diff --git a/.buildinfo b/.buildinfo
index c261822e5..33cd3f965 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: 47bf694fb161cf4b8278e0766520ec66
+config: 4916b2b26a35ac680a0be53d7dbbb6d9
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 0b609d947..30738756d 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 218c95409..26f647107 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 138a9cc21..ff96d63d2 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 914037e75..c4ad51a32 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 54ddd1aea..9c16940f2 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 10.844 seconds)
+   **Total running time of the script:** (0 minutes 8.344 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 1bfac0493..0851559c9 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 0x7f3c9ad9a5c0>
+    Exception ignored in: <function tqdm.__del__ at 0x7f2d1712a5c0>
     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, 1470.65it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.528 seconds)
+   **Total running time of the script:** (0 minutes 0.534 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 0c022d08f..82b9d9bd1 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
 =================
-**00:11.737** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:09.243** 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``)
-     - 00:10.844
+     - 00:08.344
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.528
+     - 00:00.534
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.364
+     - 00:00.366
      - 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 a94974f17..88fd489a8 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 | 0.99638643 | 0.00223930 |       None |       None |   True
-                 k |    True | 1.02006782 | 0.09212029 |       None |       None |  False
-                x0 |    True | 0.00460140 | 0.08267203 |       None |       None |  False
+                 A |    True | 1.00261675 | 0.00221935 |       None |       None |   True
+                 k |    True | 0.86825264 | 0.07060954 |       None |       None |  False
+                x0 |    True | 0.14303930 | 0.08878233 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.364 seconds)
+   **Total running time of the script:** (0 minutes 0.366 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_simple_arctan_fit.py:
diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt
index 55eb1edf9..5a91ca93a 100644
--- a/_sources/index.rst.txt
+++ b/_sources/index.rst.txt
@@ -6,7 +6,6 @@
    Examples <auto_examples/index>
    Reference <reference/index>
    Release Notes <changes>
-   Citing <citing>
    Contribute <contributing>
 
 .. include:: intro.rst
diff --git a/_sources/intro.rst.txt b/_sources/intro.rst.txt
index 1e8a9bce7..e1887ef91 100644
--- a/_sources/intro.rst.txt
+++ b/_sources/intro.rst.txt
@@ -91,6 +91,8 @@ please use the DOI of the specific version that you have employed. You can
 find it by clicking on the DOI badge below.
 
 .. image:: https://zenodo.org/badge/doi/10.5281/zenodo.10252344.svg
+   :class: sd-bg-transparent
+   :alt: doi: 10.5281/zenodo.10252344
    :target: https://zenodo.org/doi/10.5281/zenodo.10252344
 
 Citation in the scientific literature
diff --git a/_sources/sg_execution_times.rst.txt b/_sources/sg_execution_times.rst.txt
index 83b8d7a70..246b7914e 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:11.737** total execution time for 3 files **from all galleries**:
+**00:09.243** 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``)
-     - 00:10.844
+     - 00:08.344
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.528
+     - 00:00.534
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.364
+     - 00:00.366
      - 0.0
diff --git a/auto_examples/index.html b/auto_examples/index.html
index a94b775cc..231dbc9b5 100644
--- a/auto_examples/index.html
+++ b/auto_examples/index.html
@@ -172,13 +172,6 @@
                     </li>
                 
 
-                    <li class="nav-item">
-                      <a class="nav-link nav-internal" href="../citing.html">
-                        Citing
-                      </a>
-                    </li>
-                
-
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../contributing.html">
                         Contribute
@@ -323,13 +316,6 @@
                     </li>
                 
 
-                    <li class="nav-item">
-                      <a class="nav-link nav-internal" href="../citing.html">
-                        Citing
-                      </a>
-                    </li>
-                
-
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../contributing.html">
                         Contribute
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index a4e5a97e1..61e76cc5f 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -172,13 +172,6 @@
                     </li>
                 
