diff --git a/.copier-answers.yml b/.copier-answers.yml
index b8de5ab8..7b414c16 100644
--- a/.copier-answers.yml
+++ b/.copier-answers.yml
@@ -1,6 +1,6 @@
 # WARNING: Do not edit this file manually.
 # Any changes will be overwritten by Copier.
-_commit: v0.10.1-23-g55e8e0e
+_commit: v0.10.1-25-ga5301e9
 _src_path: gh:easyscience/templates
 app_docs_url: https://easyscience.github.io/dynamics-app
 app_doi: 10.5281/zenodo.18877180
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 3d23363d..ce03715c 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -74,7 +74,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        os: [ubuntu-24.04, macos-14, windows-2022]
+        os: [ubuntu-24.04, macos-15, windows-2022]
 
     runs-on: ${{ matrix.os }}
 
@@ -163,7 +163,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        os: [ubuntu-24.04, macos-14, windows-2022]
+        os: [ubuntu-24.04, macos-15, windows-2022]
 
     runs-on: ${{ matrix.os }}
 
@@ -202,11 +202,8 @@ jobs:
             echo "Adding Python $py_ver"
             pixi add "python=$py_ver"
 
-            echo "Adding Conda dependencies"
-            pixi add gsl
-
-            #echo "Adding PyPI dependencies"
-            #pixi add --pypi pytest pytest-xdist
+            echo "Setting macOS 14.0 as minimum required"
+            pixi project system-requirements add macos 14.0
 
             echo "Looking for wheel in ../dist/py$py_ver/"
             ls -l "../dist/py$py_ver/"
diff --git a/README.md b/README.md
index 065db358..83a9d7c8 100644
--- a/README.md
+++ b/README.md
@@ -9,8 +9,9 @@
   </picture>
 </p>
 
-**EasyDynamics** is a software for plotting and fitting QENS and INS
-powder data.
+**EasyDynamics** is a software package for plotting and fitting neutron
+spectroscopy data (QENS and INS), mainly dedicated to amorphous
+materials and crystalline powders.
 
 <!-- HOME REPOSITORY SECTION -->
 
diff --git a/docs/docs/index.md b/docs/docs/index.md
index d683b5b9..f3164718 100644
--- a/docs/docs/index.md
+++ b/docs/docs/index.md
@@ -1,6 +1,6 @@
 ![](assets/images/logo_dark.svg#gh-dark-mode-only)![](assets/images/logo_light.svg#gh-light-mode-only)
 
-# QENS data analysis
+# Neutron spectroscopy data analysis
 
 Here is a brief overview of the main documentation sections:
 
diff --git a/docs/docs/introduction/index.md b/docs/docs/introduction/index.md
index d749ae2a..87018550 100644
--- a/docs/docs/introduction/index.md
+++ b/docs/docs/introduction/index.md
@@ -6,8 +6,9 @@ icon: material/information-slab-circle
 
 ## Description
 
-**EasyDynamics** is a software for plotting and fitting QENS and INS
-powder data.
+**EasyDynamics** is a software package for plotting and fitting neutron
+spectroscopy data (QENS and INS), mainly dedicated to amorphous
+materials and crystalline powders
 
 **EasyDynamics** is developed both as a Python library and as a
 cross-platform desktop application.
diff --git a/docs/docs/tutorials/analysis1d.ipynb b/docs/docs/tutorials/analysis1d.ipynb
index 55edc76f..326e4522 100644
--- a/docs/docs/tutorials/analysis1d.ipynb
+++ b/docs/docs/tutorials/analysis1d.ipynb
@@ -81,8 +81,7 @@
     ")\n",
     "\n",
     "fit_result = my_analysis.fit()\n",
-    "fig = my_analysis.plot_data_and_model()\n",
-    "fig"
+    "my_analysis.plot_data_and_model()"
    ]
   }
  ],
@@ -102,7 +101,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.13"
+   "version": "3.12.12"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/tutorials/components.ipynb b/docs/docs/tutorials/components.ipynb
index fb361193..55570c35 100644
--- a/docs/docs/tutorials/components.ipynb
+++ b/docs/docs/tutorials/components.ipynb
@@ -26,6 +26,7 @@
     "from easydynamics.sample_model import DampedHarmonicOscillator\n",
     "from easydynamics.sample_model import DeltaFunction\n",
     "from easydynamics.sample_model import Exponential\n",
+    "from easydynamics.sample_model import ExpressionComponent\n",
     "from easydynamics.sample_model import Gaussian\n",
     "from easydynamics.sample_model import Lorentzian\n",
     "from easydynamics.sample_model import Polynomial\n",
@@ -123,11 +124,37 @@
     "plt.legend()\n",
     "plt.show()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9a113170",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "expr = ExpressionComponent(\n",
+    "    'A * exp(-(x - x0)**2 / (2*sigma**2)) +B*sin(2*pi*x/period)',\n",
+    "    parameters={'A': 10, 'x0': 0, 'sigma': 1},\n",
+    ")\n",
+    "\n",
+    "expr.A = 5\n",
+    "expr.sigma = 0.5\n",
+    "\n",
+    "expr.period = 2.0\n",
+    "\n",
+    "x = np.linspace(-5, 5, 100)\n",
+    "y = expr.evaluate(x)\n",
+    "\n",
+    "plt.figure()\n",
+    "plt.plot(x, y, label='Expression Component')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "easydynamics_newbase",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -141,7 +168,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.12"
+   "version": "3.12.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/tutorials/convolution.ipynb b/docs/docs/tutorials/convolution.ipynb
index b13d7973..8b106ebd 100644
--- a/docs/docs/tutorials/convolution.ipynb
+++ b/docs/docs/tutorials/convolution.ipynb
@@ -30,7 +30,7 @@
     "from easydynamics.sample_model import Gaussian\n",
     "from easydynamics.sample_model import Lorentzian\n",
     "from easydynamics.sample_model.component_collection import ComponentCollection\n",
-    "from easydynamics.utils import _detailed_balance_factor as detailed_balance_factor\n",
+    "from easydynamics.utils import detailed_balance_factor\n",
     "\n",
     "%matplotlib widget"
    ]
diff --git a/docs/docs/tutorials/detailed_balance.ipynb b/docs/docs/tutorials/detailed_balance.ipynb
index 135894d3..12d926a6 100644
--- a/docs/docs/tutorials/detailed_balance.ipynb
+++ b/docs/docs/tutorials/detailed_balance.ipynb
@@ -25,7 +25,7 @@
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "\n",
-    "from easydynamics.utils import _detailed_balance_factor as detailed_balance_factor\n",
+    "from easydynamics.utils import detailed_balance_factor\n",
     "\n",
     "%matplotlib widget"
    ]
diff --git a/docs/docs/tutorials/tutorial1_brownian.ipynb b/docs/docs/tutorials/tutorial1_brownian.ipynb
index 913b72a9..5562adde 100644
--- a/docs/docs/tutorials/tutorial1_brownian.ipynb
+++ b/docs/docs/tutorials/tutorial1_brownian.ipynb
@@ -330,7 +330,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "diffusion_experiment.plot_data(slicer=True)"
+    "diffusion_experiment.plot_data(slicer=True, ymax=4)"
    ]
   },
   {
@@ -366,7 +366,7 @@
    "id": "927b8fb5",
    "metadata": {},
    "source": [
-    "We also create a new instrument_model and attach it to our analysis. We want to use the resolutin that we determined from the vanadium data. Ideally, we'd just attach it to the instrument model like before. However, this is currently not possible due to a small issue in EasyDynamics that will be fixed asap. For now, we need to hack it a bit."
+    "We also create a new instrument_model and attach it to our analysis, giving it the resolution model determined in the vanadium analysis. We further fix all parameters in the resolution model and normalize it."
    ]
   },
   {
@@ -378,20 +378,16 @@
    "source": [
     "instrument_model = InstrumentModel(\n",
     "    background_model=background_model,\n",
+    "    resolution_model=vanadium_analysis.instrument_model.resolution_model,\n",
     ")\n",
+    "instrument_model.resolution_model.fix_all_parameters()\n",
+    "instrument_model.normalize_resolution()\n",
     "\n",
     "diffusion_analysis = Analysis(\n",
     "    display_name='Diffusion Analysis',\n",
     "    experiment=diffusion_experiment,\n",
     "    sample_model=sample_model,\n",
     "    instrument_model=instrument_model,\n",
-    ")\n",
-    "\n",
-    "# We need to hack in the resolution model from the vanadium analysis,\n",
-    "# since the setters and getters overwrite the model. This will be fixed\n",
-    "# asap.\n",
-    "diffusion_analysis.instrument_model._resolution_model = (\n",
-    "    vanadium_analysis.instrument_model.resolution_model\n",
     ")"
    ]
   },
@@ -403,17 +399,6 @@
     "We don't want to fit our resolution anymore, so we fix all the parameters in it."
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "18e2f0bf",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# We fix all parameters of the resolution model.\n",
-    "diffusion_analysis.instrument_model.resolution_model.fix_all_parameters()"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "e366a05d",
@@ -506,10 +491,19 @@
     "    diffusion_models=diffusion_model,\n",
     ")\n",
     "\n",
-    "background_model = BackgroundModel(components=Polynomial(coefficients=[0.001]))\n",
-    "\n",
+    "background_model = BackgroundModel(components=Polynomial(coefficients=[0.001]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "48370156",
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "instrument_model = InstrumentModel(\n",
     "    background_model=background_model,\n",
+    "    resolution_model=vanadium_analysis.instrument_model.resolution_model,\n",
     ")"
    ]
   },
@@ -518,7 +512,7 @@
    "id": "8bb4abe9",
    "metadata": {},
    "source": [
-    "We attach all our models to a new `Analysis` object, again being mindful that we need to hack in the resolution. I promise this will be fixed soon!"
+    "We attach all our models to a new `Analysis` object."
    ]
   },
   {
@@ -535,12 +529,6 @@
     "    instrument_model=instrument_model,\n",
     ")\n",
     "\n",
-    "# We again need to hack in the resolution model from the vanadium\n",
-    "# analysis, since the setters and getters overwrite the model. This will\n",
-    "# be fixed asap.\n",
-    "diffusion_model_analysis.instrument_model._resolution_model = (\n",
-    "    vanadium_analysis.instrument_model.resolution_model\n",
-    ")\n",
     "diffusion_model_analysis.instrument_model.resolution_model.fix_all_parameters()"
    ]
   },
@@ -578,7 +566,7 @@
    "outputs": [],
    "source": [
     "diffusion_model_analysis.fit(fit_method='simultaneous')\n",
-    "diffusion_model_analysis.plot_data_and_model()"
+    "diffusion_model_analysis.plot_data_and_model(ymax=2)"
    ]
   },
   {
diff --git a/docs/docs/tutorials/tutorial2_nanoparticles.ipynb b/docs/docs/tutorials/tutorial2_nanoparticles.ipynb
index f0e01e80..e7308dbf 100644
--- a/docs/docs/tutorials/tutorial2_nanoparticles.ipynb
+++ b/docs/docs/tutorials/tutorial2_nanoparticles.ipynb
@@ -275,14 +275,17 @@
     "background_model.components = polynomial\n",
     "\n",
     "\n",
-    "instrument_model = InstrumentModel(background_model=background_model)\n",
+    "instrument_model = InstrumentModel(\n",
+    "    background_model=background_model,\n",
+    "    resolution_model=res_analysis.instrument_model.resolution_model,\n",
+    ")\n",
+    "instrument_model.resolution_model.fix_all_parameters()\n",
+    "instrument_model.normalize_resolution()\n",
     "\n",
     "\n",
     "analysis = Analysis(\n",
     "    experiment=experiment, sample_model=sample_model, instrument_model=instrument_model\n",
     ")\n",
-    "analysis.instrument_model._resolution_model = res_analysis.instrument_model.resolution_model\n",
-    "analysis.instrument_model.resolution_model.fix_all_parameters()\n",
     "\n",
     "analysis.plot_data_and_model(logy=True)"
    ]
@@ -410,15 +413,17 @@
     "polynomial = Polynomial(coefficients=[0.15])\n",
     "background_model.components = polynomial\n",
     "\n",
-    "instrument_model = InstrumentModel(background_model=background_model)\n",
-    "\n",
+    "instrument_model = InstrumentModel(\n",
+    "    background_model=background_model,\n",
+    "    resolution_model=res_analysis.instrument_model.resolution_model,\n",
+    ")\n",
+    "instrument_model.resolution_model.fix_all_parameters()\n",
+    "instrument_model.normalize_resolution()\n",
     "\n",
     "# Create the analysis object\n",
     "mag_analysis = Analysis(\n",
     "    experiment=experiment, sample_model=mag_sample_model, instrument_model=instrument_model\n",
-    ")\n",
-    "mag_analysis.instrument_model._resolution_model = res_analysis.instrument_model.resolution_model\n",
-    "mag_analysis.instrument_model.resolution_model.fix_all_parameters()"
+    ")"
    ]
   },
   {
@@ -614,7 +619,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.12"
+   "version": "3.12.13"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/user-guide/concept.md b/docs/docs/user-guide/concept.md
index 4bb3bff4..17014b92 100644
--- a/docs/docs/user-guide/concept.md
+++ b/docs/docs/user-guide/concept.md
@@ -1,5 +1,5 @@
-The goal of EasyDynamics is to make it easy to fit QENS and powder INS
-data.
+EasyDynamics is a a fitting tool for neutron spectroscopy, mainly
+dedicated to amorphous materials and crystalline powders.
 
 The fit is carried out by an `Analysis` object, which contains an
 `Experiment` that contains the data, a `SampleModel` that describes the
@@ -44,10 +44,10 @@ like this:
 
 ```python
 gaussian = Gaussian()
-gaussian.area=2.0
-gaussian.area.fixed=True
-gaussian.width.fixed=False
-gaussian.width.min=0.5
+gaussian.area = 2.0
+gaussian.area.fixed = True
+gaussian.width.fixed = False
+gaussian.width.min = 0.5
 ```
 
 And so on.
diff --git a/pixi.lock b/pixi.lock
index f827c396..cdb11917 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -13,29 +13,29 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.6-hb03c661_0.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/icu-78.2-h33c6efd_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_101.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-h33c6efd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_102.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20260107.1-cxx17_h7b12aa8_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.2.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.2.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.2.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-hd590300_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.4-hecca717_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.5-hecca717_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.5.2-h3435931_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-he0feb66_18.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_18.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-he0feb66_18.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.2-hb03c661_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.67.0-had1ee68_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.68.1-h877daf1_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hb9d3cd8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.51.2-hf4e2dac_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.52.0-hf4e2dac_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.3-h5347b49_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42-h5347b49_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.51.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-25.7.0-he4ff34a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-25.8.2-he4ff34a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.1-h35e630c_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.13-hd63d673_0_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
@@ -43,17 +43,17 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/86/f6/a62cbbf13f0ac80a70f71b1672feba90fdb21fd7abd8dbf25c0105fb6fa3/aiohttp-3.13.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/57/d8/8d44036d7eb7b6a8ec4c5494ea0c8c8b94fbc0ed3991c1a7adf230df03bf/aiohttp-3.13.5-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl
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+      - pypi: https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl
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   - pretend ; extra == 'test'
   - pytest ; extra == 'test'
-- pypi: https://files.pythonhosted.org/packages/78/55/896b06bf93a49bec0f4ae2a6f1ed12bd05c8860744ac3a70eda041064e4d/virtualenv-21.1.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/c6/59/7d02447a55b2e55755011a647479041bc92a82e143f96a8195cb33bd0a1c/virtualenv-21.2.0-py3-none-any.whl
   name: virtualenv
-  version: 21.1.0
-  sha256: 164f5e14c5587d170cf98e60378eb91ea35bf037be313811905d3a24ea33cc07
+  version: 21.2.0
+  sha256: 1bd755b504931164a5a496d217c014d098426cddc79363ad66ac78125f9d908f
   requires_dist:
   - distlib>=0.3.7,<1
   - filelock>=3.24.2,<4 ; python_full_version >= '3.10'
@@ -10398,30 +10358,6 @@ packages:
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl
-  name: zipp
-  version: 3.23.0
-  sha256: 071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e
-  requires_dist:
-  - pytest>=6,!=8.1.* ; extra == 'test'
-  - jaraco-itertools ; extra == 'test'
-  - jaraco-functools ; extra == 'test'
-  - more-itertools ; extra == 'test'
-  - big-o ; extra == 'test'
-  - pytest-ignore-flaky ; extra == 'test'
-  - jaraco-test ; extra == 'test'
-  - sphinx>=3.5 ; extra == 'doc'
-  - jaraco-packaging>=9.3 ; extra == 'doc'
-  - rst-linker>=1.9 ; extra == 'doc'
-  - furo ; extra == 'doc'
-  - sphinx-lint ; extra == 'doc'
-  - jaraco-tidelift>=1.4 ; extra == 'doc'
-  - pytest-checkdocs>=2.4 ; extra == 'check'
-  - pytest-ruff>=0.2.1 ; sys_platform != 'cygwin' and extra == 'check'
-  - pytest-cov ; extra == 'cover'
-  - pytest-enabler>=2.2 ; extra == 'enabler'
-  - pytest-mypy ; extra == 'type'
-  requires_python: '>=3.9'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
   sha256: 68f0206ca6e98fea941e5717cec780ed2873ffabc0e1ed34428c061e2c6268c7
   md5: 4a13eeac0b5c8e5b8ab496e6c4ddd829
diff --git a/pixi.toml b/pixi.toml
index e35cbaf1..ab15262f 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -119,6 +119,7 @@ check = 'pre-commit run --hook-stage manual --all-files'
 docs-format-fix = 'docformatter --in-place src/ docs/docs/tutorials/'
 notebook-lint-fix = 'nbqa ruff --fix docs/docs/tutorials/'
 py-lint-fix = 'ruff check --fix src/ tests/ docs/docs/tutorials/'
+py-lint-fix-unsafe = 'ruff check --fix --unsafe-fixes src/ tests/ docs/docs/tutorials/'
 py-format-fix = "ruff format src/ tests/ docs/docs/tutorials/"
 nonpy-format-fix = 'npx prettier --write --list-different --config=prettierrc.toml --ignore-unknown .'
 nonpy-format-fix-modified = "python tools/nonpy_prettier_modified.py --write"
diff --git a/pyproject.toml b/pyproject.toml
index 18d90607..bcacdf96 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -32,6 +32,7 @@ dependencies = [
   'ipywidgets',  # Widgets (needed for interactive matplotlib backends)
   'ipympl',      # Matplotlib Jupyter widget backend (%matplotlib widget)
   'IPython',     # Interactive Python shell
+  'sympy',       # Symbolic mathematics (used for expression components)
 ]
 
 [project.optional-dependencies]
@@ -204,7 +205,7 @@ select = [
   #'PERF', # https://docs.astral.sh/ruff/rules/#perflint-perf
   #'RUF',  # https://docs.astral.sh/ruff/rules/#ruff-specific-rules-ruf
   #'TRY',  # https://docs.astral.sh/ruff/rules/#tryceratops-try
-  #'UP',   # https://docs.astral.sh/ruff/rules/#pyupgrade-up
+  'UP', # https://docs.astral.sh/ruff/rules/#pyupgrade-up
   # pycodestyle (E, W) rules
   'E', # https://docs.astral.sh/ruff/rules/#error-e
   'W', # https://docs.astral.sh/ruff/rules/#warning-w
@@ -216,11 +217,11 @@ select = [
   # flake8 rules
   #'A',     # https://docs.astral.sh/ruff/rules/#flake8-builtins-a
   'ANN', # https://docs.astral.sh/ruff/rules/#flake8-annotations-ann
-  #'ARG',   # https://docs.astral.sh/ruff/rules/#flake8-unused-arguments-arg
+  'ARG', # https://docs.astral.sh/ruff/rules/#flake8-unused-arguments-arg
   #'ASYNC', # https://docs.astral.sh/ruff/rules/#flake8-async-async
-  #'B',     # https://docs.astral.sh/ruff/rules/#flake8-bugbear-b
+  'B', # https://docs.astral.sh/ruff/rules/#flake8-bugbear-b
   #'BLE',   # https://docs.astral.sh/ruff/rules/#flake8-blind-except-ble
-  #'C4',    # https://docs.astral.sh/ruff/rules/#flake8-comprehensions-c4
+  'C4', # https://docs.astral.sh/ruff/rules/#flake8-comprehensions-c4
   #'COM',   # https://docs.astral.sh/ruff/rules/#flake8-commas-com
   #'DTZ',   # https://docs.astral.sh/ruff/rules/#flake8-datetimez-dtz
   #'EM',    # https://docs.astral.sh/ruff/rules/#flake8-errmsg-em
@@ -234,12 +235,12 @@ select = [
   #'LOG',   # https://docs.astral.sh/ruff/rules/#flake8-logging-log
   #'PIE',   # https://docs.astral.sh/ruff/rules/#flake8-pie-pie
   #'PT',    # https://docs.astral.sh/ruff/rules/#flake8-pytest-style-pt
-  #'PTH',   # https://docs.astral.sh/ruff/rules/#flake8-use-pathlib-pth
+  'PTH', # https://docs.astral.sh/ruff/rules/#flake8-use-pathlib-pth
   #'PYI',   # https://docs.astral.sh/ruff/rules/#flake8-pyi-pyi
-  #'RET',   # https://docs.astral.sh/ruff/rules/#flake8-return-ret
+  'RET', # https://docs.astral.sh/ruff/rules/#flake8-return-ret
   #'RSE',   # https://docs.astral.sh/ruff/rules/#flake8-raise-rse
-  'S', # https://docs.astral.sh/ruff/rules/#flake8-bandit-s
-  #'SIM',   # https://docs.astral.sh/ruff/rules/#flake8-simplify-sim
+  'S',   # https://docs.astral.sh/ruff/rules/#flake8-bandit-s
+  'SIM', # https://docs.astral.sh/ruff/rules/#flake8-simplify-sim
   #'SLF',   # https://docs.astral.sh/ruff/rules/#flake8-self-slf
   #'SLOT',  # https://docs.astral.sh/ruff/rules/#flake8-slots-slot
   #'T20',   # https://docs.astral.sh/ruff/rules/#flake8-print-t20
diff --git a/src/easydynamics/analysis/analysis.py b/src/easydynamics/analysis/analysis.py
index c4cb9bcb..23364709 100644
--- a/src/easydynamics/analysis/analysis.py
+++ b/src/easydynamics/analysis/analysis.py
@@ -99,14 +99,14 @@ def analysis_list(self) -> list[Analysis1d]:
         return self._analysis_list
 
     @analysis_list.setter
-    def analysis_list(self, value: list[Analysis1d]) -> None:
+    def analysis_list(self, _value: list[Analysis1d]) -> None:
         """analysis_list is read-only.
 
