diff --git a/dev/_downloads/00132bda28da71a5a986ed4cb33d6cf1/SpanROI_interactive_sum.ipynb b/dev/_downloads/00132bda28da71a5a986ed4cb33d6cf1/SpanROI_interactive_sum.ipynb
index dd52981d9..bc07ff500 100644
--- a/dev/_downloads/00132bda28da71a5a986ed4cb33d6cf1/SpanROI_interactive_sum.ipynb
+++ b/dev/_downloads/00132bda28da71a5a986ed4cb33d6cf1/SpanROI_interactive_sum.ipynb
@@ -143,7 +143,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/00d780175b5dd0fea70f958ff4bee948/from_tabular_data_file.zip b/dev/_downloads/00d780175b5dd0fea70f958ff4bee948/from_tabular_data_file.zip
index d968c3a5b..b55238b83 100644
Binary files a/dev/_downloads/00d780175b5dd0fea70f958ff4bee948/from_tabular_data_file.zip and b/dev/_downloads/00d780175b5dd0fea70f958ff4bee948/from_tabular_data_file.zip differ
diff --git a/dev/_downloads/05fedb0ac190395987edb1422768a796/from_tabular_data.zip b/dev/_downloads/05fedb0ac190395987edb1422768a796/from_tabular_data.zip
index 3990dd1ac..66147ee1d 100644
Binary files a/dev/_downloads/05fedb0ac190395987edb1422768a796/from_tabular_data.zip and b/dev/_downloads/05fedb0ac190395987edb1422768a796/from_tabular_data.zip differ
diff --git a/dev/_downloads/07ae15baa45bc560aaf1420e4b45c013/arrows.ipynb b/dev/_downloads/07ae15baa45bc560aaf1420e4b45c013/arrows.ipynb
index eb4b031b9..dd8d9501e 100644
--- a/dev/_downloads/07ae15baa45bc560aaf1420e4b45c013/arrows.ipynb
+++ b/dev/_downloads/07ae15baa45bc560aaf1420e4b45c013/arrows.ipynb
@@ -67,7 +67,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
index 877b70b58..53a2a2f3b 100644
Binary files a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip and b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip differ
diff --git a/dev/_downloads/0b54a39b2ec8fc51693c97f74798b0f0/SpanROI.zip b/dev/_downloads/0b54a39b2ec8fc51693c97f74798b0f0/SpanROI.zip
index d75e7f6fb..1c8d97a1c 100644
Binary files a/dev/_downloads/0b54a39b2ec8fc51693c97f74798b0f0/SpanROI.zip and b/dev/_downloads/0b54a39b2ec8fc51693c97f74798b0f0/SpanROI.zip differ
diff --git a/dev/_downloads/0d4d28ba01513b323c96abf51cfa12c4/fast_fourier_transform_live.ipynb b/dev/_downloads/0d4d28ba01513b323c96abf51cfa12c4/fast_fourier_transform_live.ipynb
index 2050a06d4..b7a906fad 100644
--- a/dev/_downloads/0d4d28ba01513b323c96abf51cfa12c4/fast_fourier_transform_live.ipynb
+++ b/dev/_downloads/0d4d28ba01513b323c96abf51cfa12c4/fast_fourier_transform_live.ipynb
@@ -125,7 +125,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/0d75b5dc3a2efb88420f6f32b357684b/polygons.zip b/dev/_downloads/0d75b5dc3a2efb88420f6f32b357684b/polygons.zip
index d7b6b42a1..75ff98b58 100644
Binary files a/dev/_downloads/0d75b5dc3a2efb88420f6f32b357684b/polygons.zip and b/dev/_downloads/0d75b5dc3a2efb88420f6f32b357684b/polygons.zip differ
diff --git a/dev/_downloads/0da4dfb9841f7100dfe8d3a926ab7618/circles_color_radius.zip b/dev/_downloads/0da4dfb9841f7100dfe8d3a926ab7618/circles_color_radius.zip
index f2e03f4a4..0fc3c04fa 100644
Binary files a/dev/_downloads/0da4dfb9841f7100dfe8d3a926ab7618/circles_color_radius.zip and b/dev/_downloads/0da4dfb9841f7100dfe8d3a926ab7618/circles_color_radius.zip differ
diff --git a/dev/_downloads/11b08f0f37c302dbc328fcc6b378a258/stars.zip b/dev/_downloads/11b08f0f37c302dbc328fcc6b378a258/stars.zip
index d44a0fa21..a880b77ee 100644
Binary files a/dev/_downloads/11b08f0f37c302dbc328fcc6b378a258/stars.zip and b/dev/_downloads/11b08f0f37c302dbc328fcc6b378a258/stars.zip differ
diff --git a/dev/_downloads/122c7538faaed8f951768e29f816df2d/map_signal.zip b/dev/_downloads/122c7538faaed8f951768e29f816df2d/map_signal.zip
index 82633c8b9..3989bcd3e 100644
Binary files a/dev/_downloads/122c7538faaed8f951768e29f816df2d/map_signal.zip and b/dev/_downloads/122c7538faaed8f951768e29f816df2d/map_signal.zip differ
diff --git a/dev/_downloads/13ee3f520472f6867f436b8b9c4bc348/rectangles.ipynb b/dev/_downloads/13ee3f520472f6867f436b8b9c4bc348/rectangles.ipynb
index 5d6a1085b..7e3a13428 100644
--- a/dev/_downloads/13ee3f520472f6867f436b8b9c4bc348/rectangles.ipynb
+++ b/dev/_downloads/13ee3f520472f6867f436b8b9c4bc348/rectangles.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/17c3a9e6fb7db955adf2d8c5870bc702/from_tabular_data.ipynb b/dev/_downloads/17c3a9e6fb7db955adf2d8c5870bc702/from_tabular_data.ipynb
index 750d67dce..78ed991f3 100644
--- a/dev/_downloads/17c3a9e6fb7db955adf2d8c5870bc702/from_tabular_data.ipynb
+++ b/dev/_downloads/17c3a9e6fb7db955adf2d8c5870bc702/from_tabular_data.ipynb
@@ -125,7 +125,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/185f8785ccea35af1bcf2896aedd5597/transforms_and_units.ipynb b/dev/_downloads/185f8785ccea35af1bcf2896aedd5597/transforms_and_units.ipynb
index d617376c4..70d663725 100644
--- a/dev/_downloads/185f8785ccea35af1bcf2896aedd5597/transforms_and_units.ipynb
+++ b/dev/_downloads/185f8785ccea35af1bcf2896aedd5597/transforms_and_units.ipynb
@@ -103,7 +103,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/1bd3ab776b59e162833c99f389a77d37/add_remove_marker.zip b/dev/_downloads/1bd3ab776b59e162833c99f389a77d37/add_remove_marker.zip
index 768941f92..af3dde282 100644
Binary files a/dev/_downloads/1bd3ab776b59e162833c99f389a77d37/add_remove_marker.zip and b/dev/_downloads/1bd3ab776b59e162833c99f389a77d37/add_remove_marker.zip differ
diff --git a/dev/_downloads/1becff7a610aee42b57e8b026cbe1fd8/map_signal.ipynb b/dev/_downloads/1becff7a610aee42b57e8b026cbe1fd8/map_signal.ipynb
index 31504c7c7..cc4a78958 100644
--- a/dev/_downloads/1becff7a610aee42b57e8b026cbe1fd8/map_signal.ipynb
+++ b/dev/_downloads/1becff7a610aee42b57e8b026cbe1fd8/map_signal.ipynb
@@ -107,7 +107,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/1fe9a7b6d4e2c4b4682a04f3d6a365b0/map_signal_circleROI.ipynb b/dev/_downloads/1fe9a7b6d4e2c4b4682a04f3d6a365b0/map_signal_circleROI.ipynb
index 580e632e2..8a1f07717 100644
--- a/dev/_downloads/1fe9a7b6d4e2c4b4682a04f3d6a365b0/map_signal_circleROI.ipynb
+++ b/dev/_downloads/1fe9a7b6d4e2c4b4682a04f3d6a365b0/map_signal_circleROI.ipynb
@@ -89,7 +89,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/2138292dbc3c67ded70204f2d62a0252/compose_figure.zip b/dev/_downloads/2138292dbc3c67ded70204f2d62a0252/compose_figure.zip