 
-                    <li class="nav-item">
-                      <a class="nav-link nav-internal" href="../../citing.html">
-                        Citing
-                      </a>
-                    </li>
-                
-
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../../contributing.html">
                         Contribute
@@ -323,13 +316,6 @@
                     </li>
                 
 
-                    <li class="nav-item">
-                      <a class="nav-link nav-internal" href="../../citing.html">
-                        Citing
-                      </a>
-                    </li>
-                
-
                     <li class="nav-item">
                       <a class="nav-link nav-internal" href="../../contributing.html">
                         Contribute
@@ -471,31 +457,26 @@
 <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">
@@ -517,7 +498,7 @@
 <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 10.844 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 8.344 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">
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diff --git a/auto_examples/model_fitting/index.html b/auto_examples/model_fitting/index.html
index 3ee4ff499..76ad8e2ac 100644
--- a/auto_examples/model_fitting/index.html
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@@ -323,13 +316,6 @@
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diff --git a/auto_examples/model_fitting/plot_residual.html b/auto_examples/model_fitting/plot_residual.html
index 79406c83f..7295e4c08 100644
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@@ -492,7 +478,7 @@
 <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>
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@@ -514,7 +500,7 @@
 <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>
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diff --git a/auto_examples/model_fitting/sg_execution_times.html b/auto_examples/model_fitting/sg_execution_times.html
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@@ -440,7 +426,7 @@
                   
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+<p><strong>00:09.243</strong> total execution time for 3 files <strong>from auto_examples/model_fitting</strong>:</p>
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 <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>
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+<td><p>00:00.366</p></td>
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@@ -323,13 +316,6 @@
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-                    <li class="nav-item">
-                      <a class="nav-link nav-internal" href="../../citing.html">
-                        Citing
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                       <a class="nav-link nav-internal" href="../../contributing.html">
                         Contribute
@@ -474,9 +460,9 @@
 Active: True
 Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
 ============== | ======= | ========== | ========== | ========== | ========== | ======
-             A |    True | 0.99638643 | 0.00223930 |       None |       None |   True
-             k |    True | 1.02006782 | 0.09212029 |       None |       None |  False
-            x0 |    True | 0.00460140 | 0.08267203 |       None |       None |  False
+             A |    True | 1.00261675 | 0.00221935 |       None |       None |   True
+             k |    True | 0.86825264 | 0.07060954 |       None |       None |  False
+            x0 |    True | 0.14303930 | 0.08878233 |       None |       None |  False
 </pre></div>
 </div>
 <div class="line-block">
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diff --git a/auto_examples/sg_execution_times.html b/auto_examples/sg_execution_times.html
index c8dba7589..9ce99d0ea 100644
--- a/auto_examples/sg_execution_times.html
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@@ -170,13 +170,6 @@
                     </li>
                 
 
-                    <li class="nav-item">
-                      <a class="nav-link nav-internal" href="../citing.html">
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-                      </a>
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                         Contribute
@@ -323,13 +316,6 @@
                     </li>
                 
 
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-                      <a class="nav-link nav-internal" href="../citing.html">
-                        Citing
-                      </a>
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                       <a class="nav-link nav-internal" href="../contributing.html">
                         Contribute
diff --git a/changes.html b/changes.html
index e22bfd7aa..2528700db 100644
--- a/changes.html
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@@ -50,7 +50,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'changes';</script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Citing eXSpy" href="citing.html" />
+    <link rel="next" title="Contributing" href="contributing.html" />
     <link rel="prev" title="exspy.signals" href="reference/signals.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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@@ -172,13 +172,6 @@
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@@ -323,13 +316,6 @@
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                       <a class="nav-link nav-internal" href="contributing.html">
                         Contribute
@@ -528,11 +514,11 @@ <h2>Initiation (2023-10-28)<a class="headerlink" href="#initiation-2023-10-28" t
       </div>
     </a>
     <a class="right-next"
-       href="citing.html"
+       href="contributing.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Citing eXSpy</p>
+        <p class="prev-next-title">Contributing</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
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diff --git a/contributing.html b/contributing.html
index a0d47beae..f0f9c2df8 100644
--- a/contributing.html
+++ b/contributing.html
@@ -50,7 +50,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'contributing';</script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="prev" title="Citing eXSpy" href="citing.html" />
+    <link rel="prev" title="Changelog" href="changes.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -171,13 +171,6 @@
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-                      <a class="nav-link nav-internal" href="citing.html">
-                        Citing
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                     <li class="nav-item current active">
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@@ -322,13 +315,6 @@
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                     <li class="nav-item current active">
                       <a class="nav-link nav-internal" href="#">
                         Contribute
@@ -541,12 +527,12 @@ <h2>Releasing a new version<a class="headerlink" href="#releasing-a-new-version"
                   