         To change the analysis list, modify the experiment, sample
         model, or instrument model.
 
         Args:
-            value (list[Analysis1d]): The new list of Analysis1d objects. This
+            _value (list[Analysis1d]): The new list of Analysis1d objects. This
                 argument is ignored, as analysis_list is read-only.
 
         Raises:
@@ -189,12 +189,10 @@ def fit(
         if fit_method == 'independent':
             if Q_index is not None:
                 return self._fit_single_Q(Q_index)
-            else:
-                return self._fit_all_Q_independently()
-        elif fit_method == 'simultaneous':
+            return self._fit_all_Q_independently()
+        if fit_method == 'simultaneous':
             return self._fit_all_Q_simultaneously()
-        else:
-            raise ValueError("Invalid fit method. Choose 'independent' or 'simultaneous'.")
+        raise ValueError("Invalid fit method. Choose 'independent' or 'simultaneous'.")
 
     def plot_data_and_model(
         self,
@@ -284,7 +282,7 @@ def plot_data_and_model(
             components = self._create_components_dataset(
                 add_background=add_background, energy=energy
             )
-            for key in components.keys():
+            for key in components:
                 data_and_model[key] = components[key]
                 plot_kwargs_defaults['linestyle'][key] = '--'
                 plot_kwargs_defaults['marker'][key] = None
@@ -362,7 +360,7 @@ def parameters_to_dataset(self) -> sc.Dataset:
                 dims=['Q'],
                 values=np.asarray(values[name], dtype=float),
                 variances=np.asarray(variances[name], dtype=float),
-                unit=units.get(name, None),
+                unit=units.get(name),
             )
 
         return ds
@@ -407,20 +405,51 @@ def plot_parameters(
 
         data_to_plot = {name: ds[name] for name in names}
         plot_kwargs_defaults = {
-            'linestyle': {name: 'none' for name in names},
-            'marker': {name: 'o' for name in names},
-            'markerfacecolor': {name: 'none' for name in names},
+            'linestyle': dict.fromkeys(names, 'none'),
+            'marker': dict.fromkeys(names, 'o'),
+            'markerfacecolor': dict.fromkeys(names, 'none'),
         }
 
         plot_kwargs_defaults.update(kwargs)
 
         import plopp as pp
 
-        fig = pp.plot(
+        return pp.plot(
             data_to_plot,
             **plot_kwargs_defaults,
         )
-        return fig
+
+    def fix_energy_offset(self, Q_index: int | None = None) -> None:
+        """Fix the energy offset parameter(s) for a specific Q index, or
+        for all Q indices if Q_index is None.
+
+        Args:
+            Q_index (int | None, default=None): Index of the Q value to
+                fix the energy offset for. If None, fixes the energy
+                offset for all Q values. Default is None.
+        """
+        if Q_index is not None:
+            Q_index = self._verify_Q_index(Q_index)
+            self.analysis_list[Q_index].fix_energy_offset()
+        else:
+            for analysis in self.analysis_list:
+                analysis.fix_energy_offset()
+
+    def free_energy_offset(self, Q_index: int | None = None) -> None:
+        """Free the energy offset parameter(s) for a specific Q index,
+        or for all Q indices if Q_index is None.
+
+        Args:
+            Q_index (int | None, default=None): Index of the Q value to
+                free the energy offset for. If None, frees the energy
+                offset for all Q values. Default is None.
+        """
+        if Q_index is not None:
+            Q_index = self._verify_Q_index(Q_index)
+            self.analysis_list[Q_index].free_energy_offset()
+        else:
+            for analysis in self.analysis_list:
+                analysis.free_energy_offset()
 
     #############
     # Private methods - updating models when things change
@@ -430,7 +459,7 @@ def _on_experiment_changed(self) -> None:
         """Update the Q values in the sample and instrument models when
         the experiment changes.
 
-        Also update all the Analysi1d objects with the new experiment.
+        Also update all the Analysis1d objects with the new experiment.
         """
         if self._call_updaters:
             super()._on_experiment_changed()
@@ -441,7 +470,8 @@ def _on_sample_model_changed(self) -> None:
         """Update the Q values in the sample model when the sample model
         changes.
 
-        Also update all the Analysi1d objects with the new sample model.
+        Also update all the Analysis1d objects with the new sample
+        model.
         """
         if self._call_updaters:
             super()._on_sample_model_changed()
@@ -452,7 +482,7 @@ def _on_instrument_model_changed(self) -> None:
         """Update the Q values in the instrument model when the
         instrument model changes.
 
-        Also update all the Analysi1d objects with the new instrument
+        Also update all the Analysis1d objects with the new instrument
         model.
         """
         if self._call_updaters:
@@ -514,12 +544,11 @@ def _fit_all_Q_simultaneously(self) -> FitResults:
             fit_functions=self.get_fit_functions(),
         )
 
-        results = mf.fit(
+        return mf.fit(
             x=xs,
             y=ys,
             weights=ws,
         )
-        return results
 
     def get_fit_functions(self) -> list[callable]:
         """Get fit functions for all Q indices, which can be used for
@@ -546,11 +575,10 @@ def _create_model_array(self, energy: sc.Variable | None = None) -> sc.DataArray
         if energy is None:
             energy = self.energy
         model = sc.array(dims=['Q', 'energy'], values=self.calculate(energy=energy))
-        model_data_array = sc.DataArray(
+        return sc.DataArray(
             data=model,
             coords={'Q': self.Q, 'energy': energy},
         )
-        return model_data_array
 
     def _create_components_dataset(
         self,
diff --git a/src/easydynamics/analysis/analysis1d.py b/src/easydynamics/analysis/analysis1d.py
index d2802a4a..81f98f55 100644
--- a/src/easydynamics/analysis/analysis1d.py
+++ b/src/easydynamics/analysis/analysis1d.py
@@ -146,9 +146,7 @@ def _calculate(self, energy: sc.Variable | None = None) -> np.ndarray:
 
         background_intensity = self._evaluate_background(energy=energy)
 
-        sample_plus_background = sample_intensity + background_intensity
-
-        return sample_plus_background
+        return sample_intensity + background_intensity
 
     def fit(self) -> FitResults:
         """Fit the model to the experimental data for the chosen Q
@@ -186,7 +184,9 @@ def fit(self) -> FitResults:
         return fit_result
 
     def as_fit_function(
-        self, x: np.ndarray | sc.Variable | None = None, **kwargs: dict[str, Any]
+        self,
+        _x: np.ndarray | sc.Variable | None = None,
+        **kwargs: dict[str, Any],  # noqa: ARG002
     ) -> callable:
         """Return self._calculate as a fit function.
 
@@ -196,7 +196,7 @@ def as_fit_function(
         calculated model.
 
         Args:
-            x (np.ndarray | sc.Variable | None, default=None): Ignored.
+            _x (np.ndarray | sc.Variable | None, default=None): Ignored.
                 The energy grid is taken from the experiment.
             **kwargs (dict[str, Any]): Ignored. Included for compatibility with the
                 EasyScience fitter.
@@ -207,8 +207,8 @@ def as_fit_function(
         """
 
         def fit_function(
-            x: np.ndarray | sc.Variable | None = None,
-            **kwargs: dict[str, Any],
+            _x: np.ndarray | sc.Variable | None = None,
+            **kwargs: dict[str, Any],  # noqa: ARG001
         ) -> np.ndarray:
             return self._calculate()
 
@@ -292,18 +292,25 @@ def plot_data_and_model(
         }
 
         if plot_components:
-            for comp_name in component_dataset.keys():
+            for comp_name in component_dataset:
                 plot_kwargs_defaults['linestyle'][comp_name] = '--'
                 plot_kwargs_defaults['marker'][comp_name] = None
 
         # Overwrite defaults with any user-provided kwargs
         plot_kwargs_defaults.update(kwargs)
 
-        fig = pp.plot(
+        return pp.plot(
             data_and_model,
             **plot_kwargs_defaults,
         )
-        return fig
+
+    def fix_energy_offset(self) -> None:
+        """Fix the energy offset parameter for the current Q index."""
+        self.instrument_model.fix_energy_offset(Q_index=self._require_Q_index())
+
+    def free_energy_offset(self) -> None:
+        """Free the energy offset parameter for the current Q index."""
+        self.instrument_model.free_energy_offset(Q_index=self._require_Q_index())
 
     #############
     # Private methods: small utilities
@@ -428,7 +435,7 @@ def _evaluate_components(
         if energy is None:
             energy = self._masked_energy
 
-        energy_offset = self.instrument_model.get_energy_offset_at_Q(Q_index)
+        energy_offset = self.instrument_model.get_energy_offset(Q_index)
         energy_with_offset = self._calculate_energy_with_offset(
             energy=energy,
             energy_offset=energy_offset,
@@ -596,14 +603,13 @@ def _create_convolver(
             return None
 
         # TODO: allow convolution options to be set.
-        convolver = Convolution(
+        return Convolution(
             sample_components=sample_components,
             resolution_components=resolution_components,
             energy=energy,
             temperature=self.temperature,
-            energy_offset=self.instrument_model.get_energy_offset_at_Q(Q_index),
+            energy_offset=self.instrument_model.get_energy_offset(Q_index),
         )
-        return convolver
 
     #############
     # Private methods: create scipp arrays for plotting
diff --git a/src/easydynamics/analysis/analysis_base.py b/src/easydynamics/analysis/analysis_base.py
index b5daa54d..61247e0e 100644
--- a/src/easydynamics/analysis/analysis_base.py
+++ b/src/easydynamics/analysis/analysis_base.py
@@ -188,12 +188,12 @@ def Q(self) -> sc.Variable | None:
         return self.experiment.Q
 
     @Q.setter
-    def Q(self, value: sc.Variable) -> None:
+    def Q(self, _value: sc.Variable) -> None:
         """Q cannot be set, as it is a read-only property derived from
         the Experiment.
 
         Args:
-            value (sc.Variable): The Q values to set. This argument is
+            _value (sc.Variable): The Q values to set. This argument is
                 ignored, as Q is a read-only property.
 
         Raises:
@@ -214,12 +214,12 @@ def energy(self) -> sc.Variable | None:
         return self.experiment.energy
 
     @energy.setter
-    def energy(self, value: sc.Variable) -> None:
+    def energy(self, _value: sc.Variable) -> None:
         """Energy cannot be set, as it is a read-only property derived
         from the Experiment.
 
         Args:
-            value (sc.Variable): The energy values to set. This argument is
+            _value (sc.Variable): The energy values to set. This argument is
                 ignored, as energy is a read-only property.
 
         Raises:
@@ -235,19 +235,20 @@ def temperature(self) -> Parameter | None:
 
         Returns:
             Parameter | None: The temperature from the associated SampleModel,
-            if available, and None if not.
+                if available, and None if not.
         """
 
         return self.sample_model.temperature
 
     @temperature.setter
-    def temperature(self, value: np.ndarray | Parameter) -> None:
+    def temperature(self, _value: np.ndarray | Parameter) -> None:
         """Temperature cannot be set, as it is a read-only property
         derived from the SampleModel.
 
         Args:
-            value (np.ndarray | Parameter): The temperature to set. This argument is
-                ignored, as temperature is a read-only property.
+            _value (np.ndarray | Parameter): The temperature to set.
+                This argument is ignored, as temperature is a read-only
+                property.
 
         Raises:
             AttributeError: If trying to set temperature.
@@ -290,6 +291,15 @@ def extra_parameters(self, value: Parameter | list[Parameter]) -> None:
     # Other methods
     #############
 
+    def normalize_resolution(self) -> None:
+        """Normalize the resolution in the InstrumentModel to ensure
+        that it integrates to 1.
+
+        This is important for accurate fitting and interpretation of the
+        results.
+        """
+        self.instrument_model.normalize_resolution()
+
     #############
     # Private methods
     #############
@@ -323,15 +333,17 @@ def _verify_Q_index(self, Q_index: int | None) -> int | None:
             int | None: The verified Q index.
 
         Raises:
+            TypeError: If Q_index is not an integer or None.
             IndexError: If the Q index is not valid.
         """
-        if Q_index is not None:
-            if (
-                not isinstance(Q_index, int)
-                or Q_index < 0
-                or (self.Q is not None and Q_index >= len(self.Q))
-            ):
-                raise IndexError('Q_index must be a valid index for the Q values.')
+        if Q_index is None:
+            return None
+
+        if not isinstance(Q_index, int):
+            raise TypeError('Q_index must be an integer or None.')
+
+        if Q_index < 0 or (self.Q is not None and Q_index >= len(self.Q)):
+            raise IndexError('Q_index must be a valid index for the Q values.')
         return Q_index
 
     #############
diff --git a/src/easydynamics/convolution/analytical_convolution.py b/src/easydynamics/convolution/analytical_convolution.py
index 761f1cec..70ecc318 100644
--- a/src/easydynamics/convolution/analytical_convolution.py
+++ b/src/easydynamics/convolution/analytical_convolution.py
@@ -180,8 +180,7 @@ def _convolute_analytic_pair(
         # Call the corresponding method
         if swapped:
             return getattr(self, func_name)(resolution_component, sample_component)
-        else:
-            return getattr(self, func_name)(sample_component, resolution_component)
+        return getattr(self, func_name)(sample_component, resolution_component)
 
     def _convolute_delta_any(
         self,
diff --git a/src/easydynamics/convolution/convolution.py b/src/easydynamics/convolution/convolution.py
index 7cd742f5..3f3f1ef3 100644
--- a/src/easydynamics/convolution/convolution.py
+++ b/src/easydynamics/convolution/convolution.py
@@ -198,12 +198,10 @@ def _check_if_pair_is_analytic(
             )
 
         analytical_types = (Gaussian, Lorentzian, Voigt)
-        if isinstance(sample_component, analytical_types) and isinstance(
-            resolution_component, analytical_types
-        ):
-            return True
-
-        return False
+        return bool(
+            isinstance(sample_component, analytical_types)
+            and isinstance(resolution_component, analytical_types)
+        )
 
     def _build_convolution_plan(self) -> None:
         """Separate sample model components into analytical pairs, delta
diff --git a/src/easydynamics/convolution/convolution_base.py b/src/easydynamics/convolution/convolution_base.py
index 1ace459c..3037c649 100644
--- a/src/easydynamics/convolution/convolution_base.py
+++ b/src/easydynamics/convolution/convolution_base.py
@@ -70,8 +70,7 @@ def __init__(
         self._energy_offset = energy_offset
 
         if sample_components is not None and not (
-            isinstance(sample_components, ComponentCollection)
-            or isinstance(sample_components, ModelComponent)
+            isinstance(sample_components, (ComponentCollection, ModelComponent))
         ):
             raise TypeError(
                 f'`sample_components` is an instance of {type(sample_components).__name__}, but must be a ComponentCollection or ModelComponent.'  # noqa: E501
@@ -81,8 +80,7 @@ def __init__(
         self._sample_components = sample_components
 
         if resolution_components is not None and not (
-            isinstance(resolution_components, ComponentCollection)
-            or isinstance(resolution_components, ModelComponent)
+            isinstance(resolution_components, (ComponentCollection, ModelComponent))
         ):
             raise TypeError(
                 f'`resolution_components` is an instance of {type(resolution_components).__name__}, but must be a ComponentCollection or ModelComponent.'  # noqa: E501
@@ -132,12 +130,12 @@ def energy_with_offset(self) -> sc.Variable:
         return energy_with_offset
 
     @energy_with_offset.setter
-    def energy_with_offset(self, value: sc.Variable) -> None:
+    def energy_with_offset(self, _value: sc.Variable) -> None:
         """Energy with offset is a read-only property derived from
         energy and energy_offset.
 
         Args:
-            value (sc.Variable): The value to set (ignored).
+            _value (sc.Variable): The value to set (ignored).
 
         Raises:
             AttributeError: Always raised since energy_with_offset is
@@ -194,12 +192,10 @@ def energy_unit(self) -> str:
         return self._energy_unit
 
     @energy_unit.setter
-    def energy_unit(self, unit_str: str) -> None:
+    def energy_unit(self, _unit_str: str) -> None:
         raise AttributeError(
-            (
-                f'Unit is read-only. Use convert_unit to change the unit between allowed types '
-                f'or create a new {self.__class__.__name__} with the desired unit.'
-            )
+            f'Unit is read-only. Use convert_unit to change the unit between allowed types '
+            f'or create a new {self.__class__.__name__} with the desired unit.'
         )  # noqa: E501
 
     def convert_energy_unit(self, energy_unit: str | sc.Unit) -> None:
diff --git a/src/easydynamics/convolution/numerical_convolution.py b/src/easydynamics/convolution/numerical_convolution.py
index b2f45b45..10a55c81 100644
--- a/src/easydynamics/convolution/numerical_convolution.py
+++ b/src/easydynamics/convolution/numerical_convolution.py
@@ -9,7 +9,7 @@
 from easydynamics.convolution.numerical_convolution_base import NumericalConvolutionBase
 from easydynamics.sample_model.component_collection import ComponentCollection
 from easydynamics.sample_model.components.model_component import ModelComponent
-from easydynamics.utils.detailed_balance import _detailed_balance_factor as detailed_balance_factor
+from easydynamics.utils.detailed_balance import detailed_balance_factor
 from easydynamics.utils.utils import Numeric
 
 
diff --git a/src/easydynamics/convolution/numerical_convolution_base.py b/src/easydynamics/convolution/numerical_convolution_base.py
index 54ccac6d..ccbdea57 100644
--- a/src/easydynamics/convolution/numerical_convolution_base.py
+++ b/src/easydynamics/convolution/numerical_convolution_base.py
@@ -4,8 +4,6 @@
 import warnings
 
 # from dataclasses import dataclass
-from typing import Optional
-
 import numpy as np
 import scipp as sc
 from easyscience.variable import Parameter
@@ -194,11 +192,11 @@ def extension_factor(self, factor: Numeric) -> None:
         self._energy_grid = self._create_energy_grid()
 
     @property
-    def temperature(self) -> Optional[Parameter]:
+    def temperature(self) -> Parameter | None:
         """Get the temperature.
 
