right)} q\\left(s\\right)}{\\sqrt{s}}}{16 \\pi^{2}} \\\\\n",
-       "  q\\left(s\\right) &=& \\frac{\\sqrt{\\lambda\\left(s, m_{1}^{2}, m_{2}^{2}\\right)}}{2 \\sqrt{s}} \\\\\n",
-       "\\end{array}$"
+       "$\\displaystyle \\begin{aligned}\n",
+       "  \\rho^\\mathrm{CM}_{m_{1},m_{2}}\\left(s\\right) \\;&=\\; - 16 i \\pi \\Sigma\\left(s\\right) \\\\\n",
+       "  \\Sigma\\left(s\\right) \\;&=\\; \\frac{- \\left(m_{1}^{2} - m_{2}^{2}\\right) \\left(- \\frac{1}{\\left(m_{1} + m_{2}\\right)^{2}} + \\frac{1}{s}\\right) \\log{\\left(\\frac{m_{1}}{m_{2}} \\right)} + \\frac{2 \\log{\\left(\\frac{\\left|{m_{1}^{2} + m_{2}^{2} + 2 \\sqrt{s} q\\left(s\\right) - s}\\right|}{2 m_{1} m_{2}} \\right)} q\\left(s\\right)}{\\sqrt{s}}}{16 \\pi^{2}} \\\\\n",
+       "  q\\left(s\\right) \\;&=\\; \\frac{\\sqrt{\\lambda\\left(s, m_{1}^{2}, m_{2}^{2}\\right)}}{2 \\sqrt{s}} \\\\\n",
+       "\\end{aligned}$"
       ],
       "text/plain": [
        "<IPython.core.display.Math object>"
@@ -546,7 +533,7 @@
    },
    "outputs": [],
    "source": [
-    "def get_decay_products(reaction: ReactionInfo) -> DecayProducts:\n",
+    "def get_decay_products(reaction: ReactionInfo) -> \"DecayProducts\":\n",
     "    some_transition, *_ = reaction.transitions\n",
     "    decay_product_ids = some_transition.topology.get_edge_ids_outgoing_from_node(1)\n",
     "    for transition in reaction.transitions:\n",
@@ -764,7 +751,7 @@
     }
    ],
    "source": [
-    "def formulate_phsp_factor_matrix(n_channels: int) -> dict[sp.MatrixElement, sp.Expr]:\n",
+    "def formulate_phsp_factor_matrix(n_channels: int) -> dict[MatrixElement, sp.Expr]:\n",
     "    expressions = {}\n",
     "    for i in range(n_channels):\n",
     "        for j in range(n_channels):\n",
@@ -1382,7 +1369,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "518301f02b6d42c69338abf728fea176",
+       "model_id": "5709393ad4fa4c469e480625ff3d8df4",
        "version_major": 2,
        "version_minor": 0
       },
@@ -1398,18 +1385,18 @@
       "text/plain": [
        "FitResult(\n",
        " minimum_valid=True,\n",
-       " execution_time=2.1707212924957275,\n",
+       " execution_time=3.1124625205993652,\n",
        " function_calls=130,\n",
-       " estimator_value=-31725.142543423186,\n",
+       " estimator_value=-31725.14254342321,\n",
        " parameter_values={\n",
-       "  'm_{N_1(3/2^-)}': 1.7281071116110833,\n",
-       "  'g_{N_1(3/2^-),0}': 3.3232991703411034,\n",
-       "  'g_{N_1(3/2^-),1}': 1.4418247651741936,\n",
+       "  'm_{N_1(3/2^-)}': 1.7281071126477994,\n",
+       "  'g_{N_1(3/2^-),0}': 3.3232991765647575,\n",
+       "  'g_{N_1(3/2^-),1}': 1.4418247606748456,\n",
        " },\n",
        " parameter_errors={\n",
-       "  'm_{N_1(3/2^-)}': 0.011169368106137329,\n",
-       "  'g_{N_1(3/2^-),0}': 0.06518758826745548,\n",
-       "  'g_{N_1(3/2^-),1}': 0.04383431405848117,\n",
+       "  'm_{N_1(3/2^-)}': 0.011169334518754763,\n",
+       "  'g_{N_1(3/2^-),0}': 0.06518739358003486,\n",
+       "  'g_{N_1(3/2^-),1}': 0.04383419596200306,\n",
        " },\n",
        ")"
       ]
@@ -1514,7 +1501,7 @@
     {
      "data": {
       "text/plain": [
-       "(-63444.28508684637, -63417.82575199314)"
+       "(-63444.28508684642, np.float64(-63417.825751993194))"
       ]
      },
      "execution_count": null,
diff --git a/docs/032/pyproject.toml b/docs/032/pyproject.toml
index a7f8659..9bccd1c 100644
--- a/docs/032/pyproject.toml
+++ b/docs/032/pyproject.toml
@@ -1,6 +1,7 @@
 [project]
 dependencies = [
-    "ampform[viz]",
+    "ampform[viz]~=0.15.0",
+    "ipywidgets",
     "matplotlib",
     "tensorwaves[jax,pwa]",
 ]
diff --git a/docs/032/uv.lock b/docs/032/uv.lock
index 926143e..1933946 100644
--- a/docs/032/uv.lock
+++ b/docs/032/uv.lock
@@ -13,7 +13,7 @@ wheels = [
 
