diff --git a/.buildinfo b/.buildinfo
index 49072728e..a172e6969 100644
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: b602f9b47f0c49089c386be62ee40619
+config: 941f22e9d0186b93f23c82a49f8fbde9
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 9f5596dfd..a065cc7c3 100644
Binary files a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip differ
diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index 96922124f..2e15905c5 100644
Binary files a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ
diff --git a/_images/sphx_glr_simple_arctan_fit_001.png b/_images/sphx_glr_simple_arctan_fit_001.png
index 4160b4afb..7d56d7d20 100644
Binary files a/_images/sphx_glr_simple_arctan_fit_001.png and b/_images/sphx_glr_simple_arctan_fit_001.png differ
diff --git a/_images/sphx_glr_simple_arctan_fit_thumb.png b/_images/sphx_glr_simple_arctan_fit_thumb.png
index 59b6f52e5..910852ebb 100644
Binary files a/_images/sphx_glr_simple_arctan_fit_thumb.png and b/_images/sphx_glr_simple_arctan_fit_thumb.png differ
diff --git a/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt b/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt
index 8ff99dc4c..a3c0144c2 100644
--- a/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt
+++ b/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt
@@ -38,7 +38,7 @@ png file.
 
  .. code-block:: none
 
-
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+
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@@ -68,7 +68,7 @@ png file.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 9.214 seconds)
+   **Total running time of the script:** (0 minutes 9.312 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_EELS_curve_fitting.py:
diff --git a/_sources/auto_examples/model_fitting/plot_residual.rst.txt b/_sources/auto_examples/model_fitting/plot_residual.rst.txt
index 9b932a727..52052599e 100644
--- a/_sources/auto_examples/model_fitting/plot_residual.rst.txt
+++ b/_sources/auto_examples/model_fitting/plot_residual.rst.txt
@@ -110,7 +110,7 @@ Fit for all navigation positions:
 
  .. code-block:: none
 
-    Exception ignored in: <function tqdm.__del__ at 0x7f0beae96840>
+    Exception ignored in: <function tqdm.__del__ at 0x7f2b67f2e840>
     Traceback (most recent call last):
       File "/opt/hostedtoolcache/Python/3.11.8/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
         self.close()
@@ -118,7 +118,7 @@ Fit for all navigation positions:
         self.disp(bar_style='danger', check_delay=False)
         ^^^^^^^^^
     AttributeError: 'tqdm_notebook' object has no attribute 'disp'
-
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+
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    100%|██████████| 10/10 [00:00<00:00, 1447.81it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.563 seconds)
+   **Total running time of the script:** (0 minutes 0.644 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_plot_residual.py:
diff --git a/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt b/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
index 2c30b5323..38ac64481 100644
--- a/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
+++ b/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:10.143** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:10.313** total execution time for 3 files **from auto_examples/model_fitting**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_model_fitting_EELS_curve_fitting.py` (``EELS_curve_fitting.py``)
-     - 00:09.214
+     - 00:09.312
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.563
+     - 00:00.644
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.365
+     - 00:00.358
      - 0.0
diff --git a/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt b/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt
index afb72733d..1abf9b6d5 100644
--- a/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt
+++ b/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt
@@ -42,9 +42,9 @@ Fit an arctan function.
     Active: True
     Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
     ============== | ======= | ========== | ========== | ========== | ========== | ======
-                 A |    True | 1.00003329 | 0.00209114 |       None |       None |   True
-                 k |    True | 0.84875916 | 0.06452756 |       None |       None |  False
-                x0 |    True | -0.0274064 | 0.08462546 |       None |       None |  False
+                 A |    True | 0.99919117 | 0.00208711 |       None |       None |   True
+                 k |    True | 0.94472618 | 0.07551763 |       None |       None |  False
+                x0 |    True | 0.23365386 | 0.08081266 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.365 seconds)
+   **Total running time of the script:** (0 minutes 0.358 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_simple_arctan_fit.py:
diff --git a/_sources/sg_execution_times.rst.txt b/_sources/sg_execution_times.rst.txt
index 40ae07cc5..6bcd3fe71 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:10.143** total execution time for 3 files **from all galleries**:
+**00:10.313** total execution time for 3 files **from all galleries**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_model_fitting_EELS_curve_fitting.py` (``../examples/model_fitting/EELS_curve_fitting.py``)
-     - 00:09.214
+     - 00:09.312
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.563
+     - 00:00.644
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.365
+     - 00:00.358
      - 0.0
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index 40f778691..fbb7bf92b 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -471,27 +471,27 @@
 <p>Performs curve fitting to an EELS spectrum, plots the result and saves it as
 png file.</p>
 <img src="../../_images/sphx_glr_EELS_curve_fitting_001.png" srcset="../../_images/sphx_glr_EELS_curve_fitting_001.png" alt="coreloss_spectrum Signal" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>  0%|                                              | 0.00/42.3M [00:00&lt;?, ?B/s]
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   0%|                                              | 0.00/42.3M [00:00&lt;?, ?B/s]
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 </pre></div>
 </div>
 <div class="line-block">
@@ -513,7 +513,7 @@
 <a href="https://hyperspy.org/hyperspy-doc/dev/reference/base_classes/model/model1d.html#hyperspy.models.model1d.Model1D.plot" title="hyperspy.models.model1d.Model1D.plot" class="sphx-glr-backref-module-hyperspy-models-model1d sphx-glr-backref-type-py-method"><span class="n">m</span><span class="o">.</span><span class="n">plot</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 9.214 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 9.312 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-model-fitting-eels-curve-fitting-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/037b5aa4752b41748abf69bba9d1cbe4/EELS_curve_fitting.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">EELS_curve_fitting.ipynb</span></code></a></p>
diff --git a/auto_examples/model_fitting/plot_residual.html b/auto_examples/model_fitting/plot_residual.html
index 184e00141..571d5e602 100644
--- a/auto_examples/model_fitting/plot_residual.html
+++ b/auto_examples/model_fitting/plot_residual.html
@@ -492,7 +492,7 @@
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://hyperspy.org/hyperspy-doc/dev/reference/base_classes/model/basemodel.html#hyperspy.model.BaseModel.multifit" title="hyperspy.model.BaseModel.multifit" class="sphx-glr-backref-module-hyperspy-model sphx-glr-backref-type-py-method"><span class="n">m</span><span class="o">.</span><span class="n">multifit</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7f0beae96840&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7f2b67f2e840&gt;
 Traceback (most recent call last):
   File &quot;/opt/hostedtoolcache/Python/3.11.8/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1148, in __del__
     self.close()
@@ -502,7 +502,7 @@
 AttributeError: &#39;tqdm_notebook&#39; object has no attribute &#39;disp&#39;
 