new file mode 100644
index 000000000..079f2e1ee
Binary files /dev/null and b/dev/_downloads/2138292dbc3c67ded70204f2d62a0252/compose_figure.zip differ
diff --git a/dev/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip b/dev/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip
index 3681257f5..2c30b12bc 100644
Binary files a/dev/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip and b/dev/_downloads/24831b32e81d1315cd64203e4e17d1bf/simple_arctan_fit.zip differ
diff --git a/dev/_downloads/2902e504355b85195b282e1feb17f937/ragged_points.ipynb b/dev/_downloads/2902e504355b85195b282e1feb17f937/ragged_points.ipynb
index 94a4370f7..7e8732b74 100644
--- a/dev/_downloads/2902e504355b85195b282e1feb17f937/ragged_points.ipynb
+++ b/dev/_downloads/2902e504355b85195b282e1feb17f937/ragged_points.ipynb
@@ -67,7 +67,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/2b84d772626ea7a0fcc0013ab2737a7d/convert_color_image.zip b/dev/_downloads/2b84d772626ea7a0fcc0013ab2737a7d/convert_color_image.zip
index 613de08f0..17bea1bae 100644
Binary files a/dev/_downloads/2b84d772626ea7a0fcc0013ab2737a7d/convert_color_image.zip and b/dev/_downloads/2b84d772626ea7a0fcc0013ab2737a7d/convert_color_image.zip differ
diff --git a/dev/_downloads/2bcec1d86daa27f36b937f1d374d4257/SpanROI_interactive_sum.zip b/dev/_downloads/2bcec1d86daa27f36b937f1d374d4257/SpanROI_interactive_sum.zip
index 8322d8a63..76066c9c1 100644
Binary files a/dev/_downloads/2bcec1d86daa27f36b937f1d374d4257/SpanROI_interactive_sum.zip and b/dev/_downloads/2bcec1d86daa27f36b937f1d374d4257/SpanROI_interactive_sum.zip differ
diff --git a/dev/_downloads/2d564c11ee264e43fb9a17efa057db3e/ROI_insets.py b/dev/_downloads/2d564c11ee264e43fb9a17efa057db3e/ROI_insets.py
index 6c9ac4299..16056070d 100644
--- a/dev/_downloads/2d564c11ee264e43fb9a17efa057db3e/ROI_insets.py
+++ b/dev/_downloads/2d564c11ee264e43fb9a17efa057db3e/ROI_insets.py
@@ -7,6 +7,9 @@
 the data within the ROI, and then plot the sum as a signal. Using the :class:`matplotlib.figure.SubFigure` class
 we can create a custom layout to visualize and interact with the data.
 
+.. Note::
+    Plotting data with subfigures is slower than using separates figures.
+
 We can connect these ROI's using the :func:`hyperspy.api.interactive` function which allows us to move the ROI's and see the sum of the underlying data.
 """
 import matplotlib.pyplot as plt
diff --git a/dev/_downloads/2d5731efe27b3b944d909df605e0f43a/rectangles.zip b/dev/_downloads/2d5731efe27b3b944d909df605e0f43a/rectangles.zip
index e1c797377..836bc4eb2 100644
Binary files a/dev/_downloads/2d5731efe27b3b944d909df605e0f43a/rectangles.zip and b/dev/_downloads/2d5731efe27b3b944d909df605e0f43a/rectangles.zip differ
diff --git a/dev/_downloads/2fa841961c1ff162d317536d9d5205b5/two_gaussians.zip b/dev/_downloads/2fa841961c1ff162d317536d9d5205b5/two_gaussians.zip
index 533c59469..4d9865d68 100644
Binary files a/dev/_downloads/2fa841961c1ff162d317536d9d5205b5/two_gaussians.zip and b/dev/_downloads/2fa841961c1ff162d317536d9d5205b5/two_gaussians.zip differ
diff --git a/dev/_downloads/3080bfa6ae75202292606b91927ad59b/arrows_navigation.zip b/dev/_downloads/3080bfa6ae75202292606b91927ad59b/arrows_navigation.zip
index c534d96ba..1c34ff0ad 100644
Binary files a/dev/_downloads/3080bfa6ae75202292606b91927ad59b/arrows_navigation.zip and b/dev/_downloads/3080bfa6ae75202292606b91927ad59b/arrows_navigation.zip differ
diff --git a/dev/_downloads/39bdd9167500d55149f53669113756be/lines.zip b/dev/_downloads/39bdd9167500d55149f53669113756be/lines.zip
index 96b7bd51a..864f47555 100644
Binary files a/dev/_downloads/39bdd9167500d55149f53669113756be/lines.zip and b/dev/_downloads/39bdd9167500d55149f53669113756be/lines.zip differ
diff --git a/dev/_downloads/3cf3ca628ceea0bcede72bf1abe09297/circles_color_radius.ipynb b/dev/_downloads/3cf3ca628ceea0bcede72bf1abe09297/circles_color_radius.ipynb
index 62c5a04f4..91cb3a057 100644
--- a/dev/_downloads/3cf3ca628ceea0bcede72bf1abe09297/circles_color_radius.ipynb
+++ b/dev/_downloads/3cf3ca628ceea0bcede72bf1abe09297/circles_color_radius.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/3e2f149eea05b05314534276b13539f1/ExtractLineProfile.ipynb b/dev/_downloads/3e2f149eea05b05314534276b13539f1/ExtractLineProfile.ipynb
index 2279ed33a..9c919a1fb 100644
--- a/dev/_downloads/3e2f149eea05b05314534276b13539f1/ExtractLineProfile.ipynb
+++ b/dev/_downloads/3e2f149eea05b05314534276b13539f1/ExtractLineProfile.ipynb
@@ -157,7 +157,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/452cb31e36fa4bfcce1af2f9d19e1658/compose_figure.ipynb b/dev/_downloads/452cb31e36fa4bfcce1af2f9d19e1658/compose_figure.ipynb
new file mode 100644
index 000000000..ad2163268
--- /dev/null
+++ b/dev/_downloads/452cb31e36fa4bfcce1af2f9d19e1658/compose_figure.ipynb
@@ -0,0 +1,79 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "\n# Composing Figure\n\nThis example shows how to compose a figure using\n:func:`~.api.plot.plot_images` and :func:`~.api.plot.plot_spectra`\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "import hyperspy.api as hs\nimport matplotlib.pyplot as plt\nimport numpy as np"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Create the 1D and 2D signals\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "s2D_0 = hs.signals.Signal2D(np.arange(100).reshape(10, 10))\ns2D_1 = -s2D_0\n\ns1D_0 = hs.signals.Signal1D(np.arange(100))\ns1D_1 = -s1D_0"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Create an array of :external+matplotlib:class:`matplotlib.axis.Axis` using :external+matplotlib:func:`matplotlib.pyplot.subplots` \n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "fig, axs = plt.subplots(ncols=2, nrows=2)\nhs.plot.plot_images([s2D_0, s2D_1], ax=axs[:, 0], axes_decor=\"off\")\nhs.plot.plot_spectra([s1D_0, s1D_1], ax=axs[:, 1], style=\"mosaic\")"
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.11.10"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
\ No newline at end of file
diff --git a/dev/_downloads/4e1721e8f83906959dad15e7eb198bcf/circles.ipynb b/dev/_downloads/4e1721e8f83906959dad15e7eb198bcf/circles.ipynb
index ebb5d710e..b2f2e7757 100644
