diff --git a/.buildinfo b/.buildinfo
index a484c0271..0b33d881f 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: 6a1e999493629417daf63fd3e60e5d0b
+config: 25ba3277e880366c9c656e601fe3ff23
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 5b0914d90..1e687c692 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 064cef5c6..d3648feb4 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 682b02b48..65e2c4151 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 ed4407303..599402fb7 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 122a74987..fce68101c 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 10.237 seconds)
+   **Total running time of the script:** (0 minutes 7.852 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 52f8c1e78..b90205319 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 0x7fa70f6965c0>
+    Exception ignored in: <function tqdm.__del__ at 0x7fd07bc7a5c0>
     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, 1460.06it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.541 seconds)
+   **Total running time of the script:** (0 minutes 0.565 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 c4b366f86..3b1c37b83 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
 =================
-**00:11.171** total execution time for 3 files **from auto_examples/model_fitting**:
+**00:08.744** 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``)
-     - 00:10.237
+     - 00:07.852
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.541
+     - 00:00.565
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.392
+     - 00:00.326
      - 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 d7fd5c222..8256b8269 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 | 1.00017998 | 0.00215864 |       None |       None |   True
-                 k |    True | 1.01920778 | 0.08831718 |       None |       None |  False
-                x0 |    True | -0.0552203 | 0.07949800 |       None |       None |  False
+                 A |    True | 1.00186931 | 0.00207896 |       None |       None |   True
+                 k |    True | 0.97823846 | 0.07947163 |       None |       None |  False
+                x0 |    True | -0.1353676 | 0.07841803 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.392 seconds)
+   **Total running time of the script:** (0 minutes 0.326 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 11784fa73..0675d7624 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:11.171** total execution time for 3 files **from all galleries**:
+**00:08.744** 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``)
-     - 00:10.237
+     - 00:07.852
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.541
+     - 00:00.565
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.392
+     - 00:00.326
      - 0.0
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index 9a0e10d2b..4668ca505 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -471,30 +471,25 @@
 <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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 </pre></div>
 </div>
 <div class="line-block">
@@ -516,7 +511,7 @@
 <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 10.237 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 7.852 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/plot_residual.html b/auto_examples/model_fitting/plot_residual.html
index be617e33c..ab4d17b67 100644
--- a/auto_examples/model_fitting/plot_residual.html
+++ b/auto_examples/model_fitting/plot_residual.html
@@ -492,7 +492,7 @@
 <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>
 </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 0x7fa70f6965c0&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7fd07bc7a5c0&gt;
 Traceback (most recent call last):
   File &quot;/opt/hostedtoolcache/Python/3.11.8/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1148, in __del__
     self.close()
@@ -502,7 +502,7 @@
 AttributeError: &#39;tqdm_notebook&#39; object has no attribute &#39;disp&#39;
 
   0%|          | 0/10 [00:00&lt;?, ?it/s]
-100%|██████████| 10/10 [00:00&lt;00:00, 1447.01it/s]
+100%|██████████| 10/10 [00:00&lt;00:00, 1460.06it/s]
 </pre></div>
 </div>
 <p>Plot the fitted model with residual:</p>
@@ -514,7 +514,7 @@
 <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>
 </ul>
 <p>sphinx_gallery_thumbnail_number = 2</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.541 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.565 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-model-fitting-plot-residual-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
