diff --git a/.buildinfo b/.buildinfo
index b509496c1..5ad852eb6 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: f0d32603edd0d3c82c439b0a15b33533
+config: 5dc3cbe299fe605faf02ff19d5bc1c37
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 688d5623d..2248c8e3f 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 d9201571d..8ef2e8200 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 ab779d8b3..864f8ce85 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 81ad101cf..0815aef36 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 997dafa9d..6646c360f 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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      0%|                                              | 0.00/42.3M [00:00<?, ?B/s]
    100%|██████████████████████████████████████| 42.3M/42.3M [00:00<00:00, 195GB/s]
 
 
 
@@ -68,7 +68,7 @@ png file.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 33.528 seconds)
+   **Total running time of the script:** (0 minutes 8.262 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 7f7247ae1..ccfbf0ff9 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 0x7f5eca0059e0>
+    Exception ignored in: <function tqdm.__del__ at 0x7f338d3b99e0>
     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'
-
      0%|          | 0/10 [00:00<?, ?it/s]
    100%|██████████| 10/10 [00:00<00:00, 1478.59it/s]
+
      0%|          | 0/10 [00:00<?, ?it/s]
    100%|██████████| 10/10 [00:00<00:00, 1454.54it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.553 seconds)
+   **Total running time of the script:** (0 minutes 0.562 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 2a4567764..7027b9b9f 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
 =================
-**00:34.450** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:09.148** 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``)
-     - 00:33.528
+     - 00:08.262
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.553
+     - 00:00.562
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.369
+     - 00:00.323
      - 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 6fe083218..d66bd9915 100644
--- a/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt
+++ b/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt
@@ -42,9 +42,9 @@ Fit an arctan function.
     Active: True
     Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
     ============== | ======= | ========== | ========== | ========== | ========== | ======
-                 A |    True | 1.00230153 | 0.00213288 |       None |       None |   True
-                 k |    True | 1.16860784 | 0.10809514 |       None |       None |  False
-                x0 |    True | 0.02252986 | 0.07242428 |       None |       None |  False
+                 A |    True | 1.00025977 | 0.00213855 |       None |       None |   True
+                 k |    True | 0.97361073 | 0.08147353 |       None |       None |  False
+                x0 |    True | 0.05768355 | 0.08070912 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.369 seconds)
+   **Total running time of the script:** (0 minutes 0.323 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 789208c4d..ecd24cfc1 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:34.450** total execution time for 3 files **from all galleries**:
+**00:09.148** 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``)
-     - 00:33.528
+     - 00:08.262
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.553
+     - 00:00.562
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.369
+     - 00:00.323
      - 0.0
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index cab25e954..bb89a9f2c 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -457,156 +457,28 @@
 <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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\ 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 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>", "Computation times", "Bibliography", "Dielectric function tools", "Energy-Dispersive X-ray Spectrometry (EDS)", "Electron Energy Loss Spectroscopy", "User Guide", "Installation", "eXSpy Metadata Structure"], "terms": {"below": [0, 2, 9, 10, 11, 16, 21, 23], "i": [0, 2, 7, 8, 9, 10, 11, 12, 14, 15, 16, 19, 20, 21, 23, 24], "plot": [0, 1, 2, 4, 5, 12, 15, 16, 17, 21, 22], "residu": [0, 2, 4, 17], "eel": [0, 2, 4, 7, 9, 10, 11, 12, 15, 16, 17, 22], "curv": [0, 2, 4, 17, 22], "simpl": [0, 2, 4, 9, 10, 17], "arctan": [0, 2, 4, 11, 17], "download": [0, 1, 3, 5, 7, 12, 20, 21], "all": [0, 3, 8, 11, 12, 15, 16, 17, 20, 21, 23, 24], "python": [0, 1, 3, 5, 7, 8, 9, 10, 23], "sourc": [0, 1, 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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index 524decfff..f0133eaba 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -426,7 +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>00:34.450</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:09.148</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" />
@@ -448,15 +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>00:33.528</p></td>
+<td><p>00:08.262</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>00:00.553</p></td>
+<td><p>00:00.562</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>00:00.369</p></td>
+<td><p>00:00.323</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>