--- a/dev/_downloads/4e1721e8f83906959dad15e7eb198bcf/circles.ipynb
+++ b/dev/_downloads/4e1721e8f83906959dad15e7eb198bcf/circles.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/4e59edd7523a2edaf5dd1ceb420f9772/custom_figure_layout.ipynb b/dev/_downloads/4e59edd7523a2edaf5dd1ceb420f9772/custom_figure_layout.ipynb
index ff3a1df25..e28d6bdff 100644
--- a/dev/_downloads/4e59edd7523a2edaf5dd1ceb420f9772/custom_figure_layout.ipynb
+++ b/dev/_downloads/4e59edd7523a2edaf5dd1ceb420f9772/custom_figure_layout.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# Creating Custom Layouts\n\nCustom layouts for hyperspy figures can be created using the :class:`matplotlib.figure.SubFigure` class. Passing\nthe ``fig`` argument to the :meth:`~.api.signals.BaseSignal.plot` method of a hyperspy signal object will target\nthat figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots.\n"
+        "\n# Creating Custom Layouts\n\nCustom layouts for hyperspy figures can be created using the :class:`matplotlib.figure.SubFigure` class. Passing\nthe ``fig`` argument to the :meth:`~.api.signals.BaseSignal.plot` method of a hyperspy signal object will target\nthat figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots.\n\n.. Note::\n    Plotting data with subfigures is slower than using separates figures.\n"
       ]
     },
     {
@@ -53,7 +53,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.14"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/5306e20f83db64d0484eafff9044ceba/custom_figure_layout.py b/dev/_downloads/5306e20f83db64d0484eafff9044ceba/custom_figure_layout.py
index e9058af32..c785ee0df 100644
--- a/dev/_downloads/5306e20f83db64d0484eafff9044ceba/custom_figure_layout.py
+++ b/dev/_downloads/5306e20f83db64d0484eafff9044ceba/custom_figure_layout.py
@@ -6,6 +6,10 @@
 Custom layouts for hyperspy figures can be created using the :class:`matplotlib.figure.SubFigure` class. Passing
 the ``fig`` argument to the :meth:`~.api.signals.BaseSignal.plot` method of a hyperspy signal object will target
 that figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots.
+
+.. Note::
+    Plotting data with subfigures is slower than using separates figures.
+
 """
 
 # Creating a simple layout with two subplots
diff --git a/dev/_downloads/57f4677c2d7d7104cf999be7160254d4/ragged_points.zip b/dev/_downloads/57f4677c2d7d7104cf999be7160254d4/ragged_points.zip
index 7e2c61f61..996315695 100644
Binary files a/dev/_downloads/57f4677c2d7d7104cf999be7160254d4/ragged_points.zip and b/dev/_downloads/57f4677c2d7d7104cf999be7160254d4/ragged_points.zip differ
diff --git a/dev/_downloads/5b3a93d109399ba08d1fe92d3af0986c/line_spectrum.ipynb b/dev/_downloads/5b3a93d109399ba08d1fe92d3af0986c/line_spectrum.ipynb
index 79bd958c3..3cb841990 100644
--- a/dev/_downloads/5b3a93d109399ba08d1fe92d3af0986c/line_spectrum.ipynb
+++ b/dev/_downloads/5b3a93d109399ba08d1fe92d3af0986c/line_spectrum.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/5dc4e5c189309b5012410438f5309145/vertical_lines.zip b/dev/_downloads/5dc4e5c189309b5012410438f5309145/vertical_lines.zip
index d16f19d22..61b5493f0 100644
Binary files a/dev/_downloads/5dc4e5c189309b5012410438f5309145/vertical_lines.zip and b/dev/_downloads/5dc4e5c189309b5012410438f5309145/vertical_lines.zip differ
diff --git a/dev/_downloads/669fee9db8cffd9b928a948fa0a5ab73/arrows.zip b/dev/_downloads/669fee9db8cffd9b928a948fa0a5ab73/arrows.zip
index 3d9006224..23249b5f9 100644
Binary files a/dev/_downloads/669fee9db8cffd9b928a948fa0a5ab73/arrows.zip and b/dev/_downloads/669fee9db8cffd9b928a948fa0a5ab73/arrows.zip differ
diff --git a/dev/_downloads/6ba26e6400ba59958928ff0ea9523ad6/line_spectrum.zip b/dev/_downloads/6ba26e6400ba59958928ff0ea9523ad6/line_spectrum.zip
index fdb1f86ee..af81f898d 100644
Binary files a/dev/_downloads/6ba26e6400ba59958928ff0ea9523ad6/line_spectrum.zip and b/dev/_downloads/6ba26e6400ba59958928ff0ea9523ad6/line_spectrum.zip differ
diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
index 3ea596494..4f0dcda3e 100644
Binary files a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip and b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip differ
diff --git a/dev/_downloads/73693989857e0680d20c231f90dea8ac/specifying_ax.zip b/dev/_downloads/73693989857e0680d20c231f90dea8ac/specifying_ax.zip
new file mode 100644
index 000000000..17d3d4a3b
Binary files /dev/null and b/dev/_downloads/73693989857e0680d20c231f90dea8ac/specifying_ax.zip differ
diff --git a/dev/_downloads/764c7a9ef5a38758f267f3187a5e347e/custom_figure_layout.zip b/dev/_downloads/764c7a9ef5a38758f267f3187a5e347e/custom_figure_layout.zip
new file mode 100644
index 000000000..5aa6e6104
Binary files /dev/null and b/dev/_downloads/764c7a9ef5a38758f267f3187a5e347e/custom_figure_layout.zip differ
diff --git a/dev/_downloads/7eb4813e7b074915f6a32ebb16ec6f7b/filled_circles.zip b/dev/_downloads/7eb4813e7b074915f6a32ebb16ec6f7b/filled_circles.zip
index 2b7052444..71f29eaee 100644
Binary files a/dev/_downloads/7eb4813e7b074915f6a32ebb16ec6f7b/filled_circles.zip and b/dev/_downloads/7eb4813e7b074915f6a32ebb16ec6f7b/filled_circles.zip differ
diff --git a/dev/_downloads/819cb88dd7984809b5ca5012f8c8e866/ROI_insets.zip b/dev/_downloads/819cb88dd7984809b5ca5012f8c8e866/ROI_insets.zip
new file mode 100644
index 000000000..de94875c2
Binary files /dev/null and b/dev/_downloads/819cb88dd7984809b5ca5012f8c8e866/ROI_insets.zip differ
diff --git a/dev/_downloads/84cd18905f59e5a15b49ead3e18799bb/specifying_ax.ipynb b/dev/_downloads/84cd18905f59e5a15b49ead3e18799bb/specifying_ax.ipynb
new file mode 100644
index 000000000..c9043201a
--- /dev/null
+++ b/dev/_downloads/84cd18905f59e5a15b49ead3e18799bb/specifying_ax.ipynb
@@ -0,0 +1,133 @@
+{