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"learning-resources"]], "Citation in the scientific literature": [[10, "citation-in-the-scientific-literature"], [11, "citation-in-the-scientific-literature"]], "License": [[10, "license"], [11, "license"]], "exspy.components": [[12, "exspy-components"]], "exspy.data": [[13, "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, "exspy.components.Vignetting"]], "volumeplasmondrude (class in exspy.components)": [[12, "exspy.components.VolumePlasmonDrude"]], "as_dictionary() (exspy.components.eelscledge method)": [[12, "exspy.components.EELSCLEdge.as_dictionary"]], "estimate_parameters() (exspy.components.pesvoigt method)": [[12, "exspy.components.PESVoigt.estimate_parameters"]], "exspy.components": [[12, "module-exspy.components"]], "fine_structure_smoothing (exspy.components.eelscledge property)": [[12, "exspy.components.EELSCLEdge.fine_structure_smoothing"]], "fix_fine_structure() (exspy.components.eelscledge method)": [[12, "exspy.components.EELSCLEdge.fix_fine_structure"]], "free_fine_structure() (exspy.components.eelscledge method)": [[12, "exspy.components.EELSCLEdge.free_fine_structure"]], "function() (exspy.components.eelscledge method)": [[12, "exspy.components.EELSCLEdge.function"]], "function_nd() (exspy.components.doublepowerlaw method)": [[12, "exspy.components.DoublePowerLaw.function_nd"]], "get_fine_structure_as_signal1d() (exspy.components.eelscledge method)": [[12, "exspy.components.EELSCLEdge.get_fine_structure_as_signal1D"]], "gui() (exspy.components.eelscledge method)": [[12, "exspy.components.EELSCLEdge.gui"]], "left_cutoff (exspy.components.doublepowerlaw attribute)": [[12, "exspy.components.DoublePowerLaw.left_cutoff"]], "module": [[12, "module-exspy.components"], [13, "module-exspy.data"], [15, "module-exspy.material"], [16, "module-exspy.models"], [17, "module-exspy.signals"]], "set_microscope_parameters() (exspy.components.eelscledge method)": [[12, "exspy.components.EELSCLEdge.set_microscope_parameters"]], "eds_sem_tm002() (in module exspy.data)": [[13, "exspy.data.EDS_SEM_TM002"]], "eds_tem_fept_nanoparticles() (in module exspy.data)": [[13, "exspy.data.EDS_TEM_FePt_nanoparticles"]], "eels_mnfe() (in module exspy.data)": [[13, "exspy.data.EELS_MnFe"]], "eels_low_loss() (in module exspy.data)": [[13, "exspy.data.EELS_low_loss"]], "eelsdb() (in module exspy.data)": [[13, "exspy.data.eelsdb"]], "exspy.data": [[13, "module-exspy.data"]], "atomic_to_weight() (in module exspy.material)": [[15, "exspy.material.atomic_to_weight"]], "density_of_mixture() (in module exspy.material)": [[15, "exspy.material.density_of_mixture"]], "exspy.material": [[15, "module-exspy.material"]], "mass_absorption_coefficient() (in module exspy.material)": [[15, "exspy.material.mass_absorption_coefficient"]], "mass_absorption_mixture() (in module exspy.material)": [[15, "exspy.material.mass_absorption_mixture"]], "weight_to_atomic() (in module exspy.material)": [[15, "exspy.material.weight_to_atomic"]], "edsmodel (class in exspy.models)": [[16, "exspy.models.EDSModel"]], "edssemmodel (class in exspy.models)": [[16, "exspy.models.EDSSEMModel"]], "edstemmodel (class in exspy.models)": [[16, "exspy.models.EDSTEMModel"]], "eelsmodel (class in exspy.models)": [[16, "exspy.models.EELSModel"]], "add_family_lines() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.add_family_lines"]], "add_polynomial_background() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.add_polynomial_background"]], "append() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.append"]], "as_dictionary() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.as_dictionary"]], "calibrate_energy_axis() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.calibrate_energy_axis"]], "calibrate_xray_lines() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.calibrate_xray_lines"]], "disable_background() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.disable_background"]], "disable_edges() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.disable_edges"]], "disable_fine_structure() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.disable_fine_structure"]], "disable_free_onset_energy() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.disable_free_onset_energy"]], "disable_xray_lines() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.disable_xray_lines"]], "enable_background() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.enable_background"]], "enable_edges() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.enable_edges"]], "enable_fine_structure() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.enable_fine_structure"]], "enable_free_onset_energy() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.enable_free_onset_energy"]], "enable_xray_lines() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.enable_xray_lines"]], "exspy.models": [[16, "module-exspy.models"]], "fit() (exspy.models.eelsmodel method)": [[16, "exspy.models.EELSModel.fit"]], "fit_background() (exspy.models.edsmodel method)": [[16, "exspy.models.EDSModel.fit_background"]], "fit_background() (exspy.models.eelsmodel method)": [[16, 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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() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.add_elements"]], "add_elements() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.add_elements"]], "add_lines() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.add_lines"]], "add_xray_lines_markers() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.add_xray_lines_markers"]], "align_zero_loss_peak() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.align_zero_loss_peak"]], "create_model() (exspy.signals.edssemspectrum method)": [[17, "exspy.signals.EDSSEMSpectrum.create_model"]], "create_model() (exspy.signals.edstemspectrum method)": [[17, "exspy.signals.EDSTEMSpectrum.create_model"]], "create_model() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.create_model"]], "decomposition() (exspy.signals.edstemspectrum