diff --git a/pixi.lock b/pixi.lock
index 46922123..cdb11917 100644
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-  requires_python: '>=3.8'
+  requires_python: '>=3.10'
 - pypi: https://files.pythonhosted.org/packages/07/c7/deb8c5e604404dbf10a3808a858946ca3547692ff6316b698945bb72177e/python_socketio-5.16.1-py3-none-any.whl
   name: python-socketio
   version: 5.16.1
@@ -9067,10 +9070,10 @@ packages:
   - rpds-py>=0.7.0
   - typing-extensions>=4.4.0 ; python_full_version < '3.13'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/56/5d/c814546c2333ceea4ba42262d8c4d55763003e767fa169adc693bd524478/requests-2.33.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/d7/8e/7540e8a2036f79a125c1d2ebadf69ed7901608859186c856fa0388ef4197/requests-2.33.1-py3-none-any.whl
   name: requests
-  version: 2.33.0
-  sha256: 3324635456fa185245e24865e810cecec7b4caf933d7eb133dcde67d48cee69b
+  version: 2.33.1
+  sha256: 4e6d1ef462f3626a1f0a0a9c42dd93c63bad33f9f1c1937509b8c5c8718ab56a
   requires_dist:
   - charset-normalizer>=2,<4
   - idna>=2.5,<4
@@ -9078,12 +9081,6 @@ packages:
   - certifi>=2023.5.7
   - pysocks>=1.5.6,!=1.5.7 ; extra == 'socks'
   - chardet>=3.0.2,<8 ; extra == 'use-chardet-on-py3'
-  - pytest-httpbin==2.1.0 ; extra == 'test'
-  - pytest-cov ; extra == 'test'
-  - pytest-mock ; extra == 'test'
-  - pytest-xdist ; extra == 'test'
-  - pysocks>=1.5.6,!=1.5.7 ; extra == 'test'
-  - pytest>=3 ; extra == 'test'
   requires_python: '>=3.10'
 - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
   name: returns
diff --git a/pyproject.toml b/pyproject.toml
index 1f9bf2c3..bcacdf96 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -217,11 +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
   #'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
@@ -235,9 +235,9 @@ 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
diff --git a/src/easydynamics/analysis/analysis.py b/src/easydynamics/analysis/analysis.py
index 0fbf760d..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,
@@ -407,20 +405,19 @@ 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
@@ -547,12 +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
@@ -579,11 +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 fea6aad6..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()
 
@@ -299,11 +299,10 @@ def plot_data_and_model(
         # 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."""
@@ -604,14 +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(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 3e918f0e..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:
@@ -241,13 +241,14 @@ def temperature(self) -> Parameter | None:
         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.
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_base.py b/src/easydynamics/convolution/convolution_base.py
index f9cfc9fd..3037c649 100644
--- a/src/easydynamics/convolution/convolution_base.py
+++ b/src/easydynamics/convolution/convolution_base.py
@@ -130,12 +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
@@ -192,7 +192,7 @@ 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.'
diff --git a/src/easydynamics/convolution/numerical_convolution_base.py b/src/easydynamics/convolution/numerical_convolution_base.py
index 913726f6..ccbdea57 100644
--- a/src/easydynamics/convolution/numerical_convolution_base.py
+++ b/src/easydynamics/convolution/numerical_convolution_base.py
@@ -332,7 +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,
@@ -340,8 +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,
diff --git a/src/easydynamics/experiment/experiment.py b/src/easydynamics/experiment/experiment.py
index cfe7dcfb..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:
diff --git a/src/easydynamics/sample_model/component_collection.py b/src/easydynamics/sample_model/component_collection.py
index c3bd3c56..5f483091 100644
--- a/src/easydynamics/sample_model/component_collection.py
+++ b/src/easydynamics/sample_model/component_collection.py
@@ -108,12 +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.
@@ -134,11 +134,11 @@ 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.
@@ -285,11 +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
@@ -411,9 +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."""
@@ -444,11 +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/model_component.py b/src/easydynamics/sample_model/components/model_component.py
index 7fc63880..bfbd7384 100644
--- a/src/easydynamics/sample_model/components/model_component.py
+++ b/src/easydynamics/sample_model/components/model_component.py
@@ -46,13 +46,13 @@ 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.
diff --git a/src/easydynamics/sample_model/components/polynomial.py b/src/easydynamics/sample_model/components/polynomial.py
index 446c15e1..340ca537 100644
--- a/src/easydynamics/sample_model/components/polynomial.py
+++ b/src/easydynamics/sample_model/components/polynomial.py
@@ -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.
@@ -177,20 +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]:
@@ -234,8 +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 dfeac401..f9aa17d3 100644
--- a/src/easydynamics/sample_model/diffusion_model/brownian_translational_diffusion.py
+++ b/src/easydynamics/sample_model/diffusion_model/brownian_translational_diffusion.py
@@ -139,9 +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
@@ -155,8 +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
@@ -170,8 +167,7 @@ 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,
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 1721fdc8..6360ca52 100644
--- a/src/easydynamics/sample_model/diffusion_model/diffusion_model_base.py
+++ b/src/easydynamics/sample_model/diffusion_model/diffusion_model_base.py
@@ -69,13 +69,13 @@ 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.
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 f306aae4..888a0ad5 100644
--- a/src/easydynamics/sample_model/diffusion_model/jump_translational_diffusion.py
+++ b/src/easydynamics/sample_model/diffusion_model/jump_translational_diffusion.py
@@ -195,8 +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).
@@ -209,8 +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
@@ -223,8 +221,7 @@ 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,
diff --git a/src/easydynamics/sample_model/instrument_model.py b/src/easydynamics/sample_model/instrument_model.py
index 15e10357..78815553 100644
--- a/src/easydynamics/sample_model/instrument_model.py
+++ b/src/easydynamics/sample_model/instrument_model.py
@@ -212,14 +212,14 @@ 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:
diff --git a/src/easydynamics/sample_model/model_base.py b/src/easydynamics/sample_model/model_base.py
index 6c1392ea..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
@@ -145,11 +143,11 @@ 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
diff --git a/src/easydynamics/sample_model/sample_model.py b/src/easydynamics/sample_model/sample_model.py
index b9947712..d6c63492 100644
--- a/src/easydynamics/sample_model/sample_model.py
+++ b/src/easydynamics/sample_model/sample_model.py
@@ -261,11 +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:
diff --git a/src/easydynamics/utils/detailed_balance.py b/src/easydynamics/utils/detailed_balance.py
index f61f4349..cd8ff347 100644
--- a/src/easydynamics/utils/detailed_balance.py
+++ b/src/easydynamics/utils/detailed_balance.py
@@ -145,8 +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)
 