 [[package]]
 name = "ampform"
-version = "0.16.0"
+version = "0.15.11"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
@@ -21,9 +21,9 @@ dependencies = [
     {name = "qrules"},
     {name = "sympy"},
 ]
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+    {url = "https://files.pythonhosted.org/packages/8f/fc/380fad7f18e911596e60e80047355f5ed3b683db1f4233eed5b13ebfb6a0/ampform-0.15.11-py3-none-any.whl", hash = "sha256:41b6818dd9b92980816a247abf85fcbef5b935b734ad3261623ce03b713d2ab6", size = 89680, upload-time = "2025-10-29T12:51:56.23Z"},
 ]
 
 [package.optional-dependencies]
@@ -31,6 +31,15 @@ viz = [
     {name = "graphviz"},
 ]
 
+[[package]]
+name = "asttokens"
+version = "3.0.1"
+source = {registry = "https://pypi.org/simple"}
+sdist = {url = "https://files.pythonhosted.org/packages/be/a5/8e3f9b6771b0b408517c82d97aed8f2036509bc247d46114925e32fe33f0/asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7", size = 62308, upload-time = "2025-11-15T16:43:48.578Z"}
+wheels = [
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+]
+
 [[package]]
 name = "astunparse"
 version = "1.6.3"
@@ -55,11 +64,11 @@ wheels = [
 
 [[package]]
 name = "certifi"
-version = "2026.2.25"
+version = "2026.4.22"
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+    {url = "https://files.pythonhosted.org/packages/22/30/7cd8fdcdfbc5b869528b079bfb76dcdf6056b1a2097a662e5e8c04f42965/certifi-2026.4.22-py3-none-any.whl", hash = "sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a", size = 135707, upload-time = "2026-04-22T11:26:09.372Z"},
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 ]
 
+[[package]]
+name = "comm"
+version = "0.2.3"
+source = {registry = "https://pypi.org/simple"}
+sdist = {url = "https://files.pythonhosted.org/packages/4c/13/7d740c5849255756bc17888787313b61fd38a0a8304fc4f073dfc46122aa/comm-0.2.3.tar.gz", hash = "sha256:2dc8048c10962d55d7ad693be1e7045d891b7ce8d999c97963a5e3e99c055971", size = 6319, upload-time = "2025-07-25T14:02:04.452Z"}
+wheels = [
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+]
+
 [[package]]
 name = "contourpy"
 version = "1.3.3"
@@ -177,6 +195,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "executing"
+version = "2.2.1"
+source = {registry = "https://pypi.org/simple"}
+sdist = {url = "https://files.pythonhosted.org/packages/cc/28/c14e053b6762b1044f34a13aab6859bbf40456d37d23aa286ac24cfd9a5d/executing-2.2.1.tar.gz", hash = "sha256:3632cc370565f6648cc328b32435bd120a1e4ebb20c77e3fdde9a13cd1e533c4", size = 1129488, upload-time = "2025-09-01T09:48:10.866Z"}
+wheels = [
+    {url = "https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017", size = 28317, upload-time = "2025-09-01T09:48:08.5Z"},
+]
+
 [[package]]
 name = "flatbuffers"
 version = "25.12.19"
@@ -280,20 +307,20 @@ wheels = [
 
 [[package]]
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+    {url = "https://files.pythonhosted.org/packages/44/9b/5fc3458204ecbd9094ce6b3b7850515f7a2f44926093cdfaa6395f88ba10/hepunits-2.4.5-py3-none-any.whl", hash = "sha256:4813336fbc192a6b7bfcc4ec6dbac260669915bca7c945b67bd603b55297f239", size = 17096, upload-time = "2026-04-14T21:22:15.351Z"},
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 [[package]]
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-sdist = {url = "https://files.pythonhosted.org/packages/6f/6d/0703ccc57f3a7233505399edb88de3cbd678da106337b9fcde432b65ed60/idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902", size = 194582, upload-time = "2025-10-12T14:55:20.501Z"}
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+    {name = "jedi"},
+    {name = "matplotlib-inline"},
+    {name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'"},
+    {name = "prompt-toolkit"},
+    {name = "psutil"},
+    {name = "pygments"},
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+
 [[package]]
 name = "sympy"
 version = "1.14.0"
@@ -933,17 +1169,49 @@ version = "0.1.0"
 source = {virtual = "."}
 dependencies = [
     {name = "ampform", extra = ["viz"]},
+    {name = "ipywidgets"},
     {name = "matplotlib"},
     {name = "tensorwaves", extra = ["jax", "pwa"]},
 ]
 
 [package.metadata]
 requires-dist = [
-    {name = "ampform", extras = ["viz"]},
+    {name = "ampform", extras = ["viz"], specifier = "~=0.15.0"},
+    {name = "ipywidgets"},
     {name = "matplotlib"},
     {name = "tensorwaves", extras = ["jax", "pwa"]},
 ]
 