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "\n# Specifying Matplotlib Axis\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "import hyperspy.api as hs\nimport matplotlib.pyplot as plt\nimport numpy as np"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Signal2D\n\nCreate two Signal2D\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "s = hs.signals.Signal2D(np.arange(100).reshape(10, 10))\ns2 = -s"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Create a list of :external+matplotlib:class:`matplotlib.axis.Axis` using\n:external+matplotlib:func:`matplotlib.pyplot.subplots` and\nspecify the second matplotlib axis of the list to :func:`~.api.plot.plot_images`\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "fig, axs = plt.subplots(ncols=3, nrows=1)\nhs.plot.plot_images(s, ax=axs[1], axes_decor=\"off\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "The same can be done for a list of signals and axis\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "fig, axs = plt.subplots(ncols=3, nrows=1)\nhs.plot.plot_images([s, s2], ax=axs[1:3], axes_decor=\"off\")"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Signal1D\n\nThe same can be for :class:`~.api.signals.Signal1D`\n\nCreate two Signal2D\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "s = hs.signals.Signal1D(np.arange(100))\ns2 = -s"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "Create an array of :external+matplotlib:class:`matplotlib.axis.Axis` using\n:external+matplotlib:func:`matplotlib.pyplot.subplots` and\nspecify the two las matplotlib axis of the second line to :func:`~.api.plot.plot_spectra`\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "fig, axs = plt.subplots(ncols=3, nrows=2)\nhs.plot.plot_spectra([s, s2], ax=axs[1, 1:3], style=\"mosaic\")"
+      ]
+    }
+  ],
+  "metadata": {
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    },
+    "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
+      "name": "python",
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.11.10"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
\ No newline at end of file
diff --git a/dev/_downloads/85a78734181ae31ad1be2f06150bc92c/convert_color_image.ipynb b/dev/_downloads/85a78734181ae31ad1be2f06150bc92c/convert_color_image.ipynb
index 0d1044c57..6370727d8 100644
--- a/dev/_downloads/85a78734181ae31ad1be2f06150bc92c/convert_color_image.ipynb
+++ b/dev/_downloads/85a78734181ae31ad1be2f06150bc92c/convert_color_image.ipynb
@@ -197,7 +197,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/86d461ad89fc7ebabcad4a0462681610/fast_fourier_transform_live.zip b/dev/_downloads/86d461ad89fc7ebabcad4a0462681610/fast_fourier_transform_live.zip
index 55074b534..132de5e82 100644
Binary files a/dev/_downloads/86d461ad89fc7ebabcad4a0462681610/fast_fourier_transform_live.zip and b/dev/_downloads/86d461ad89fc7ebabcad4a0462681610/fast_fourier_transform_live.zip differ
diff --git a/dev/_downloads/88eddcee30e0f8e56613316c2a039892/circles.zip b/dev/_downloads/88eddcee30e0f8e56613316c2a039892/circles.zip
index fb4164da9..e69ca62fa 100644
Binary files a/dev/_downloads/88eddcee30e0f8e56613316c2a039892/circles.zip and b/dev/_downloads/88eddcee30e0f8e56613316c2a039892/circles.zip differ
diff --git a/dev/_downloads/8ac62499ff3ae3879006917d10a8cfae/arrows_ragged.ipynb b/dev/_downloads/8ac62499ff3ae3879006917d10a8cfae/arrows_ragged.ipynb
index f1b333794..1a8848275 100644
--- a/dev/_downloads/8ac62499ff3ae3879006917d10a8cfae/arrows_ragged.ipynb
+++ b/dev/_downloads/8ac62499ff3ae3879006917d10a8cfae/arrows_ragged.ipynb
@@ -67,7 +67,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/8c831c6660a710c72dfebabffdd00c16/SpanROI.ipynb b/dev/_downloads/8c831c6660a710c72dfebabffdd00c16/SpanROI.ipynb
index cc832edf2..f3aba3777 100644
--- a/dev/_downloads/8c831c6660a710c72dfebabffdd00c16/SpanROI.ipynb
+++ b/dev/_downloads/8c831c6660a710c72dfebabffdd00c16/SpanROI.ipynb
@@ -107,7 +107,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/8eb70dcf4e4b9dcb648e1a1876ffdc45/polygons.ipynb b/dev/_downloads/8eb70dcf4e4b9dcb648e1a1876ffdc45/polygons.ipynb
index 6aac067ab..bc234fd36 100644
--- a/dev/_downloads/8eb70dcf4e4b9dcb648e1a1876ffdc45/polygons.ipynb
+++ b/dev/_downloads/8eb70dcf4e4b9dcb648e1a1876ffdc45/polygons.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip b/dev/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip
index 1d678c907..84ce3eebc 100644
Binary files a/dev/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip and b/dev/_downloads/90f956a0ec1a60c2f96c8c92607d6fea/plot_residual.zip differ
diff --git a/dev/_downloads/91eb8f06239917b989a113133efe0d7b/filled_circles.ipynb b/dev/_downloads/91eb8f06239917b989a113133efe0d7b/filled_circles.ipynb
index 5bd7d3f0e..b0f2df5ba 100644
--- a/dev/_downloads/91eb8f06239917b989a113133efe0d7b/filled_circles.ipynb
+++ b/dev/_downloads/91eb8f06239917b989a113133efe0d7b/filled_circles.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/927756b6a0c018af9fd97707a38024d3/from_tabular_data_file.ipynb b/dev/_downloads/927756b6a0c018af9fd97707a38024d3/from_tabular_data_file.ipynb
index 777aec7b3..ba7d353c3 100644
--- a/dev/_downloads/927756b6a0c018af9fd97707a38024d3/from_tabular_data_file.ipynb
+++ b/dev/_downloads/927756b6a0c018af9fd97707a38024d3/from_tabular_data_file.ipynb
@@ -125,7 +125,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/94a2e0ef6de6e11b9af1b44f689c8d62/lines.ipynb b/dev/_downloads/94a2e0ef6de6e11b9af1b44f689c8d62/lines.ipynb
index 2729f4f39..669c70a61 100644
--- a/dev/_downloads/94a2e0ef6de6e11b9af1b44f689c8d62/lines.ipynb
+++ b/dev/_downloads/94a2e0ef6de6e11b9af1b44f689c8d62/lines.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/9659e1484cba292c6d92efff339b2fbf/spectrum_image.ipynb b/dev/_downloads/9659e1484cba292c6d92efff339b2fbf/spectrum_image.ipynb
index fa3cb5832..d7a9261d8 100644
--- a/dev/_downloads/9659e1484cba292c6d92efff339b2fbf/spectrum_image.ipynb
+++ b/dev/_downloads/9659e1484cba292c6d92efff339b2fbf/spectrum_image.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb b/dev/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb
index b2ec94a37..eb003dc87 100644
--- a/dev/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb
+++ b/dev/_downloads/971c2906ad663020c2e6701928a24c9a/plot_residual.ipynb
@@ -125,7 +125,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/9998c6cd3fc6bc37e182ec823693dcfc/ROI_insets.ipynb b/dev/_downloads/9998c6cd3fc6bc37e182ec823693dcfc/ROI_insets.ipynb
index 26066c9bd..7de060814 100644
--- a/dev/_downloads/9998c6cd3fc6bc37e182ec823693dcfc/ROI_insets.ipynb
