diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
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diff --git a/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip b/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip
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diff --git a/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip b/_downloads/3b9b969a6a4343ec82db54cb1db2df83/EELS_curve_fitting.zip
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diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
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diff --git a/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip b/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip
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diff --git a/_images/sphx_glr_simple_arctan_fit_001.png b/_images/sphx_glr_simple_arctan_fit_001.png
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diff --git a/_images/sphx_glr_simple_arctan_fit_thumb.png b/_images/sphx_glr_simple_arctan_fit_thumb.png
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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 65e266fd5..6217e33ff 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 58.553 seconds)
+   **Total running time of the script:** (0 minutes 21.637 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 cf382b7f0..2874d279d 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 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()
@@ -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, 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
index 2765eaa8c..d5f1c6bc1 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
 =================
-**00:59.368** 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
index cd5bdbe6e..e29f0eb96 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 | 0.99956833 | 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
index 5d02cc683..a9694f0ee 100644
--- 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
index de42cb1e5..626444583 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -463,279 +463,64 @@
 <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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   0%|                                              | 0.00/42.3M [00:00&lt;?, ?B/s]
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+100%|██████████████████████████████████████| 42.3M/42.3M [00:00&lt;00:00, 234GB/s]
 
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+  0%|                                     | 14.3k/66.1M [00:00&lt;12:32, 87.8kB/s]
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+  1%|▎                                     | 602k/66.1M [00:00&lt;01:02, 1.05MB/s]
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+ 91%|█████████████████████████████████▋   | 60.2M/66.1M [00:04&lt;00:00, 17.1MB/s]
+ 95%|███████████████████████████████████▎ | 63.0M/66.1M [00:04&lt;00:00, 17.3MB/s]
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\ No newline at end of file
+Search.setIndex({"alltitles": {" [UNRELEASED] (2024-09-02)": [[7, "release-unreleased-2024-09-02"]], "0.1 (2023-12-03)": [[7, "id19"]], "0.2 (2024-04-10)": [[7, "id10"]], "0.2.1 (2024-07-12)": [[7, "id4"]], "1. Creating a conda environment": [[25, "creating-a-conda-environment"]], "2. Installing the package in the new environment": [[25, "installing-the-package-in-the-new-environment"]], "3. 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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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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index 9873cad9b..efc96114a 100644
--- 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>