diff --git a/.buildinfo b/.buildinfo
index 728b7558f..aceb4483b 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: eef295864db9395f3fb5d817a2bebf99
+config: a94e16e265dd045700d0d247d83d6549
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 59b1d7986..437ee5040 100644
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diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index 076942b4a..fc0a6f01c 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 8f8fec03f..7dede1b2f 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 e19e35fc8..4ffa4ad50 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 cc83280e5..3340cc911 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 12.474 seconds)
+   **Total running time of the script:** (0 minutes 8.389 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 1bb5f9e09..8195a10b1 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 0x7fc3a8fc63e0>
+    Exception ignored in: <function tqdm.__del__ at 0x7fe7d11323e0>
     Traceback (most recent call last):
       File "/opt/hostedtoolcache/Python/3.11.6/x64/lib/python3.11/site-packages/tqdm/std.py", line 1149, 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, 1492.69it/s]
 
 
 
@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.820 seconds)
+   **Total running time of the script:** (0 minutes 0.549 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 146cfc18c..fde113095 100644
--- a/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
+++ b/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
@@ -6,12 +6,12 @@
 
 Computation times
 =================
-**00:13.864** total execution time for **auto_examples_model_fitting** files:
+**00:09.299** total execution time for **auto_examples_model_fitting** files:
 
 +-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_model_fitting_EELS_curve_fitting.py` (``EELS_curve_fitting.py``) | 00:12.474 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_model_fitting_EELS_curve_fitting.py` (``EELS_curve_fitting.py``) | 00:08.389 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)           | 00:00.820 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)           | 00:00.549 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)   | 00:00.569 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)   | 00:00.361 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------+-----------+--------+
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 6a462bdf2..46f97ad4e 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 | 1.00157156 | 0.00211812 |       None |       None |   True
-                 k |    True | 1.02235982 | 0.08698788 |       None |       None |  False
-                x0 |    True | -0.0170082 | 0.07770350 |       None |       None |  False
+                 A |    True | 0.99725277 | 0.00212542 |       None |       None |   True
+                 k |    True | 1.12945143 | 0.10212502 |       None |       None |  False
+                x0 |    True | 0.11612573 | 0.07452040 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.569 seconds)
+   **Total running time of the script:** (0 minutes 0.361 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_simple_arctan_fit.py:
diff --git a/_sources/user_guide/eels.rst.txt b/_sources/user_guide/eels.rst.txt
index 12a56f09f..fd1066e71 100644
--- a/_sources/user_guide/eels.rst.txt
+++ b/_sources/user_guide/eels.rst.txt
@@ -258,6 +258,8 @@ automatically, named after its element symbol:
     >>> m.components.B_K
     <B_K (EELSCLEdge component)>
 
+.. _eels.GOS:
+
 Generalised Oscillator Strengths
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
 Fitting EELS edges requires a model for the so-called *Generalised Oscillator
@@ -385,7 +387,7 @@ edge functionalities:
 * :py:meth:`~.models.EELSModel.fix_fine_structure`
 * :py:meth:`~.models.EELSModel.free_fine_structure`
 
-
+.. _eels.fine_structure:
 
 Fine structure analysis
 ^^^^^^^^^^^^^^^^^^^^^^^
@@ -476,9 +478,6 @@ structure width. It is possible to suspend this feature by calling
 To resume it use
 :py:meth:`~.models.EELSModel.suspend_auto_fine_structure_width`
 
-.. versionadded:: 2.0
-   Fine structure analysis
-
 Fine structure analysis
 """""""""""""""""""""""
 