+++ b/dev/_downloads/9998c6cd3fc6bc37e182ec823693dcfc/ROI_insets.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# ROI Insets\n\nROI's can be powerful tools to help visualize data.  In this case we will define ROI's in hyperspy, sum\nthe data within the ROI, and then plot the sum as a signal. Using the :class:`matplotlib.figure.SubFigure` class\nwe can create a custom layout to visualize and interact with the data.\n\nWe can connect these ROI's using the :func:`hyperspy.api.interactive` function which allows us to move the ROI's and see the sum of the underlying data.\n"
+        "\n# ROI Insets\n\nROI's can be powerful tools to help visualize data.  In this case we will define ROI's in hyperspy, sum\nthe data within the ROI, and then plot the sum as a signal. Using the :class:`matplotlib.figure.SubFigure` class\nwe can create a custom layout to visualize and interact with the data.\n\n.. Note::\n    Plotting data with subfigures is slower than using separates figures.\n\nWe can connect these ROI's using the :func:`hyperspy.api.interactive` function which allows us to move the ROI's and see the sum of the underlying data.\n"
       ]
     },
     {
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.14"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/9e0893e581e8e8b063eff59a442b5ab6/map_signal_circleROI.zip b/dev/_downloads/9e0893e581e8e8b063eff59a442b5ab6/map_signal_circleROI.zip
index 867b62927..d51df0bdb 100644
Binary files a/dev/_downloads/9e0893e581e8e8b063eff59a442b5ab6/map_signal_circleROI.zip and b/dev/_downloads/9e0893e581e8e8b063eff59a442b5ab6/map_signal_circleROI.zip differ
diff --git a/dev/_downloads/9e7b162e81e7c65d66c712b429d6d410/2D_image_stack.ipynb b/dev/_downloads/9e7b162e81e7c65d66c712b429d6d410/2D_image_stack.ipynb
index ed911edec..6699617b6 100644
--- a/dev/_downloads/9e7b162e81e7c65d66c712b429d6d410/2D_image_stack.ipynb
+++ b/dev/_downloads/9e7b162e81e7c65d66c712b429d6d410/2D_image_stack.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb b/dev/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb
index c372b8956..adc06c1e2 100644
--- a/dev/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb
+++ b/dev/_downloads/9fccdf8a75923677d25708442159bb9b/simple_arctan_fit.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/a3cf0a4d1c05015af54933207a0375da/texts.ipynb b/dev/_downloads/a3cf0a4d1c05015af54933207a0375da/texts.ipynb
index 7bbaf61fa..8de07cd7c 100644
--- a/dev/_downloads/a3cf0a4d1c05015af54933207a0375da/texts.ipynb
+++ b/dev/_downloads/a3cf0a4d1c05015af54933207a0375da/texts.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/abc462f5e085c7d30877ee4e88868c0b/export_single_spectrum.zip b/dev/_downloads/abc462f5e085c7d30877ee4e88868c0b/export_single_spectrum.zip
index e06161dec..0b9ba3128 100644
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diff --git a/dev/_downloads/ad2d13a56d0ce0686be009a9e5557634/ExtractLineProfile.zip b/dev/_downloads/ad2d13a56d0ce0686be009a9e5557634/ExtractLineProfile.zip
index ea811b3ad..7f4f87f43 100644
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diff --git a/dev/_downloads/b259782f0723898fc7eaf3cb838b2ce2/1D_image_stack.ipynb b/dev/_downloads/b259782f0723898fc7eaf3cb838b2ce2/1D_image_stack.ipynb
index 356326103..cea7eb34b 100644
--- a/dev/_downloads/b259782f0723898fc7eaf3cb838b2ce2/1D_image_stack.ipynb
+++ b/dev/_downloads/b259782f0723898fc7eaf3cb838b2ce2/1D_image_stack.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
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diff --git a/dev/_downloads/b2b36ac00d002338166233f8e92939e7/rotation_makers.zip b/dev/_downloads/b2b36ac00d002338166233f8e92939e7/rotation_makers.zip
index 46e232d94..d01489df6 100644
Binary files a/dev/_downloads/b2b36ac00d002338166233f8e92939e7/rotation_makers.zip and b/dev/_downloads/b2b36ac00d002338166233f8e92939e7/rotation_makers.zip differ
diff --git a/dev/_downloads/b81c7575d3f2607b54e52898a36a00c2/squares.zip b/dev/_downloads/b81c7575d3f2607b54e52898a36a00c2/squares.zip
index 7ca12a482..642f16aaa 100644
Binary files a/dev/_downloads/b81c7575d3f2607b54e52898a36a00c2/squares.zip and b/dev/_downloads/b81c7575d3f2607b54e52898a36a00c2/squares.zip differ
diff --git a/dev/_downloads/bcf1c8fc42bd197df15fd8f918fa8598/from_signal.ipynb b/dev/_downloads/bcf1c8fc42bd197df15fd8f918fa8598/from_signal.ipynb
index e422bcc65..0ce37db46 100644
--- a/dev/_downloads/bcf1c8fc42bd197df15fd8f918fa8598/from_signal.ipynb
+++ b/dev/_downloads/bcf1c8fc42bd197df15fd8f918fa8598/from_signal.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/c29dc955bbbb6aa64cf8b2dd83585295/rotation_makers.ipynb b/dev/_downloads/c29dc955bbbb6aa64cf8b2dd83585295/rotation_makers.ipynb
index 48308fd47..2a90e63b3 100644
--- a/dev/_downloads/c29dc955bbbb6aa64cf8b2dd83585295/rotation_makers.ipynb
+++ b/dev/_downloads/c29dc955bbbb6aa64cf8b2dd83585295/rotation_makers.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/c34b5b550da0d9096e1b3811d2dcde85/ellipses.zip b/dev/_downloads/c34b5b550da0d9096e1b3811d2dcde85/ellipses.zip
index 4e2a65c02..bdb4ad8c1 100644
Binary files a/dev/_downloads/c34b5b550da0d9096e1b3811d2dcde85/ellipses.zip and b/dev/_downloads/c34b5b550da0d9096e1b3811d2dcde85/ellipses.zip differ
diff --git a/dev/_downloads/c54ca5277d633e561a26a312ed58cb35/ROI_navigator.ipynb b/dev/_downloads/c54ca5277d633e561a26a312ed58cb35/ROI_navigator.ipynb
index 357fda6dc..b5dc707ce 100644
--- a/dev/_downloads/c54ca5277d633e561a26a312ed58cb35/ROI_navigator.ipynb
+++ b/dev/_downloads/c54ca5277d633e561a26a312ed58cb35/ROI_navigator.ipynb
@@ -107,7 +107,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/c5776a2e22cdabbae58d5aab540ee130/texts.zip b/dev/_downloads/c5776a2e22cdabbae58d5aab540ee130/texts.zip
index ad276ad87..4a55b282a 100644
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diff --git a/dev/_downloads/c62d00e521396198d8748d5a1ef79c99/add_remove_marker.ipynb b/dev/_downloads/c62d00e521396198d8748d5a1ef79c99/add_remove_marker.ipynb
index 087c6851e..456ad61b6 100644
--- a/dev/_downloads/c62d00e521396198d8748d5a1ef79c99/add_remove_marker.ipynb
+++ b/dev/_downloads/c62d00e521396198d8748d5a1ef79c99/add_remove_marker.ipynb