         Returns:
-            Optional[Parameter]: The temperature parameter, or None if
+            Parameter | None: The temperature parameter, or None if
                 detailed balance correction is disabled.
         """
 
@@ -322,10 +320,7 @@ def _create_energy_grid(
         # select the 4 central points we either get
         # indices [2,3,4,5] or [1,2,3,4], both of which are offset by
         # 0.5*dx from the true center at index 3.5.
-        if len(energy_dense) % 2 == 0:
-            energy_even_length_offset = -0.5 * energy_dense_step
-        else:
-            energy_even_length_offset = 0.0
+        energy_even_length_offset = -0.5 * energy_dense_step if len(energy_dense) % 2 == 0 else 0.0
 
         # Handle the case when energy_dense is not symmetric around 0.
         # The resolution is still centered around zero (or close to it),
@@ -337,7 +332,7 @@ def _create_energy_grid(
         else:
             energy_dense_centered = energy_dense
 
-        energy_grid = EnergyGrid(
+        return EnergyGrid(
             energy_dense=energy_dense,
             energy_dense_centered=energy_dense_centered,
             energy_dense_step=energy_dense_step,
@@ -345,8 +340,6 @@ def _create_energy_grid(
             energy_even_length_offset=energy_even_length_offset,
         )
 
-        return energy_grid
-
     def _check_width_thresholds(
         self,
         model: ComponentCollection | ModelComponent,
@@ -367,10 +360,7 @@ def _check_width_thresholds(
         """
 
         # Handle ComponentCollection or ModelComponent
-        if isinstance(model, ComponentCollection):
-            components = model.components
-        else:
-            components = [model]  # Treat single ModelComponent as a list
+        components = model.components if isinstance(model, ComponentCollection) else [model]
 
         for comp in components:
             if hasattr(comp, 'width'):
@@ -382,6 +372,7 @@ def _check_width_thresholds(
                             This may lead to inaccuracies in the convolution. \
                                 Increase extension_factor to improve accuracy.',
                         UserWarning,
+                        stacklevel=3,
                     )
                 if comp.width.value < SMALL_WIDTH_THRESHOLD * self._energy_grid.energy_dense_step:
                     warnings.warn(
@@ -391,6 +382,7 @@ def _check_width_thresholds(
                             This may lead to inaccuracies in the convolution. \
                                 Increase upsample_factor to improve accuracy.',
                         UserWarning,
+                        stacklevel=3,
                     )
 
     def __repr__(self) -> str:
diff --git a/src/easydynamics/experiment/experiment.py b/src/easydynamics/experiment/experiment.py
index 50bbed8f..ad829e37 100644
--- a/src/easydynamics/experiment/experiment.py
+++ b/src/easydynamics/experiment/experiment.py
@@ -1,7 +1,8 @@
 # SPDX-FileCopyrightText: 2026 EasyScience contributors <https://github.com/easyscience>
 # SPDX-License-Identifier: BSD-3-Clause
 
-import os
+
+from pathlib import Path
 
 import numpy as np
 import plopp as pp
@@ -105,12 +106,12 @@ def binned_data(self) -> sc.DataArray | None:
         return self._binned_data
 
     @binned_data.setter
-    def binned_data(self, value: sc.DataArray) -> None:
+    def binned_data(self, _value: sc.DataArray) -> None:
         """Set the binned dataset associated with this experiment. Read-
         only property. Use rebin() to rebin the data instead.
 
         Args:
-            value (sc.DataArray): The new binned dataset to associate
+            _value (sc.DataArray): The new binned dataset to associate
                 with this experiment (ignored)
 
         Raises:
@@ -131,12 +132,12 @@ def Q(self) -> sc.Variable | None:
         return self._binned_data.coords['Q']
 
     @Q.setter
-    def Q(self, value: sc.Variable) -> None:
+    def Q(self, _value: sc.Variable) -> None:
         """Set the Q values for the dataset. Q is a read-only property
         derived from the data, so this setter raises an error.
 
         Args:
-            value (sc.Variable): The new Q values to set (ignored)
+            _value (sc.Variable): The new Q values to set (ignored)
 
         Raises:
             AttributeError: Always, since Q is read-only.
@@ -156,12 +157,12 @@ def energy(self) -> sc.Variable | None:
         return self._binned_data.coords['energy']
 
     @energy.setter
-    def energy(self, value: sc.Variable) -> None:
+    def energy(self, _value: sc.Variable) -> None:
         """Set the energy values for the dataset. Energy is a read-only
         property derived from the data, so this setter raises an error.
 
         Args:
-            value (sc.Variable): The new energy values to set (ignored)
+            _value (sc.Variable): The new energy values to set (ignored)
 
         Raises:
             AttributeError: Always, since energy is read-only.
@@ -197,8 +198,7 @@ def get_masked_energy(self, Q_index: int) -> sc.Variable | None:
         _, _, _, mask = self._extract_x_y_weights_only_finite(Q_index=Q_index)
 
         mask_var = sc.array(dims=['energy'], values=mask)
-        masked_energy = energy[mask_var]
-        return masked_energy
+        return energy[mask_var]
 
     ###########
     # Handle data
@@ -256,10 +256,8 @@ def save_hdf5(self, filename: str | None = None) -> None:
         if self._data is None:
             raise ValueError('No data to save.')
 
-        dir_name = os.path.dirname(filename)
-        if dir_name:
-            os.makedirs(dir_name, exist_ok=True)
-
+        path = Path(filename)
+        path.parent.mkdir(exist_ok=True, parents=True)
         sc_save_hdf5(self._data, filename)
 
     def remove_data(self) -> None:
@@ -306,7 +304,7 @@ def rebin(self, dimensions: dict[str, int | sc.Variable]) -> None:
                 # This line can be removed when scipp resize support
                 # resizing with coordinates
                 dimensions[dim] = value
-            if not (isinstance(value, int) or isinstance(value, sc.Variable)):
+            if not (isinstance(value, (int, sc.Variable))):
                 raise TypeError(
                     f'Dimension values must be integers or sc.Variable. '
                     f"Got {type(value)} for dimension '{dim}' instead."
@@ -342,6 +340,10 @@ def plot_data(self, slicer: bool = False, **kwargs: dict) -> None:
         plot_kwargs_defaults = {
             'title': self.display_name,
         }
+
+        if slicer:
+            plot_kwargs_defaults['keep'] = 'energy'
+
         # Overwrite defaults with any user-provided kwargs
         plot_kwargs_defaults.update(kwargs)
         if slicer:
diff --git a/src/easydynamics/sample_model/__init__.py b/src/easydynamics/sample_model/__init__.py
index 69bddf9c..9cb2b108 100644
--- a/src/easydynamics/sample_model/__init__.py
+++ b/src/easydynamics/sample_model/__init__.py
@@ -6,6 +6,7 @@
 from .components import DampedHarmonicOscillator
 from .components import DeltaFunction
 from .components import Exponential
+from .components import ExpressionComponent
 from .components import Gaussian
 from .components import Lorentzian
 from .components import Polynomial
@@ -29,4 +30,5 @@
     'ResolutionModel',
     'BackgroundModel',
     'InstrumentModel',
+    'ExpressionComponent',
 ]
diff --git a/src/easydynamics/sample_model/component_collection.py b/src/easydynamics/sample_model/component_collection.py
index 24548bf5..5f483091 100644
--- a/src/easydynamics/sample_model/component_collection.py
+++ b/src/easydynamics/sample_model/component_collection.py
@@ -4,7 +4,6 @@
 from __future__ import annotations
 
 import warnings
-from typing import List
 
 import numpy as np
 import scipp as sc
@@ -109,12 +108,12 @@ def is_empty(self) -> bool:
         return not self._components
 
     @is_empty.setter
-    def is_empty(self, value: bool) -> None:
+    def is_empty(self, _value: bool) -> None:
         """is_empty is a read-only property that indicates whether the
         collection has components.
 
         Args:
-            value (bool): The value to set (ignored).
+            _value (bool): The value to set (ignored).
 
         Raises:
             AttributeError: Always raised since is_empty is read-only.
@@ -135,21 +134,19 @@ def unit(self) -> str | sc.Unit | None:
         return self._unit
 
     @unit.setter
-    def unit(self, unit_str: str) -> None:
+    def unit(self, _unit_str: str) -> None:
         """Unit is read-only and cannot be set directly.
 
         Args:
-            unit_str (str): The unit to set (ignored).
+            _unit_str (str): The unit to set (ignored).
 
         Raises:
             AttributeError: Always raised since unit is read-only.
         """
 
         raise AttributeError(
-            (
-                f'Unit is read-only. Use convert_unit to change the unit between allowed types '
-                f'or create a new {self.__class__.__name__} with the desired unit.'
-            )
+            f'Unit is read-only. Use convert_unit to change the unit between allowed types '
+            f'or create a new {self.__class__.__name__} with the desired unit.'
         )  # noqa: E501
 
     def convert_unit(self, unit: str | sc.Unit) -> None:
@@ -187,7 +184,7 @@ def convert_unit(self, unit: str | sc.Unit) -> None:
     # Component management
     # ------------------------------------------------------------------
 
-    def append_component(self, component: ModelComponent | 'ComponentCollection') -> None:
+    def append_component(self, component: ModelComponent | ComponentCollection) -> None:
         """Append a model component or the components from another
         ComponentCollection to this ComponentCollection.
 
@@ -288,11 +285,11 @@ def is_empty(self) -> bool:
         return not self._components
 
     @is_empty.setter
-    def is_empty(self, value: bool) -> None:
+    def is_empty(self, _value: bool) -> None:
         """is_empty is read-only.
 
         Args:
-            value (bool): ignored.
+            _value (bool): ignored.
 
         Raises:
             AttributeError: Always raised since is_empty is read-only
@@ -302,11 +299,11 @@ def is_empty(self, value: bool) -> None:
             'whether the collection has components.'
         )
 
-    def list_component_names(self) -> List[str]:
+    def list_component_names(self) -> list[str]:
         """List the names of all components in the model.
 
         Returns:
-            List[str]: List of unique names of the components in the
+            list[str]: List of unique names of the components in the
                 collection.
         """
 
@@ -340,6 +337,7 @@ def normalize_area(self) -> None:
                     f"Component '{component.unique_name}' does not have an 'area' attribute "
                     f'and will be skipped in normalization.',
                     UserWarning,
+                    stacklevel=2,
                 )
 
         if total_area.value == 0:
@@ -404,7 +402,7 @@ def evaluate_component(
 
         if not isinstance(unique_name, str):
             raise TypeError(
-                (f'Component unique name must be a string, got {type(unique_name)} instead.')
+                f'Component unique name must be a string, got {type(unique_name)} instead.'
             )
 
         matches = [comp for comp in self.components if comp.unique_name == unique_name]
@@ -413,9 +411,7 @@ def evaluate_component(
 
         component = matches[0]
 
-        result = component.evaluate(x)
-
-        return result
+        return component.evaluate(x)
 
     def fix_all_parameters(self) -> None:
         """Fix all free parameters in the model."""
@@ -446,11 +442,10 @@ def __contains__(self, item: str | ModelComponent) -> bool:
         if isinstance(item, str):
             # Check by component unique name
             return any(comp.unique_name == item for comp in self.components)
-        elif isinstance(item, ModelComponent):
+        if isinstance(item, ModelComponent):
             # Check by component instance
             return any(comp is item for comp in self.components)
-        else:
-            return False
+        return False
 
     def __repr__(self) -> str:
         """Return a string representation of the ComponentCollection.
diff --git a/src/easydynamics/sample_model/components/__init__.py b/src/easydynamics/sample_model/components/__init__.py
index 3d18a9b2..54bec057 100644
--- a/src/easydynamics/sample_model/components/__init__.py
+++ b/src/easydynamics/sample_model/components/__init__.py
@@ -4,6 +4,7 @@
 from .damped_harmonic_oscillator import DampedHarmonicOscillator
 from .delta_function import DeltaFunction
 from .exponential import Exponential
+from .expression_component import ExpressionComponent
 from .gaussian import Gaussian
 from .lorentzian import Lorentzian
 from .polynomial import Polynomial
@@ -17,4 +18,5 @@
     'DampedHarmonicOscillator',
     'Polynomial',
     'Exponential',
+    'ExpressionComponent',
 ]
diff --git a/src/easydynamics/sample_model/components/delta_function.py b/src/easydynamics/sample_model/components/delta_function.py
index 4dbf8044..820a039b 100644
--- a/src/easydynamics/sample_model/components/delta_function.py
+++ b/src/easydynamics/sample_model/components/delta_function.py
@@ -140,13 +140,13 @@ def evaluate(self, x: Numeric | list | np.ndarray | sc.Variable | sc.DataArray)
             i = np.argmin(np.abs(x - center))
 
             # left half-width
-            if i == 0:
+            if i == 0:  # noqa: SIM108
                 left = x[1] - x[0] if x.size > 1 else 0.5
             else:
                 left = x[i] - x[i - 1]
 
             # right half-width
-            if i == x.size - 1:
+            if i == x.size - 1:  # noqa: SIM108
                 right = x[-1] - x[-2] if x.size > 1 else 0.5
             else:
                 right = x[i + 1] - x[i]
diff --git a/src/easydynamics/sample_model/components/expression_component.py b/src/easydynamics/sample_model/components/expression_component.py
new file mode 100644
index 00000000..dcc9e445
--- /dev/null
+++ b/src/easydynamics/sample_model/components/expression_component.py
@@ -0,0 +1,304 @@
+# SPDX-FileCopyrightText: 2026 EasyScience contributors
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+import numpy as np
+import scipp as sc
+import sympy as sp
+from easyscience.variable import Parameter
+
+from easydynamics.utils.utils import Numeric
+
+from .model_component import ModelComponent
+
+
+class ExpressionComponent(ModelComponent):
+    """Model component defined by a symbolic expression.
+
+    Example:
+        expr = ExpressionComponent(
+            "A * exp(-(x - x0)**2 / (2*sigma**2))",
+            parameters={"A": 10, "x0": 0, "sigma": 1},
+        )
+
+        expr.A = 5
+        y = expr.evaluate(x)
+    """
+
+    # -------------------------
+    # Allowed symbolic functions
+    # -------------------------
+    _ALLOWED_FUNCS = {
+        # Exponentials & logs
+        'exp': sp.exp,
+        'log': sp.log,
+        'ln': sp.log,
+        'sqrt': sp.sqrt,
+        # Trigonometric
+        'sin': sp.sin,
+        'cos': sp.cos,
+        'tan': sp.tan,
+        'sinc': sp.sinc,
+        'cot': sp.cot,
+        'sec': sp.sec,
+        'csc': sp.csc,
+        'asin': sp.asin,
+        'acos': sp.acos,
+        'atan': sp.atan,
+        # Hyperbolic
+        'sinh': sp.sinh,
+        'cosh': sp.cosh,
+        'tanh': sp.tanh,
+        # Misc
+        'abs': sp.Abs,
+        'sign': sp.sign,
+        'floor': sp.floor,
+        'ceil': sp.ceiling,
+        # Special functions
+        'erf': sp.erf,
+    }
+
+    # -------------------------
+    # Allowed constants
+    # -------------------------
+    _ALLOWED_CONSTANTS = {
+        'pi': sp.pi,
+        'E': sp.E,
+    }
+
+    _RESERVED_NAMES = {'x'}
+
+    def __init__(
+        self,
+        expression: str,
+        parameters: dict[str, Numeric] | None = None,
+        unit: str | sc.Unit = 'meV',
+        display_name: str | None = 'Expression',
+        unique_name: str | None = None,
+    ) -> None:
+        """Initialize the ExpressionComponent.
+
+        Args:
+            expression (str): The symbolic expression as a string.
+                Must contain 'x' as the independent variable.
+            parameters (dict[str, Numeric] | None, default=None):
+                Dictionary of parameter names and their initial values.
+                Defaults to None (no parameters).
+            unit (str | sc.Unit, default="meV"): Unit of the output.
+            display_name (str | None, default="Expression"): Display name for the component.
+            unique_name (str | None, default=None): Unique name for the component.
+
+        Raises:
+            ValueError: If the expression is invalid or does not contain 'x'.
+            TypeError: If any parameter value is not numeric.
+        """
+        super().__init__(unit=unit, display_name=display_name, unique_name=unique_name)
+
+        if 'np.' in expression:
+            raise ValueError(
+                'NumPy syntax (np.*) is not supported. '
+                "Use functions like 'exp', 'sin', etc. directly."
+            )
+
+        self._expression_str = expression
+
+        locals_dict = {}
+        locals_dict.update(self._ALLOWED_FUNCS)
+        locals_dict.update(self._ALLOWED_CONSTANTS)
+
+        try:
+            self._expr = sp.sympify(expression, locals=locals_dict)
+        except Exception as e:
+            raise ValueError(f'Invalid expression: {expression}') from e
+
+        # Extract symbols from the expression
+        symbols = self._expr.free_symbols
+        symbol_names = sorted(str(s) for s in symbols)
+
+        if 'x' not in symbol_names:
+            raise ValueError("Expression must contain 'x' as independent variable")
+
+        # Reject unknown functions early so invalid expressions fail at init,
+        # not later during numerical evaluation.
+        allowed_function_names = set(self._ALLOWED_FUNCS) | {
+            func.__name__ for func in self._ALLOWED_FUNCS.values()
+        }
+
+        # Walk all function-call nodes in the parsed expression (e.g. sin(x), foo(x)).
+        # Keep only function names that are not in our allowlist.
+        unknown_function_names: set[str] = set()
+        function_atoms = self._expr.atoms(sp.Function)
+        for function_atom in function_atoms:
+            function_name = function_atom.func.__name__
+            if function_name not in allowed_function_names:
+                unknown_function_names.add(function_name)
+
+        unknown_functions = sorted(unknown_function_names)
+
+        if unknown_functions:
+            raise ValueError(
+                f'Unsupported function(s) in expression: {", ".join(unknown_functions)}'
+            )
+
+        # Create parameters
+        if parameters is not None and not isinstance(parameters, dict):
+            raise TypeError(
+                f'Parameters must be None or a dictionary, got {type(parameters).__name__}'
+            )
+
+        if parameters is not None:
+            for name, value in parameters.items():
+                if not isinstance(value, Numeric):
+                    raise TypeError(f"Parameter '{name}' must be numeric")
+        parameters = parameters or {}
+        self._parameters: dict[str, Parameter] = {}
+
+        self._symbol_names = symbol_names
+        for name in self._symbol_names:
+            if name in self._RESERVED_NAMES:
+                continue
+
+            value = parameters.get(name, 1.0)
+
+            self._parameters[name] = Parameter(
+                name=name,
+                value=value,
+                unit=self._unit,
+            )
+
+        # Create numerical function
+        ordered_symbols = [sp.Symbol(name) for name in self._symbol_names]
+
+        self._func = sp.lambdify(
+            ordered_symbols,
+            self._expr,
+            modules=['numpy'],
+        )
+
+        # -------------------------
+        # Properties
+        # -------------------------
+
+    @property
+    def expression(self) -> str:
+        """Return the original expression string."""
+        return self._expression_str
+
+    @expression.setter
+    def expression(self, _new_expr: str) -> None:
+        """Prevent changing the expression after initialization.
+
+        Args:
+            _new_expr (str): New expression string (ignored).
+
+        Raises:
+            AttributeError: Always raised to prevent changing the expression.
+        """
+        raise AttributeError('Expression cannot be changed after initialization')
+
+    def evaluate(
+        self,
+        x: Numeric | list | np.ndarray | sc.Variable | sc.DataArray,
+    ) -> np.ndarray:
+        """Evaluate the expression for given x values.
+
+        Args:
+            x (Numeric | list | np.ndarray | sc.Variable | sc.DataArray):
+                Input values for the independent variable.
+
+        Returns:
+            np.ndarray: Evaluated results.
+        """
+        x = self._prepare_x_for_evaluate(x)
+
+        args = []
+        for name in self._symbol_names:
+            if name == 'x':
+                args.append(x)
+            else:
+                args.append(self._parameters[name].value)
+
+        return self._func(*args)
+
+    def get_all_variables(self) -> list[Parameter]:
+        """Return all parameters.
+
+        Returns:
+            list[Parameter]: List of all parameters in the expression.
+        """
+        return list(self._parameters.values())
+
+    def convert_unit(self, _new_unit: str | sc.Unit) -> None:
+        """Convert the unit of the expression.
+
+        Unit conversion is not implemented for ExpressionComponent.
+
+        Args:
+            _new_unit (str | sc.Unit): The new unit to convert to (ignored).
+
+        Raises:
+            NotImplementedError: Always raised to indicate unit conversion is not supported.
+        """
+
+        raise NotImplementedError('Unit conversion is not implemented for ExpressionComponent')
+
+    # -------------------------
+    # dunder methods
+    # -------------------------
+
+    def __getattr__(self, name: str) -> Parameter:
+        """Allow access to parameters as attributes.
+
+        Args:
+            name (str): Name of the parameter to access.
+
+        Returns:
+            Parameter: The parameter with the given name.
+
+        Raises:
+            AttributeError: If the parameter does not exist.
+        """
+        if '_parameters' in self.__dict__ and name in self._parameters:
+            return self._parameters[name]
+        raise AttributeError(f"{self.__class__.__name__} has no attribute '{name}'")
+
+    def __setattr__(self, name: str, value: Numeric) -> None:
+        """Allow setting parameter values as attributes.
+
+        Args:
+            name (str): Name of the parameter to set.
+            value (Numeric): New value for the parameter.
+
+        Raises:
+            TypeError: If the value is not numeric.
+        """
+        if '_parameters' in self.__dict__ and name in self._parameters:
+            param = self._parameters[name]
+
+            if not isinstance(value, Numeric):
+                raise TypeError(f'{name} must be numeric')
+
+            param.value = value
+        else:
+            # For other attributes, use default behavior
+            super().__setattr__(name, value)
+
+    def __dir__(self) -> list[str]:
+        """Include parameter names in dir() output for better IDE
+        support.
+
+        Returns:
+            list[str]: List of attribute names, including parameters.
+        """
+        return super().__dir__() + list(self._parameters.keys())
+
+    def __repr__(self) -> str:
+        param_str = ', '.join(f'{k}={v.value}' for k, v in self._parameters.items())
+        return (
+            f'{self.__class__.__name__}(\n'
+            f"  expr='{self._expression_str}',\n"
+            f'  unit={self._unit},\n'
+            f'  parameters={{ {param_str} }}\n'
+            f')'
+        )
diff --git a/src/easydynamics/sample_model/components/mixins.py b/src/easydynamics/sample_model/components/mixins.py
index 97c32422..b5125767 100644
--- a/src/easydynamics/sample_model/components/mixins.py
+++ b/src/easydynamics/sample_model/components/mixins.py
@@ -62,7 +62,9 @@ def _create_area_parameter(
 
         if area.value < 0:
             warnings.warn(
-                f'The area of {name} is negative, which may not be physically meaningful.'
+                f'The area of {name} is negative, which may not be physically meaningful.',
+                UserWarning,
+                stacklevel=3,
             )
         else:
             area.min = minimum_area
diff --git a/src/easydynamics/sample_model/components/model_component.py b/src/easydynamics/sample_model/components/model_component.py
index 176d32e4..bfbd7384 100644
--- a/src/easydynamics/sample_model/components/model_component.py
+++ b/src/easydynamics/sample_model/components/model_component.py
@@ -46,22 +46,20 @@ def unit(self) -> str:
         return str(self._unit)
 
     @unit.setter
-    def unit(self, unit_str: str) -> None:
+    def unit(self, _unit_str: str) -> None:
         """Unit is read-only. Use convert_unit to change the unit
         between allowed types or create a new ModelComponent with the
         desired unit.
 