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index a9fffcaa3..5117241f9 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -475,33 +475,28 @@
 <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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 </pre></div>
 </div>
 <div class="line-block">
@@ -523,7 +518,7 @@
 <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 12.474 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 8.389 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-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/86765c53e9a284bd44b7eb1be67baf6e/EELS_curve_fitting.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">EELS_curve_fitting.py</span></code></a></p>
diff --git a/auto_examples/model_fitting/plot_residual.html b/auto_examples/model_fitting/plot_residual.html
index c3823bf4f..f8a42f6c4 100644
--- a/auto_examples/model_fitting/plot_residual.html
+++ b/auto_examples/model_fitting/plot_residual.html
@@ -496,7 +496,7 @@
 <div class="highlight-default 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>
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   File &quot;/opt/hostedtoolcache/Python/3.11.6/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1149, in __del__
     self.close()
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   0%|          | 0/10 [00:00&lt;?, ?it/s]
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 </div>
 <p>Plot the fitted model with residual:</p>
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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 417612d28..3a34a193f 100644
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-<p><strong>00:13.864</strong> total execution time for <strong>auto_examples_model_fitting</strong> files:</p>
+<p><strong>00:09.299</strong> total execution time for <strong>auto_examples_model_fitting</strong> files:</p>
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 Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
 ============== | ======= | ========== | ========== | ========== | ========== | ======
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diff --git a/changes.html b/changes.html
index e9366ec92..80c87bdb5 100644
--- a/changes.html
+++ b/changes.html
@@ -449,11 +449,18 @@ <h1>Changelog<a class="headerlink" href="#changelog" title="Link to this heading
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 <section id="dev0-unreleased">
 <h2>0.1.dev0 (UNRELEASED)<a class="headerlink" href="#dev0-unreleased" title="Link to this heading">#</a></h2>
+<ul class="simple">
+<li><p>Support for tabulated <a class="reference internal" href="user_guide/eels.html#eels-gos"><span class="std std-ref">Generalised Oscillator Strengths (GOS)</span></a> using the
+<a class="reference external" href="https://gitlab.com/gguzzina/gosh">GOSH</a> open file format. By default, a freely
+usable dataset is downloaded from <a class="reference external" href="https://zenodo.org/record/6599071">doi:10.5281/zenodo.7645765</a>
+(<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3082">HyperSpy #3082</a>)</p></li>
+<li><p>Add functionality to fit the <a class="reference internal" href="user_guide/eels.html#eels-fine-structure"><span class="std std-ref">EELS fine structure</span></a> using components, e.g. <a class="reference external" href="https://hyperspy.org/hyperspy-doc/dev/reference/api.model/components1D.html#hyperspy.api.model.components1D.Gaussian" title="(in HyperSpy v2.0.dev0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">hyperspy.api.model.components1D.Gaussian</span></code></a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3206">HyperSpy #3206</a>)</p></li>
+</ul>
 </section>
-<section id="initiation-2023-09-30">
-<h2>Initiation (2023-09-30)<a class="headerlink" href="#initiation-2023-09-30" title="Link to this heading">#</a></h2>
+<section id="initiation-2023-10-28">
+<h2>Initiation (2023-10-28)<a class="headerlink" href="#initiation-2023-10-28" title="Link to this heading">#</a></h2>
 <ul class="simple">
-<li><p>exSpy was split out of the <a class="reference external" href="https://github.com/hyperspy/hyperspy">HyperSpy repository</a> on Oct. 30, 2023. The X-ray energy
+<li><p>exSpy was split out of the <a class="reference external" href="https://github.com/hyperspy/hyperspy">HyperSpy repository</a> on Oct. 28, 2023. The X-ray energy
 dispersive spectroscopy (EDS) and energy electron loss spectroscopy (EELS)
 functionalities so far developed in HyperSpy were moved to the
 <a class="reference external" href="https://github.com/hyperspy/exspy">exSpy repository</a>.</p></li>
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\ No newline at end of file