@@ -103,7 +103,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/cb0a0c38a0f8a78c6ca66d5c5376b18b/ellipses.ipynb b/dev/_downloads/cb0a0c38a0f8a78c6ca66d5c5376b18b/ellipses.ipynb
index 413e9db06..afe470b8c 100644
--- a/dev/_downloads/cb0a0c38a0f8a78c6ca66d5c5376b18b/ellipses.ipynb
+++ b/dev/_downloads/cb0a0c38a0f8a78c6ca66d5c5376b18b/ellipses.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/ccece003d66a69538c1d40d886562926/from_signal.zip b/dev/_downloads/ccece003d66a69538c1d40d886562926/from_signal.zip
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diff --git a/dev/_downloads/cf16a0267b746a36156093b833dfcb30/2D_image_stack.zip b/dev/_downloads/cf16a0267b746a36156093b833dfcb30/2D_image_stack.zip
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Binary files a/dev/_downloads/cf16a0267b746a36156093b833dfcb30/2D_image_stack.zip and b/dev/_downloads/cf16a0267b746a36156093b833dfcb30/2D_image_stack.zip differ
diff --git a/dev/_downloads/d3407f03f196e7b29ddc9b577a43498f/stars.ipynb b/dev/_downloads/d3407f03f196e7b29ddc9b577a43498f/stars.ipynb
index 67af80542..aaff3ca50 100644
--- a/dev/_downloads/d3407f03f196e7b29ddc9b577a43498f/stars.ipynb
+++ b/dev/_downloads/d3407f03f196e7b29ddc9b577a43498f/stars.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/d4a29ad6d6b056c8b936e0a9ace898a4/specifying_ax.py b/dev/_downloads/d4a29ad6d6b056c8b936e0a9ace898a4/specifying_ax.py
new file mode 100644
index 000000000..f6f2dd1b3
--- /dev/null
+++ b/dev/_downloads/d4a29ad6d6b056c8b936e0a9ace898a4/specifying_ax.py
@@ -0,0 +1,57 @@
+"""
+Specifying Matplotlib Axis
+==========================
+
+"""
+
+#%%
+import hyperspy.api as hs
+import matplotlib.pyplot as plt
+import numpy as np
+
+#%%
+#
+# Signal2D
+# --------
+#
+# Create two Signal2D
+
+#%%
+s = hs.signals.Signal2D(np.arange(100).reshape(10, 10))
+s2 = -s
+
+#%%
+# Create a list of :external+matplotlib:class:`matplotlib.axis.Axis` using
+# :external+matplotlib:func:`matplotlib.pyplot.subplots` and
+# specify the second matplotlib axis of the list to :func:`~.api.plot.plot_images`
+
+fig, axs = plt.subplots(ncols=3, nrows=1)
+hs.plot.plot_images(s, ax=axs[1], axes_decor="off")
+
+#%%
+# The same can be done for a list of signals and axis
+
+fig, axs = plt.subplots(ncols=3, nrows=1)
+hs.plot.plot_images([s, s2], ax=axs[1:3], axes_decor="off")
+
+#%%
+#
+# Signal1D
+# --------
+#
+# The same can be for :class:`~.api.signals.Signal1D`
+#
+# Create two Signal2D
+
+#%%
+s = hs.signals.Signal1D(np.arange(100))
+s2 = -s
+
+#%%
+# Create an array of :external+matplotlib:class:`matplotlib.axis.Axis` using
+# :external+matplotlib:func:`matplotlib.pyplot.subplots` and
+# specify the two las matplotlib axis of the second line to :func:`~.api.plot.plot_spectra`
+
+#%%
+fig, axs = plt.subplots(ncols=3, nrows=2)
+hs.plot.plot_spectra([s, s2], ax=axs[1, 1:3], style="mosaic")
diff --git a/dev/_downloads/dfcd2e5e34bebb25fc2ac0609fc6201d/two_gaussians.ipynb b/dev/_downloads/dfcd2e5e34bebb25fc2ac0609fc6201d/two_gaussians.ipynb
index 28d5d6a0a..f12b2f9d8 100644
--- a/dev/_downloads/dfcd2e5e34bebb25fc2ac0609fc6201d/two_gaussians.ipynb
+++ b/dev/_downloads/dfcd2e5e34bebb25fc2ac0609fc6201d/two_gaussians.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/e0e12bfdd2e7e897d5a54829ef30fd35/export_single_spectrum.ipynb b/dev/_downloads/e0e12bfdd2e7e897d5a54829ef30fd35/export_single_spectrum.ipynb
index cd8c32399..ef8e0e2d9 100644
--- a/dev/_downloads/e0e12bfdd2e7e897d5a54829ef30fd35/export_single_spectrum.ipynb
+++ b/dev/_downloads/e0e12bfdd2e7e897d5a54829ef30fd35/export_single_spectrum.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/e5c76c902c3d40db361e83662b9316f9/ROI_navigator.zip b/dev/_downloads/e5c76c902c3d40db361e83662b9316f9/ROI_navigator.zip
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diff --git a/dev/_downloads/ea3565742f08ceaf6790419a4f058456/transforms_and_units.zip b/dev/_downloads/ea3565742f08ceaf6790419a4f058456/transforms_and_units.zip
index fe158fe2d..fc2c789ca 100644
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diff --git a/dev/_downloads/eae7abe7238ab14499cbd84891654bf6/vertical_lines.ipynb b/dev/_downloads/eae7abe7238ab14499cbd84891654bf6/vertical_lines.ipynb
index fbe242446..be0887c14 100644
--- a/dev/_downloads/eae7abe7238ab14499cbd84891654bf6/vertical_lines.ipynb
+++ b/dev/_downloads/eae7abe7238ab14499cbd84891654bf6/vertical_lines.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/ed8344bd964f6aece2681fc83baf61ce/spectrum_image.zip b/dev/_downloads/ed8344bd964f6aece2681fc83baf61ce/spectrum_image.zip
index ab6868d64..a58853862 100644
Binary files a/dev/_downloads/ed8344bd964f6aece2681fc83baf61ce/spectrum_image.zip and b/dev/_downloads/ed8344bd964f6aece2681fc83baf61ce/spectrum_image.zip differ
diff --git a/dev/_downloads/f9386609de449ee2f237d930e616947a/arrows_navigation.ipynb b/dev/_downloads/f9386609de449ee2f237d930e616947a/arrows_navigation.ipynb
index 6786acfaf..026cb085c 100644
--- a/dev/_downloads/f9386609de449ee2f237d930e616947a/arrows_navigation.ipynb
+++ b/dev/_downloads/f9386609de449ee2f237d930e616947a/arrows_navigation.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/fd6cae3f54f0de25d99ee3ea2fc58c33/squares.ipynb b/dev/_downloads/fd6cae3f54f0de25d99ee3ea2fc58c33/squares.ipynb
index 51851f2fe..60afe0299 100644
--- a/dev/_downloads/fd6cae3f54f0de25d99ee3ea2fc58c33/squares.ipynb
+++ b/dev/_downloads/fd6cae3f54f0de25d99ee3ea2fc58c33/squares.ipynb
@@ -85,7 +85,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.11.9"
+      "version": "3.11.10"
     }
   },
   "nbformat": 4,
diff --git a/dev/_downloads/fe0fd942b882c2e37961ba492562faee/1D_image_stack.zip b/dev/_downloads/fe0fd942b882c2e37961ba492562faee/1D_image_stack.zip
index fdd7bbd01..8452430f2 100644
Binary files a/dev/_downloads/fe0fd942b882c2e37961ba492562faee/1D_image_stack.zip and b/dev/_downloads/fe0fd942b882c2e37961ba492562faee/1D_image_stack.zip differ
diff --git a/dev/_downloads/fffc2c6a85dc119cd9d7e066940c4a31/compose_figure.py b/dev/_downloads/fffc2c6a85dc119cd9d7e066940c4a31/compose_figure.py
new file mode 100644
index 000000000..6a0261aad
--- /dev/null
+++ b/dev/_downloads/fffc2c6a85dc119cd9d7e066940c4a31/compose_figure.py
@@ -0,0 +1,30 @@
+"""
+Composing Figure
+================
+