 <div class="prev-next-area">
     <a class="left-prev"
-       href="citing.html"
+       href="changes.html"
        title="previous page">
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Citing eXSpy</p>
+        <p class="prev-next-title">Changelog</p>
       </div>
     </a>
 </div>
diff --git a/genindex.html b/genindex.html
index ea31418ab..bd88fd28c 100644
--- a/genindex.html
+++ b/genindex.html
@@ -169,13 +169,6 @@
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@@ -318,13 +311,6 @@
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                         Contribute
diff --git a/index.html b/index.html
index e237fafa3..0a5036462 100644
--- a/index.html
+++ b/index.html
@@ -171,13 +171,6 @@
                     </li>
                 
 
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-                      <a class="nav-link nav-internal" href="citing.html">
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@@ -324,13 +317,6 @@
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                         Contribute
@@ -510,7 +496,7 @@ <h2>Citing eXSpy<a class="headerlink" href="#citing-exspy" title="Link to this h
 version. If you are citing eXSpy because you have used it to process data,
 please use the DOI of the specific version that you have employed. You can
 find it by clicking on the DOI badge below.</p>
-<a class="reference external image-reference" href="https://zenodo.org/doi/10.5281/zenodo.10252344"><img alt="https://zenodo.org/badge/doi/10.5281/zenodo.10252344.svg" src="https://zenodo.org/badge/doi/10.5281/zenodo.10252344.svg" /></a>
+<a class="reference external image-reference" href="https://zenodo.org/doi/10.5281/zenodo.10252344"><img alt="doi: 10.5281/zenodo.10252344" class="sd-bg-transparent" src="https://zenodo.org/badge/doi/10.5281/zenodo.10252344.svg" /></a>
 <section id="citation-in-the-scientific-literature">
 <h3>Citation in the scientific literature<a class="headerlink" href="#citation-in-the-scientific-literature" title="Link to this heading">#</a></h3>
 <p>Given the increasing number of articles that cite HyperSpy and its extension
diff --git a/intro.html b/intro.html
index 0e922c6c3..2552e32bb 100644
--- a/intro.html
+++ b/intro.html
@@ -170,13 +170,6 @@
                     </li>
                 
 
-                    <li class="nav-item">
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@@ -323,13 +316,6 @@
                     </li>
                 
 
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-                      <a class="nav-link nav-internal" href="citing.html">
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                       <a class="nav-link nav-internal" href="contributing.html">
                         Contribute
@@ -533,7 +519,7 @@ <h2>Citing eXSpy<a class="headerlink" href="#citing-exspy" title="Link to this h
 version. If you are citing eXSpy because you have used it to process data,
 please use the DOI of the specific version that you have employed. You can
 find it by clicking on the DOI badge below.</p>
-<a class="reference external image-reference" href="https://zenodo.org/doi/10.5281/zenodo.10252344"><img alt="https://zenodo.org/badge/doi/10.5281/zenodo.10252344.svg" src="https://zenodo.org/badge/doi/10.5281/zenodo.10252344.svg" /></a>
+<a class="reference external image-reference" href="https://zenodo.org/doi/10.5281/zenodo.10252344"><img alt="doi: 10.5281/zenodo.10252344" class="sd-bg-transparent" src="https://zenodo.org/badge/doi/10.5281/zenodo.10252344.svg" /></a>
 <section id="citation-in-the-scientific-literature">
 <h3>Citation in the scientific literature<a class="headerlink" href="#citation-in-the-scientific-literature" title="Link to this heading">#</a></h3>
 <p>Given the increasing number of articles that cite HyperSpy and its extension
diff --git a/objects.inv b/objects.inv
index 18586e3d9..4e5614665 100644
Binary files a/objects.inv and b/objects.inv differ
diff --git a/py-modindex.html b/py-modindex.html
index 8326fb53e..ec87357eb 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -172,13 +172,6 @@
                     </li>
                 