+[[package]]
+name = "tensorboard"
+version = "2.20.0"
+source = {registry = "https://pypi.org/simple"}
+dependencies = [
+    {name = "absl-py"},
+    {name = "grpcio"},
+    {name = "markdown"},
+    {name = "numpy"},
+    {name = "packaging"},
+    {name = "pillow"},
+    {name = "protobuf"},
+    {name = "setuptools"},
+    {name = "tensorboard-data-server"},
+    {name = "werkzeug"},
+]
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+[[package]]
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+    {url = "https://files.pythonhosted.org/packages/b7/85/dabeaf902892922777492e1d253bb7e1264cadce3cea932f7ff599e53fea/tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60", size = 4823598, upload-time = "2023-10-23T21:23:33.714Z"},
+    {url = "https://files.pythonhosted.org/packages/73/c6/825dab04195756cf8ff2e12698f22513b3db2f64925bdd41671bfb33aaa5/tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530", size = 6590363, upload-time = "2023-10-23T21:23:35.583Z"},
+]
+
 [[package]]
 name = "tensorflow"
 version = "2.21.0"
@@ -996,19 +1264,20 @@ wheels = [
 
 [[package]]
 name = "tensorwaves"
-version = "0.4.15"
+version = "0.4.16"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
-sdist = {url = "https://files.pythonhosted.org/packages/04/9c/67c86f76dd71348f7d02b7df2657a4e4467a7f0ec7430d8d9cf3c90d0f60/tensorwaves-0.4.15.tar.gz", hash = "sha256:69b5d50b333790642ee93cc8aeccadce6bc523d0e62499b6a81f7004d2fd3c36", size = 390790, upload-time = "2026-02-16T16:36:08.158Z"}
+sdist = {url = "https://files.pythonhosted.org/packages/30/be/1dfdbbc339453067fafb0239166ba527c7395bc66198a8be74d2df99ddec/tensorwaves-0.4.16.tar.gz", hash = "sha256:374d984c704df6671f03ee5827e3c3379e5f82fd3427c87aa86ef08775fdb20a", size = 397159, upload-time = "2026-05-11T10:03:33.891Z"}
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+    {url = "https://files.pythonhosted.org/packages/52/e8/cc1b280960e646c6d44cc9eb4d3f0a2eb2886d3183f48fe062f5d4f70c6e/tensorwaves-0.4.16-py3-none-any.whl", hash = "sha256:2354752354523de421e3704417f78de2c41663c95daaa7611051650a9467d52e", size = 43747, upload-time = "2026-05-11T10:03:31.85Z"},
 ]
 
 [package.optional-dependencies]
@@ -1019,6 +1288,7 @@ jax = [
 pwa = [
     {name = "ampform", extra = ["viz"]},
     {name = "phasespace", extra = ["tf"]},
+    {name = "tensorboard"},
     {name = "tensorflow"},
 ]
 
@@ -1043,6 +1313,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "traitlets"
+version = "5.15.0"
+source = {registry = "https://pypi.org/simple"}
+sdist = {url = "https://files.pythonhosted.org/packages/1b/22/40f55b26baeab80c2d7b3f1db0682f8954e4617fee7d90ce634022ef05c6/traitlets-5.15.0.tar.gz", hash = "sha256:4fead733f81cf1c4c938e06f8ca4633896833c9d89eff878159457f4d4392971", size = 163197, upload-time = "2026-05-06T08:05:58.016Z"}
+wheels = [
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+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -1054,23 +1333,53 @@ wheels = [
 
