diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index f9ec4d0ca..8be3790da 100644
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diff --git a/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip b/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip
index 371d955c0..2dc67a2c8 100644
Binary files a/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip and b/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip differ
diff --git a/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip b/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip
index dcbb8065f..4ac0f09c5 100644
Binary files a/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip and b/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip differ
diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index 2adbb6059..71fef0601 100644
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diff --git a/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip b/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip
index 5cd2bae8a..3d0c53fbc 100644
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diff --git a/_images/sphx_glr_simple_arctan_fit_001.png b/_images/sphx_glr_simple_arctan_fit_001.png
index ea040b37a..6a31ed29a 100644
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diff --git a/_images/sphx_glr_simple_arctan_fit_thumb.png b/_images/sphx_glr_simple_arctan_fit_thumb.png
index aaabb6409..3ef182333 100644
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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 6217e33ff..7c3af58de 100644
--- a/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt
+++ b/_sources/auto_examples/model_fitting/EELS_curve_fitting.rst.txt
@@ -38,8 +38,8 @@ png file.
 
  .. code-block:: none
 
-
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@@ -76,7 +76,7 @@ png file.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.637 seconds)
+   **Total running time of the script:** (0 minutes 21.182 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 2874d279d..b972bad54 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 0x7fa670d2eb60>
+    Exception ignored in: <function tqdm.__del__ at 0x7f9da5216ca0>
     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()
@@ -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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+
      0%|          | 0/10 [00:00<?, ?it/s]
    100%|██████████| 10/10 [00:00<00:00, 1436.60it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.511 seconds)
+   **Total running time of the script:** (0 minutes 0.507 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 d5f1c6bc1..ff5706bec 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
 =================
-**00:22.479** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:22.026** 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``)
-     - 00:21.637
+     - 00:21.182
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.511
+     - 00:00.507
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.331
+     - 00:00.337
      - 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 e29f0eb96..e1cd827aa 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 | 0.99876990 | 0.00217883 |       None |       None |   True
-                 k |    True | 0.96180736 | 0.08159829 |       None |       None |  False
-                x0 |    True | 0.04112536 | 0.08284934 |       None |       None |  False
+                 A |    True | 0.99772308 | 0.00215759 |       None |       None |   True
+                 k |    True | 1.10419956 | 0.10040428 |       None |       None |  False
+                x0 |    True | 0.02039723 | 0.07609129 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.331 seconds)
+   **Total running time of the script:** (0 minutes 0.337 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 a9694f0ee..8129f7803 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:22.479** total execution time for 3 files **from all galleries**:
+**00:22.026** 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``)
-     - 00:21.637
+     - 00:21.182
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.511
+     - 00:00.507
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.331
+     - 00:00.337
      - 0.0
diff --git a/auto_examples/index.html b/auto_examples/index.html
index 183069fbf..ab0f2dae8 100644
--- a/auto_examples/index.html
+++ b/auto_examples/index.html
@@ -181,6 +181,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
           
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index 626444583..dd4c0451c 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -181,6 +181,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
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@@ -463,64 +477,69 @@
 <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">
@@ -548,7 +567,7 @@
 <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 21.637 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 21.182 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/index.html b/auto_examples/model_fitting/index.html
index 83a207802..ed3f61ff0 100644
--- a/auto_examples/model_fitting/index.html
+++ b/auto_examples/model_fitting/index.html
@@ -181,6 +181,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
           
diff --git a/auto_examples/model_fitting/plot_residual.html b/auto_examples/model_fitting/plot_residual.html
index 268b1bab6..6541eb9f6 100644
--- a/auto_examples/model_fitting/plot_residual.html
+++ b/auto_examples/model_fitting/plot_residual.html
@@ -181,6 +181,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
           
@@ -484,7 +498,7 @@
 <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 0x7fa670d2eb60&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7f9da5216ca0&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 +508,7 @@
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 </pre></div>
 </div>
 <p>Plot the fitted model with residual:</p>
@@ -506,7 +520,7 @@
 <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
index ad9380d9b..6d8c11d98 100644
--- a/auto_examples/model_fitting/sg_execution_times.html
+++ b/auto_examples/model_fitting/sg_execution_times.html
@@ -179,6 +179,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+</li>
+
   </ul>
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@@ -432,7 +446,7 @@
                   