 
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                         Contribute
@@ -321,13 +314,6 @@
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                         Contribute
diff --git a/reference/components.html b/reference/components.html
index 092967d30..c2075417d 100644
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@@ -173,13 +173,6 @@
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                         Contribute
@@ -324,13 +317,6 @@
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diff --git a/reference/data.html b/reference/data.html
index af35f91da..7915c3331 100644
--- a/reference/data.html
+++ b/reference/data.html
@@ -172,13 +172,6 @@
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-                    <li class="nav-item">
-                      <a class="nav-link nav-internal" href="../citing.html">
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                         Contribute
@@ -323,13 +316,6 @@
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diff --git a/reference/index.html b/reference/index.html
index f5dc51e7b..76e6b4a6f 100644
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Creating a conda environment": [[24, "creating-a-conda-environment"]], "2. Installing the package in the new environment": [[24, "installing-the-package-in-the-new-environment"]], "3. Getting Started": [[24, "getting-started"]], "Installation using pip": [[24, "installation-using-pip"]], "Updating the package": [[24, "updating-the-package"]], "eXSpy Metadata Structure": [[25, "exspy-metadata-structure"]], "General": [[25, "general"]], "Sample": [[25, "sample"]], "Signal": [[25, "signal"]], "Acquisition_instrument": [[25, "acquisition-instrument"]], "TEM": [[25, "tem"]], "SEM": [[25, "sem"]], "Stage": [[25, "stage"]], "Detector": [[25, "detector"]], "EELS": [[25, "eels"]], "EDS": [[25, "eds"]]}, "indexentries": {"doublepowerlaw (class in exspy.components)": [[12, "exspy.components.DoublePowerLaw"]], "eelsarctan (class in exspy.components)": [[12, "exspy.components.EELSArctan"]], "eelscledge (class in exspy.components)": [[12, "exspy.components.EELSCLEdge"]], "pesvoigt (class in exspy.components)": [[12, "exspy.components.PESVoigt"]], "see (class in exspy.components)": [[12, "exspy.components.SEE"]], "vignetting (class in exspy.components)": [[12, 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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() (exspy.signals.edstemspectrum static method)": [[17, "exspy.signals.EDSTEMSpectrum.CL_get_mass_thickness"]], "dielectricfunction (class in exspy.signals)": [[17, "exspy.signals.DielectricFunction"]], "edssemspectrum (class in exspy.signals)": [[17, "exspy.signals.EDSSEMSpectrum"]], "edsspectrum (class in exspy.signals)": [[17, "exspy.signals.EDSSpectrum"]], "edstemspectrum (class in exspy.signals)": [[17, "exspy.signals.EDSTEMSpectrum"]], "eelsspectrum (class in exspy.signals)": [[17, "exspy.signals.EELSSpectrum"]], "lazydielectricfunction (class in exspy.signals)": [[17, "exspy.signals.LazyDielectricFunction"]], "lazyedssemspectrum (class in exspy.signals)": [[17, "exspy.signals.LazyEDSSEMSpectrum"]], "lazyedsspectrum (class in exspy.signals)": [[17, "exspy.signals.LazyEDSSpectrum"]], "lazyedstemspectrum (class in exspy.signals)": [[17, "exspy.signals.LazyEDSTEMSpectrum"]], "lazyeelsspectrum (class in exspy.signals)": [[17, "exspy.signals.LazyEELSSpectrum"]], "add_elements() 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\ No newline at end of file
+Search.setIndex({"docnames": ["auto_examples/index", "auto_examples/model_fitting/EELS_curve_fitting", "auto_examples/model_fitting/index", "auto_examples/model_fitting/plot_residual", "auto_examples/model_fitting/sg_execution_times", "auto_examples/model_fitting/simple_arctan_fit", "auto_examples/sg_execution_times", "changes", "contributing", "index", "intro", "reference/components", "reference/data", "reference/index", "reference/material", "reference/models", "reference/signals", "sg_execution_times", "user_guide/bibliography", "user_guide/dielectric_function", "user_guide/eds", "user_guide/eels", "user_guide/index", "user_guide/install", "user_guide/metadata_structure"], "filenames": ["auto_examples/index.rst", "auto_examples/model_fitting/EELS_curve_fitting.rst", "auto_examples/model_fitting/index.rst", "auto_examples/model_fitting/plot_residual.rst", "auto_examples/model_fitting/sg_execution_times.rst", "auto_examples/model_fitting/simple_arctan_fit.rst", "auto_examples/sg_execution_times.rst", "changes.rst", "contributing.rst", "index.rst", "intro.rst", "reference/components.rst", "reference/data.rst", "reference/index.rst", "reference/material.rst", "reference/models.rst", "reference/signals.rst", "sg_execution_times.rst", "user_guide/bibliography.rst", "user_guide/dielectric_function.rst", "user_guide/eds.rst", "user_guide/eels.rst", "user_guide/index.rst", "user_guide/install.rst", "user_guide/metadata_structure.rst"], "titles": ["Gallery of Examples", "EELS curve fitting", "Model fitting", "Plot Residual", "Computation times", "Simple arctan fit", "Computation times", "Changelog", "Contributing", "Welcome to the documentation of eXSpy!", "Welcome to the documentation of eXSpy!", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">exspy.components</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">exspy.data</span></code>", "Reference", "<code class=\"xref py 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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index 8772be6fd..fca1f921d 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -170,13 +170,6 @@
                     </li>
                 