         Args:
-            unit_str (str): The new unit to set.
+            _unit_str (str): The new unit to set.
 
         Raises:
             AttributeError: Always raised since unit is read-only.
         """
         raise AttributeError(
-            (
-                f'Unit is read-only. Use convert_unit to change the unit between allowed types '
-                f'or create a new {self.__class__.__name__} with the desired unit.'
-            )
+            f'Unit is read-only. Use convert_unit to change the unit between allowed types '
+            f'or create a new {self.__class__.__name__} with the desired unit.'
         )  # noqa: E501
 
     def fix_all_parameters(self) -> None:
@@ -113,10 +111,7 @@ def _prepare_x_for_evaluate(
         if isinstance(x, sc.Variable):
             # Need to check if the units are consistent,
             # and convert if not.
-            if x.sizes == {}:  # scalar
-                x_in = x.value
-            else:  # array
-                x_in = x.values
+            x_in = x.value if x.sizes == {} else x.values
             if self._unit is not None and x.unit != self._unit:
                 self_unit_for_warning = self._unit
                 try:
@@ -131,7 +126,9 @@ def _prepare_x_for_evaluate(
                 warnings.warn(
                     f'Input x has unit {x.unit}, but {self.__class__.__name__} component \
                         has unit {self_unit_for_warning}. \
-                            Converting {self.__class__.__name__} to {x.unit}.'
+                            Converting {self.__class__.__name__} to {x.unit}.',
+                    UserWarning,
+                    stacklevel=3,
                 )
         else:
             x_in = x
diff --git a/src/easydynamics/sample_model/components/polynomial.py b/src/easydynamics/sample_model/components/polynomial.py
index 554fb254..340ca537 100644
--- a/src/easydynamics/sample_model/components/polynomial.py
+++ b/src/easydynamics/sample_model/components/polynomial.py
@@ -4,7 +4,7 @@
 from __future__ import annotations
 
 import warnings
-from typing import Sequence
+from collections.abc import Sequence
 
 import numpy as np
 import scipp as sc
@@ -131,8 +131,7 @@ def coefficient_values(self) -> list[float]:
         Returns:
             list[float]: The coefficient values of the polynomial.
         """
-        coefficient_list = [param.value for param in self._coefficients]
-        return coefficient_list
+        return [param.value for param in self._coefficients]
 
     def evaluate(self, x: Numeric | list | np.ndarray | sc.Variable | sc.DataArray) -> np.ndarray:
         r"""Evaluate the Polynomial at the given x values.
@@ -163,6 +162,7 @@ def evaluate(self, x: Numeric | list | np.ndarray | sc.Variable | sc.DataArray)
                 f'The Polynomial with unique_name {self.unique_name} has negative values, '
                 'which may not be physically meaningful.',
                 UserWarning,
+                stacklevel=2,
             )
         return result
 
@@ -176,20 +176,20 @@ def degree(self) -> int:
         return len(self._coefficients) - 1
 
     @degree.setter
-    def degree(self, value: int) -> None:
+    def degree(self, _value: int) -> None:
         """The degree is determined by the number of coefficients and
         cannot be set directly.
 
         Args:
-            value (int): The new degree of the polynomial.
+            _value (int): The new degree of the polynomial.
 
         Raises:
             AttributeError: Always raised since degree cannot be set
                 directly.
         """
         raise AttributeError(
-            'The degree of the polynomial is determined by the number of coefficients \
-                and cannot be set directly.'
+            'The degree of the polynomial is determined by the number of coefficients '
+            'and cannot be set directly.'
         )
 
     def get_all_variables(self) -> list[DescriptorBase]:
@@ -233,8 +233,10 @@ def __repr__(self) -> str:
         """
 
         coeffs_str = ', '.join(f'{param.name}={param.value}' for param in self._coefficients)
-        return f'Polynomial(unique_name = {self.unique_name}, \
-            unit = {self._unit},\n coefficients = [{coeffs_str}])'
+        return (
+            f'Polynomial(unique_name = {self.unique_name}, '
+            f'unit = {self._unit},\n coefficients = [{coeffs_str}])'
+        )
 
 
 # from typing import Callable, Dict
diff --git a/src/easydynamics/sample_model/diffusion_model/brownian_translational_diffusion.py b/src/easydynamics/sample_model/diffusion_model/brownian_translational_diffusion.py
index dd4ae3df..f9aa17d3 100644
--- a/src/easydynamics/sample_model/diffusion_model/brownian_translational_diffusion.py
+++ b/src/easydynamics/sample_model/diffusion_model/brownian_translational_diffusion.py
@@ -1,8 +1,6 @@
 # SPDX-FileCopyrightText: 2026 EasyScience contributors <https://github.com/easyscience>
 # SPDX-License-Identifier: BSD-3-Clause
 
-from typing import Dict
-from typing import List
 
 import numpy as np
 import scipp as sc
@@ -141,9 +139,7 @@ def calculate_width(self, Q: Q_type) -> np.ndarray:
 
         unit_conversion_factor = self._hbar * self.diffusion_coefficient / (self._angstrom**2)
         unit_conversion_factor.convert_unit(self.unit)
-        width = Q**2 * unit_conversion_factor.value
-
-        return width
+        return Q**2 * unit_conversion_factor.value
 
     def calculate_EISF(self, Q: Q_type) -> np.ndarray:
         """Calculate the Elastic Incoherent Structure Factor (EISF) for
@@ -157,8 +153,7 @@ def calculate_EISF(self, Q: Q_type) -> np.ndarray:
             np.ndarray: EISF values (dimensionless).
         """
         Q = _validate_and_convert_Q(Q)
-        EISF = np.zeros_like(Q)
-        return EISF
+        return np.zeros_like(Q)
 
     def calculate_QISF(self, Q: Q_type) -> np.ndarray:
         """Calculate the Quasi-Elastic Incoherent Structure Factor
@@ -172,14 +167,13 @@ def calculate_QISF(self, Q: Q_type) -> np.ndarray:
         """
 
         Q = _validate_and_convert_Q(Q)
-        QISF = np.ones_like(Q)
-        return QISF
+        return np.ones_like(Q)
 
     def create_component_collections(
         self,
         Q: Q_type,
         component_display_name: str = 'Brownian diffusion',
-    ) -> List[ComponentCollection]:
+    ) -> list[ComponentCollection]:
         r"""Create ComponentCollection components for the Brownian
         translational diffusion model at given Q values.
 
@@ -189,7 +183,7 @@ def create_component_collections(
                 Name of the Lorentzian component.
 
         Returns:
-            List[ComponentCollection]: List of ComponentCollections with
+            list[ComponentCollection]: List of ComponentCollections with
                 Lorentzian components for each Q value. Each Lorentzian
                 has a width given by $D*Q^2$ and an area given by the
                 scale parameter multiplied by the QISF (which is 1 for
@@ -265,12 +259,12 @@ def _write_width_dependency_expression(self, Q: float) -> str:
         # Q is given as a float, so we need to add the units
         return f'hbar * D* {Q} **2*1/(angstrom**2)'
 
-    def _write_width_dependency_map_expression(self) -> Dict[str, DescriptorNumber]:
+    def _write_width_dependency_map_expression(self) -> dict[str, DescriptorNumber]:
         """Write the dependency map expression to make dependent
         Parameters.
 
         Returns:
-            Dict[str, DescriptorNumber]: Dependency map for the width.
+            dict[str, DescriptorNumber]: Dependency map for the width.
         """
         return {
             'D': self.diffusion_coefficient,
@@ -296,12 +290,12 @@ def _write_area_dependency_expression(self, QISF: float) -> str:
 
         return f'{QISF} * scale'
 
-    def _write_area_dependency_map_expression(self) -> Dict[str, DescriptorNumber]:
+    def _write_area_dependency_map_expression(self) -> dict[str, DescriptorNumber]:
         """Write the dependency map expression to make dependent
         Parameters.
 
         Returns:
-            Dict[str, DescriptorNumber]: Dependency map for the area.
+            dict[str, DescriptorNumber]: Dependency map for the area.
         """
         return {
             'scale': self.scale,
diff --git a/src/easydynamics/sample_model/diffusion_model/diffusion_model_base.py b/src/easydynamics/sample_model/diffusion_model/diffusion_model_base.py
index 6acc6cac..6360ca52 100644
--- a/src/easydynamics/sample_model/diffusion_model/diffusion_model_base.py
+++ b/src/easydynamics/sample_model/diffusion_model/diffusion_model_base.py
@@ -69,22 +69,20 @@ def unit(self) -> str | sc.Unit | None:
         return str(self._unit)
 
     @unit.setter
-    def unit(self, unit_str: str) -> None:
+    def unit(self, _unit_str: str) -> None:
         """The unit of the energy axis is read-only. To change the unit,
         use convert_unit or create a new DiffusionModel with the desired
         unit.
 
         Args:
-            unit_str (str): The new unit to set (ignored)
+            _unit_str (str): The new unit to set (ignored)
 
         Raises:
             AttributeError: Always, since the unit is read-only.
         """
         raise AttributeError(
-            (
-                f'Unit is read-only. Use convert_unit to change the unit between allowed types '
-                f'or create a new {self.__class__.__name__} with the desired unit.'
-            )
+            f'Unit is read-only. Use convert_unit to change the unit between allowed types '
+            f'or create a new {self.__class__.__name__} with the desired unit.'
         )  # noqa: E501
 
     @property
diff --git a/src/easydynamics/sample_model/diffusion_model/jump_translational_diffusion.py b/src/easydynamics/sample_model/diffusion_model/jump_translational_diffusion.py
index adb45bc7..888a0ad5 100644
--- a/src/easydynamics/sample_model/diffusion_model/jump_translational_diffusion.py
+++ b/src/easydynamics/sample_model/diffusion_model/jump_translational_diffusion.py
@@ -1,8 +1,6 @@
 # SPDX-FileCopyrightText: 2026 EasyScience contributors <https://github.com/easyscience>
 # SPDX-License-Identifier: BSD-3-Clause
 
-from typing import Dict
-from typing import List
 
 import numpy as np
 import scipp as sc
@@ -197,8 +195,7 @@ def calculate_width(self, Q: Q_type) -> np.ndarray:
 
         denominator = 1 + unit_conversion_factor_denominator.value * Q**2
 
-        width = numerator / denominator
-        return width
+        return numerator / denominator
 
     def calculate_EISF(self, Q: Q_type) -> np.ndarray:
         """Calculate the Elastic Incoherent Structure Factor (EISF).
@@ -211,8 +208,7 @@ def calculate_EISF(self, Q: Q_type) -> np.ndarray:
             np.ndarray: EISF values (dimensionless).
         """
         Q = _validate_and_convert_Q(Q)
-        EISF = np.zeros_like(Q)
-        return EISF
+        return np.zeros_like(Q)
 
     def calculate_QISF(self, Q: Q_type) -> np.ndarray:
         """Calculate the Quasi-Elastic Incoherent Structure Factor
@@ -225,14 +221,13 @@ def calculate_QISF(self, Q: Q_type) -> np.ndarray:
             np.ndarray: QISF values (dimensionless).
         """
         Q = _validate_and_convert_Q(Q)
-        QISF = np.ones_like(Q)
-        return QISF
+        return np.ones_like(Q)
 
     def create_component_collections(
         self,
         Q: Q_type,
         component_display_name: str = 'Jump translational diffusion',
-    ) -> List[ComponentCollection]:
+    ) -> list[ComponentCollection]:
         """Create ComponentCollection components for the diffusion model
         at given Q values.
 
@@ -243,7 +238,7 @@ def create_component_collections(
                 Name of the Jump Diffusion Lorentzian component.
 
         Returns:
-            List[ComponentCollection]: List of ComponentCollections with
+            list[ComponentCollection]: List of ComponentCollections with
                 Jump Diffusion Lorentzian components.
 
         Raises:
@@ -316,12 +311,12 @@ def _write_width_dependency_expression(self, Q: float) -> str:
         # Q is given as a float, so we need to add the units
         return f'hbar * D* {Q} **2/(angstrom**2)/(1 + (D * t* {Q} **2/(angstrom**2)))'
 
-    def _write_width_dependency_map_expression(self) -> Dict[str, DescriptorNumber]:
+    def _write_width_dependency_map_expression(self) -> dict[str, DescriptorNumber]:
         """Write the dependency map expression to make dependent
         Parameters.
 
         Returns:
-            Dict[str, DescriptorNumber]: Dependency map for the width.
+            dict[str, DescriptorNumber]: Dependency map for the width.
         """
         return {
             'D': self._diffusion_coefficient,
@@ -349,12 +344,12 @@ def _write_area_dependency_expression(self, QISF: float) -> str:
 
         return f'{QISF} * scale'
 
-    def _write_area_dependency_map_expression(self) -> Dict[str, DescriptorNumber]:
+    def _write_area_dependency_map_expression(self) -> dict[str, DescriptorNumber]:
         """Write the dependency map expression to make dependent
         Parameters.
 
         Returns:
-            Dict[str, DescriptorNumber]: Dependency map for the area.
+            dict[str, DescriptorNumber]: Dependency map for the area.
         """
         return {
             'scale': self._scale,
diff --git a/src/easydynamics/sample_model/instrument_model.py b/src/easydynamics/sample_model/instrument_model.py
index 2768cb62..78815553 100644
--- a/src/easydynamics/sample_model/instrument_model.py
+++ b/src/easydynamics/sample_model/instrument_model.py
@@ -173,14 +173,34 @@ def Q(self) -> np.ndarray | None:
 
     @Q.setter
     def Q(self, value: Q_type | None) -> None:
-        """Set the Q values of the InstrumentModel.
+        """Set the Q values of the InstrumentModel. If Q is already set,
+        it raises an error if the new Q values are not similar to the
+        old ones to prevent accidental changes to the background and
+        resolution models. To change Q values, first run clear_Q().
 
         Args:
-            value (Q_type | None): The new Q values for the
-                InstrumentModel.
+            value (Q_type | None): The new Q values to set.
+                If None, Q values are not changed.
+
+        Raises:
+            ValueError: If the new Q values are not similar to the old
+                ones when Q is not None
         """
-        self._Q = _validate_and_convert_Q(value)
-        self._on_Q_change()
+        if value is None:
+            return
+        old_Q = self._Q
+        new_Q = _validate_and_convert_Q(value)
+
+        if old_Q is None:
+            self._Q = new_Q
+            self._on_Q_change()
+            return
+
+        if len(old_Q) != len(new_Q) or not np.allclose(old_Q, new_Q):
+            raise ValueError(
+                'New Q values are not similar to the old ones. '
+                'To change Q values, first run clear_Q().'
+            )
 
     @property
     def unit(self) -> str | sc.Unit:
@@ -192,24 +212,22 @@ def unit(self) -> str | sc.Unit:
         return self._unit
 
     @unit.setter
-    def unit(self, unit_str: str) -> None:
+    def unit(self, _unit_str: str) -> None:
         """Set the unit of the InstrumentModel. The unit is read-only
         and cannot be set directly. Use convert_unit to change the unit
         between allowed types or create a new InstrumentModel with the
         desired unit.
 
         Args:
-            unit_str (str): The new unit for the InstrumentModel
+            _unit_str (str): The new unit for the InstrumentModel
                 (ignored)
 
         Raises:
             AttributeError: Always, as the unit is read-only.
         """
         raise AttributeError(
-            (
-                f'Unit is read-only. Use convert_unit to change the unit between allowed types '
-                f'or create a new {self.__class__.__name__} with the desired unit.'
-            )
+            f'Unit is read-only. Use convert_unit to change the unit between allowed types '
+            f'or create a new {self.__class__.__name__} with the desired unit.'
         )  # noqa: E501
 
     @property
@@ -244,6 +262,27 @@ def energy_offset(self, value: Numeric) -> None:
     # Other methods
     # --------------------------------------------------------------
 
+    def clear_Q(self, confirm: bool = False) -> None:
+        """Clear the Q values of the InstrumentModel and any associated
+        ResolutionModel and BackgroundModel, removing all component
+        collections and their associated Parameters.
+
+        Args:
+            confirm (bool, default=False): Confirmation to clear Q
+                values.
+
+        Raises:
+            ValueError: If confirm is not True.
+        """
+        if not confirm:
+            raise ValueError(
+                'Clearing Q values requires confirmation. Set confirm=True to proceed.'
+            )
+        self._Q = None
+        self.background_model.clear_Q(confirm=True)
+        self.resolution_model.clear_Q(confirm=True)
+        self._on_Q_change()
+
     def convert_unit(self, unit_str: str | sc.Unit) -> None:
         """Convert the unit of the InstrumentModel.
 
@@ -312,32 +351,100 @@ def free_resolution_parameters(self) -> None:
         """Free all parameters in the resolution model."""
         self.resolution_model.free_all_parameters()
 
-    def get_energy_offset_at_Q(self, Q_index: int) -> Parameter:
+    def normalize_resolution(self) -> None:
+        """Normalize the resolution model to have area 1."""
+        self.resolution_model.normalize_area()
+
+    def get_energy_offset(
+        self,
+        Q_index: int | None = None,
+    ) -> Parameter | list[Parameter]:
         """Get the energy offset Parameter at a specific Q index.
 
         Args:
-            Q_index (int): The index of the Q value to get the energy
-                offset for.
+            Q_index (int | None, default=None): The index of the Q value to get the energy
+                offset for. If None, get the energy offset for all Q values.
 
         Returns:
-            Parameter: The energy offset Parameter at the specified Q
-                index.
+            Parameter | list[Parameter]: The energy offset Parameter at the specified Q
+                index, or a list of Parameters if Q_index is None.
 
         Raises:
             ValueError: If no Q values are set in the InstrumentModel.
             IndexError: If Q_index is out of bounds.
+            TypeError: If Q_index is not an int or None.
         """
         if self._Q is None:
             raise ValueError('No Q values are set in the InstrumentModel.')
 
