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diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip b/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip
diff --git a/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip b/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip
diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip b/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip
diff --git a/_images/sphx_glr_simple_arctan_fit_001.png b/_images/sphx_glr_simple_arctan_fit_001.png
diff --git a/_images/sphx_glr_simple_arctan_fit_thumb.png b/_images/sphx_glr_simple_arctan_fit_thumb.png
diff --git a/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt b/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt
diff --git a/_sources/auto_examples/model_fitting/plot_residual.rst.txt b/_sources/auto_examples/model_fitting/plot_residual.rst.txt
@@ -110,15 +110,15 @@ Fit for all navigation positions:
 
  .. code-block:: none
 
-    Exception ignored in: <function tqdm.__del__ at 0x7f0ef1d52980>
+    Exception ignored in: <function tqdm.__del__ at 0x7fa670d2eb60>
     Traceback (most recent call last):
       File "/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
         self.close()
       File "/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/notebook.py", line 279, in close
         self.disp(bar_style='danger', check_delay=False)
         ^^^^^^^^^
     AttributeError: 'tqdm_notebook' object has no attribute 'disp'
-      0%|          | 0/10 [00:00<?, ?it/s]    100%|██████████| 10/10 [00:00<00:00, 1511.19it/s]
+      0%|          | 0/10 [00:00<?, ?it/s]    100%|██████████| 10/10 [00:00<00:00, 1501.94it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.487 seconds)
+   **Total running time of the script:** (0 minutes 0.511 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
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:59.368** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:22.479** 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``)
-     - 00:58.553
+     - 00:21.637
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.487
+     - 00:00.511
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.328
+     - 00:00.331
      - 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
@@ -42,9 +42,9 @@ Fit an arctan function.
     Active: True
     Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
     ============== | ======= | ========== | ========== | ========== | ========== | ======
-                 A |    True | 0.99956833 | 0.00210715 |       None |       None |   True
-                 k |    True | 1.12419367 | 0.10037079 |       None |       None |  False
-                x0 |    True | 0.10077500 | 0.07378060 |       None |       None |  False
+                 A |    True | 0.99876990 | 0.00217883 |       None |       None |   True
+                 k |    True | 0.96180736 | 0.08159829 |       None |       None |  False
+                x0 |    True | 0.04112536 | 0.08284934 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.328 seconds)
+   **Total running time of the script:** (0 minutes 0.331 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
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:59.368** total execution time for 3 files **from all galleries**:
+**00:22.479** 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``)
-     - 00:58.553
+     - 00:21.637
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.487
+     - 00:00.511
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.328
+     - 00:00.331
      - 0.0
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
diff --git a/auto_examples/model_fitting/plot_residual.html b/auto_examples/model_fitting/plot_residual.html
@@ -484,7 +484,7 @@
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://hyperspy.org/hyperspy-doc/current/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 0x7f0ef1d52980&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7fa670d2eb60&gt;
 Traceback (most recent call last):
   File &quot;/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1148, in __del__
     self.close()
@@ -494,7 +494,7 @@
 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, 1511.19it/s]
+100%|██████████| 10/10 [00:00&lt;00:00, 1501.94it/s]
 </pre></div>
 </div>
 <p>Plot the fitted model with residual:</p>
@@ -506,7 +506,7 @@
 <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 0.487 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.511 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">
 <p><a class="reference download internal" download="" href="../../_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.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">plot_residual.ipynb</span></code></a></p>

diff --git a/auto_examples/model_fitting/sg_execution_times.html b/auto_examples/model_fitting/sg_execution_times.html
@@ -432,7 +432,7 @@
 
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-model-fitting-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:59.368</strong> total execution time for 3 files <strong>from auto_examples/model_fitting</strong>:</p>
+<p><strong>00:22.479</strong> total execution time for 3 files <strong>from auto_examples/model_fitting</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" />
@@ -454,15 +454,15 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="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">EELS_curve_fitting.py</span></code>)</p></td>
-<td><p>00:58.553</p></td>
+<td><p>00:21.637</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="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">plot_residual.py</span></code>)</p></td>
-<td><p>00:00.487</p></td>
+<td><p>00:00.511</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="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">simple_arctan_fit.py</span></code>)</p></td>
-<td><p>00:00.328</p></td>
+<td><p>00:00.331</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>

diff --git a/auto_examples/model_fitting/simple_arctan_fit.html b/auto_examples/model_fitting/simple_arctan_fit.html
@@ -466,9 +466,9 @@
 Active: True
 Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
 ============== | ======= | ========== | ========== | ========== | ========== | ======
-             A |    True | 0.99956833 | 0.00210715 |       None |       None |   True
-             k |    True | 1.12419367 | 0.10037079 |       None |       None |  False
-            x0 |    True | 0.10077500 | 0.07378060 |       None |       None |  False
+             A |    True | 0.99876990 | 0.00217883 |       None |       None |   True
+             k |    True | 0.96180736 | 0.08159829 |       None |       None |  False
+            x0 |    True | 0.04112536 | 0.08284934 |       None |       None |  False
 </pre></div>
 </div>
 <div class="line-block">
@@ -505,7 +505,7 @@
 <a href="https://hyperspy.org/hyperspy-doc/current/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 0.328 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.331 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-model-fitting-simple-arctan-fit-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.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">simple_arctan_fit.ipynb</span></code></a></p>

diff --git a/changes.html b/changes.html
@@ -443,8 +443,8 @@
 <h1>Changelog<a class="headerlink" href="#changelog" title="Link to this heading">#</a></h1>
 <p>Changelog entries for the development version are available at
 <a class="reference external" href="https://exspy.readthedocs.io/en/latest/changes.html">https://exspy.readthedocs.io/en/latest/changes.html</a></p>
-<section id="release-unreleased-2024-08-27">
-<h2> [UNRELEASED] (2024-08-27)<a class="headerlink" href="#release-unreleased-2024-08-27" title="Link to this heading">#</a></h2>
+<section id="release-unreleased-2024-09-02">
+<h2> [UNRELEASED] (2024-09-02)<a class="headerlink" href="#release-unreleased-2024-09-02" title="Link to this heading">#</a></h2>
 <section id="new-features">
 <h3>New features<a class="headerlink" href="#new-features" title="Link to this heading">#</a></h3>
 <ul class="simple">
@@ -591,7 +591,7 @@ <h2>Initiation (2023-10-28)<a class="headerlink" href="#initiation-2023-10-28" t
   </div>
   <nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#release-unreleased-2024-08-27"> [UNRELEASED] (2024-08-27)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#release-unreleased-2024-09-02"> [UNRELEASED] (2024-09-02)</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#new-features">New features</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#bug-fixes">Bug Fixes</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#improved-documentation">Improved Documentation</a></li>

diff --git a/searchindex.js b/searchindex.js
diff --git a/sg_execution_times.html b/sg_execution_times.html
@@ -432,7 +432,7 @@
 
   <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>00:59.368</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:22.479</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" />
@@ -454,15 +454,15 @@
 </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>00:58.553</p></td>
+<td><p>00:21.637</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>00:00.487</p></td>
+<td><p>00:00.511</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>00:00.328</p></td>
+<td><p>00:00.331</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>