diff --git a/.buildinfo b/.buildinfo
index b25b0a783..a9849a10a 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: 2b609d0afc009808ab2bc9e789d5bb22
+config: 97b946d26a2d3cdb9d8ab758a13e8eba
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 4aaa063df..f76658820 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 47ecfde89..e522bb3f0 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 adf9fd151..00eb90edc 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 cca5b6581..7142378dd 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 236b290c4..5be368082 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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@@ -68,7 +68,7 @@ png file.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 8.819 seconds)
+   **Total running time of the script:** (0 minutes 8.446 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 dc7c947c5..bc1afbcbc 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 0x7f5007437e20>
+    Exception ignored in: <function tqdm.__del__ at 0x7fe9ee20fe20>
     Traceback (most recent call last):
       File "/opt/hostedtoolcache/Python/3.11.7/x64/lib/python3.11/site-packages/tqdm/std.py", line 1149, 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, 1431.45it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.534 seconds)
+   **Total running time of the script:** (0 minutes 0.447 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 8ce2a1a9b..69d225669 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
 =================
-**00:09.715** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:09.252** 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``)
-     - 00:08.819
+     - 00:08.446
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.534
+     - 00:00.447
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.362
+     - 00:00.360
      - 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 79087076f..04576849d 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 | 0.99776581 | 0.00196676 |       None |       None |   True
-                 k |    True | 1.22255998 | 0.10646661 |       None |       None |  False
-                x0 |    True | 0.16163973 | 0.06647885 |       None |       None |  False
+                 A |    True | 0.99901138 | 0.00220701 |       None |       None |   True
+                 k |    True | 1.03651713 | 0.09280243 |       None |       None |  False
+                x0 |    True | -0.0566788 | 0.08063702 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.362 seconds)
+   **Total running time of the script:** (0 minutes 0.360 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 e6e16169f..d55679e25 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:09.715** total execution time for 3 files **from all galleries**:
+**00:09.252** 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``)
-     - 00:08.819
+     - 00:08.446
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.534
+     - 00:00.447
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.362
+     - 00:00.360
      - 0.0
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index c6dc01f73..cb2706158 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -483,30 +483,29 @@
 <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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 </pre></div>
 </div>
 <div class="line-block">
@@ -528,7 +527,7 @@
 <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 8.819 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 8.446 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 7b0280f59..1c365993d 100644
--- a/auto_examples/model_fitting/plot_residual.html
+++ b/auto_examples/model_fitting/plot_residual.html
@@ -504,7 +504,7 @@
 <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 0x7f5007437e20&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7fe9ee20fe20&gt;
 Traceback (most recent call last):
   File &quot;/opt/hostedtoolcache/Python/3.11.7/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1149, in __del__
     self.close()
@@ -514,7 +514,7 @@
 AttributeError: &#39;tqdm_notebook&#39; object has no attribute &#39;disp&#39;
 
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\ No newline at end of file
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exspy.data)": [[13, "exspy.data.eelsdb"]], "exspy.data": [[13, "module-exspy.data"]], "atomic_to_weight() (in module exspy.material)": [[15, "exspy.material.atomic_to_weight"]], "density_of_mixture() (in module exspy.material)": [[15, "exspy.material.density_of_mixture"]], "exspy.material": [[15, "module-exspy.material"]], "mass_absorption_coefficient() (in module exspy.material)": [[15, "exspy.material.mass_absorption_coefficient"]], "mass_absorption_mixture() (in module exspy.material)": [[15, "exspy.material.mass_absorption_mixture"]], "weight_to_atomic() (in module exspy.material)": [[15, "exspy.material.weight_to_atomic"]], "edsmodel (class in exspy.models)": [[16, "exspy.models.EDSModel"]], "edssemmodel (class in exspy.models)": [[16, "exspy.models.EDSSEMModel"]], "edstemmodel (class in exspy.models)": [[16, "exspy.models.EDSTEMModel"]], "eelsmodel (class in exspy.models)": [[16, "exspy.models.EELSModel"]], "add_family_lines() (exspy.models.edsmodel method)": [[16, 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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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(exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.edges_at_energy"]], "estimate_background_windows() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.estimate_background_windows"]], "estimate_elastic_scattering_intensity() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_elastic_scattering_intensity"]], "estimate_elastic_scattering_threshold() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_elastic_scattering_threshold"]], "estimate_integration_windows() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.estimate_integration_windows"]], "estimate_thickness() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_thickness"]], "estimate_zero_loss_peak_centre() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_zero_loss_peak_centre"]], "exspy.signals": [[17, "module-exspy.signals"]], 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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index 21c2ba42e..486a73db6 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -450,7 +450,7 @@
                   
   <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>00:09.715</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:09.252</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" />
@@ -472,15 +472,15 @@
 </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>00:08.819</p></td>
+<td><p>00:08.446</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>00:00.534</p></td>
+<td><p>00:00.447</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>00:00.362</p></td>
+<td><p>00:00.360</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>