   0%|          | 0/10 [00:00&lt;?, ?it/s]
-100%|██████████| 10/10 [00:00&lt;00:00, 1462.25it/s]
+100%|██████████| 10/10 [00:00&lt;00:00, 1447.81it/s]
 </pre></div>
 </div>
 <p>Plot the fitted model with residual:</p>
@@ -514,7 +514,7 @@
 <li><img src="../../_images/sphx_glr_plot_residual_002.png" srcset="../../_images/sphx_glr_plot_residual_002.png" alt="Signal" class = "sphx-glr-multi-img"/></li>
 </ul>
 <p>sphinx_gallery_thumbnail_number = 2</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.563 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.644 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-model-fitting-plot-residual-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
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(2024-02-16)": [[7, "release-unreleased-2024-02-16"]], "Improved Documentation": [[7, "improved-documentation"]], "Maintenance": [[7, "maintenance"], [7, "id5"]], "0.1 (2023-12-03)": [[7, "id3"]], "New features": [[7, "new-features"]], "Enhancements": [[7, "enhancements"]], "Initiation (2023-10-28)": [[7, "initiation-2023-10-28"]], "Citing eXSpy": [[8, "citing-exspy"], [10, "citing-exspy"], [11, "citing-exspy"]], "Contributing": [[9, "contributing"]], "Issues": [[9, "issues"]], "Pull Requests": [[9, "pull-requests"]], "Reviewing": [[9, "reviewing"]], "Documentation": [[9, "documentation"]], "Code style": [[9, "code-style"]], "Writing tests": [[9, "writing-tests"]], "Releasing a new version": [[9, "releasing-a-new-version"]], "Welcome to the documentation of eXSpy!": [[10, "welcome-to-the-documentation-of-exspy"], [11, "welcome-to-the-documentation-of-exspy"]], "Learning resources": [[10, "learning-resources"], [11, "learning-resources"]], "Citation in the scientific literature": [[10, "citation-in-the-scientific-literature"], [11, "citation-in-the-scientific-literature"]], "License": [[10, "license"], [11, "license"]], "exspy.components": [[12, "exspy-components"]], "exspy.data": [[13, "exspy-data"]], "Reference": [[14, "reference"], [14, null]], "exspy.material": [[15, "exspy-material"]], "exspy.models": [[16, "exspy-models"]], "exspy.signals": [[17, "exspy-signals"]], "Bibliography": [[19, "bibliography"]], "Dielectric function tools": [[20, "dielectric-function-tools"]], "Number of effective electrons": [[20, "number-of-effective-electrons"]], "Compute the electron energy-loss signal": [[20, "compute-the-electron-energy-loss-signal"]], "Energy-Dispersive X-ray Spectrometry (EDS)": [[21, "energy-dispersive-x-ray-spectrometry-eds"]], "Spectrum loading and parameters": [[21, "spectrum-loading-and-parameters"]], "Loading data": [[21, "loading-data"]], "Microscope and detector parameters": [[21, "microscope-and-detector-parameters"]], "Energy axis": [[21, 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\ No newline at end of file
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(exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.resume_auto_fine_structure_width"]], "set_all_edges_intensities_positive() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.set_all_edges_intensities_positive"]], "set_convolution_axis() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.set_convolution_axis"]], "signal (exspy.models.eelsmodel property)": [[16, "exspy.models.EELSModel.signal"]], "smart_fit() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.smart_fit"]], "suspend_auto_fine_structure_width() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.suspend_auto_fine_structure_width"]], "two_area_background_estimation() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.two_area_background_estimation"]], "unset_all_edges_intensities_positive() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.unset_all_edges_intensities_positive"]], "cl_get_mass_thickness() 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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index b199d6802..84ab4a190 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -440,7 +440,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:10.143</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:10.313</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -462,15 +462,15 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/model_fitting/EELS_curve_fitting.html#sphx-glr-auto-examples-model-fitting-eels-curve-fitting-py"><span class="std std-ref">EELS curve fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/model_fitting/EELS_curve_fitting.py</span></code>)</p></td>
-<td><p>00:09.214</p></td>
+<td><p>00:09.312</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/model_fitting/plot_residual.html#sphx-glr-auto-examples-model-fitting-plot-residual-py"><span class="std std-ref">Plot Residual</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/model_fitting/plot_residual.py</span></code>)</p></td>
-<td><p>00:00.563</p></td>
+<td><p>00:00.644</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/model_fitting/simple_arctan_fit.html#sphx-glr-auto-examples-model-fitting-simple-arctan-fit-py"><span class="std std-ref">Simple arctan fit</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/model_fitting/simple_arctan_fit.py</span></code>)</p></td>
-<td><p>00:00.365</p></td>
+<td><p>00:00.358</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>