method)": [[17, "exspy.signals.EDSTEMSpectrum.decomposition"]], "edges_at_energy() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.edges_at_energy"]], "estimate_background_windows() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.estimate_background_windows"]], "estimate_elastic_scattering_intensity() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_elastic_scattering_intensity"]], "estimate_elastic_scattering_threshold() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_elastic_scattering_threshold"]], "estimate_integration_windows() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.estimate_integration_windows"]], "estimate_thickness() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_thickness"]], "estimate_zero_loss_peak_centre() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.estimate_zero_loss_peak_centre"]], "exspy.signals": [[17, "module-exspy.signals"]], "fourier_log_deconvolution() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.fourier_log_deconvolution"]], "fourier_ratio_deconvolution() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.fourier_ratio_deconvolution"]], "generate_subshells() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.generate_subshells"]], "get_calibration_from() (exspy.signals.edssemspectrum method)": [[17, "exspy.signals.EDSSEMSpectrum.get_calibration_from"]], "get_calibration_from() (exspy.signals.edstemspectrum method)": [[17, "exspy.signals.EDSTEMSpectrum.get_calibration_from"]], "get_electron_energy_loss_spectrum() (exspy.signals.dielectricfunction method)": [[17, "exspy.signals.DielectricFunction.get_electron_energy_loss_spectrum"]], "get_lines_intensity() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.get_lines_intensity"]], "get_number_of_effective_electrons() (exspy.signals.dielectricfunction method)": [[17, "exspy.signals.DielectricFunction.get_number_of_effective_electrons"]], "get_probe_area() (exspy.signals.edstemspectrum method)": [[17, "exspy.signals.EDSTEMSpectrum.get_probe_area"]], "get_take_off_angle() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.get_take_off_angle"]], "get_zero_loss_peak_mask() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.get_zero_loss_peak_mask"]], "kramers_kronig_analysis() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.kramers_kronig_analysis"]], "plot() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.plot"]], "plot() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.plot"]], "power_law_extrapolation() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.power_law_extrapolation"]], "print_edges_near_energy() (exspy.signals.eelsspectrum static method)": [[17, "exspy.signals.EELSSpectrum.print_edges_near_energy"]], "quantification() (exspy.signals.edstemspectrum method)": [[17, "exspy.signals.EDSTEMSpectrum.quantification"]], "rebin() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.rebin"]], "rebin() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.rebin"]], "remove_xray_lines_markers() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.remove_xray_lines_markers"]], "richardson_lucy_deconvolution() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.richardson_lucy_deconvolution"]], "set_elements() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.set_elements"]], "set_lines() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.set_lines"]], "set_microscope_parameters() (exspy.signals.edssemspectrum method)": [[17, "exspy.signals.EDSSEMSpectrum.set_microscope_parameters"]], "set_microscope_parameters() (exspy.signals.edstemspectrum method)": [[17, "exspy.signals.EDSTEMSpectrum.set_microscope_parameters"]], "set_microscope_parameters() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.set_microscope_parameters"]], "spikes_diagnosis() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.spikes_diagnosis"]], "spikes_removal_tool() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.spikes_removal_tool"]], "sum() (exspy.signals.edsspectrum method)": [[17, "exspy.signals.EDSSpectrum.sum"]], "vacuum_mask() (exspy.signals.edstemspectrum method)": [[17, "exspy.signals.EDSTEMSpectrum.vacuum_mask"]], "vacuum_mask() (exspy.signals.eelsspectrum method)": [[17, "exspy.signals.EELSSpectrum.vacuum_mask"]]}})
\ 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", "citing", "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", 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\ No newline at end of file
diff --git a/sg_execution_times.html b/sg_execution_times.html
index 8f91d9926..11fedea86 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -440,7 +440,7 @@
                   
   <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>00:11.171</strong> total execution time for 3 files <strong>from all galleries</strong>:</p>
+<p><strong>00:08.744</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 +462,15 @@
 </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>00:10.237</p></td>
+<td><p>00:07.852</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>00:00.541</p></td>
+<td><p>00:00.565</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>00:00.392</p></td>
+<td><p>00:00.326</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>