diff --git a/.buildinfo b/.buildinfo
index 04753f1de..5f0b5bc5f 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: bbe496c2a4d8555fab932952429fd957
+config: 237bf093caca6f44991acb3c6dfc93f7
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/037b5aa4752b41748abf69bba9d1cbe4/EELS_curve_fitting.ipynb b/_downloads/037b5aa4752b41748abf69bba9d1cbe4/EELS_curve_fitting.ipynb
index 179ffa60a..79e5cda1e 100644
--- a/_downloads/037b5aa4752b41748abf69bba9d1cbe4/EELS_curve_fitting.ipynb
+++ b/_downloads/037b5aa4752b41748abf69bba9d1cbe4/EELS_curve_fitting.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.7"
+      "version": "3.11.8"
     }
   },
   "nbformat": 4,
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index d590473fc..e40d2fc19 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 8d0c8850a..13c627f50 100644
Binary files a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ
diff --git a/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb b/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb
index eaca56157..c2c79cbd1 100644
--- a/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb
+++ b/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb
@@ -132,7 +132,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.7"
+      "version": "3.11.8"
     }
   },
   "nbformat": 4,
diff --git a/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb b/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb
index 5db23efb5..b75a27ee5 100644
--- a/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb
+++ b/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.7"
+      "version": "3.11.8"
     }
   },
   "nbformat": 4,
diff --git a/_images/sphx_glr_simple_arctan_fit_001.png b/_images/sphx_glr_simple_arctan_fit_001.png
index 28c74a0b1..80dbd6c95 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 278b189c1..8485b85f8 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 05c3e99bb..9360b68ac 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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+
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@@ -68,7 +68,7 @@ png file.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 8.694 seconds)
+   **Total running time of the script:** (0 minutes 9.440 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 a47ec6b4a..c6ce7499c 100644
--- 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 0x7fa362ffe7a0>
+    Exception ignored in: <function tqdm.__del__ at 0x7fbbc9be67a0>
     Traceback (most recent call last):
-      File "/opt/hostedtoolcache/Python/3.11.7/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
+      File "/opt/hostedtoolcache/Python/3.11.8/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
         self.close()
-      File "/opt/hostedtoolcache/Python/3.11.7/x64/lib/python3.11/site-packages/tqdm/notebook.py", line 279, in close
+      File "/opt/hostedtoolcache/Python/3.11.8/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'
-
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+
      0%|          | 0/10 [00:00<?, ?it/s]
    100%|██████████| 10/10 [00:00<00:00, 1426.93it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.557 seconds)
+   **Total running time of the script:** (0 minutes 0.577 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 55a9975c5..4ded5bf82 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
 =================
-**00:09.622** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:10.360** 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``)
-     - 00:08.694
+     - 00:09.440
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.557
+     - 00:00.577
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.371
+     - 00:00.343
      - 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 9a6b7f3f0..725103826 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 | 0.99824245 | 0.00208327 |       None |       None |   True
-                 k |    True | 1.02446415 | 0.08611156 |       None |       None |  False
-                x0 |    True | 0.03523775 | 0.07661438 |       None |       None |  False
+                 A |    True | 1.00078460 | 0.00210923 |       None |       None |   True
+                 k |    True | 1.10934261 | 0.09853652 |       None |       None |  False
+                x0 |    True | 0.03688636 | 0.07399682 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.371 seconds)
+   **Total running time of the script:** (0 minutes 0.343 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 b788713f3..af759d7d5 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:09.622** total execution time for 3 files **from all galleries**:
+**00:10.360** 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``)
-     - 00:08.694
+     - 00:09.440
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.557
+     - 00:00.577
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.371
+     - 00:00.343
      - 0.0
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index 9d7312310..2827d4dbe 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -473,27 +473,34 @@
 <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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+100%|██████████████████████████████████████| 42.3M/42.3M [00:00&lt;00:00, 187GB/s]
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\ No newline at end of file
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"exspy-data"]], "Reference": [[14, "reference"], [14, null]], "exspy.material": [[15, "exspy-material"]], "exspy.models": [[16, "exspy-models"]], "exspy.signals": [[17, "exspy-signals"]], "Bibliography": [[19, "bibliography"]], "Dielectric function tools": [[20, "dielectric-function-tools"]], "Number of effective electrons": [[20, "number-of-effective-electrons"]], "Compute the electron energy-loss signal": [[20, "compute-the-electron-energy-loss-signal"]], "Energy-Dispersive X-ray Spectrometry (EDS)": [[21, "energy-dispersive-x-ray-spectrometry-eds"]], "Spectrum loading and parameters": [[21, "spectrum-loading-and-parameters"]], "Loading data": [[21, "loading-data"]], "Microscope and detector parameters": [[21, "microscope-and-detector-parameters"]], "Energy axis": [[21, "energy-axis"]], "Copying spectrum calibration": [[21, "copying-spectrum-calibration"]], "Describing the sample": [[21, "describing-the-sample"]], "Elements": [[21, "elements"]], "X-ray lines": [[21, "x-ray-lines"]], "Elemental database": [[21, "elemental-database"]], "Finding elements from energy": [[21, "finding-elements-from-energy"]], "Plotting": [[21, "plotting"]], "Plotting X-ray lines": [[21, "plotting-x-ray-lines"]], "Getting the intensity of an X-ray line": [[21, "getting-the-intensity-of-an-x-ray-line"]], "Background subtraction": [[21, "background-subtraction"]], "EDS curve fitting": [[21, "eds-curve-fitting"]], "EDS Quantification": [[21, "eds-quantification"]], "Absorption Correction": [[21, "absorption-correction"]], "Utils": [[21, "utils"]], "Mass absorption coefficient database": [[21, "mass-absorption-coefficient-database"]], "Electron and X-ray range": [[21, "electron-and-x-ray-range"]], "Electron Energy Loss Spectroscopy": [[22, "electron-energy-loss-spectroscopy"]], "Tools for EELS data analysis": [[22, "tools-for-eels-data-analysis"]], "Elemental composition of the sample": [[22, "elemental-composition-of-the-sample"]], "Thickness estimation": [[22, "thickness-estimation"]], "Zero-loss peak centre and alignment": [[22, "zero-loss-peak-centre-and-alignment"]], "Deconvolutions": [[22, "deconvolutions"]], "Estimate elastic scattering intensity": [[22, "estimate-elastic-scattering-intensity"]], "Kramers-Kronig Analysis": [[22, "kramers-kronig-analysis"]], "Creating model": [[22, "creating-model"]], "Generalised Oscillator Strengths": [[22, "generalised-oscillator-strengths"]], "Fitting model": [[22, "fitting-model"]], "Fine structure analysis": [[22, "fine-structure-analysis"], [22, "id1"]], "User Guide": [[23, "user-guide"]], "Installation": [[24, "installation"]], "Installation using conda": [[24, "installation-using-conda"]], "1. 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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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index d327533cf..55e87ac21 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -442,7 +442,7 @@
                   
   <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>00:09.622</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:10.360</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" />
@@ -464,15 +464,15 @@
 </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>00:08.694</p></td>
+<td><p>00:09.440</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>00:00.557</p></td>
+<td><p>00:00.577</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>00:00.371</p></td>
+<td><p>00:00.343</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>