+        if Q_index is None:
+            return self._energy_offsets
+
+        if not isinstance(Q_index, int):
+            raise TypeError(f'Q_index must be an int or None, got {type(Q_index).__name__}')
+
         if Q_index < 0 or Q_index >= len(self._Q):
             raise IndexError(f'Q_index {Q_index} is out of bounds for Q of length {len(self._Q)}')
 
         return self._energy_offsets[Q_index]
 
+    def fix_energy_offset(self, Q_index: int | None = None) -> None:
+        """Fix energy offset parameters. If Q_index is specified, only
+        fix the energy offset for that Q value. If Q_index is None, fix
+        energy offsets for all Q values.
+
+        Args:
+            Q_index (int | None, default=None): The index of the Q value
+                to fix the energy offset for. If None, fix energy
+                offsets for all Q values.
+        """
+        self._fix_or_free_energy_offset(Q_index, fixed=True)
+
+    def free_energy_offset(self, Q_index: int | None = None) -> None:
+        """Free energy offset parameters. If Q_index is specified, only
+        free the energy offset for that Q value. If Q_index is None,
+        free energy offsets for all Q values.
+
+        Args:
+            Q_index (int | None, default=None): The index of the Q value
+                to free the energy offset for. If None, free energy
+                offsets for all Q values.
+        """
+        self._fix_or_free_energy_offset(Q_index, fixed=False)
+
     # --------------------------------------------------------------
     # Private methods
     # --------------------------------------------------------------
+    def _fix_or_free_energy_offset(self, Q_index: int | None = None, fixed: bool = True) -> None:
+        """Fix or free energy offset parameters. If Q_index is
+        specified, only fix or free the energy offset for that Q value.
+        If Q_index is None, fix or free energy offsets for all Q values.
+
+        Args:
+            Q_index (int | None, default=None): The index of the Q value
+                to fix or free the energy offset for. If None, fix or
+                free energy offsets for all Q values.
+            fixed (bool, default=True): Whether to fix (True) or free
+                (False) the energy offset.
+
+        Raises:
+            TypeError: If Q_index is not an int or None.
+            IndexError: If Q_index is out of bounds for the Q values in
+                the InstrumentModel.
+        """
+
+        if Q_index is None:
+            for offset in self._energy_offsets:
+                offset.fixed = fixed
+        else:
+            if not isinstance(Q_index, int):
+                raise TypeError(f'Q_index must be an int or None, got {type(Q_index).__name__}')
+
+            if Q_index < 0 or Q_index >= len(self._Q):
+                raise IndexError(
+                    f'Q_index {Q_index} is out of bounds for Q of length {len(self._Q)}'
+                )
+            self._energy_offsets[Q_index].fixed = fixed
 
     def _generate_energy_offsets(self) -> None:
         """Generate energy offset Parameters for each Q value."""
@@ -350,8 +457,8 @@ def _generate_energy_offsets(self) -> None:
     def _on_Q_change(self) -> None:
         """Handle changes to the Q values."""
         self._generate_energy_offsets()
-        self._resolution_model.Q = self._Q
-        self._background_model.Q = self._Q
+        self.resolution_model.Q = self.Q
+        self.background_model.Q = self.Q
 
     def _on_energy_offset_change(self) -> None:
         """Handle changes to the energy offset."""
@@ -360,11 +467,11 @@ def _on_energy_offset_change(self) -> None:
 
     def _on_resolution_model_change(self) -> None:
         """Handle changes to the resolution model."""
-        self._resolution_model.Q = self._Q
+        self.resolution_model.Q = self.Q
 
     def _on_background_model_change(self) -> None:
         """Handle changes to the background model."""
-        self._background_model.Q = self._Q
+        self.background_model.Q = self.Q
 
     # -------------------------------------------------------------
     # Dunder methods
diff --git a/src/easydynamics/sample_model/model_base.py b/src/easydynamics/sample_model/model_base.py
index 88f95c76..0bb95860 100644
--- a/src/easydynamics/sample_model/model_base.py
+++ b/src/easydynamics/sample_model/model_base.py
@@ -96,9 +96,7 @@ def evaluate(
                 'No components in the model to evaluate. '
                 'Run generate_component_collections() first'
             )
-        y = [collection.evaluate(x) for collection in self._component_collections]
-
-        return y
+        return [collection.evaluate(x) for collection in self._component_collections]
 
     # ------------------------------------------------------------------
     # Component management
@@ -145,21 +143,19 @@ def unit(self) -> str | sc.Unit | None:
         return self._unit
 
     @unit.setter
-    def unit(self, unit_str: str) -> None:
+    def unit(self, _unit_str: str) -> None:
         """Unit is read-only and cannot be set directly.
 
         Args:
-            unit_str (str): The new unit to set (ignored).
+            _unit_str (str): The new unit to set (ignored).
 
         Raises:
             AttributeError: Always raised to indicate that the unit is
                 read-only.
         """
         raise AttributeError(
-            (
-                f'Unit is read-only. Use convert_unit to change the unit between allowed types '
-                f'or create a new {self.__class__.__name__} with the desired unit.'
-            )
+            f'Unit is read-only. Use convert_unit to change the unit between allowed types '
+            f'or create a new {self.__class__.__name__} with the desired unit.'
         )  # noqa: E501
 
     def convert_unit(self, unit: str | sc.Unit) -> None:
@@ -233,23 +229,49 @@ def Q(self) -> np.ndarray | None:
 
     @Q.setter
     def Q(self, value: Q_type | None) -> None:
-        """Set the Q values of the SampleModel.
+        """Set the Q values of the SampleModel. If Q is already set, it
+        throws an error if the new Q values are not similar to the old
+        ones. To change Q values, first run clear_Q().
 
         Args:
-            value (Q_type | None): The new Q values to set. If None, Q
-                will be unset.
+            value (Q_type | None): The new Q values to set.
+                If None, Q values are not changed.
+
+        Raises:
+            ValueError: If the new Q values are not similar to the old
+                ones when Q is already set.
         """
+        if value is None:
+            return
         old_Q = self._Q
         new_Q = _validate_and_convert_Q(value)
 
-        if (
-            old_Q is not None
-            and new_Q is not None
-            and len(old_Q) == len(new_Q)
-            and all(np.isclose(old_Q, new_Q))
-        ):
-            return  # No change in Q, so do nothing
-        self._Q = new_Q
+        if old_Q is None:
+            self._Q = new_Q
+            self._on_Q_change()
+            return
+
+        if len(old_Q) != len(new_Q) or not np.allclose(old_Q, new_Q):
+            raise ValueError(
+                'New Q values are not similar to the old ones. '
+                'To change Q values, first run clear_Q().'
+            )
+
+    def clear_Q(self, confirm: bool = False) -> None:
+        """Clear the Q values of the SampleModel, removing all component
+        collections and their associated Parameters.
+
+        Args:
+            confirm (bool, default=False): Confirmation to clear Q values.
+
+        Raises:
+            ValueError: If confirm is not True.
+        """
+        if not confirm:
+            raise ValueError(
+                'Clearing Q values requires confirmation. Set confirm=True to proceed.'
+            )
+        self._Q = None
         self._on_Q_change()
 
     # ------------------------------------------------------------------
@@ -327,6 +349,11 @@ def get_component_collection(self, Q_index: int) -> ComponentCollection:
             )
         return self._component_collections[Q_index]
 
+    def normalize_area(self) -> None:
+        """Normalize the area of the model across all Q values."""
+        for collection in self._component_collections:
+            collection.normalize_area()
+
     # ------------------------------------------------------------------
     # Private methods
     # ------------------------------------------------------------------
diff --git a/src/easydynamics/sample_model/sample_model.py b/src/easydynamics/sample_model/sample_model.py
index 5cf9bf77..d6c63492 100644
--- a/src/easydynamics/sample_model/sample_model.py
+++ b/src/easydynamics/sample_model/sample_model.py
@@ -1,13 +1,15 @@
 # SPDX-FileCopyrightText: 2026 EasyScience contributors <https://github.com/easyscience>
 # SPDX-License-Identifier: BSD-3-Clause
 
+from contextlib import suppress
+
 import numpy as np
 import scipp as sc
 from easyscience.variable import Parameter
 
 from easydynamics.sample_model.diffusion_model.diffusion_model_base import DiffusionModelBase
 from easydynamics.sample_model.model_base import ModelBase
-from easydynamics.utils import _detailed_balance_factor
+from easydynamics.utils import detailed_balance_factor
 from easydynamics.utils.utils import Numeric
 from easydynamics.utils.utils import Q_type
 
@@ -259,11 +261,11 @@ def temperature_unit(self) -> str | sc.Unit:
         return self._temperature_unit
 
     @temperature_unit.setter
-    def temperature_unit(self, value: str | sc.Unit) -> None:
+    def temperature_unit(self, _value: str | sc.Unit) -> None:
         """The temperature unit of the SampleModel is read-only.
 
         Args:
-            value (str | sc.Unit): The unit to set for the temperature
+            _value (str | sc.Unit): The unit to set for the temperature
                 Parameter.
 
         Raises:
@@ -295,13 +297,11 @@ def convert_temperature_unit(self, unit: str | sc.Unit) -> None:
         try:
             self._temperature.convert_unit(unit)
             self._temperature_unit = unit
-        except Exception as e:
+        except Exception:
             # Attempt to rollback on failure
-            try:
+            with suppress(Exception):
                 self._temperature.convert_unit(old_unit)
-            except Exception:  # noqa: S110
-                pass  # Best effort rollback
-            raise e
+            raise
 
     @property
     def divide_by_temperature(self) -> bool:
@@ -351,7 +351,7 @@ def evaluate(
         y = super().evaluate(x)
 
         if self._temperature is not None:
-            DBF = _detailed_balance_factor(
+            DBF = detailed_balance_factor(
                 energy=x,
                 temperature=self._temperature,
                 divide_by_temperature=self._divide_by_temperature,
@@ -407,7 +407,9 @@ def _generate_component_collections(self) -> None:
         # and add to component collections
         for diffusion_model in self._diffusion_models:
             diffusion_collections = diffusion_model.create_component_collections(Q=self._Q)
-            for target, source in zip(self._component_collections, diffusion_collections):
+            for target, source in zip(
+                self._component_collections, diffusion_collections, strict=True
+            ):
                 for component in source.components:
                     target.append_component(component)
 
diff --git a/src/easydynamics/utils/__init__.py b/src/easydynamics/utils/__init__.py
index 68d324ce..6792d72e 100644
--- a/src/easydynamics/utils/__init__.py
+++ b/src/easydynamics/utils/__init__.py
@@ -1,6 +1,6 @@
 # SPDX-FileCopyrightText: 2025 EasyScience contributors <https://github.com/easyscience>
 # SPDX-License-Identifier: BSD-3-Clause
 
-from .detailed_balance import _detailed_balance_factor
+from .detailed_balance import detailed_balance_factor
 
-__all__ = ['_detailed_balance_factor']
+__all__ = ['detailed_balance_factor']
diff --git a/src/easydynamics/utils/detailed_balance.py b/src/easydynamics/utils/detailed_balance.py
index 086917fa..cd8ff347 100644
--- a/src/easydynamics/utils/detailed_balance.py
+++ b/src/easydynamics/utils/detailed_balance.py
@@ -22,7 +22,7 @@
 LARGE_THRESHOLD = 100
 
 
-def _detailed_balance_factor(
+def detailed_balance_factor(
     energy: int | float | list | np.ndarray | sc.Variable,
     temperature: int | float | sc.Variable | Parameter,
     energy_unit: str | sc.Unit = 'meV',
@@ -112,13 +112,14 @@ def _detailed_balance_factor(
     except Exception as e:
         raise UnitError(
             f'The unit of energy is wrong: {energy.unit}: {e} Check that energy has a valid unit.'
-        )
+        ) from e
     # We give users the option to specify the unit of the energy,
     # but if the input has a unit, they might clash
     if energy.unit != energy_unit:
         warnings.warn(
             f'Input energy has unit {energy.unit}, but energy_unit was set to {energy_unit}. '
-            f'Using {energy.unit}.'
+            f'Using {energy.unit}.',
+            stacklevel=2,
         )
 
     # Same for temperature
@@ -128,12 +129,13 @@ def _detailed_balance_factor(
         raise UnitError(
             f'The unit of temperature is wrong: {temperature.unit}: {e} '
             f'Check that temperature has a valid unit.'
-        )
+        ) from e
 
     if temperature.unit != temperature_unit:
         warnings.warn(
             f'Input temperature has unit {temperature.unit}, '
-            f'but temperature_unit was set to {temperature_unit}. Using {temperature.unit}.'
+            f'but temperature_unit was set to {temperature_unit}. Using {temperature.unit}.',
+            stacklevel=2,
         )
 
     # Zero temperature deserves special treatment.
@@ -143,11 +145,7 @@ def _detailed_balance_factor(
             raise ZeroDivisionError('Cannot divide by T when T = 0.')
         DBF = sc.where(energy < 0.0 * energy.unit, 0.0 * energy.unit, energy)
 
-        if DBF.sizes == {}:
-            DBF_values = np.array([DBF.value])
-        else:
-            DBF_values = DBF.values
-        return DBF_values
+        return np.array([DBF.value]) if DBF.sizes == {} else DBF.values
 
     # Now work with finite temperatures.
     # Here, it helps to work with dimensionless x = energy/(kB*T),
@@ -180,11 +178,7 @@ def _detailed_balance_factor(
         DBF = DBF * (kB * temperature)
         DBF = sc.to_unit(DBF, unit=energy.unit)
 
-    if DBF.sizes == {}:
-        DBF_values = np.array([DBF.value])
-    else:
-        DBF_values = DBF.values
-    return DBF_values
+    return np.array([DBF.value]) if DBF.sizes == {} else DBF.values
 
 
 def _convert_to_scipp_variable(
@@ -219,9 +213,7 @@ def _convert_to_scipp_variable(
         return value
 
     # Convert to numpy array first for consistent handling
-    if isinstance(value, (int, float)):
-        array_value = np.array(value)
-    elif isinstance(value, (list)):
+    if isinstance(value, (int, float, list)):
         array_value = np.array(value)
     elif isinstance(value, np.ndarray):
         array_value = value
@@ -231,10 +223,7 @@ def _convert_to_scipp_variable(
     else:
         if name == 'energy':
             raise TypeError(f'{name} must be a number, list, numpy array or scipp Variable')
-        else:
-            raise TypeError(
-                f'{name} must be a number, list, numpy array, Parameter or scipp Variable'
-            )
+        raise TypeError(f'{name} must be a number, list, numpy array, Parameter or scipp Variable')
 
     # Create appropriate scipp variable based on shape
     if array_value.shape == () or (array_value.shape == (1,)):
@@ -242,10 +231,10 @@ def _convert_to_scipp_variable(
         try:
             return sc.scalar(value=float(array_value.flat[0]), unit=unit)
         except UnitError as e:
-            raise UnitError(f"Invalid unit string '{unit}' for {name}: {e}")
+            raise UnitError(f"Invalid unit string '{unit}' for {name}: {e}") from e
     else:
         # Multi-element array
         try:
             return sc.array(dims=['x'], values=array_value, unit=unit)
         except UnitError as e:
-            raise UnitError(f"Invalid unit string '{unit}' for {name}: {e}")
+            raise UnitError(f"Invalid unit string '{unit}' for {name}: {e}") from e
diff --git a/src/easydynamics/utils/utils.py b/src/easydynamics/utils/utils.py
index 80a90712..7b9134bc 100644
--- a/src/easydynamics/utils/utils.py
+++ b/src/easydynamics/utils/utils.py
@@ -88,9 +88,8 @@ def _in_notebook() -> bool:
         shell = get_ipython().__class__.__name__
         if shell == 'ZMQInteractiveShell':
             return True  # Jupyter notebook or JupyterLab
-        elif shell == 'TerminalInteractiveShell':
+        if shell == 'TerminalInteractiveShell':
             return False  # Terminal IPython
-        else:
-            return False
+        return False
     except (NameError, ImportError):
         return False  # Standard Python (no IPython)
diff --git a/tests/integration/fitting/test_fitting_with_diffusion_model.py b/tests/integration/fitting/test_fitting_with_diffusion_model.py
new file mode 100644
index 00000000..22ca71f9
--- /dev/null
+++ b/tests/integration/fitting/test_fitting_with_diffusion_model.py
@@ -0,0 +1,152 @@
+# SPDX-FileCopyrightText: 2026 EasyScience contributors <https://github.com/easyscience>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+import pooch
+
+from easydynamics.analysis.analysis import Analysis
+from easydynamics.experiment import Experiment
+from easydynamics.sample_model import ComponentCollection
+from easydynamics.sample_model import DeltaFunction
+from easydynamics.sample_model import Gaussian
+from easydynamics.sample_model import Lorentzian
+from easydynamics.sample_model import Polynomial
+from easydynamics.sample_model.background_model import BackgroundModel
+from easydynamics.sample_model.diffusion_model.brownian_translational_diffusion import (
+    BrownianTranslationalDiffusion,
+)
+from easydynamics.sample_model.instrument_model import InstrumentModel
+from easydynamics.sample_model.resolution_model import ResolutionModel
+from easydynamics.sample_model.sample_model import SampleModel
+
+
+class TestFittingWithDiffusionModel:
+    def test_fitting_with_diffusion_model(self):
+        # Load the vanadium data
+        vanadium_experiment = Experiment('Vanadium')
+
+        file_path = pooch.retrieve(
+            url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/master/docs/docs/tutorials/data/vanadium_data_example.h5',
+            known_hash='16cc1b327c303feeb88fb9dda5390dc4880b62396b1793f98c6fef0b27c7b873',
+        )
+
+        vanadium_experiment.load_hdf5(filename=file_path)
+
+        delta_function = DeltaFunction(display_name='DeltaFunction', area=1)
+        sample_model = SampleModel(components=delta_function)
+
+        resolution_components = ComponentCollection()
+        res_gauss = Gaussian(width=0.1, area=1, display_name='Res. Gauss')
+        res_gauss.area.fixed = True
+        resolution_components.append_component(res_gauss)
+        resolution_model = ResolutionModel(components=resolution_components)
+
+        background_model = BackgroundModel(components=Polynomial(coefficients=[0.001]))
+
+        instrument_model = InstrumentModel(
+            resolution_model=resolution_model,
+            background_model=background_model,
+        )
+
+        vanadium_analysis = Analysis(
+            display_name='Vanadium Full Analysis',
+            experiment=vanadium_experiment,
+            sample_model=sample_model,
+            instrument_model=instrument_model,
+        )
+
+        fit_result_independent_single_Q = vanadium_analysis.fit(
+            fit_method='independent', Q_index=5
+        )
+
+        assert fit_result_independent_single_Q.success
+        assert fit_result_independent_single_Q.chi2 < 75.0
+        assert fit_result_independent_single_Q.reduced_chi < 0.4
+
+        diffusion_experiment = Experiment('Diffusion')
+
+        file_path = pooch.retrieve(
+            url='https://github.com/easyscience/dynamics-lib/raw/refs/heads/master/docs/docs/tutorials/data/diffusion_data_example.h5',
+            known_hash='5fe846b19aacbda8b8b936eb2e5310d025dc56c25b0b353521e7d6b921f229ab',
+        )
+
+        diffusion_experiment.load_hdf5(filename=file_path)
+
+        delta_function = DeltaFunction(display_name='DeltaFunction', area=0.2)
+        lorentzian = Lorentzian(display_name='Lorentzian', area=0.5, width=0.3)
+        component_collection = ComponentCollection(
+            components=[delta_function, lorentzian],
+        )
+
+        sample_model = SampleModel(
+            components=component_collection,
+        )
+
+        background_model = BackgroundModel(components=Polynomial(coefficients=[0.001]))
+
+        instrument_model = InstrumentModel(
+            background_model=background_model,
+            resolution_model=vanadium_analysis.instrument_model.resolution_model,
+        )
+        instrument_model.resolution_model.fix_all_parameters()
+
+        diffusion_analysis = Analysis(
+            display_name='Diffusion Analysis',
+            experiment=diffusion_experiment,
+            sample_model=sample_model,
+            instrument_model=instrument_model,
+        )
+
+        fit_result = diffusion_analysis.fit(fit_method='independent')
+
+        assert fit_result[0].success
+        assert fit_result[0].chi2 < 43.0
+        assert fit_result[0].reduced_chi < 0.3
+
+        ###############
+        # Diffusion model
+        ###############
+
+        delta_function = DeltaFunction(display_name='DeltaFunction', area=0.2)
+        component_collection = ComponentCollection(
+            components=[delta_function],
+        )
+        diffusion_model = BrownianTranslationalDiffusion(
+            display_name='Brownian Translational Diffusion',
+            diffusion_coefficient=2.4e-9,
+            scale=0.5,
+        )
+
+        sample_model = SampleModel(
+            components=component_collection,
+            diffusion_models=diffusion_model,
+        )
+
+        background_model = BackgroundModel(components=Polynomial(coefficients=[0.001]))
+
+        instrument_model = InstrumentModel(
+            background_model=background_model,
+            resolution_model=vanadium_analysis.instrument_model.resolution_model,
+        )
+
+        diffusion_model_analysis = Analysis(
+            display_name='Diffusion Full Analysis',
+            experiment=diffusion_experiment,
+            sample_model=sample_model,
+            instrument_model=instrument_model,
+        )
+
+        diffusion_model_analysis.instrument_model.resolution_model.fix_all_parameters()
+
+        fit_result = diffusion_model_analysis.fit(fit_method='simultaneous')
+
+        assert fit_result[0].success
+        assert fit_result[0].chi2 < 56.0
+        assert fit_result[0].reduced_chi < 0.4
+
+        pars = diffusion_model.get_all_parameters()
+
+        tol = 10 * pars[0].error
+        assert np.isclose(pars[0].value, 1.1258025622851164e-08, atol=tol)
+        tol = 10 * pars[1].error
+        assert np.isclose(pars[1].value, 0.6937774083152299, atol=tol)
diff --git a/tests/performance_tests/convolution/convolution_width_thresholds.ipynb b/tests/performance_tests/convolution/convolution_width_thresholds.ipynb
index 7bb81f70..8b72d888 100644
--- a/tests/performance_tests/convolution/convolution_width_thresholds.ipynb
+++ b/tests/performance_tests/convolution/convolution_width_thresholds.ipynb
@@ -57,13 +57,13 @@
     "    plt.plot(\n",
     "        x,\n",
     "        y_analytical,\n",
-    "        label='Analytical, width = {}'.format(gwidth),\n",
+    "        label=f'Analytical, width = {gwidth}',\n",
     "        color=plt.cm.viridis(gaussian_widths.index(gwidth) / len(gaussian_widths)),\n",
     "    )\n",
     "    plt.plot(\n",
     "        x,\n",
     "        y_numerical,\n",
-    "        label='Numerical, width = {}'.format(gwidth),\n",
+    "        label=f'Numerical, width = {gwidth}',\n",
     "        color=plt.cm.viridis(gaussian_widths.index(gwidth) / len(gaussian_widths)),\n",
     "        linestyle='--',\n",
     "    )\n",
@@ -115,7 +115,7 @@
     "    upsample_factor=None,\n",
     ")\n",
     "\n",
-    "for gwidth, gcenter in zip(gaussian_widths, gaussian_centers):\n",
+    "for gwidth, gcenter in zip(gaussian_widths, gaussian_centers, strict=True):\n",
     "    sample_components.components[0].width = gwidth\n",
     "    sample_components.components[0].center = gcenter\n",
     "    y_analytical = analytical_convolver.convolution()\n",
@@ -125,13 +125,13 @@
     "    plt.plot(\n",
     "        x,\n",
     "        y_analytical,\n",
-    "        label='Analytical, width = {}'.format(gwidth),\n",
+    "        label=f'Analytical, width = {gwidth}',\n",
     "        color=plt.cm.viridis(gaussian_widths.index(gwidth) / len(gaussian_widths)),\n",
     "    )\n",
     "    plt.plot(\n",
     "        x,\n",
     "        y_numerical,\n",
-    "        label='Numerical, width = {}'.format(gwidth),\n",
+    "        label=f'Numerical, width = {gwidth}',\n",
     "        color=plt.cm.viridis(gaussian_widths.index(gwidth) / len(gaussian_widths)),\n",
     "        linestyle='--',\n",
     "    )\n",
diff --git a/tests/unit/easydynamics/analysis/test_analysis.py b/tests/unit/easydynamics/analysis/test_analysis.py
index 6e18be7a..291e1811 100644
--- a/tests/unit/easydynamics/analysis/test_analysis.py
+++ b/tests/unit/easydynamics/analysis/test_analysis.py
@@ -33,7 +33,7 @@ def analysis(self):
         sample_model = SampleModel(components=Gaussian(), display_name='Gaussian')
         instrument_model = InstrumentModel()
 