 [[package]]
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+wheels = [
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 [[package]]
diff --git a/docs/033/index.ipynb b/docs/033/index.ipynb
index 8b781cd..731ddfe 100644
--- a/docs/033/index.ipynb
+++ b/docs/033/index.ipynb
@@ -105,11 +105,13 @@
     "import vector\n",
     "from iminuit import Minuit\n",
     "from matplotlib import gridspec\n",
+    "from matplotlib_inline.backend_inline import set_matplotlib_formats\n",
     "from tqdm.auto import tqdm\n",
     "from vector.backends.numpy import MomentumNumpy4D\n",
     "\n",
     "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"\n",
     "logging.disable(logging.WARNING)\n",
+    "set_matplotlib_formats(\"svg\")\n",
     "warnings.filterwarnings(\"ignore\")"
    ]
   },
@@ -1151,7 +1153,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
     "fig = plt.figure(figsize=(12, 5))\n",
     "fig.suptitle(\"Phase Space Dalitz Plot\")\n",
     "gs = gridspec.GridSpec(1, 3, width_ratios=[1, 1, 0.05])  # The last column for colorbar\n",
@@ -1167,6 +1168,7 @@
     "    density=True,\n",
     "    cmap=\"jet\",\n",
     "    range=[[0, 10.3], [0.5, 13]],\n",
+    "    rasterized=True,\n",
     ")\n",
     "ax2.set_title(\"2D Histogram\")\n",
     "ax2.set_xlabel(R\"$m^2(\\eta \\pi^0)\\;\\left[\\mathrm{GeV}^2\\right]$\")\n",
@@ -1502,13 +1504,20 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
     "fig, axes = plt.subplots(figsize=(10, 4), ncols=2, sharey=True, dpi=120)\n",
     "cmap_real = axes[0].pcolormesh(\n",
-    "    np.degrees(PHI), np.degrees(THETA), Z12.real, cmap=plt.cm.coolwarm\n",
+    "    np.degrees(PHI),\n",
+    "    np.degrees(THETA),\n",
+    "    Z12.real,\n",
+    "    cmap=\"coolwarm\",\n",
+    "    rasterized=True,\n",
     ")\n",
     "cmap_imag = axes[1].pcolormesh(\n",
-    "    np.degrees(PHI), np.degrees(THETA), Z12.imag, cmap=plt.cm.coolwarm\n",
+    "    np.degrees(PHI),\n",
+    "    np.degrees(THETA),\n",
+    "    Z12.imag,\n",
+    "    cmap=\"coolwarm\",\n",
+    "    rasterized=True,\n",
     ")\n",
     "\n",
     "axes[0].set_xlabel(R\"$\\phi$ [deg]\")\n",
@@ -1552,13 +1561,20 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
     "fig, axes = plt.subplots(figsize=(10, 4), ncols=2, sharey=True, dpi=120)\n",
     "cmap_real = axes[0].pcolormesh(\n",
-    "    np.degrees(PHI), np.degrees(THETA), Z23.real, cmap=plt.cm.coolwarm\n",
+    "    np.degrees(PHI),\n",
+    "    np.degrees(THETA),\n",
+    "    Z23.real,\n",
+    "    cmap=\"coolwarm\",\n",
+    "    rasterized=True,\n",
     ")\n",
     "cmap_imag = axes[1].pcolormesh(\n",
-    "    np.degrees(PHI), np.degrees(THETA), Z23.imag, cmap=plt.cm.coolwarm\n",
+    "    np.degrees(PHI),\n",
+    "    np.degrees(THETA),\n",
+    "    Z23.imag,\n",
+    "    cmap=\"coolwarm\",\n",
+    "    rasterized=True,\n",
     ")\n",
     "\n",
     "axes[0].set_xlabel(R\"$\\phi$ [deg]\")\n",
@@ -1658,7 +1674,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
     "fig, axes = plt.subplots(figsize=(12, 4), ncols=3, sharey=True)\n",
     "ax1, ax2, ax3 = axes\n",
     "fig.suptitle(\"Dalitz Plots of sub-models\")\n",
@@ -1677,6 +1692,7 @@
     "    cmin=1e-6,\n",
     "    density=True,\n",
     "    weights=BW_intensities,\n",
+    "    rasterized=True,\n",
     ")\n",
     "hist2 = ax2.hist2d(\n",
     "    s12_phsp,\n",
@@ -1686,6 +1702,7 @@
     "    cmin=1e-6,\n",
     "    density=True,\n",
     "    weights=SH_intensities,\n",
+    "    rasterized=True,\n",
     ")\n",
     "hist3 = ax3.hist2d(\n",
     "    s12_phsp,\n",
@@ -1695,6 +1712,7 @@
     "    cmin=1e-6,\n",
     "    density=True,\n",
     "    weights=BW_SH_intensities,\n",
+    "    rasterized=True,\n",
     ")\n",
     "\n",
     "fig.colorbar(hist1[3], ax=ax1)\n",
@@ -1975,7 +1993,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
     "fig, ax = plt.subplots(figsize=(6, 5))\n",
     "vmax = 0.15\n",
     "fig.suptitle(f\"Dalitz plot of generated data (with cut at max={vmax})\")\n",
@@ -1987,6 +2004,7 @@
     "    density=True,\n",
     "    cmap=\"jet\",\n",
     "    vmax=vmax,\n",
+    "    rasterized=True,\n",
     ")\n",
     "ax.set_xlabel(r\"$m^2_{\\eta \\pi^0}$\")\n",
     "ax.set_ylabel(r\"$m^2_{\\pi^0 p}$\")\n",
@@ -2035,7 +2053,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
     "thetaCM_subtitles = [\n",
     "    R\"$\\cos (\\theta_{1}^{{CM}}) \\equiv \\cos (\\theta_{\\eta}^{{CM}})$\",\n",
     "    R\"$\\cos (\\theta_{2}^{{CM}}) \\equiv \\cos (\\theta_{\\pi^0}^{{CM}})$\",\n",
@@ -2923,7 +2940,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
     "compare_model_to_data(guessed_parameters)"
    ]
   },
@@ -3306,7 +3322,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['svg']\n",
     "compare_model_to_data(optimized_parameters)"
    ]
   },
@@ -3359,7 +3374,6 @@
    },
    "outputs": [],
    "source": [
-    "%config InlineBackend.figure_formats = ['png']\n",
     "fig, (ax1, ax2) = plt.subplots(figsize=(12, 5), ncols=2, sharey=True)\n",
     "fig.suptitle(R\"Dalitz Plots of parameter defaults and fitted parameters\")\n",
     "\n",
@@ -3372,6 +3386,7 @@
     "    density=True,\n",
     "    vmax=0.15,\n",
     "    weights=BW_SH_intensities,\n",
+    "    rasterized=True,\n",
     ")\n",
     "ax1.set_title(R\"Parameters defaults BW $\\times$ SH model (with cut at max=0.15)\")\n",
     "ax1.set_xlabel(R\"$m^2(\\eta \\pi)$\")\n",
@@ -3396,6 +3411,7 @@
     "    density=True,\n",
     "    vmax=0.15,\n",
     "    weights=BW_SH_intensities_fitted,\n",
+    "    rasterized=True,\n",
     ")\n",
     "ax2.set_title(R\"Fitted parameters BW $\\times$ SH model (with cut at max=0.15)\")\n",
     "ax2.set_xlabel(R\"$m^2(\\eta \\pi)$\")\n",
@@ -3485,7 +3501,7 @@
    "name": "python",
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diff --git a/docs/033/pyproject.toml b/docs/033/pyproject.toml
index 1126ea3..c32418f 100644
--- a/docs/033/pyproject.toml
+++ b/docs/033/pyproject.toml
@@ -5,7 +5,7 @@ dependencies = [
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diff --git a/docs/033/uv.lock b/docs/033/uv.lock
index 31bf78a..4e8cecc 100644
--- a/docs/033/uv.lock
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+    {url = "https://files.pythonhosted.org/packages/b7/85/dabeaf902892922777492e1d253bb7e1264cadce3cea932f7ff599e53fea/tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60", size = 4823598, upload-time = "2023-10-23T21:23:33.714Z"},
+    {url = "https://files.pythonhosted.org/packages/73/c6/825dab04195756cf8ff2e12698f22513b3db2f64925bdd41671bfb33aaa5/tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530", size = 6590363, upload-time = "2023-10-23T21:23:35.583Z"},
+]
+
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 name = "tensorflow"
 version = "2.21.0"
@@ -832,19 +934,20 @@ wheels = [
 