   <section id="computation-times">
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index a495e6c25..aca618117 100644
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+++ b/auto_examples/model_fitting/simple_arctan_fit.html
@@ -181,6 +181,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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@@ -327,6 +334,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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 Active: True
 Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
 ============== | ======= | ========== | ========== | ========== | ========== | ======
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-             k |    True | 0.96180736 | 0.08159829 |       None |       None |  False
-            x0 |    True | 0.04112536 | 0.08284934 |       None |       None |  False
+             A |    True | 0.99772308 | 0.00215759 |       None |       None |   True
+             k |    True | 1.10419956 | 0.10040428 |       None |       None |  False
+            x0 |    True | 0.02039723 | 0.07609129 |       None |       None |  False
 </pre></div>
 </div>
 <div class="line-block">
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+++ b/auto_examples/sg_execution_times.html
@@ -179,6 +179,13 @@
   </a>
 </li>
 
+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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@@ -327,6 +334,13 @@
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 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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diff --git a/changes.html b/changes.html
index 07c052065..4f573e789 100644
--- a/changes.html
+++ b/changes.html
@@ -181,6 +181,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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@@ -327,6 +334,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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 <h1>Changelog<a class="headerlink" href="#changelog" title="Link to this heading">#</a></h1>
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+<h2> [UNRELEASED] (2024-09-06)<a class="headerlink" href="#release-unreleased-2024-09-06" title="Link to this heading">#</a></h2>
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+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#release-unreleased-2024-09-06"> [UNRELEASED] (2024-09-06)</a><ul class="visible nav section-nav flex-column">
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index 99aef40cf..ee909e484 100644
--- a/contributing.html
+++ b/contributing.html
@@ -180,6 +180,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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diff --git a/genindex.html b/genindex.html
index 36ff95817..52f7eec37 100644
--- a/genindex.html
+++ b/genindex.html
@@ -178,6 +178,13 @@
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 </li>
 
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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+
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@@ -322,6 +329,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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diff --git a/index.html b/index.html
index 1fe3c33b3..d595ed7af 100644
--- a/index.html
+++ b/index.html
@@ -181,6 +181,13 @@
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+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+</li>
+
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@@ -329,6 +336,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
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 </nav></div>
           
diff --git a/intro.html b/intro.html
index a675bb055..64d572c35 100644
--- a/intro.html
+++ b/intro.html
@@ -179,6 +179,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
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@@ -327,6 +334,13 @@
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+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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diff --git a/py-modindex.html b/py-modindex.html
index c60da35d8..12309835a 100644
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+++ b/py-modindex.html
@@ -181,6 +181,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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@@ -325,6 +332,13 @@
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+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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diff --git a/reference/components.html b/reference/components.html
index d707d7797..9b524473e 100644
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+++ b/reference/components.html
@@ -182,6 +182,13 @@
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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@@ -181,6 +181,13 @@
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diff --git a/reference/index.html b/reference/index.html
index 7ffda01c5..be799e8de 100644
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+++ b/reference/index.html
@@ -182,6 +182,13 @@
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@@ -328,6 +335,13 @@
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+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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diff --git a/reference/material.html b/reference/material.html
index 8ac838ec4..9cbe94b48 100644
--- a/reference/material.html
+++ b/reference/material.html
@@ -181,6 +181,13 @@
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+
+<li class="nav-item ">
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@@ -327,6 +334,13 @@
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+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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diff --git a/reference/models.html b/reference/models.html
index d706123d1..eacf6a9c4 100644
--- a/reference/models.html
+++ b/reference/models.html
@@ -181,6 +181,13 @@
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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@@ -327,6 +334,13 @@
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@@ -327,6 +334,13 @@
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@@ -327,6 +334,13 @@
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@@ -180,6 +180,13 @@
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17, 22], "xrayab": 12, "y": [16, 18, 22, 25, 26], "york": 20, "you": [8, 9, 10, 15, 16, 22, 23, 25], "your": [9, 10, 15], "yscale": 15, "z": [14, 16, 20, 22, 26], "zeiss": 12, "zenodo": [7, 11, 15, 16, 23], "zero": [11, 12, 16, 21, 26], "zero_loss_peak_mask_width": 16, "zeroloss": 12, "zeroloss_deconv": 12, "zeta": [16, 17, 20, 22], "zeta_factor": 17, "zeta_to_cross_sect": [13, 17, 22], "zfactor": 17, "zip": [0, 1, 3, 5, 22], "zipfil": 22, "zlp": [16, 23], "zlpc": 16, "zn": [14, 15, 17, 22], "zn_ka": 15, "zoom": 23, "zr": [12, 16, 22], "zr_l": 16, "zr_l3": 16, "zr_la": [16, 22], "zr_lb1": 22, "zr_lb2": 22, "zr_lb3": 22, "zr_lg1": 22, "zr_lg3": 22, "zr_ll": 22, "zr_ln": 22, "zucker": [14, 20], "\u00b5m": 12, "\u00ba": 26, "\u03bcm": 16}, "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 py-mod docutils literal notranslate\"><span class=\"pre\">exspy.material</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">exspy.models</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">exspy.signals</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">exspy.utils.eds</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">exspy.utils.eels</span></code>", "Computation times", "Bibliography", "Dielectric function tools", "Energy-Dispersive X-ray Spectrometry (EDS)", "Electron Energy Loss Spectroscopy", "User Guide", "Installation", "eXSpy 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diff --git a/sg_execution_times.html b/sg_execution_times.html
index efc96114a..d80f05c37 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -179,6 +179,13 @@
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 </li>
 