-        analysis = Analysis(
+        return Analysis(
             display_name='TestAnalysis',
             experiment=experiment,
             sample_model=sample_model,
@@ -41,8 +41,6 @@ def analysis(self):
             extra_parameters=None,
         )
 
-        return analysis
-
     def test_init(self, analysis):
         # WHEN THEN
 
@@ -185,12 +183,14 @@ def test_fit_with_invalid_fit_method(self, analysis):
 
     def test_plot_data_and_model_not_in_notebook_raises(self, analysis):
         # WHEN / THEN / EXPECT
-        with patch('easydynamics.analysis.analysis._in_notebook', return_value=False):
-            with pytest.raises(
+        with (
+            patch('easydynamics.analysis.analysis._in_notebook', return_value=False),
+            pytest.raises(
                 RuntimeError,
-                match=' can only be used in a Jupyter notebook environment',
-            ):
-                analysis.plot_data_and_model()
+                match=r'can only be used in a Jupyter notebook environment',
+            ),
+        ):
+            analysis.plot_data_and_model()
 
     def test_plot_data_and_model_Q_index(self, analysis):
 
@@ -229,23 +229,23 @@ def test_plot_data_and_model_invalid_plot_components_raises(self, analysis):
 
         with (
             patch('easydynamics.analysis.analysis._in_notebook', return_value=True),
-        ):
-            with pytest.raises(
+            pytest.raises(
                 TypeError,
                 match='plot_components must be True or False',
-            ):
-                analysis.plot_data_and_model(plot_components='not_a_boolean')
+            ),
+        ):
+            analysis.plot_data_and_model(plot_components='not_a_boolean')
 
     def test_plot_data_and_model_invalid_add_background_raises(self, analysis):
         # WHEN / THEN / EXPECT
         with (
             patch('easydynamics.analysis.analysis._in_notebook', return_value=True),
-        ):
-            with pytest.raises(
+            pytest.raises(
                 TypeError,
                 match='add_background must be True or False',
-            ):
-                analysis.plot_data_and_model(add_background='not_a_boolean')
+            ),
+        ):
+            analysis.plot_data_and_model(add_background='not_a_boolean')
 
     def test_plot_data_and_model_defaults(self, analysis):
 
@@ -474,10 +474,47 @@ def test_plot_parameters(self, analysis):
         # and that we return the figure
         assert result is fake_fig
 
-    def test_on_experiment_changed(self, analysis):
+    def test_fix_and_free_energy_offset(self, analysis):
+        # EXPECT
+        offsets = analysis.instrument_model.get_energy_offset()
+        for offset in offsets:
+            assert offset.fixed is False
+
+        # THEN
+        analysis.fix_energy_offset()
+
+        # EXPECT
+        for offset in offsets:
+            assert offset.fixed is True
+
+        # THEN
+        analysis.free_energy_offset()
+
+        # EXPECT
+        for offset in offsets:
+            assert offset.fixed is False
+
+        # THEN
+        analysis.fix_energy_offset(Q_index=1)
+
+        # EXPECT
+        for i, offset in enumerate(offsets):
+            if i == 1:
+                assert offset.fixed is True
+            else:
+                assert offset.fixed is False
+
+        # THEN
+        analysis.free_energy_offset(Q_index=1)
+
+        # EXPECT
+        for offset in offsets:
+            assert offset.fixed is False
+
+    def test_on_experiment_changed_similar_Q(self, analysis):
         # WHEN
         # Create a new experiment.
-        Q = sc.array(dims=['Q'], values=[2, 3, 4], unit='1/Angstrom')
+        Q = sc.array(dims=['Q'], values=[1, 2, 3], unit='1/Angstrom')
         energy = sc.array(dims=['energy'], values=[20.0, 30.0, 40.0], unit='meV')
         data = sc.array(
             dims=['Q', 'energy'],
@@ -489,14 +526,36 @@ def test_on_experiment_changed(self, analysis):
 
         new_experiment = Experiment(data=data_array)
 
-        # THEN (this call _on_experiment_changed internally)
+        # THEN (this calls _on_experiment_changed internally)
         analysis.experiment = new_experiment
 
         # EXPECT
-        assert np.array_equal(analysis.Q.values, [2, 3, 4])
+        assert np.array_equal(analysis.Q.values, [1, 2, 3])
         assert len(analysis.analysis_list) == 3
-        for analysis in analysis.analysis_list:
-            assert analysis.experiment is new_experiment
+        for analysis1d in analysis.analysis_list:
+            assert analysis1d.experiment is new_experiment
+
+    def test_on_experiment_changed_different_Q_raises(self, analysis):
+        # WHEN
+        # Create a new experiment with different Q values.
+        Q = sc.array(dims=['Q'], values=[4, 5, 6], unit='1/Angstrom')
+        energy = sc.array(dims=['energy'], values=[20.0, 30.0, 40.0], unit='meV')
+        data = sc.array(
+            dims=['Q', 'energy'],
+            values=[[2.0, 3.0, 4.0], [5.0, 6.0, 7.0], [8.0, 9.0, 10.0]],
+            variances=[[0.1, 0.2, 0.3], [0.4, 0.5, 0.6], [0.7, 0.8, 0.9]],
+        )
+
+        data_array = sc.DataArray(data=data, coords={'Q': Q, 'energy': energy})
+
+        new_experiment = Experiment(data=data_array)
+
+        # THEN / EXPECT
+        with pytest.raises(
+            ValueError,
+            match='New Q values are not similar to the old ones',
+        ):
+            analysis.experiment = new_experiment
 
     def test_on_sample_model_changed(self, analysis):
         # WHEN
@@ -508,8 +567,8 @@ def test_on_sample_model_changed(self, analysis):
 
         # EXPECT
         assert analysis.sample_model is new_sample_model
-        for analysis in analysis.analysis_list:
-            assert analysis.sample_model is new_sample_model
+        for analysis1d in analysis.analysis_list:
+            assert analysis1d.sample_model is new_sample_model
 
     def test_on_instrument_model_changed(self, analysis):
         # WHEN
@@ -521,8 +580,8 @@ def test_on_instrument_model_changed(self, analysis):
 
         # EXPECT
         assert analysis.instrument_model is new_instrument_model
-        for analysis in analysis.analysis_list:
-            assert analysis.instrument_model is new_instrument_model
+        for analysis1d in analysis.analysis_list:
+            assert analysis1d.instrument_model is new_instrument_model
 
     def test_fit_single_Q_valid(self, analysis):
         # WHEN
@@ -590,8 +649,8 @@ def test_fit_all_Q_simultaneously(self, analysis):
         expected_xs = []
         expected_ys = []
         expected_ws = []
-        for analysis in analysis.analysis_list:
-            data = analysis.experiment.data['Q', analysis.Q_index]
+        for analysis1d in analysis.analysis_list:
+            data = analysis1d.experiment.data['Q', analysis1d.Q_index]
 
             expected_xs.append(data.coords['energy'].values)
             expected_ys.append(data.values)
diff --git a/tests/unit/easydynamics/analysis/test_analysis1d.py b/tests/unit/easydynamics/analysis/test_analysis1d.py
index 40d73326..43763011 100644
--- a/tests/unit/easydynamics/analysis/test_analysis1d.py
+++ b/tests/unit/easydynamics/analysis/test_analysis1d.py
@@ -36,7 +36,7 @@ def analysis1d(self):
         sample_model = SampleModel(components=Gaussian())
         instrument_model = InstrumentModel()
 
-        analysis1d = Analysis1d(
+        return Analysis1d(
             display_name='TestAnalysis',
             experiment=experiment,
             sample_model=sample_model,
@@ -45,8 +45,6 @@ def analysis1d(self):
             extra_parameters=None,
         )
 
-        return analysis1d
-
     def test_init(self, analysis1d):
         # WHEN THEN
 
@@ -79,9 +77,9 @@ def test_Q_index_setter(self, analysis1d):
         [
             (-1, IndexError, 'Q_index must be'),
             (10, IndexError, 'Q_index must be'),
-            ('invalid', IndexError, 'Q_index must be '),
-            (np.nan, IndexError, 'Q_index must be '),
-            ([1, 2], IndexError, 'Q_index must be '),
+            ('invalid', TypeError, 'Q_index must be '),
+            (np.nan, TypeError, 'Q_index must be '),
+            ([1, 2], TypeError, 'Q_index must be '),
         ],
         ids=[
             'Negative index',
@@ -274,6 +272,24 @@ def test_plot_calls_plopp_with_correct_arguments(self, analysis1d):
 
         assert result is fake_fig
 
+    def test_fix_and_free_offset(self, analysis1d):
+        # WHEN
+
+        # EXPECT
+        assert analysis1d.instrument_model.get_energy_offset(Q_index=0).fixed is False
+
+        # THEN
+        analysis1d.fix_energy_offset()
+
+        # EXPECT
+        assert analysis1d.instrument_model.get_energy_offset(Q_index=0).fixed is True
+
+        # THEN
+        analysis1d.free_energy_offset()
+
+        # EXPECT
+        assert analysis1d.instrument_model.get_energy_offset(Q_index=0).fixed is False
+
     #############
     # Private methods: small utilities
     #############
@@ -334,7 +350,7 @@ def test_verify_energy_raises(self, analysis1d):
     def test_calculate_energy_with_offset(self, analysis1d):
         # WHEN
         energy = analysis1d.experiment.energy
-        energy_offset = analysis1d.instrument_model.get_energy_offset_at_Q(analysis1d.Q_index)
+        energy_offset = analysis1d.instrument_model.get_energy_offset(Q_index=analysis1d.Q_index)
         energy_offset.value = 1.0  # override with a simple value for testing
 
         # THEN
@@ -347,7 +363,7 @@ def test_calculate_energy_with_offset(self, analysis1d):
     def test_calculate_energy_with_offset_different_units(self, analysis1d):
         # WHEN
         energy = analysis1d.experiment.energy
-        energy_offset = analysis1d.instrument_model.get_energy_offset_at_Q(analysis1d.Q_index)
+        energy_offset = analysis1d.instrument_model.get_energy_offset(Q_index=analysis1d.Q_index)
         energy_offset.value = 1.0  # override with a simple value for testing
         energy_offset.convert_unit('eV')
 
@@ -452,7 +468,7 @@ def test_evaluate_with_resolution(self, analysis1d):
                 )
             )
 
-            energy_offset = analysis1d.instrument_model.get_energy_offset_at_Q(analysis1d.Q_index)
+            energy_offset = analysis1d.instrument_model.get_energy_offset(analysis1d.Q_index)
 
             # Extract call arguments
             _, kwargs = MockConvolution.call_args
@@ -576,7 +592,7 @@ def test_create_convolver(self, analysis1d):
             return_value=resolution_components
         )
 
-        analysis1d.instrument_model.get_energy_offset_at_Q = MagicMock(return_value=123.0)
+        analysis1d.instrument_model.get_energy_offset = MagicMock(return_value=123.0)
 
         with patch('easydynamics.analysis.analysis1d.Convolution') as MockConvolution:
             # THEN
diff --git a/tests/unit/easydynamics/analysis/test_analysis_base.py b/tests/unit/easydynamics/analysis/test_analysis_base.py
index 33987fce..4b47c59e 100644
--- a/tests/unit/easydynamics/analysis/test_analysis_base.py
+++ b/tests/unit/easydynamics/analysis/test_analysis_base.py
@@ -20,22 +20,21 @@ def analysis_base(self):
         experiment = Experiment()
         sample_model = SampleModel()
         instrument_model = InstrumentModel()
-        analysis_base = AnalysisBase(
+        return AnalysisBase(
             display_name='TestAnalysis',
             experiment=experiment,
             sample_model=sample_model,
             instrument_model=instrument_model,
         )
-        return analysis_base
 
     def test_init(self, analysis_base):
         # WHEN THEN
 
         # EXPECT
         assert analysis_base.display_name == 'TestAnalysis'
-        assert isinstance(analysis_base._experiment, Experiment)
-        assert isinstance(analysis_base._sample_model, SampleModel)
-        assert isinstance(analysis_base._instrument_model, InstrumentModel)
+        assert isinstance(analysis_base.experiment, Experiment)
+        assert isinstance(analysis_base.sample_model, SampleModel)
+        assert isinstance(analysis_base.instrument_model, InstrumentModel)
         assert analysis_base._extra_parameters == []
 
     def test_init_extra_parameter(self):
@@ -265,6 +264,21 @@ def test_extra_parameters_setter_invalid_type(self, analysis_base, invalid_extra
         ):
             analysis_base.extra_parameters = invalid_extra_parameters
 
+    #############
+    # Other methods
+    #############
+
+    def test_normalize_resolution_calls_instrument_model(self, analysis_base):
+        with patch.object(
+            analysis_base.instrument_model, 'normalize_resolution'
+        ) as mock_normalize_resolution:
+            analysis_base.normalize_resolution()
+            mock_normalize_resolution.assert_called_once()
+
+    #############
+    # Private methods
+    #############
+
     def test_on_experiment_changed_updates_Q(self, analysis_base):
         # WHEN
         fake_Q = [1, 2, 3]
diff --git a/tests/unit/easydynamics/convolution/test_analytical_convolution.py b/tests/unit/easydynamics/convolution/test_analytical_convolution.py
index 3bc8ec09..162a920b 100644
--- a/tests/unit/easydynamics/convolution/test_analytical_convolution.py
+++ b/tests/unit/easydynamics/convolution/test_analytical_convolution.py
@@ -114,7 +114,7 @@ def test_convolution(
 
         # THEN
         # Mock _convolute_analytic_pair to return 1.0 for any input pair
-        def mock_convolute_analytic_pair(sample_component, resolution_component):
+        def mock_convolute_analytic_pair(sample_component, resolution_component):  # noqa: ARG001
             return np.full_like(default_analytical_convolution.energy.values, fill_value=1.0)
 
         with patch.object(
@@ -166,7 +166,7 @@ def test_convolution_components(
 
         # THEN
         # Mock _convolute_analytic_pair to return 1.0 for any input pair
-        def mock_convolute_analytic_pair(sample_component, resolution_component):
+        def mock_convolute_analytic_pair(sample_component, resolution_component):  # noqa: ARG001
             return np.full_like(default_analytical_convolution.energy.values, fill_value=1.0)
 
         with patch.object(
@@ -271,10 +271,7 @@ def test_convolute_analytic_pair_calls_correct_helper(
             return_value='mocked_result',
         ) as mocked_func:
             result = default_analytical_convolution._convolute_analytic_pair(function1, function2)
-            if swapped:
-                expected_args = (function2, function1)
-            else:
-                expected_args = (function1, function2)
+            expected_args = (function2, function1) if swapped else (function1, function2)
 
             mocked_func.assert_called_once_with(*expected_args)
             assert result == 'mocked_result'
diff --git a/tests/unit/easydynamics/convolution/test_convolution.py b/tests/unit/easydynamics/convolution/test_convolution.py
index 9151409e..468df680 100644
--- a/tests/unit/easydynamics/convolution/test_convolution.py
+++ b/tests/unit/easydynamics/convolution/test_convolution.py
@@ -44,12 +44,11 @@ def default_convolution(self):
             Gaussian(display_name='GaussianRes', area=3.0, center=0.2, width=0.5)
         )
 
-        conv = Convolution(
+        return Convolution(
             energy=energy,
             sample_components=sample_components,
             resolution_components=resolution_components,
         )
-        return conv
 
     @pytest.fixture
     def convolution_with_components(self):
@@ -60,12 +59,11 @@ def convolution_with_components(self):
             display_name='GaussianRes', area=3.0, center=0.2, width=0.5
         )
 
-        conv = Convolution(
+        return Convolution(
             energy=energy,
             sample_components=sample_components,
             resolution_components=resolution_components,
         )
-        return conv
 
     def test_init(self, default_convolution):
         "Test initialization of Convolution with default parameters."
diff --git a/tests/unit/easydynamics/convolution/test_numerical_convolution.py b/tests/unit/easydynamics/convolution/test_numerical_convolution.py
index 082ac096..29e5dfd6 100644
--- a/tests/unit/easydynamics/convolution/test_numerical_convolution.py
+++ b/tests/unit/easydynamics/convolution/test_numerical_convolution.py
@@ -10,7 +10,7 @@
 from easydynamics.convolution.numerical_convolution import NumericalConvolution
 from easydynamics.sample_model import Gaussian
 from easydynamics.sample_model.component_collection import ComponentCollection
-from easydynamics.utils.detailed_balance import _detailed_balance_factor as detailed_balance_factor
+from easydynamics.utils.detailed_balance import detailed_balance_factor
 
 
 class TestNumericalConvolution:
diff --git a/tests/unit/easydynamics/experiment/test_experiment.py b/tests/unit/easydynamics/experiment/test_experiment.py
index a27fb252..4568580e 100644
--- a/tests/unit/easydynamics/experiment/test_experiment.py
+++ b/tests/unit/easydynamics/experiment/test_experiment.py
@@ -20,8 +20,7 @@ def experiment(self):
         values = sc.array(dims=['Q', 'energy'], values=np.ones((10, 11)))
         data = sc.DataArray(data=values, coords={'Q': Q, 'energy': energy})
 