 [[package]]
 name = "tensorwaves"
-version = "0.4.15"
+version = "0.4.16"
 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "attrs"},
     {name = "iminuit"},
     {name = "numpy"},
     {name = "pyyaml"},
+    {name = "rich"},
     {name = "sympy"},
     {name = "tqdm"},
 ]
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+sdist = {url = "https://files.pythonhosted.org/packages/30/be/1dfdbbc339453067fafb0239166ba527c7395bc66198a8be74d2df99ddec/tensorwaves-0.4.16.tar.gz", hash = "sha256:374d984c704df6671f03ee5827e3c3379e5f82fd3427c87aa86ef08775fdb20a", size = 397159, upload-time = "2026-05-11T10:03:33.891Z"}
 wheels = [
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+    {url = "https://files.pythonhosted.org/packages/52/e8/cc1b280960e646c6d44cc9eb4d3f0a2eb2886d3183f48fe062f5d4f70c6e/tensorwaves-0.4.16-py3-none-any.whl", hash = "sha256:2354752354523de421e3704417f78de2c41663c95daaa7611051650a9467d52e", size = 43747, upload-time = "2026-05-11T10:03:31.85Z"},
 ]
 
 [package.optional-dependencies]
@@ -854,6 +957,7 @@ jax = [
 ]
 phsp = [
     {name = "phasespace", extra = ["tf"]},
+    {name = "tensorboard"},
     {name = "tensorflow"},
 ]
 
@@ -889,23 +993,35 @@ wheels = [
 
 [[package]]
 name = "urllib3"
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+version = "2.7.0"
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+sdist = {url = "https://files.pythonhosted.org/packages/53/0c/06f8b233b8fd13b9e5ee11424ef85419ba0d8ba0b3138bf360be2ff56953/urllib3-2.7.0.tar.gz", hash = "sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c", size = 433602, upload-time = "2026-05-07T16:13:18.596Z"}
+wheels = [
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+]
+
+[[package]]
+name = "werkzeug"
+version = "3.1.8"
+source = {registry = "https://pypi.org/simple"}
+dependencies = [
+    {name = "markupsafe"},
+]
+sdist = {url = "https://files.pythonhosted.org/packages/dd/b2/381be8cfdee792dd117872481b6e378f85c957dd7c5bca38897b08f765fd/werkzeug-3.1.8.tar.gz", hash = "sha256:9bad61a4268dac112f1c5cd4630a56ede601b6ed420300677a869083d70a4c44", size = 875852, upload-time = "2026-04-02T18:49:14.268Z"}
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+    {url = "https://files.pythonhosted.org/packages/93/8c/2e650f2afeb7ee576912636c23ddb621c91ac6a98e66dc8d29c3c69446e1/werkzeug-3.1.8-py3-none-any.whl", hash = "sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50", size = 226459, upload-time = "2026-04-02T18:49:12.72Z"},
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 [[package]]
 name = "wheel"
-version = "0.46.3"
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 source = {registry = "https://pypi.org/simple"}
 dependencies = [
     {name = "packaging"},
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+sdist = {url = "https://files.pythonhosted.org/packages/39/62/75f18a0f03b4219c456652c7780e4d749b929eb605c098ce3a5b6b6bc081/wheel-0.47.0.tar.gz", hash = "sha256:cc72bd1009ba0cf63922e28f94d9d83b920aa2bb28f798a31d0691b02fa3c9b3", size = 63854, upload-time = "2026-04-22T15:51:27.727Z"}
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+    {url = "https://files.pythonhosted.org/packages/87/1b/9e33c09813d65e248f7f773119148a612516a4bea93e9c6f545f78455b7c/wheel-0.47.0-py3-none-any.whl", hash = "sha256:212281cab4dff978f6cedd499cd893e1f620791ca6ff7107cf270781e587eced", size = 32218, upload-time = "2026-04-22T15:51:26.296Z"},
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 [[package]]
diff --git a/docs/_static/exported_intensity_model.py b/docs/_static/exported_intensity_model.py
index a9592af..8536c70 100644
--- a/docs/_static/exported_intensity_model.py
+++ b/docs/_static/exported_intensity_model.py
@@ -1,5 +1,5 @@
-from sympy import *  # pyright: ignore[reportMissingImports]
-from sympy.core.symbol import Str  # pyright: ignore[reportMissingImports,reportUnusedImport]
+from sympy import *
+from sympy.core.symbol import Str
 