+
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+    Tutorial
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+
   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
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 </li>
 
+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
+  </a>
+</li>
+
   </ul>
 </nav></div>
           
@@ -432,7 +446,7 @@
                   
   <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>
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 <div class="docutils container">
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-<td><p>00:00.331</p></td>
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diff --git a/user_guide/bibliography.html b/user_guide/bibliography.html
index 6bb0f450c..8c1974889 100644
--- a/user_guide/bibliography.html
+++ b/user_guide/bibliography.html
@@ -181,6 +181,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+</li>
+
   </ul>
 </nav></div>
       
@@ -323,6 +330,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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+
   </ul>
 </nav></div>
           
diff --git a/user_guide/dielectric_function.html b/user_guide/dielectric_function.html
index 55eaafa73..006252480 100644
--- a/user_guide/dielectric_function.html
+++ b/user_guide/dielectric_function.html
@@ -182,6 +182,13 @@
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 </li>
 
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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   </ul>
 </nav></div>
       
@@ -328,6 +335,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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+
   </ul>
 </nav></div>
           
diff --git a/user_guide/eds.html b/user_guide/eds.html
index 573a8a6f5..25951ad24 100644
--- a/user_guide/eds.html
+++ b/user_guide/eds.html
@@ -181,6 +181,13 @@
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 </li>
 
+
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+    Tutorial
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   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
+    Tutorial
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+
   </ul>
 </nav></div>
           
diff --git a/user_guide/eels.html b/user_guide/eels.html
index 3d39a4ffc..db600bab9 100644
--- a/user_guide/eels.html
+++ b/user_guide/eels.html
@@ -181,6 +181,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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   </ul>
 </nav></div>
       
@@ -327,6 +334,13 @@
   </a>
 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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+
   </ul>
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index 7add37a30..db1c99622 100644
--- a/user_guide/index.html
+++ b/user_guide/index.html
@@ -182,6 +182,13 @@
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   </ul>
 </nav></div>
       
@@ -328,6 +335,13 @@
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 </li>
 
+
+<li class="nav-item ">
+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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index 3481c5f4c..3590a7965 100644
--- a/user_guide/install.html
+++ b/user_guide/install.html
@@ -181,6 +181,13 @@
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 </nav></div>
       
@@ -327,6 +334,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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index adb88df5a..0e5f3a45e 100644
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+++ b/user_guide/metadata_structure.html
@@ -181,6 +181,13 @@
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+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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+
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 </nav></div>
       
@@ -327,6 +334,13 @@
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 </li>
 
+
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+  <a class="nav-link nav-external" href="https://github.com/hyperspy/exspy-demos">
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   </ul>
 </nav></div>