-        experiment = Experiment(display_name='test_experiment', data=data)
-        return experiment
+        return Experiment(display_name='test_experiment', data=data)
 
     @pytest.fixture
     def experiment_with_data(self):
@@ -36,9 +35,7 @@ def experiment_with_data(self):
 
         data_array = sc.DataArray(data=data, coords={'Q': Q, 'energy': energy})
 
-        experiment = Experiment(data=data_array)
-
-        return experiment
+        return Experiment(data=data_array)
 
     ##############
     # test init
@@ -351,10 +348,31 @@ def test_plot_data_success(self, experiment):
             # EXPECT
             mock_plot.assert_called_once()
             args, kwargs = mock_plot.call_args
-            assert sc.identical(args[0], experiment._data.transpose())
+            assert sc.identical(args[0], experiment.data.transpose())
             assert kwargs['title'] == f'{experiment.display_name}'
             assert result == mock_fig
 
+    def test_plot_data_slicer_success(self, experiment):
+        "Test plotting data successfully when in notebook environment"
+        # WHEN
+        with (
+            patch(f'{Experiment.__module__}._in_notebook', return_value=True),
+            patch('plopp.slicer') as mock_plot,
+        ):
+            mock_fig = MagicMock()
+            mock_plot.return_value = mock_fig
+
+            # THEN
+            result = experiment.plot_data(slicer=True)
+
+            # EXPECT
+            mock_plot.assert_called_once()
+            args, kwargs = mock_plot.call_args
+            assert sc.identical(args[0], experiment.data)
+            assert kwargs['title'] == f'{experiment.display_name}'
+            assert kwargs['keep'] == 'energy'
+            assert result == mock_fig
+
     def test_plot_data_no_data_raises(self):
         "Test plotting data raises ValueError when no data is present"
         # WHEN
@@ -368,13 +386,14 @@ def test_plot_data_not_in_notebook_raises(self, experiment):
         "Test plotting data raises RuntimeError"
         'when not in notebook environment'
         # WHEN
-        with patch(f'{Experiment.__module__}._in_notebook', return_value=False):
-            # THEN EXPECT
-            with pytest.raises(
+        with (
+            patch(f'{Experiment.__module__}._in_notebook', return_value=False),
+            pytest.raises(
                 RuntimeError,
                 match='plot_data\\(\\) can only be used in a Jupyter notebook environment',
-            ):
-                experiment.plot_data()
+            ),
+        ):
+            experiment.plot_data()
 
     ##############
     # test private methods
diff --git a/tests/unit/easydynamics/sample_model/components/test_expression_component.py b/tests/unit/easydynamics/sample_model/components/test_expression_component.py
new file mode 100644
index 00000000..4a7a43fd
--- /dev/null
+++ b/tests/unit/easydynamics/sample_model/components/test_expression_component.py
@@ -0,0 +1,174 @@
+# SPDX-FileCopyrightText: 2026 EasyScience contributors
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+import pytest
+from easyscience.variable import Parameter
+
+from easydynamics.sample_model import ExpressionComponent
+
+
+class TestExpressionComponent:
+    @pytest.fixture
+    def expr(self):
+        return ExpressionComponent(
+            'A * exp(-(x - x0)**2 / (2*sigma**2))',
+            parameters={'A': 2.0, 'x0': 0.5, 'sigma': 0.6},
+            unit='meV',
+            display_name='TestExpression',
+        )
+
+    def test_init_valid(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        assert expr.display_name == 'TestExpression'
+        assert expr.unit == 'meV'
+
+        assert expr.A.value == 2.0
+        assert expr.x0.value == 0.5
+        assert expr.sigma.value == 0.6
+
+    def test_init_without_parameters(self):
+        # WHEN THEN
+        expr = ExpressionComponent('A * x', parameters=None)
+
+        # EXPECT
+        assert expr.A.value == 1.0  # default
+
+    def test_invalid_expression_raises(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match='Invalid expression'):
+            ExpressionComponent('invalid syntax $$')
+
+    def test_expression_without_x_raises(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match="must contain 'x'"):
+            ExpressionComponent('A + 1')
+
+    def test_numpy_syntax_not_allowed(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match='NumPy syntax'):
+            ExpressionComponent('np.exp(x)')
+
+    def test_invalid_function_raises(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(ValueError, match='Unsupported function'):
+            ExpressionComponent('A * unknown_func(x)')
+
+    @pytest.mark.parametrize(
+        'parameters',
+        [
+            'not a dict',
+            123,
+            1.23,
+        ],
+    )
+    def test_parameters_type_validation(self, parameters):
+        # WHEN THEN EXPECT
+        with pytest.raises(TypeError, match='Parameters must be None or a dictionary'):
+            ExpressionComponent('A * x', parameters=parameters)
+
+    def test_parameter_value_type_validation(self):
+        # WHEN THEN EXPECT
+        with pytest.raises(TypeError, match='must be numeric'):
+            ExpressionComponent('A * x', parameters={'A': 'invalid'})
+
+    def test_evaluate(self, expr: ExpressionComponent):
+        # WHEN
+        x = np.array([0.0, 0.5, 1.0])
+
+        # THEN
+        result = expr.evaluate(x)
+
+        # EXPECT
+        expected = 2.0 * np.exp(-((x - 0.5) ** 2) / (2 * 0.6**2))
+        np.testing.assert_allclose(result, expected, rtol=1e-5)
+
+    def test_parameter_setter(self, expr: ExpressionComponent):
+        # WHEN THEN
+        expr.A = 3.0
+
+        # EXPECT
+        assert expr.A.value == 3.0
+        assert isinstance(expr.A, Parameter)
+
+    def test_parameter_getter_invalid_name(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(AttributeError, match="has no attribute 'invalid_param'"):
+            _invalid_param = expr.invalid_param
+
+    def test_parameter_setter_invalid(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(TypeError, match='must be numeric'):
+            expr.A = 'invalid'
+
+    def test_get_all_variables(self, expr: ExpressionComponent):
+        # WHEN
+        params = expr.get_all_variables()
+
+        # THEN
+        assert all(isinstance(p, Parameter) for p in params)
+
+        # EXPECT
+        names = {p.name for p in params}
+        assert names == {'A', 'x0', 'sigma'}
+
+    def test_expression_property(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        assert expr.expression == 'A * exp(-(x - x0)**2 / (2*sigma**2))'
+
+    def test_expression_is_read_only(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(AttributeError, match='cannot be changed'):
+            expr.expression = 'x'
+
+    def test_convert_unit_not_implemented(self, expr: ExpressionComponent):
+        # WHEN THEN EXPECT
+        with pytest.raises(NotImplementedError, match='not implemented'):
+            expr.convert_unit('microeV')
+
+    def test_missing_parameter_defaults(self):
+        # WHEN THEN
+        expr = ExpressionComponent('A * x + B', parameters={'A': 2.0})
+
+        # EXPECT
+        assert expr.A.value == 2.0
+        assert expr.B.value == 1.0  # default
+
+    def test_dir_includes_parameters(self, expr: ExpressionComponent):
+        # WHEN THEN
+        attributes = dir(expr)
+
+        # EXPECT
+        assert 'A' in attributes
+        assert 'x0' in attributes
+        assert 'sigma' in attributes
+
+    def test_repr(self, expr: ExpressionComponent):
+        # WHEN THEN
+        repr_str = repr(expr)
+
+        # EXPECT
+        assert 'ExpressionComponent' in repr_str
+        assert 'expr=' in repr_str
+        assert 'parameters=' in repr_str
+        assert 'A=2.0' in repr_str
+
+    def test_evaluate_scalar_input(self, expr: ExpressionComponent):
+        # WHEN
+        x = 0.5
+        result = expr.evaluate(x)
+
+        # THEN
+        expected = 2.0 * np.exp(-((x - 0.5) ** 2) / (2 * 0.6**2))
+        assert np.isclose(result, expected)
+
+    def test_reserved_name_not_parameter(self):
+        # WHEN
+        expr = ExpressionComponent('x + A', parameters={'A': 2.0})
+
+        # THEN
+        params = expr.get_all_variables()
+        names = {p.name for p in params}
+
+        assert 'A' in names
+        assert 'x' not in names  # x is reserved
diff --git a/tests/unit/easydynamics/sample_model/components/test_model_component.py b/tests/unit/easydynamics/sample_model/components/test_model_component.py
index 93e42bc0..9e47d4e9 100644
--- a/tests/unit/easydynamics/sample_model/components/test_model_component.py
+++ b/tests/unit/easydynamics/sample_model/components/test_model_component.py
@@ -66,19 +66,17 @@ def test_repr(self, dummy):
         assert 'DummyComponent' in repr_str
 
     @pytest.mark.parametrize(
-        'case, x_input, expected_array',
+        'x_input, expected_array',
         [
-            ('python_scalar', 5.0, np.array([5.0])),
-            ('python_list', [1.0, 2.0, 3.0], np.array([1.0, 2.0, 3.0])),
-            ('numpy_array', np.array([1.0, 2.0, 3.0]), np.array([1.0, 2.0, 3.0])),
-            ('scipp_scalar', sc.scalar(5.0, unit='meV'), np.array([5.0])),
+            (5.0, np.array([5.0])),
+            ([1.0, 2.0, 3.0], np.array([1.0, 2.0, 3.0])),
+            (np.array([1.0, 2.0, 3.0]), np.array([1.0, 2.0, 3.0])),
+            (sc.scalar(5.0, unit='meV'), np.array([5.0])),
             (
-                'scipp_array',
                 sc.array(dims=['x'], values=[1.0, 2.0, 3.0], unit='meV'),
                 np.array([1.0, 2.0, 3.0]),
             ),
             (
-                'scipp_dataarray',
                 sc.DataArray(
                     data=sc.array(dims=['x'], values=[10.0, 20.0, 30.0]),
                     coords={'x': sc.array(dims=['x'], values=[1.0, 2.0, 3.0], unit='meV')},
@@ -95,7 +93,7 @@ def test_repr(self, dummy):
             'scipp_dataarray',
         ],
     )
-    def test_prepare_x_for_evaluate_various_inputs(self, dummy, case, x_input, expected_array):
+    def test_prepare_x_for_evaluate_various_inputs(self, dummy, x_input, expected_array):
         x_prepared = dummy._prepare_x_for_evaluate(x_input)
 
         assert isinstance(x_prepared, np.ndarray)
diff --git a/tests/unit/easydynamics/sample_model/components/test_polynomial.py b/tests/unit/easydynamics/sample_model/components/test_polynomial.py
index 7d5de9db..aa7790d2 100644
--- a/tests/unit/easydynamics/sample_model/components/test_polynomial.py
+++ b/tests/unit/easydynamics/sample_model/components/test_polynomial.py
@@ -110,10 +110,7 @@ def test_set_coefficients(self, polynomial: Polynomial, values):
 
         # THEN EXPECT: Parameter values match the new inputs
         for i, val in enumerate(values):
-            if isinstance(val, Parameter):
-                expected = val.value
-            else:
-                expected = val
+            expected = val.value if isinstance(val, Parameter) else val
             assert np.isclose(polynomial.coefficients[i].value, expected)
 
     def test_set_coefficients_wrong_length_raises(self, polynomial: Polynomial):
@@ -184,7 +181,9 @@ def test_copy(self, polynomial: Polynomial):
         assert polynomial_copy.display_name == polynomial.display_name
         assert len(polynomial_copy.coefficients) == len(polynomial.coefficients)
         for original_coeff, copied_coeff in zip(
-            polynomial.get_all_parameters(), polynomial_copy.get_all_parameters()
+            polynomial.get_all_parameters(),
+            polynomial_copy.get_all_parameters(),
+            strict=True,
         ):
             assert copied_coeff.value == original_coeff.value
             assert copied_coeff.fixed == original_coeff.fixed
diff --git a/tests/unit/easydynamics/sample_model/test_background_model.py b/tests/unit/easydynamics/sample_model/test_background_model.py
index 6e1a1315..cacf1198 100644
--- a/tests/unit/easydynamics/sample_model/test_background_model.py
+++ b/tests/unit/easydynamics/sample_model/test_background_model.py
@@ -30,15 +30,13 @@ def background_model(self):
         component_collection = ComponentCollection()
         component_collection.append_component(component1)
         component_collection.append_component(component2)
-        background_model = BackgroundModel(
+        return BackgroundModel(
             display_name='InitModel',
             components=component_collection,
             unit='meV',
             Q=np.array([1.0, 2.0, 3.0]),
         )
 
-        return background_model
-
     def test_init(self, background_model):
         # WHEN THEN
         model = background_model
diff --git a/tests/unit/easydynamics/sample_model/test_component_collection.py b/tests/unit/easydynamics/sample_model/test_component_collection.py
index fcc65b6f..15ea38ba 100644
--- a/tests/unit/easydynamics/sample_model/test_component_collection.py
+++ b/tests/unit/easydynamics/sample_model/test_component_collection.py
@@ -211,7 +211,7 @@ def test_convert_unit_failure_rolls_back(self, component_collection):
         # WHEN THEN
         # Introduce a faulty component that will fail conversion
         class FaultyComponent(Gaussian):
-            def convert_unit(self, unit: str) -> None:
+            def convert_unit(self, _unit: str) -> None:
                 raise RuntimeError('Conversion failed.')
 
         faulty_component = FaultyComponent(
@@ -438,7 +438,9 @@ def test_to_dict(self, component_collection):
         assert model_dict['unit'] == component_collection.unit
         assert len(model_dict['components']) == len(component_collection.components)
 
-        for comp, comp_dict in zip(component_collection.components, model_dict['components']):
+        for comp, comp_dict in zip(
+            component_collection.components, model_dict['components'], strict=True
+        ):
             assert comp_dict['@class'] == type(comp).__name__
             assert comp_dict['display_name'] == comp.display_name
             assert comp_dict['unit'] == comp.unit
@@ -455,7 +457,9 @@ def test_from_dict(self, component_collection):
         assert len(new_model.components) == len(component_collection.components)
 
         # Compare each component and its parameters
-        for orig_comp, new_comp in zip(component_collection.components, new_model.components):
+        for orig_comp, new_comp in zip(
+            component_collection.components, new_model.components, strict=True
+        ):
             assert type(new_comp) is type(orig_comp)
             assert new_comp.display_name == orig_comp.display_name
             assert new_comp.unit == orig_comp.unit
@@ -463,7 +467,7 @@ def test_from_dict(self, component_collection):
             orig_params = orig_comp.get_all_parameters()
             new_params = new_comp.get_all_parameters()
             assert len(orig_params) == len(new_params)
-            for param_orig, param_new in zip(orig_params, new_params):
+            for param_orig, param_new in zip(orig_params, new_params, strict=True):
                 assert param_new.name == param_orig.name
                 assert param_new.value == param_orig.value
                 assert param_new.fixed == param_orig.fixed
@@ -479,7 +483,9 @@ def test_copy(self, component_collection):
         assert len(model_copy.components) == len(component_collection.components)
 
         # EXPECT: deep copy, same order
-        for orig_comp, copied_comp in zip(component_collection.components, model_copy.components):
+        for orig_comp, copied_comp in zip(
+            component_collection.components, model_copy.components, strict=True
+        ):
             # New object
             assert copied_comp is not orig_comp
 
@@ -494,7 +500,7 @@ def test_copy(self, component_collection):
 
             assert len(orig_params) == len(copied_params)
 
-            for param_orig, param_copy in zip(orig_params, copied_params):
+            for param_orig, param_copy in zip(orig_params, copied_params, strict=True):
                 assert param_copy is not param_orig
                 assert param_copy.value == param_orig.value
                 assert param_copy.min == param_orig.min
diff --git a/tests/unit/easydynamics/sample_model/test_instrument_model.py b/tests/unit/easydynamics/sample_model/test_instrument_model.py
index 69c46879..dad4ae9f 100644
--- a/tests/unit/easydynamics/sample_model/test_instrument_model.py
+++ b/tests/unit/easydynamics/sample_model/test_instrument_model.py
@@ -6,6 +6,7 @@
 
 import numpy as np
 import pytest
+import scipp as sc
 
 from easydynamics.sample_model import Gaussian
 from easydynamics.sample_model import Polynomial
@@ -24,26 +25,36 @@ def instrument_model(self):
         component2 = Gaussian()
         resolution_model = ResolutionModel(components=component2, Q=Q)
 
-        instrument_model = InstrumentModel(
+        return InstrumentModel(
             display_name='TestInstrumentModel',
             background_model=background_model,
             resolution_model=resolution_model,
             Q=Q,
         )
 
-        return instrument_model
+    @pytest.fixture
+    def instrument_model_without_Q(self):
+        component1 = Polynomial(coefficients=[1.0, 2.0])
+        background_model = BackgroundModel(components=component1)
+
+        component2 = Gaussian()
+        resolution_model = ResolutionModel(components=component2)
+
+        return InstrumentModel(
+            display_name='TestInstrumentModel',
+            background_model=background_model,
+            resolution_model=resolution_model,
+        )
 
     @pytest.fixture
     def resolution_model(self):
         component = Gaussian()
-        resolution_model = ResolutionModel(components=component)
-        return resolution_model
+        return ResolutionModel(components=component)
 
     @pytest.fixture
     def background_model(self):
         component = Polynomial(coefficients=[1.0, 2.0])
-        background_model = BackgroundModel(components=component)
-        return background_model
+        return BackgroundModel(components=component)
 
     def test_init(self, instrument_model):
         # WHEN THEN
@@ -143,23 +154,19 @@ def test_background_model_setter_raises(self, instrument_model):
         ):
             instrument_model.background_model = 123
 
-    def test_Q_setter(self, instrument_model):
-        "Test that Q setter calls the appropriate methods."
+    def test_clear_Q(self, instrument_model):
         # WHEN
-        new_Q = np.array([4.0, 5.0, 6.0])
+        instrument_model.clear_Q(confirm=True)
 
-        instrument_model._on_Q_change = MagicMock()
-
-        # THEN EXPECT
-        with patch(
-            'easydynamics.sample_model.instrument_model._validate_and_convert_Q',
-            return_value=new_Q,
-        ) as mock_validate:
-            instrument_model.Q = new_Q
+        # THEN / EXPECT
+        assert instrument_model.Q is None
+        assert instrument_model.background_model.Q is None
+        assert instrument_model.resolution_model.Q is None
 
-            np.testing.assert_array_equal(instrument_model.Q, new_Q)
-            mock_validate.assert_called_once_with(new_Q)
-            instrument_model._on_Q_change.assert_called_once()
+    def test_clear_Q_raises_without_confirm(self, instrument_model):
+        # WHEN / THEN / EXPECT
+        with pytest.raises(ValueError, match='Clearing Q values requires confirmation'):
+            instrument_model.clear_Q()
 
     def test_unit_setter_raises(self, instrument_model):
         # WHEN / THEN / EXPECT
@@ -188,33 +195,41 @@ def test_energy_offset_setter_raises(self, instrument_model):
         ):
             instrument_model.energy_offset = 'invalid_offset'
 
-    def test_get_energy_offset_at_Q(self, instrument_model):
+    def test_get_energy_offset(self, instrument_model):
         # WHEN
 
         # THEN
-        offset_at_Q0 = instrument_model.get_energy_offset_at_Q(0)
+        offset_at_Q0 = instrument_model.get_energy_offset(0)
 
         # EXPECT
         assert offset_at_Q0.value == instrument_model.energy_offset.value
 
-    def test_get_energy_offset_at_Q_invalid_index_raises(self, instrument_model):
+    def test_get_energy_offset_invalid_index_raises(self, instrument_model):
         # WHEN / THEN / EXPECT
         with pytest.raises(
             IndexError,
             match='Q_index 5 is out of bounds',
         ):
-            instrument_model.get_energy_offset_at_Q(5)
+            instrument_model.get_energy_offset(5)
+
+    def test_get_energy_offset_nonint_index_raises(self, instrument_model):
+        # WHEN / THEN / EXPECT
+        with pytest.raises(
+            TypeError,
+            match='Q_index must be an int or None, got str',
+        ):
+            instrument_model.get_energy_offset('invalid_index')
 
-    def test_get_energy_offset_at_Q_no_Q_raises(self, instrument_model):
+    def test_get_energy_offset_no_Q_raises(self, instrument_model):
         # WHEN
-        instrument_model.Q = None
+        instrument_model.clear_Q(confirm=True)
 
         # THEN / EXPECT
         with pytest.raises(
             ValueError,
             match='No Q values are set',
         ):
-            instrument_model.get_energy_offset_at_Q(0)
+            instrument_model.get_energy_offset(0)
 
     def test_convert_unit_calls_all_children(self, instrument_model):
         # WHEN
@@ -296,7 +311,7 @@ def test_get_all_variables(self, instrument_model):
 
     def test_get_all_variables_no_Q(self, instrument_model):
         # WHEN
-        instrument_model.Q = None
+        instrument_model.clear_Q(confirm=True)
 