+This example shows how to compose a figure using
+:func:`~.api.plot.plot_images` and :func:`~.api.plot.plot_spectra`
+"""
+
+#%%
+import hyperspy.api as hs
+import matplotlib.pyplot as plt
+import numpy as np
+
+#%%
+# Create the 1D and 2D signals
+
+#%%
+s2D_0 = hs.signals.Signal2D(np.arange(100).reshape(10, 10))
+s2D_1 = -s2D_0
+
+s1D_0 = hs.signals.Signal1D(np.arange(100))
+s1D_1 = -s1D_0
+
+#%%
+# Create an array of :external+matplotlib:class:`matplotlib.axis.Axis` using :external+matplotlib:func:`matplotlib.pyplot.subplots` 
+
+#%%
+fig, axs = plt.subplots(ncols=2, nrows=2)
+hs.plot.plot_images([s2D_0, s2D_1], ax=axs[:, 0], axes_decor="off")
+hs.plot.plot_spectra([s1D_0, s1D_1], ax=axs[:, 1], style="mosaic")
diff --git a/dev/_images/sphx_glr_1D_image_stack_001.png b/dev/_images/sphx_glr_1D_image_stack_001.png
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index ceff8fbd2..1aac1354c 100644
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index 74f989a4a..bb19d1a8f 100644
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index 229a3d49f..7ede10b6e 100644
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diff --git a/dev/_images/sphx_glr_two_gaussians_001.png b/dev/_images/sphx_glr_two_gaussians_001.png
index f2ac3c1fe..282a0d03b 100644
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diff --git a/dev/_images/sphx_glr_two_gaussians_002.png b/dev/_images/sphx_glr_two_gaussians_002.png
index 9f32a5f49..d28b513bc 100644
Binary files a/dev/_images/sphx_glr_two_gaussians_002.png and b/dev/_images/sphx_glr_two_gaussians_002.png differ
diff --git a/dev/_images/sphx_glr_two_gaussians_thumb.png b/dev/_images/sphx_glr_two_gaussians_thumb.png
index a37e9a4e1..227fbf79f 100644
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diff --git a/dev/_sources/auto_examples/Markers/add_remove_marker.rst.txt b/dev/_sources/auto_examples/Markers/add_remove_marker.rst.txt
index 0b65020a9..e2d9965a8 100644
--- a/dev/_sources/auto_examples/Markers/add_remove_marker.rst.txt
+++ b/dev/_sources/auto_examples/Markers/add_remove_marker.rst.txt
@@ -207,7 +207,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.198 seconds)
+   **Total running time of the script:** (0 minutes 1.985 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_add_remove_marker.py:
diff --git a/dev/_sources/auto_examples/Markers/arrows.rst.txt b/dev/_sources/auto_examples/Markers/arrows.rst.txt
index 1f954a4ec..2551471e4 100644
--- a/dev/_sources/auto_examples/Markers/arrows.rst.txt
+++ b/dev/_sources/auto_examples/Markers/arrows.rst.txt
@@ -99,7 +99,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.982 seconds)
+   **Total running time of the script:** (0 minutes 0.929 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_arrows.py:
diff --git a/dev/_sources/auto_examples/Markers/arrows_navigation.rst.txt b/dev/_sources/auto_examples/Markers/arrows_navigation.rst.txt
index eb3c48937..caaad358e 100644
--- a/dev/_sources/auto_examples/Markers/arrows_navigation.rst.txt
+++ b/dev/_sources/auto_examples/Markers/arrows_navigation.rst.txt
@@ -175,7 +175,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.918 seconds)
+   **Total running time of the script:** (0 minutes 1.750 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_arrows_navigation.py:
diff --git a/dev/_sources/auto_examples/Markers/arrows_ragged.rst.txt b/dev/_sources/auto_examples/Markers/arrows_ragged.rst.txt
index 3705c64f9..07f6b1581 100644
--- a/dev/_sources/auto_examples/Markers/arrows_ragged.rst.txt
+++ b/dev/_sources/auto_examples/Markers/arrows_ragged.rst.txt
@@ -114,7 +114,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.762 seconds)
+   **Total running time of the script:** (0 minutes 0.692 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_arrows_ragged.py:
diff --git a/dev/_sources/auto_examples/Markers/circles.rst.txt b/dev/_sources/auto_examples/Markers/circles.rst.txt
index 8a1107f2c..f13c9c855 100644
--- a/dev/_sources/auto_examples/Markers/circles.rst.txt
+++ b/dev/_sources/auto_examples/Markers/circles.rst.txt
@@ -154,7 +154,7 @@ sphinx_gallery_thumbnail_number = 4
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.488 seconds)
+   **Total running time of the script:** (0 minutes 1.373 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_circles.py:
diff --git a/dev/_sources/auto_examples/Markers/circles_color_radius.rst.txt b/dev/_sources/auto_examples/Markers/circles_color_radius.rst.txt
index 675a10811..b7968b81d 100644
--- a/dev/_sources/auto_examples/Markers/circles_color_radius.rst.txt
+++ b/dev/_sources/auto_examples/Markers/circles_color_radius.rst.txt
@@ -138,7 +138,7 @@ sphinx_gallery_thumbnail_number =
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.829 seconds)
+   **Total running time of the script:** (0 minutes 0.761 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_circles_color_radius.py:
diff --git a/dev/_sources/auto_examples/Markers/ellipses.rst.txt b/dev/_sources/auto_examples/Markers/ellipses.rst.txt
index 2bbc77588..49df9362a 100644
--- a/dev/_sources/auto_examples/Markers/ellipses.rst.txt
+++ b/dev/_sources/auto_examples/Markers/ellipses.rst.txt
@@ -161,7 +161,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.921 seconds)
+   **Total running time of the script:** (0 minutes 1.746 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_ellipses.py:
diff --git a/dev/_sources/auto_examples/Markers/filled_circles.rst.txt b/dev/_sources/auto_examples/Markers/filled_circles.rst.txt
index b17aa5e11..a5e164231 100644
--- a/dev/_sources/auto_examples/Markers/filled_circles.rst.txt
+++ b/dev/_sources/auto_examples/Markers/filled_circles.rst.txt
@@ -154,7 +154,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.911 seconds)
+   **Total running time of the script:** (0 minutes 1.720 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_filled_circles.py:
diff --git a/dev/_sources/auto_examples/Markers/from_signal.rst.txt b/dev/_sources/auto_examples/Markers/from_signal.rst.txt
index cf4ee0ca2..a444ff797 100644
--- a/dev/_sources/auto_examples/Markers/from_signal.rst.txt
+++ b/dev/_sources/auto_examples/Markers/from_signal.rst.txt
@@ -52,7 +52,7 @@ that position.