-        DBF_values = np.array([DBF.value]) if DBF.sizes == {} else 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),
@@ -179,8 +178,7 @@ def detailed_balance_factor(
         DBF = DBF * (kB * temperature)
         DBF = sc.to_unit(DBF, unit=energy.unit)
 
-    DBF_values = np.array([DBF.value]) if DBF.sizes == {} else DBF.values
-    return DBF_values
+    return np.array([DBF.value]) if DBF.sizes == {} else DBF.values
 
 
 def _convert_to_scipp_variable(
@@ -225,10 +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,)):
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/unit/easydynamics/analysis/test_analysis.py b/tests/unit/easydynamics/analysis/test_analysis.py
index 4cbe32fb..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
 
diff --git a/tests/unit/easydynamics/analysis/test_analysis1d.py b/tests/unit/easydynamics/analysis/test_analysis1d.py
index 8587fc33..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
 
diff --git a/tests/unit/easydynamics/analysis/test_analysis_base.py b/tests/unit/easydynamics/analysis/test_analysis_base.py
index 0869ab80..4b47c59e 100644
--- a/tests/unit/easydynamics/analysis/test_analysis_base.py
+++ b/tests/unit/easydynamics/analysis/test_analysis_base.py
@@ -20,13 +20,12 @@ 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
diff --git a/tests/unit/easydynamics/convolution/test_analytical_convolution.py b/tests/unit/easydynamics/convolution/test_analytical_convolution.py
index 06d76431..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(
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/experiment/test_experiment.py b/tests/unit/easydynamics/experiment/test_experiment.py
index b6efee97..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
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/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 378f0abb..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(
diff --git a/tests/unit/easydynamics/sample_model/test_instrument_model.py b/tests/unit/easydynamics/sample_model/test_instrument_model.py
index c1dbcbdc..dad4ae9f 100644
--- a/tests/unit/easydynamics/sample_model/test_instrument_model.py
+++ b/tests/unit/easydynamics/sample_model/test_instrument_model.py
@@ -25,15 +25,13 @@ 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])
@@ -42,24 +40,21 @@ def instrument_model_without_Q(self):
         component2 = Gaussian()
         resolution_model = ResolutionModel(components=component2)
 
-        instrument_model_without_Q = InstrumentModel(
+        return InstrumentModel(
             display_name='TestInstrumentModel',
             background_model=background_model,
             resolution_model=resolution_model,
         )
-        return instrument_model_without_Q
 
     @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
diff --git a/tests/unit/easydynamics/sample_model/test_model_base.py b/tests/unit/easydynamics/sample_model/test_model_base.py
index 5bb47613..41f1cf59 100644
--- a/tests/unit/easydynamics/sample_model/test_model_base.py
+++ b/tests/unit/easydynamics/sample_model/test_model_base.py
@@ -34,15 +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
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 673368e8..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
diff --git a/tests/unit/easydynamics/utils/test_detailed_balance.py b/tests/unit/easydynamics/utils/test_detailed_balance.py
index 06aa7f02..7662dff3 100644
--- a/tests/unit/easydynamics/utils/test_detailed_balance.py
+++ b/tests/unit/easydynamics/utils/test_detailed_balance.py
@@ -24,7 +24,7 @@ def test_energy_unit_not_string_error(self):
         with pytest.raises(TypeError, match='energy_unit must be a string.'):
             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
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