-def get_intensity_function() -> Expr:  # pyright: ignore[reportUndefinedVariable]
+def get_intensity_function() -> Expr:
     return Add(Pow(Abs(Add(Mul(Add(Mul(Integer(-1), Pow(Add(Mul(Integer(-1), I, Symbol('\\Gamma_{K(700)}'), Symbol('m_{K(700)}'), Pow(Add(Mul(Rational(1, 2), Pow(Symbol('m2', nonnegative=True), Integer(2))), Mul(Integer(-1), Pow(Symbol('m3', nonnegative=True), Integer(2))), Pow(Symbol('m_{K(700)}'), Integer(2))), Integer(-1)), Add(Mul(Rational(1, 2), Pow(Symbol('m2', nonnegative=True), Integer(2))), Mul(Integer(-1), Pow(Symbol('m3', nonnegative=True), Integer(2))), Symbol('sigma1', nonnegative=True)), exp(Mul(Integer(-1), Symbol('\\gamma_{K(700)}'), Symbol('sigma1', nonnegative=True)))), Pow(Symbol('m_{K(700)}'), Integer(2)), Mul(Integer(-1), Symbol('sigma1', nonnegative=True))), Integer(-1)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{decay}')), Str('K(700)'), Integer(0), Integer(0)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{production}')), Str('K(700)'), Integer(0), Rational(-1, 2))), Mul(Integer(-1), Pow(Add(Mul(Integer(-1), I, Symbol('\\Gamma_{K(1430)}'), Symbol('m_{K(1430)}'), Pow(Add(Mul(Rational(1, 2), Pow(Symbol('m2', nonnegative=True), Integer(2))), Mul(Integer(-1), Pow(Symbol('m3', nonnegative=True), Integer(2))), Pow(Symbol('m_{K(1430)}'), Integer(2))), Integer(-1)), Add(Mul(Rational(1, 2), Pow(Symbol('m2', nonnegative=True), Integer(2))), Mul(Integer(-1), Pow(Symbol('m3', nonnegative=True), Integer(2))), Symbol('sigma1', nonnegative=True)), exp(Mul(Integer(-1), Symbol('\\gamma_{K(1430)}'), Symbol('sigma1', nonnegative=True)))), Pow(Symbol('m_{K(1430)}'), Integer(2)), Mul(Integer(-1), Symbol('sigma1', nonnegative=True))), Integer(-1)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{decay}')), Str('K(1430)'), Integer(0), Integer(0)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{production}')), Str('K(1430)'), Integer(0), Rational(-1, 2))), Mul(Integer(-1), Pow(Symbol('sigma1', nonnegative=True), Rational(-1, 2)), Pow(Add(Mul(Integer(-1), I, Symbol('\\Gamma_{K(892)}'), Pow(Symbol('m_{K(892)}'), Integer(2)), 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Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4))), Rational(-3, 2)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2))), Rational(3, 2)), Pow(Pow(Symbol('m_{K(892)}'), Integer(2)), Rational(3, 2))), Pow(Symbol('m_{K(892)}'), Integer(2)), Mul(Integer(-1), Symbol('sigma1', nonnegative=True))), Integer(-1)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4))), Rational(-1, 2)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2))), Rational(1, 2)), Pow(Pow(Symbol('m_{K(892)}'), Integer(2)), Rational(1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(-2)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4)))), Integer(1)), Integer(-1)), Rational(-1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('sigma1', nonnegative=True), Integer(-1)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Rational(1, 2)), cos(Symbol('theta_23', real=True)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{decay}')), Str('K(892)'), Integer(0), Integer(0)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{production}')), Str('K(892)'), Integer(0), Rational(-1, 2)))), sin(Mul(Rational(1, 2), Symbol('\\zeta^0_{1(1)}', real=True))), sin(Mul(Rational(1, 2), Symbol('\\zeta^1_{1(1)}', real=True)))), Mul(Add(Mul(Pow(Add(Mul(Integer(-1), I, Symbol('\\Gamma_{K(700)}'), Symbol('m_{K(700)}'), Pow(Add(Mul(Rational(1, 2), Pow(Symbol('m2', nonnegative=True), Integer(2))), Mul(Integer(-1), Pow(Symbol('m3', nonnegative=True), Integer(2))), Pow(Symbol('m_{K(700)}'), Integer(2))), Integer(-1)), Add(Mul(Rational(1, 2), Pow(Symbol('m2', nonnegative=True), Integer(2))), Mul(Integer(-1), Pow(Symbol('m3', nonnegative=True), Integer(2))), Symbol('sigma1', nonnegative=True)), exp(Mul(Integer(-1), Symbol('\\gamma_{K(700)}'), 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nonnegative=True)), Pow(Symbol('sigma2', nonnegative=True), Integer(2))), Rational(1, 2)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1405)}'), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{Sigma-}'), Integer(2))), Pow(Symbol('m_{L(1405)}'), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m_{L(1405)}'), Integer(2)), Pow(Symbol('m_{Sigma-}'), Integer(2))), Pow(Symbol('m_{Sigma-}'), Integer(4))), Rational(-1, 2)), Pow(Pow(Symbol('m_{L(1405)}'), Integer(2)), Rational(1, 2))))), Symbol('sigma2', nonnegative=True)), Integer(-1)), cos(Mul(Rational(1, 2), Symbol('theta_31', real=True))), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{decay}')), Str('L(1405)'), Integer(0), Rational(1, 2)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{production}')), Str('L(1405)'), Rational(-1, 2), Integer(0))), Mul(Pow(Symbol('sigma2', nonnegative=True), Rational(-1, 2)), Pow(Add(Mul(I, Symbol('\\Gamma_{L(1600)}'), Pow(Symbol('m_{L(1600)}'), Integer(2)), Pow(Symbol('sigma2', nonnegative=True), Integer(-2)), Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(-2)), Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m_{L(1600)}'), Integer(4)))), Integer(1)), Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('sigma2', nonnegative=True), Integer(-1)), Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('sigma2', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Pow(Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m_{L(1600)}'), Integer(4))), Rational(-3, 2)), Pow(Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('sigma2', nonnegative=True), Integer(2))), Rational(3, 