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Getting Started": [[22, "getting-started"]], "Installation using pip": [[22, "installation-using-pip"]], "Updating the package": [[22, "updating-the-package"]], "exSpy Metadata Structure": [[23, "exspy-metadata-structure"]], "General": [[23, "general"]], "Sample": [[23, "sample"]], "Signal": [[23, "signal"]], "Acquisition_instrument": [[23, "acquisition-instrument"]], "TEM": [[23, "tem"]], "SEM": [[23, "sem"]], "Stage": [[23, "stage"]], "Detector": [[23, "detector"]], "EELS": [[23, "eels"]], "EDS": [[23, "eds"]]}, "indexentries": {"doublepowerlaw (class in exspy.components)": [[11, "exspy.components.DoublePowerLaw"]], "eelsarctan (class in exspy.components)": [[11, "exspy.components.EELSArctan"]], "eelscledge (class in exspy.components)": [[11, "exspy.components.EELSCLEdge"]], "pesvoigt (class in exspy.components)": [[11, "exspy.components.PESVoigt"]], "see (class in exspy.components)": [[11, "exspy.components.SEE"]], "vignetting (class in exspy.components)": [[11, "exspy.components.Vignetting"]], "volumeplasmondrude (class in exspy.components)": [[11, "exspy.components.VolumePlasmonDrude"]], "as_dictionary() (exspy.components.eelscledge method)": [[11, "exspy.components.EELSCLEdge.as_dictionary"]], "estimate_parameters() (exspy.components.pesvoigt method)": [[11, "exspy.components.PESVoigt.estimate_parameters"]], "exspy.components": [[11, "module-exspy.components"]], "fine_structure_smoothing (exspy.components.eelscledge property)": [[11, "exspy.components.EELSCLEdge.fine_structure_smoothing"]], "fix_fine_structure() (exspy.components.eelscledge method)": [[11, "exspy.components.EELSCLEdge.fix_fine_structure"]], "free_fine_structure() (exspy.components.eelscledge method)": [[11, "exspy.components.EELSCLEdge.free_fine_structure"]], "function() (exspy.components.eelscledge method)": [[11, "exspy.components.EELSCLEdge.function"]], "function_nd() (exspy.components.doublepowerlaw method)": [[11, "exspy.components.DoublePowerLaw.function_nd"]], "get_fine_structure_as_signal1d() (exspy.components.eelscledge method)": [[11, "exspy.components.EELSCLEdge.get_fine_structure_as_signal1D"]], "gui() (exspy.components.eelscledge method)": [[11, "exspy.components.EELSCLEdge.gui"]], "left_cutoff (exspy.components.doublepowerlaw attribute)": [[11, "exspy.components.DoublePowerLaw.left_cutoff"]], "module": [[11, "module-exspy.components"], [12, "module-exspy.data"], [14, "module-exspy.material"], [15, "module-exspy.models"], [16, "module-exspy.signals"]], "set_microscope_parameters() (exspy.components.eelscledge method)": [[11, "exspy.components.EELSCLEdge.set_microscope_parameters"]], "eds_sem_tm002() (in module exspy.data)": [[12, "exspy.data.EDS_SEM_TM002"]], "eds_tem_fept_nanoparticles() (in module exspy.data)": [[12, "exspy.data.EDS_TEM_FePt_nanoparticles"]], "eels_mnfe() (in module exspy.data)": [[12, "exspy.data.EELS_MnFe"]], "eels_low_loss() (in module exspy.data)": [[12, "exspy.data.EELS_low_loss"]], "eelsdb() (in module exspy.data)": [[12, "exspy.data.eelsdb"]], "exspy.data": [[12, "module-exspy.data"]], "atomic_to_weight() (in module exspy.material)": [[14, "exspy.material.atomic_to_weight"]], "density_of_mixture() (in module exspy.material)": [[14, "exspy.material.density_of_mixture"]], "exspy.material": [[14, "module-exspy.material"]], "mass_absorption_coefficient() (in module exspy.material)": [[14, "exspy.material.mass_absorption_coefficient"]], "mass_absorption_mixture() (in module exspy.material)": [[14, "exspy.material.mass_absorption_mixture"]], "weight_to_atomic() (in module exspy.material)": [[14, "exspy.material.weight_to_atomic"]], "edsmodel (class in exspy.models)": [[15, "exspy.models.EDSModel"]], "edssemmodel (class in exspy.models)": [[15, "exspy.models.EDSSEMModel"]], "edstemmodel (class in exspy.models)": [[15, "exspy.models.EDSTEMModel"]], "eelsmodel (class in exspy.models)": [[15, "exspy.models.EELSModel"]], "add_family_lines() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.add_family_lines"]], "add_polynomial_background() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.add_polynomial_background"]], "append() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.append"]], "as_dictionary() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.as_dictionary"]], "calibrate_energy_axis() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.calibrate_energy_axis"]], "calibrate_xray_lines() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.calibrate_xray_lines"]], "disable_background() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.disable_background"]], "disable_edges() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.disable_edges"]], "disable_fine_structure() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.disable_fine_structure"]], "disable_free_onset_energy() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.disable_free_onset_energy"]], "disable_xray_lines() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.disable_xray_lines"]], "enable_background() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.enable_background"]], "enable_edges() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.enable_edges"]], "enable_fine_structure() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.enable_fine_structure"]], "enable_free_onset_energy() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.enable_free_onset_energy"]], "enable_xray_lines() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.enable_xray_lines"]], "exspy.models": [[15, "module-exspy.models"]], "fit() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.fit"]], "fit_background() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.fit_background"]], "fit_background() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.fit_background"]], "fix_background() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.fix_background"]], "fix_edges() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.fix_edges"]], "fix_fine_structure() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.fix_fine_structure"]], "fix_sub_xray_lines_weight() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.fix_sub_xray_lines_weight"]], "fix_xray_lines_energy() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.fix_xray_lines_energy"]], "fix_xray_lines_width() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.fix_xray_lines_width"]], "free_background() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.free_background"]], "free_edges() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.free_edges"]], "free_fine_structure() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.free_fine_structure"]], "free_sub_xray_lines_weight() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.free_sub_xray_lines_weight"]], "free_xray_lines_energy() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.free_xray_lines_energy"]], "free_xray_lines_width() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.free_xray_lines_width"]], "get_lines_intensity() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.get_lines_intensity"]], "quantify() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.quantify"]], "remove() (exspy.models.edsmodel method)": [[15, "exspy.models.EDSModel.remove"]], "remove() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.remove"]], "remove_fine_structure_data() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.remove_fine_structure_data"]], "resolve_fine_structure() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.resolve_fine_structure"]], "resume_auto_fine_structure_width() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.resume_auto_fine_structure_width"]], "set_all_edges_intensities_positive() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.set_all_edges_intensities_positive"]], "set_convolution_axis() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.set_convolution_axis"]], "smart_fit() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.smart_fit"]], "suspend_auto_fine_structure_width() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.suspend_auto_fine_structure_width"]], "two_area_background_estimation() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.two_area_background_estimation"]], "unset_all_edges_intensities_positive() (exspy.models.eelsmodel method)": [[15, "exspy.models.EELSModel.unset_all_edges_intensities_positive"]], "cl_get_mass_thickness() (exspy.signals.edstemspectrum static method)": [[16, "exspy.signals.EDSTEMSpectrum.CL_get_mass_thickness"]], "dielectricfunction (class in exspy.signals)": [[16, "exspy.signals.DielectricFunction"]], "edssemspectrum (class in exspy.signals)": [[16, "exspy.signals.EDSSEMSpectrum"]], "edsspectrum (class in exspy.signals)": [[16, "exspy.signals.EDSSpectrum"]], "edstemspectrum (class in exspy.signals)": [[16, "exspy.signals.EDSTEMSpectrum"]], "eelsspectrum (class in exspy.signals)": [[16, "exspy.signals.EELSSpectrum"]], "lazydielectricfunction (class in exspy.signals)": [[16, "exspy.signals.LazyDielectricFunction"]], "lazyedssemspectrum (class in exspy.signals)": [[16, "exspy.signals.LazyEDSSEMSpectrum"]], "lazyedsspectrum (class in exspy.signals)": [[16, "exspy.signals.LazyEDSSpectrum"]], "lazyedstemspectrum (class in exspy.signals)": [[16, "exspy.signals.LazyEDSTEMSpectrum"]], "lazyeelsspectrum (class in exspy.signals)": [[16, "exspy.signals.LazyEELSSpectrum"]], "add_elements() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.add_elements"]], "add_elements() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.add_elements"]], "add_lines() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.add_lines"]], "add_xray_lines_markers() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.add_xray_lines_markers"]], "align_zero_loss_peak() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.align_zero_loss_peak"]], "create_model() (exspy.signals.edssemspectrum method)": [[16, "exspy.signals.EDSSEMSpectrum.create_model"]], "create_model() (exspy.signals.edstemspectrum method)": [[16, "exspy.signals.EDSTEMSpectrum.create_model"]], "create_model() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.create_model"]], "decomposition() (exspy.signals.edstemspectrum method)": [[16, "exspy.signals.EDSTEMSpectrum.decomposition"]], "edges_at_energy() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.edges_at_energy"]], "estimate_background_windows() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.estimate_background_windows"]], "estimate_elastic_scattering_intensity() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.estimate_elastic_scattering_intensity"]], "estimate_elastic_scattering_threshold() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.estimate_elastic_scattering_threshold"]], "estimate_integration_windows() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.estimate_integration_windows"]], "estimate_thickness() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.estimate_thickness"]], "estimate_zero_loss_peak_centre() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.estimate_zero_loss_peak_centre"]], "exspy.signals": [[16, "module-exspy.signals"]], "fourier_log_deconvolution() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.fourier_log_deconvolution"]], "fourier_ratio_deconvolution() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.fourier_ratio_deconvolution"]], "generate_subshells() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.generate_subshells"]], "get_calibration_from() (exspy.signals.edssemspectrum method)": [[16, "exspy.signals.EDSSEMSpectrum.get_calibration_from"]], "get_calibration_from() (exspy.signals.edstemspectrum