diff --git a/.buildinfo b/.buildinfo
index 0ffb72987..081d2feec 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: f915b5adbb4fef6e8a1690187985373d
+config: f6346653c7715fb8b80ee6f06ec91f43
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index e032d5b35..15c52de3f 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 ea14f090d..e0b462f33 100644
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diff --git a/_images/sphx_glr_EELS_curve_fitting_001.png b/_images/sphx_glr_EELS_curve_fitting_001.png
index 92b4815cc..4b5f61d97 100644
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diff --git a/_images/sphx_glr_EELS_curve_fitting_thumb.png b/_images/sphx_glr_EELS_curve_fitting_thumb.png
index f11ac3f8a..9b7787399 100644
Binary files a/_images/sphx_glr_EELS_curve_fitting_thumb.png and b/_images/sphx_glr_EELS_curve_fitting_thumb.png differ
diff --git a/_images/sphx_glr_simple_arctan_fit_001.png b/_images/sphx_glr_simple_arctan_fit_001.png
index 8332b6cd2..2f8fdaf89 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 050a5af46..4d168b9b8 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 8b03ab9b1..92fc6311a 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 8.125 seconds)
+   **Total running time of the script:** (0 minutes 10.531 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 23a163114..17aec6d4a 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 0x7fcf83717100>
+    Exception ignored in: <function tqdm.__del__ at 0x7f5416fdf100>
     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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@@ -164,7 +164,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.958 seconds)
+   **Total running time of the script:** (0 minutes 2.280 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 d35efcf90..50973afdd 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
 =================
-**00:10.463** total execution time for **auto_examples_model_fitting** files:
+**00:13.350** total execution time for **auto_examples_model_fitting** files:
 
 +-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_model_fitting_EELS_curve_fitting.py` (``EELS_curve_fitting.py``) | 00:08.125 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_model_fitting_EELS_curve_fitting.py` (``EELS_curve_fitting.py``) | 00:10.531 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)           | 00:01.958 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)           | 00:02.280 | 0.0 MB |
 +-----------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)   | 00:00.380 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)   | 00:00.538 | 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 7a03eb897..a4b414be6 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 | 0.99855480 | 0.00206959 |       None |       None |   True
-                 k |    True | 0.93535237 | 0.07419972 |       None |       None |  False
-                x0 |    True | 0.08304479 | 0.07994662 |       None |       None |  False
+                 A |    True | 0.99521504 | 0.00215950 |       None |       None |   True
+                 k |    True | 0.97672773 | 0.08311236 |       None |       None |  False
+                x0 |    True | 0.03500657 | 0.08173695 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.380 seconds)
+   **Total running time of the script:** (0 minutes 0.538 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_simple_arctan_fit.py:
diff --git a/auto_examples/model_fitting/EELS_curve_fitting.html b/auto_examples/model_fitting/EELS_curve_fitting.html
index f9416ea86..115b4a0b0 100644
--- a/auto_examples/model_fitting/EELS_curve_fitting.html
+++ b/auto_examples/model_fitting/EELS_curve_fitting.html
@@ -475,25 +475,35 @@
 <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">
@@ -515,7 +525,7 @@
 <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 8.125 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 10.531 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 d181ee4b6..6e2b462b0 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>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7fcf83717100&gt;
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Exception ignored in: &lt;function tqdm.__del__ at 0x7f5416fdf100&gt;
 Traceback (most recent call last):
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+ 20%|██        | 2/10 [00:01&lt;00:06,  1.30it/s]
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\ No newline at end of file
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"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, 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(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, 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"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/metadata_structure.html b/user_guide/metadata_structure.html
index 0f267c2a5..13fb16e75 100644
--- a/user_guide/metadata_structure.html
+++ b/user_guide/metadata_structure.html
@@ -475,9 +475,9 @@
 label followed by the <code class="docutils literal notranslate"><span class="pre">_units</span></code> suffix.</p>
 <p>Besides directly accessing the metadata tree structure, e.g.
 <code class="docutils literal notranslate"><span class="pre">s.metadata.Signal.signal_type</span></code>, the HyperSpy methods
-<code class="xref py py-meth docutils literal notranslate"><span class="pre">hyperspy.misc.utils.DictionaryTreeBrowser.set_item()</span></code>,
-<code class="xref py py-meth docutils literal notranslate"><span class="pre">hyperspy.misc.utils.DictionaryTreeBrowser.has_item()</span></code> and
-<code class="xref py py-meth docutils literal notranslate"><span class="pre">hyperspy.misc.utils.DictionaryTreeBrowser.get_item()</span></code>
+<a class="reference external" href="https://hyperspy.org/hyperspy-doc/dev/reference/utils/index.html#hyperspy.misc.utils.DictionaryTreeBrowser.set_item" title="(in HyperSpy v2.0.dev0)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">hyperspy.misc.utils.DictionaryTreeBrowser.set_item()</span></code></a>,
+<a class="reference external" href="https://hyperspy.org/hyperspy-doc/dev/reference/utils/index.html#hyperspy.misc.utils.DictionaryTreeBrowser.has_item" title="(in HyperSpy v2.0.dev0)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">hyperspy.misc.utils.DictionaryTreeBrowser.has_item()</span></code></a> and
+<a class="reference external" href="https://hyperspy.org/hyperspy-doc/dev/reference/utils/index.html#hyperspy.misc.utils.DictionaryTreeBrowser.get_item" title="(in HyperSpy v2.0.dev0)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">hyperspy.misc.utils.DictionaryTreeBrowser.get_item()</span></code></a>
 can be used to add to, search for and read from items in the metadata tree,
 respectively.</p>
 <p>The EELS of EDS specific metadata structure is represented in the following