2)), Pow(Pow(Symbol('m_{L(1600)}'), Integer(2)), Rational(3, 2))), Mul(Integer(-1), Pow(Symbol('m_{L(1600)}'), Integer(2))), Symbol('sigma2', nonnegative=True)), Integer(-1)), Pow(Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m_{L(1600)}'), Integer(4))), Rational(-1, 2)), Pow(Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('sigma2', nonnegative=True), Integer(2))), Rational(1, 2)), Pow(Pow(Symbol('m_{L(1600)}'), Integer(2)), Rational(1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(-2)), Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{L(1600)}'), Integer(2))), Pow(Symbol('m_{L(1600)}'), Integer(4)))), Integer(1)), Integer(-1)), Rational(-1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('sigma2', nonnegative=True), Integer(-1)), Add(Pow(Symbol('m1', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m1', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma2', nonnegative=True)), Pow(Symbol('sigma2', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Rational(1, 2)), cos(Mul(Rational(1, 2), Symbol('theta_31', real=True))), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{decay}')), Str('L(1600)'), Integer(0), Rational(1, 2)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{production}')), Str('L(1600)'), Rational(-1, 2), Integer(0)))), sin(Mul(Rational(1, 2), Symbol('\\zeta^0_{2(1)}', real=True))), sin(Mul(Rational(1, 2), Symbol('\\zeta^1_{2(1)}', real=True)))), Mul(Rational(1, 2), Pow(Integer(2), Rational(1, 2)), Pow(Symbol('sigma1', nonnegative=True), Rational(-1, 2)), Pow(Add(Mul(I, Symbol('\\Gamma_{K(892)}'), Pow(Symbol('m_{K(892)}'), Integer(2)), Pow(Symbol('sigma1', nonnegative=True), Integer(-2)), Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(-2)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4)))), Integer(1)), Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('sigma1', nonnegative=True), Integer(-1)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4))), Rational(-3, 2)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2))), Rational(3, 2)), Pow(Pow(Symbol('m_{K(892)}'), Integer(2)), Rational(3, 2))), Mul(Integer(-1), Pow(Symbol('m_{K(892)}'), Integer(2))), Symbol('sigma1', nonnegative=True)), Integer(-1)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4))), Rational(-1, 2)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2))), Rational(1, 2)), Pow(Pow(Symbol('m_{K(892)}'), Integer(2)), Rational(1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(-2)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4)))), Integer(1)), Integer(-1)), Rational(-1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('sigma1', nonnegative=True), Integer(-1)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Rational(1, 2)), sin(Mul(Rational(1, 2), Symbol('\\zeta^0_{1(1)}', real=True))), sin(Symbol('theta_23', real=True)), cos(Mul(Rational(1, 2), Symbol('\\zeta^1_{1(1)}', real=True))), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{decay}')), Str('K(892)'), Integer(0), Integer(0)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{production}')), Str('K(892)'), Integer(-1), Rational(-1, 2))), Mul(Rational(1, 2), Pow(Integer(2), Rational(1, 2)), Pow(Symbol('sigma1', nonnegative=True), Rational(-1, 2)), Pow(Add(Mul(I, Symbol('\\Gamma_{K(892)}'), Pow(Symbol('m_{K(892)}'), Integer(2)), Pow(Symbol('sigma1', nonnegative=True), Integer(-2)), Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(-2)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4)))), Integer(1)), Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('sigma1', nonnegative=True), Integer(-1)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4))), Rational(-3, 2)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2))), Rational(3, 2)), Pow(Pow(Symbol('m_{K(892)}'), Integer(2)), Rational(3, 2))), Mul(Integer(-1), Pow(Symbol('m_{K(892)}'), Integer(2))), Symbol('sigma1', nonnegative=True)), Integer(-1)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4))), Rational(-1, 2)), Pow(Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2))), Rational(1, 2)), Pow(Pow(Symbol('m_{K(892)}'), Integer(2)), Rational(1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(-2)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Pow(Symbol('m_{K(892)}'), Integer(2))), Pow(Symbol('m_{K(892)}'), Integer(4)))), Integer(1)), Integer(-1)), Rational(-1, 2)), Pow(Pow(Add(Mul(Rational(1, 4), Pow(Symbol('R_\\mathrm{res}'), Integer(2)), Pow(Symbol('sigma1', nonnegative=True), Integer(-1)), Add(Pow(Symbol('m2', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Pow(Symbol('m3', nonnegative=True), Integer(2))), Mul(Integer(-1), Integer(2), Pow(Symbol('m2', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('m3', nonnegative=True), Integer(4)), Mul(Integer(-1), Integer(2), Pow(Symbol('m3', nonnegative=True), Integer(2)), Symbol('sigma1', nonnegative=True)), Pow(Symbol('sigma1', nonnegative=True), Integer(2)))), Integer(1)), Integer(-1)), Rational(1, 2)), sin(Mul(Rational(1, 2), Symbol('\\zeta^1_{1(1)}', real=True))), sin(Symbol('theta_23', real=True)), cos(Mul(Rational(1, 2), Symbol('\\zeta^0_{1(1)}', real=True))), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{decay}')), Str('K(892)'), Integer(0), Integer(0)), Indexed(IndexedBase(Symbol('\\mathcal{H}^\\mathrm{production}')), Str('K(892)'), Integer(1), Rational(1, 2))))), Integer(2)))
diff --git a/docs/conf.py b/docs/conf.py
index cd83f1e..f123266 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -20,8 +20,6 @@
 