method)": [[16, "exspy.signals.EDSTEMSpectrum.get_calibration_from"]], "get_electron_energy_loss_spectrum() (exspy.signals.dielectricfunction method)": [[16, "exspy.signals.DielectricFunction.get_electron_energy_loss_spectrum"]], "get_lines_intensity() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.get_lines_intensity"]], "get_number_of_effective_electrons() (exspy.signals.dielectricfunction method)": [[16, "exspy.signals.DielectricFunction.get_number_of_effective_electrons"]], "get_probe_area() (exspy.signals.edstemspectrum method)": [[16, "exspy.signals.EDSTEMSpectrum.get_probe_area"]], "get_take_off_angle() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.get_take_off_angle"]], "get_zero_loss_peak_mask() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.get_zero_loss_peak_mask"]], "kramers_kronig_analysis() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.kramers_kronig_analysis"]], "plot() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.plot"]], "plot() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.plot"]], "power_law_extrapolation() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.power_law_extrapolation"]], "print_edges_near_energy() (exspy.signals.eelsspectrum static method)": [[16, "exspy.signals.EELSSpectrum.print_edges_near_energy"]], "quantification() (exspy.signals.edstemspectrum method)": [[16, "exspy.signals.EDSTEMSpectrum.quantification"]], "rebin() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.rebin"]], "rebin() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.rebin"]], "remove_xray_lines_markers() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.remove_xray_lines_markers"]], "richardson_lucy_deconvolution() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.richardson_lucy_deconvolution"]], "set_elements() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.set_elements"]], "set_lines() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.set_lines"]], "set_microscope_parameters() (exspy.signals.edssemspectrum method)": [[16, "exspy.signals.EDSSEMSpectrum.set_microscope_parameters"]], "set_microscope_parameters() (exspy.signals.edstemspectrum method)": [[16, "exspy.signals.EDSTEMSpectrum.set_microscope_parameters"]], "set_microscope_parameters() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.set_microscope_parameters"]], "spikes_diagnosis() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.spikes_diagnosis"]], "spikes_removal_tool() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.spikes_removal_tool"]], "sum() (exspy.signals.edsspectrum method)": [[16, "exspy.signals.EDSSpectrum.sum"]], "vacuum_mask() (exspy.signals.edstemspectrum method)": [[16, "exspy.signals.EDSTEMSpectrum.vacuum_mask"]], "vacuum_mask() (exspy.signals.eelsspectrum method)": [[16, "exspy.signals.EELSSpectrum.vacuum_mask"]]}})
\ No newline at end of file
diff --git a/user_guide/eels.html b/user_guide/eels.html
index cc68d6340..f4d7afa3e 100644
--- a/user_guide/eels.html
+++ b/user_guide/eels.html
@@ -669,7 +669,7 @@ <h3>Creating model<a class="headerlink" href="#creating-model" title="Link to th
 </div>
 </section>
 <section id="generalised-oscillator-strengths">
-<h3>Generalised Oscillator Strengths<a class="headerlink" href="#generalised-oscillator-strengths" title="Link to this heading">#</a></h3>
+<span id="eels-gos"></span><h3>Generalised Oscillator Strengths<a class="headerlink" href="#generalised-oscillator-strengths" title="Link to this heading">#</a></h3>
 <p>Fitting EELS edges requires a model for the so-called <em>Generalised Oscillator
 Strengths</em> (GOS). In this example, both edges shown are K Edges, which can be fitted
 using an analytical model for the GOS. Fitting L edge gives more accurate
@@ -777,7 +777,7 @@ <h3>Fitting model<a class="headerlink" href="#fitting-model" title="Link to this
 </ul>
 </section>
 <section id="fine-structure-analysis">
-<h3>Fine structure analysis<a class="headerlink" href="#fine-structure-analysis" title="Link to this heading">#</a></h3>
+<span id="eels-fine-structure"></span><h3>Fine structure analysis<a class="headerlink" href="#fine-structure-analysis" title="Link to this heading">#</a></h3>
 <p>The fine structure of an EELS ionization edge manifests as distinct features within
 the first few tens of eVs energy. It is due to variations in the electron’s energy
 loss probability caused by the interactions with the material’s electronic structure.
@@ -852,9 +852,6 @@ <h3>Fine structure analysis<a class="headerlink" href="#fine-structure-analysis"
 <a class="reference internal" href="../reference/models.html#exspy.models.EELSModel.suspend_auto_fine_structure_width" title="exspy.models.EELSModel.suspend_auto_fine_structure_width"><code class="xref py py-meth docutils literal notranslate"><span class="pre">suspend_auto_fine_structure_width()</span></code></a>.
 To resume it use
 <a class="reference internal" href="../reference/models.html#exspy.models.EELSModel.suspend_auto_fine_structure_width" title="exspy.models.EELSModel.suspend_auto_fine_structure_width"><code class="xref py py-meth docutils literal notranslate"><span class="pre">suspend_auto_fine_structure_width()</span></code></a></p>
-<div class="versionadded">
-<p><span class="versionmodified added">New in version 2.0: </span>Fine structure analysis</p>
-</div>
 <section id="id1">
 <h4>Fine structure analysis<a class="headerlink" href="#id1" title="Link to this heading">#</a></h4>
 <p>Fine structure analysis consists on measuring different features of the fine structure