 
-                    <li class="nav-item">
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-                        Citing
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@@ -323,13 +316,6 @@
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@@ -440,7 +426,7 @@
                   
   <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>00:11.737</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:09.243</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 +448,15 @@
 </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>00:10.844</p></td>
+<td><p>00:08.344</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>00:00.528</p></td>
+<td><p>00:00.534</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>00:00.364</p></td>
+<td><p>00:00.366</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/user_guide/bibliography.html b/user_guide/bibliography.html
index d37884457..cc827a2bd 100644
--- a/user_guide/bibliography.html
+++ b/user_guide/bibliography.html
@@ -172,13 +172,6 @@
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diff --git a/user_guide/dielectric_function.html b/user_guide/dielectric_function.html
index f8c050dfd..9a38948cf 100644
--- a/user_guide/dielectric_function.html
+++ b/user_guide/dielectric_function.html
@@ -173,13 +173,6 @@
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@@ -324,13 +317,6 @@
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diff --git a/user_guide/eds.html b/user_guide/eds.html
index 65dd1e469..f097967e1 100644
--- a/user_guide/eds.html
+++ b/user_guide/eds.html
@@ -172,13 +172,6 @@
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diff --git a/user_guide/eels.html b/user_guide/eels.html
index 7d9ab5564..492cbef69 100644
--- a/user_guide/eels.html
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@@ -172,13 +172,6 @@
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diff --git a/user_guide/index.html b/user_guide/index.html
index 71e02fb8d..85c123946 100644
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@@ -172,13 +172,6 @@
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index 5c80f2c12..f164c415b 100644
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@@ -172,13 +172,6 @@
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diff --git a/user_guide/metadata_structure.html b/user_guide/metadata_structure.html
index 32039972a..e56b90973 100644
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@@ -172,13 +172,6 @@
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@@ -323,13 +316,6 @@
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