         # THEN
         all_vars = instrument_model.get_all_variables()
@@ -339,6 +354,16 @@ def test_get_all_variables_with_nonint_Q_index_raises(self, instrument_model):
         ):
             instrument_model.get_all_variables(Q_index='invalid_index')
 
+    def test_normalize_resolution(self, instrument_model):
+        # WHEN
+        instrument_model.resolution_model.normalize_area = MagicMock()
+
+        # THEN
+        instrument_model.normalize_resolution()
+
+        # EXPECT
+        instrument_model.resolution_model.normalize_area.assert_called_once()
+
     def test_generate_energy_offsets_Q_none(self, instrument_model):
         # WHEN
         instrument_model._Q = None
@@ -363,19 +388,101 @@ def test_generate_energy_offsets(self, instrument_model):
             assert offset.unit == instrument_model.unit
             assert offset.value == instrument_model.energy_offset.value
 
-    def test_on_Q_change(self, instrument_model):
+    def test_Q_setter(self, instrument_model_without_Q):
         # WHEN
-        instrument_model._generate_energy_offsets = MagicMock()
-        new_Q = np.array([1.0, 2.0, 3.0, 4.0])
+        instrument_model_without_Q._generate_energy_offsets = MagicMock()
+        first_new_Q = np.array([1.0, 2.0, 3.0])
+
+        # THEN
+        instrument_model_without_Q.Q = first_new_Q
+
+        # EXPECT
+        instrument_model_without_Q._generate_energy_offsets.assert_called_once()
+        np.testing.assert_array_equal(instrument_model_without_Q.background_model.Q, first_new_Q)
+        np.testing.assert_array_equal(instrument_model_without_Q.resolution_model.Q, first_new_Q)
+
+        # THEN
+        new_Q = np.array([4.0, 5.0, 6.0])
+
+        # EXPECT
+        with pytest.raises(ValueError, match='New Q values are not similar to the old ones'):
+            instrument_model_without_Q.Q = new_Q
+
+        # THEN
+        new_Q = None
+        instrument_model_without_Q.Q = new_Q
+
+        # EXPECT
+        # No new calls to _generate_energy_offsets, and Q values remain unchanged
+        instrument_model_without_Q._generate_energy_offsets.assert_called_once()
+        np.testing.assert_array_equal(instrument_model_without_Q.background_model.Q, first_new_Q)
+        np.testing.assert_array_equal(instrument_model_without_Q.resolution_model.Q, first_new_Q)
 
         # THEN
-        instrument_model._Q = new_Q
-        instrument_model._on_Q_change()
+        new_Q = sc.Variable(dims=['Q'], values=[1.0, 2.0, 3.0], unit='1/angstrom')
 
         # EXPECT
-        instrument_model._generate_energy_offsets.assert_called_once()
-        instrument_model._background_model.Q = new_Q
-        instrument_model._resolution_model.Q = new_Q
+        # No new calls to _generate_energy_offsets, and Q values remain unchanged
+        instrument_model_without_Q._generate_energy_offsets.assert_called_once()
+        np.testing.assert_array_equal(instrument_model_without_Q.background_model.Q, first_new_Q)
+        np.testing.assert_array_equal(instrument_model_without_Q.resolution_model.Q, first_new_Q)
+
+    def test_fix_and_free_offset(self, instrument_model):
+        # WHEN
+        # EXPECT
+        for offset in instrument_model._energy_offsets:
+            assert offset.fixed is False
+
+        # THEN
+        instrument_model.fix_energy_offset()
+
+        # EXPECT
+        for offset in instrument_model._energy_offsets:
+            assert offset.fixed is True
+        # THEN
+        instrument_model.free_energy_offset()
+
+        # EXPECT
+        for offset in instrument_model._energy_offsets:
+            assert offset.fixed is False
+
+        # THEN
+        instrument_model.fix_energy_offset(Q_index=1)
+
+        # EXPECT
+        for i, offset in enumerate(instrument_model._energy_offsets):
+            if i == 1:
+                assert offset.fixed is True
+            else:
+                assert offset.fixed is False
+
+    def test_fix_or_free_energy_offset_invalid_Q_index_raises(self, instrument_model):
+        # WHEN / THEN / EXPECT
+        with pytest.raises(
+            IndexError,
+            match='Q_index 5 is out of bounds',
+        ):
+            instrument_model.fix_energy_offset(Q_index=5)
+
+        with pytest.raises(
+            IndexError,
+            match='Q_index 5 is out of bounds',
+        ):
+            instrument_model.free_energy_offset(Q_index=5)
+
+    def test_fix_or_free_energy_offset_nonint_Q_index_raises(self, instrument_model):
+        # WHEN / THEN / EXPECT
+        with pytest.raises(
+            TypeError,
+            match='Q_index must be an int or None, got str',
+        ):
+            instrument_model.fix_energy_offset(Q_index='invalid_index')
+
+        with pytest.raises(
+            TypeError,
+            match='Q_index must be an int or None, got str',
+        ):
+            instrument_model.free_energy_offset(Q_index='invalid_index')
 
     def test_on_energy_offset_change(self, instrument_model):
         # WHEN
diff --git a/tests/unit/easydynamics/sample_model/test_model_base.py b/tests/unit/easydynamics/sample_model/test_model_base.py
index 4368823a..41f1cf59 100644
--- a/tests/unit/easydynamics/sample_model/test_model_base.py
+++ b/tests/unit/easydynamics/sample_model/test_model_base.py
@@ -5,6 +5,8 @@
 
 import numpy as np
 import pytest
+import scipp as sc
+from scipp import UnitError
 
 from easydynamics.sample_model import ComponentCollection
 from easydynamics.sample_model import Gaussian
@@ -32,15 +34,13 @@ def model_base(self):
         component_collection = ComponentCollection()
         component_collection.append_component(component1)
         component_collection.append_component(component2)
-        model_base = ModelBase(
+        return ModelBase(
             display_name='InitModel',
             components=component_collection,
             unit='meV',
             Q=np.array([1.0, 2.0, 3.0]),
         )
 
-        return model_base
-
     def test_init(self, model_base):
         # WHEN THEN
         model = model_base
@@ -263,7 +263,7 @@ def test_convert_unit(self, model_base):
 
     def test_convert_unit_invalid_raises(self, model_base):
         # WHEN / THEN / EXPECT
-        with pytest.raises(Exception):
+        with pytest.raises(UnitError):
             model_base.convert_unit('invalid_unit')
 
     def test_convert_unit_incorrect_unit_raises(self, model_base):
@@ -303,14 +303,72 @@ def test_components_setter_invalid_raises(self, model_base):
         ):
             model_base.components = 'invalid_component'
 
-    def test_Q_setter(self, model_base):
+    def test_Q_setter_raises_if_Q_is_not_similar(self, model_base):
+        # WHEN / THEN / EXPECT
+        with pytest.raises(ValueError, match='New Q values are not similar to'):
+            model_base.Q = [10.0, 20.0, 30.0]
+
+    @pytest.mark.parametrize(
+        'new_Q',
+        [
+            [1.0, 2.0, 3.0],
+            np.array([1.0, 2.0, 3.0]),
+            sc.Variable(dims=['Q'], values=[1.0, 2.0, 3.0], unit='1/angstrom'),
+        ],
+        ids=['list', 'numpy_array', 'scipp_variable'],
+    )
+    def test_Q_setter_with_similar_Q(self, model_base, new_Q):
         # WHEN
-        new_Q = [0.5, 1.5, 2.5]
+        old_Q = model_base.Q
+
+        # THEN
         model_base.Q = new_Q
 
+        # EXPECT
+        np.testing.assert_array_equal(model_base.Q, old_Q)
+
+    def test_Q_setter_with_none(self, model_base):
+        # WHEN
+        model_base.Q = None
+        old_Q = model_base.Q
+
         # THEN / EXPECT
+        assert model_base.Q is old_Q
+
+    def test_Q_setter_when_current_Q_is_none(self, model_base):
+        # WHEN
+        model_base._Q = None
+        new_Q = [0.5, 1.5, 2.5]
+
+        # THEN
+        model_base.Q = new_Q
+
+        # EXPECT
         np.testing.assert_array_equal(model_base.Q, np.array(new_Q))
 
+    def test_clear_Q(self, model_base):
+        # WHEN
+        model_base.clear_Q(confirm=True)
+
+        # THEN / EXPECT
+        assert model_base.Q is None
+
+    def test_clear_Q_raises_without_confirm(self, model_base):
+        # WHEN / THEN / EXPECT
+        with pytest.raises(ValueError, match='Clearing Q values requires confirmation'):
+            model_base.clear_Q()
+
+    def test_normalize_area(self, model_base):
+        # WHEN
+
+        # THEN
+        model_base.normalize_area()
+
+        # EXPECT
+        for collection in model_base._component_collections:
+            total_area = sum(component.area.value for component in collection.components)
+            assert total_area == pytest.approx(1.0)
+
     def test_repr(self, model_base):
         # WHEN
         repr_str = repr(model_base)
diff --git a/tests/unit/easydynamics/sample_model/test_resolution_model.py b/tests/unit/easydynamics/sample_model/test_resolution_model.py
index 2df07a53..92f8a391 100644
--- a/tests/unit/easydynamics/sample_model/test_resolution_model.py
+++ b/tests/unit/easydynamics/sample_model/test_resolution_model.py
@@ -32,15 +32,13 @@ def resolution_model(self):
         component_collection = ComponentCollection()
         component_collection.append_component(component1)
         component_collection.append_component(component2)
-        resolution_model = ResolutionModel(
+        return ResolutionModel(
             display_name='InitModel',
             components=component_collection,
             unit='meV',
             Q=np.array([1.0, 2.0, 3.0]),
         )
 
-        return resolution_model
-
     def test_init(self, resolution_model):
         # WHEN THEN
         model = resolution_model
diff --git a/tests/unit/easydynamics/sample_model/test_sample_model.py b/tests/unit/easydynamics/sample_model/test_sample_model.py
index e1f7223e..6c20f0b0 100644
--- a/tests/unit/easydynamics/sample_model/test_sample_model.py
+++ b/tests/unit/easydynamics/sample_model/test_sample_model.py
@@ -44,7 +44,7 @@ def sample_model(self):
             display_name='DiffusionModel', unique_name='DiffusionModel'
         )
 
-        sample_model = SampleModel(
+        return SampleModel(
             display_name='InitModel',
             components=component_collection,
             diffusion_models=diffusion_model,
@@ -53,8 +53,6 @@ def sample_model(self):
             temperature=10.0,
         )
 
-        return sample_model
-
     def test_init(self, sample_model):
 
         # WHEN THEN
@@ -317,7 +315,7 @@ def test_evaluate_calls_dbf(self, sample_model):
 
         sample_model._component_collections = [collection1, collection2]
 
-        with patch('easydynamics.sample_model.sample_model._detailed_balance_factor') as mock_dbf:
+        with patch('easydynamics.sample_model.sample_model.detailed_balance_factor') as mock_dbf:
             mock_dbf.return_value = np.array([10.0, 10.0, 10.0])  # simplified DBF
             # THEN
             result = sample_model.evaluate(x)
diff --git a/tests/unit/easydynamics/utils/test_detailed_balance.py b/tests/unit/easydynamics/utils/test_detailed_balance.py
index 4dfe196d..7662dff3 100644
--- a/tests/unit/easydynamics/utils/test_detailed_balance.py
+++ b/tests/unit/easydynamics/utils/test_detailed_balance.py
@@ -8,7 +8,7 @@
 from scipp import UnitError
 from scipp.constants import Boltzmann as kB
 
-from easydynamics.utils import _detailed_balance_factor as _detailed_balance_factor
+from easydynamics.utils import detailed_balance_factor
 
 kB_meV_per_K = sc.to_unit(kB, 'meV/K').value
 
@@ -22,16 +22,16 @@ def test_energy_unit_not_string_error(self):
         energy_unit = 5
         # Then Expect
         with pytest.raises(TypeError, match='energy_unit must be a string.'):
-            _detailed_balance_factor(energy, T, energy_unit=energy_unit)
+            detailed_balance_factor(energy, T, energy_unit=energy_unit)
 
-    @pytest.mark.parametrize('temperature_unit', [5, 5.0, dict(), list()])
+    @pytest.mark.parametrize('temperature_unit', [5, 5.0, {}, []])
     def test_temperature_unit_not_string_error(self, temperature_unit):
         # When
         energy = 2.0
         T = 100
         # Then Expect
         with pytest.raises(TypeError, match='temperature_unit must be a string.'):
-            _detailed_balance_factor(energy, T, temperature_unit=temperature_unit)
+            detailed_balance_factor(energy, T, temperature_unit=temperature_unit)
 
     def test_divide_by_temperature_not_bool_error(self):
         # When
@@ -40,7 +40,7 @@ def test_divide_by_temperature_not_bool_error(self):
         divide_by_temperature = 'yes'
         # Then Expect
         with pytest.raises(TypeError, match='divide_by_temperature must be True or False.'):
-            _detailed_balance_factor(energy, T, divide_by_temperature=divide_by_temperature)
+            detailed_balance_factor(energy, T, divide_by_temperature=divide_by_temperature)
 
     @pytest.mark.parametrize(
         'energy',
@@ -63,7 +63,7 @@ def test_energy_inputs(self, energy):
         # When
         T = 100
         # Then
-        result = _detailed_balance_factor(energy, T)
+        result = detailed_balance_factor(energy, T)
         # Expect
         if isinstance(energy, (np.ndarray)):
             energy_array = energy
@@ -83,7 +83,7 @@ def test_scipp_variable_input(self):
         energy = sc.array(dims=['x'], values=[1.0, 2.0, 3.0], unit='meV')
         T = sc.scalar(value=100, unit='K')
         # Then
-        result = _detailed_balance_factor(energy, T)
+        result = detailed_balance_factor(energy, T)
         # Expect
         expected_values = (
             np.array([1.0, 2.0, 3.0])
@@ -100,7 +100,7 @@ def test_parameter_temperature(self):
         energy = np.array([1.0, 2.0, 3.0])
         T_param = Parameter(name='T', value=150, unit='K')
         # Then
-        result = _detailed_balance_factor(energy, T_param)
+        result = detailed_balance_factor(energy, T_param)
         # Expect
         expected = energy / (1 - np.exp(-energy / (kB_meV_per_K * 150))) / (kB_meV_per_K * 150)
 
@@ -114,7 +114,7 @@ def test_zero_temperature(self):
         temperature = 0
         energy = np.array([-1.0, 0.0, 1.0])
         # Then
-        result = _detailed_balance_factor(energy, temperature, divide_by_temperature=False)
+        result = detailed_balance_factor(energy, temperature, divide_by_temperature=False)
         # Expect
         expected = np.maximum(energy, 0.0)
         np.testing.assert_array_equal(result, expected)
@@ -125,14 +125,14 @@ def test_zero_temperature_divide_by_T_error(self):
         energy = np.array([-1.0, 0.0, 1.0])
         # Then Expect
         with pytest.raises(ZeroDivisionError, match='Cannot divide by T when T = 0'):
-            _detailed_balance_factor(energy, temperature, divide_by_temperature=True)
+            detailed_balance_factor(energy, temperature, divide_by_temperature=True)
 
     def test_zero_temperature_single_value(self):
         # When
         temperature = 0
         energy = 2.0
         # Then
-        result = _detailed_balance_factor(energy, temperature, divide_by_temperature=False)
+        result = detailed_balance_factor(energy, temperature, divide_by_temperature=False)
         # Expect
         expected = 2.0
         assert result == expected
@@ -140,7 +140,7 @@ def test_zero_temperature_single_value(self):
     def test_negative_temperature_raises(self):
         # When Then Expect
         with pytest.raises(ValueError, match='Temperature must be non-negative'):
-            _detailed_balance_factor(1.0, -10)
+            detailed_balance_factor(1.0, -10)
 
     # Numerical tests
     def test_small_energy_limit(self):
@@ -148,9 +148,7 @@ def test_small_energy_limit(self):
         T = 300
         energy = np.array([1e-5, 1e-6, 1e-7, 1e-8, 1e-9])
         # Then
-        result = _detailed_balance_factor(
-            energy=energy, temperature=T, divide_by_temperature=False
-        )
+        result = detailed_balance_factor(energy=energy, temperature=T, divide_by_temperature=False)
         # Expect
         x = energy / (kB_meV_per_K * T)
         expected = (1 + x / 2 + x**2 / 12) * (kB_meV_per_K * T)
@@ -161,9 +159,7 @@ def test_large_energy_limit(self):
         energy = np.linspace(1e2, 1e3, 5)
         T = 1
         # Then
-        result = _detailed_balance_factor(
-            energy=energy, temperature=T, divide_by_temperature=False
-        )
+        result = detailed_balance_factor(energy=energy, temperature=T, divide_by_temperature=False)
         # Expect
         np.testing.assert_allclose(result, energy, atol=1e-10)
 
@@ -172,9 +168,7 @@ def test_intermediate_energy(self):
         energy = np.linspace(1, 10, 100)
         T = 100
         # Then
-        result = _detailed_balance_factor(
-            energy=energy, temperature=T, divide_by_temperature=False
-        )
+        result = detailed_balance_factor(energy=energy, temperature=T, divide_by_temperature=False)
         # Expect
         expected = energy / (1 - np.exp(-energy / (kB_meV_per_K * T)))
         np.testing.assert_allclose(result, expected, rtol=1e-5)
@@ -186,10 +180,10 @@ def test_detailed_balance_is_fulfilled(self, divide_by_T):
         T = 10
         energy = np.linspace(0.01, 100, 101)
         # Then
-        detailed_balance_positive = _detailed_balance_factor(
+        detailed_balance_positive = detailed_balance_factor(
             energy=energy, temperature=T, divide_by_temperature=divide_by_T
         )
-        detailed_balance_negative = _detailed_balance_factor(
+        detailed_balance_negative = detailed_balance_factor(
             energy=-energy, temperature=T, divide_by_temperature=divide_by_T
         )
         ratio = detailed_balance_positive / detailed_balance_negative
@@ -206,7 +200,7 @@ def test_energy_unit(self, energy_unit):
         energy = np.linspace(1e3, 10 * 1e3, 100)
         T = 100
         # Then
-        result = _detailed_balance_factor(
+        result = detailed_balance_factor(
             energy=energy,
             temperature=T,
             divide_by_temperature=False,
@@ -227,7 +221,7 @@ def test_energy_unit_warning(self):
             UserWarning,
             match='Input energy has unit µeV, but energy_unit was set to meV. Using µeV.',
         ):
-            result = _detailed_balance_factor(
+            result = detailed_balance_factor(
                 energy=energy,
                 temperature=T,
                 divide_by_temperature=False,
@@ -244,7 +238,7 @@ def test_temperature_unit(self, temperature_unit):
         temperature = 100 * 1000
         temperature_unit = 'mK'
         # Then
-        result = _detailed_balance_factor(
+        result = detailed_balance_factor(
             energy=energy,
             temperature=temperature,
             temperature_unit=temperature_unit,
@@ -264,7 +258,7 @@ def test_temperature_unit_warning(self):
             UserWarning,
             match='Input temperature has unit mK, but temperature_unit was set to K. Using mK.',
         ):
-            result = _detailed_balance_factor(
+            result = detailed_balance_factor(
                 energy=energy,
                 temperature=temperature,
                 temperature_unit=temperature_unit,
@@ -286,7 +280,7 @@ def test_incompatible_energy_unit_raises(self):
             UnitError,
             match='The unit of energy is wrong',
         ):
-            _detailed_balance_factor(
+            detailed_balance_factor(
                 energy,
                 T,
                 energy_unit=energy_unit,
@@ -305,7 +299,7 @@ def test_incompatible_temperature_unit_raises(self):
             UnitError,
             match='The unit of temperature is wrong',
         ):
-            _detailed_balance_factor(
+            detailed_balance_factor(
                 energy,
                 T,
                 energy_unit=energy_unit,
diff --git a/tests/unit/easydynamics/utils/test_utils.py b/tests/unit/easydynamics/utils/test_utils.py
index e5a2e9e9..7aa72a78 100644
--- a/tests/unit/easydynamics/utils/test_utils.py
+++ b/tests/unit/easydynamics/utils/test_utils.py
@@ -166,7 +166,7 @@ def test_in_notebook_returns_false_when_no_ipython(self, monkeypatch):
         available."""
 
         # WHEN
-        def raise_import_error(*args, **kwargs):
+        def raise_import_error(*args, **kwargs):  # noqa: ARG001
             raise ImportError
 
         # THEN