 def get_nb_exclusion_patterns() -> list[str]:
     exclusions = {
-        "000/*",
-        "002/*",
         "011/*",
     }
     if shutil.which("julia") is None:
@@ -31,7 +29,9 @@ def get_nb_exclusion_patterns() -> list[str]:
         exclusions.update(julia_notebooks)
     if "ALL_NOTEBOOKS" not in os.environ:
         frozen_notebooks = {
+            "000/*",
             "001/*",
+            "002/*",
             "003/*",
             "005/*",
             "008/*",
diff --git a/pixi.lock b/pixi.lock
index ee2e9dd..b92c363 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -1,41 +1,34 @@
-version: 6
+version: 7
+platforms:
+- name: linux-64
+- name: osx-64
+- name: osx-arm64
 environments:
   default:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
     - url: https://repo.prefix.dev/julia-forge/
-    options:
-      pypi-prerelease-mode: if-necessary-or-explicit
     packages:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/adwaita-icon-theme-49.0-unix_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-core-2.40.3-h0630a04_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/atk-1.0-2.38.0-h04ea711_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-he90730b_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.16.2-h24cb091_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/epoxy-1.5.10-hb03c661_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.17.1-h27c8c51_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fribidi-1.0.16-hb03c661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gdk-pixbuf-2.44.6-h2b0a6b4_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/glib-tools-2.86.4-hf516916_1.conda
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+  - glib >2.66
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diff --git a/pyproject.toml b/pyproject.toml
index 8a28307..5d863d2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -82,7 +82,7 @@ write_to = "version.py"
 [tool.isort]
 profile = "black"
 
-[tool.pytest.ini_options]
+[tool.pytest]
 addopts = [
     "--color=yes",
     "--doctest-continue-on-failure",
@@ -90,14 +90,12 @@ addopts = [
     "--durations=0",
     "--ignore-glob=*/.ipynb_checkpoints/*",
     "--ignore-glob=*/.virtual_documents/*",
-    "--ignore=docs/000",
-    "--ignore=docs/002",
     "--ignore=docs/011",
     "--ignore=docs/019/index.ipynb",
     "--ignore=docs/_static",
     "--ignore=docs/conf.py",
     "--nbmake",
-    "--nbmake-timeout=1200",
+    "--nbmake-timeout=7200",
 ]
 filterwarnings = [
     "error",
diff --git a/uv.lock b/uv.lock
index bd2ec44..5d83164 100644
--- a/uv.lock
+++ b/uv.lock
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