 
  .. code-block:: none
 
-
    [                                        ] | 0% Completed | 232.95 us[-0.05]
+
    [                                        ] | 0% Completed | 89.75 us[-0.05]
     [0.0398941]
     [-0.1]
     [0.03989411]
@@ -60,8 +60,8 @@ that position.
     [0.03989412]
     [-0.3]
     [0.03989413]
-
    [########################################] | 100% Completed | 100.65 ms
-
    [                                        ] | 0% Completed | 165.85 us
    [########################################] | 100% Completed | 100.49 ms
+
    [########################################] | 100% Completed | 100.49 ms
+
    [                                        ] | 0% Completed | 85.49 us
    [########################################] | 100% Completed | 100.33 ms
 
 
 
@@ -132,7 +132,7 @@ that position.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.924 seconds)
+   **Total running time of the script:** (0 minutes 0.864 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_from_signal.py:
diff --git a/dev/_sources/auto_examples/Markers/lines.rst.txt b/dev/_sources/auto_examples/Markers/lines.rst.txt
index 8042e1583..b18a49b43 100644
--- a/dev/_sources/auto_examples/Markers/lines.rst.txt
+++ b/dev/_sources/auto_examples/Markers/lines.rst.txt
@@ -156,7 +156,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.154 seconds)
+   **Total running time of the script:** (0 minutes 1.941 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_lines.py:
diff --git a/dev/_sources/auto_examples/Markers/polygons.rst.txt b/dev/_sources/auto_examples/Markers/polygons.rst.txt
index 60bdbca1e..1b026f7d9 100644
--- a/dev/_sources/auto_examples/Markers/polygons.rst.txt
+++ b/dev/_sources/auto_examples/Markers/polygons.rst.txt
@@ -158,7 +158,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.019 seconds)
+   **Total running time of the script:** (0 minutes 1.826 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_polygons.py:
diff --git a/dev/_sources/auto_examples/Markers/ragged_points.rst.txt b/dev/_sources/auto_examples/Markers/ragged_points.rst.txt
index 81384ae7d..813621e3b 100644
--- a/dev/_sources/auto_examples/Markers/ragged_points.rst.txt
+++ b/dev/_sources/auto_examples/Markers/ragged_points.rst.txt
@@ -102,7 +102,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.998 seconds)
+   **Total running time of the script:** (0 minutes 1.743 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_ragged_points.py:
diff --git a/dev/_sources/auto_examples/Markers/rectangles.rst.txt b/dev/_sources/auto_examples/Markers/rectangles.rst.txt
index 97a264752..8ddd570b3 100644
--- a/dev/_sources/auto_examples/Markers/rectangles.rst.txt
+++ b/dev/_sources/auto_examples/Markers/rectangles.rst.txt
@@ -163,7 +163,7 @@ sphinx_gallery_thumbnail_number = 4
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.983 seconds)
+   **Total running time of the script:** (0 minutes 1.785 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_rectangles.py:
diff --git a/dev/_sources/auto_examples/Markers/rotation_makers.rst.txt b/dev/_sources/auto_examples/Markers/rotation_makers.rst.txt
index 9b7f99a8d..72e87bc0a 100644
--- a/dev/_sources/auto_examples/Markers/rotation_makers.rst.txt
+++ b/dev/_sources/auto_examples/Markers/rotation_makers.rst.txt
@@ -127,7 +127,7 @@ sphinx_gallery_thumbnail_number = 1
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.518 seconds)
+   **Total running time of the script:** (0 minutes 0.473 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_rotation_makers.py:
diff --git a/dev/_sources/auto_examples/Markers/sg_execution_times.rst.txt b/dev/_sources/auto_examples/Markers/sg_execution_times.rst.txt
index b8750ae75..941b360e8 100644
--- a/dev/_sources/auto_examples/Markers/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/Markers/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:31.530** total execution time for 19 files **from auto_examples/Markers**:
+**00:28.679** total execution time for 19 files **from auto_examples/Markers**:
 
 .. container::
 
@@ -33,59 +33,59 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_Markers_transforms_and_units.py` (``transforms_and_units.py``)
-     - 00:02.806
+     - 00:02.605
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_add_remove_marker.py` (``add_remove_marker.py``)
-     - 00:02.198
+     - 00:01.985
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_lines.py` (``lines.py``)
-     - 00:02.154
+     - 00:01.941
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_squares.py` (``squares.py``)
-     - 00:02.028
+     - 00:01.836
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_polygons.py` (``polygons.py``)
-     - 00:02.019
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_ragged_points.py` (``ragged_points.py``)
-     - 00:01.998
+     - 00:01.826
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_rectangles.py` (``rectangles.py``)
-     - 00:01.983
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_ellipses.py` (``ellipses.py``)
-     - 00:01.921
+     - 00:01.785
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_arrows_navigation.py` (``arrows_navigation.py``)
-     - 00:01.918
+     - 00:01.750
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_filled_circles.py` (``filled_circles.py``)
-     - 00:01.911
+   * - :ref:`sphx_glr_auto_examples_Markers_ellipses.py` (``ellipses.py``)
+     - 00:01.746
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_Markers_ragged_points.py` (``ragged_points.py``)
+     - 00:01.743
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_stars.py` (``stars.py``)
-     - 00:01.890
+     - 00:01.733
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_vertical_lines.py` (``vertical_lines.py``)
-     - 00:01.710
+   * - :ref:`sphx_glr_auto_examples_Markers_filled_circles.py` (``filled_circles.py``)
+     - 00:01.720
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_texts.py` (``texts.py``)
-     - 00:01.489
+   * - :ref:`sphx_glr_auto_examples_Markers_vertical_lines.py` (``vertical_lines.py``)
+     - 00:01.559
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_circles.py` (``circles.py``)
-     - 00:01.488
+     - 00:01.373
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_Markers_texts.py` (``texts.py``)
+     - 00:01.357
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_arrows.py` (``arrows.py``)
-     - 00:00.982
+     - 00:00.929
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_from_signal.py` (``from_signal.py``)
-     - 00:00.924
+     - 00:00.864
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_circles_color_radius.py` (``circles_color_radius.py``)
-     - 00:00.829
+     - 00:00.761
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_arrows_ragged.py` (``arrows_ragged.py``)
-     - 00:00.762
+     - 00:00.692
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_rotation_makers.py` (``rotation_makers.py``)
-     - 00:00.518
+     - 00:00.473
      - 0.0
diff --git a/dev/_sources/auto_examples/Markers/squares.rst.txt b/dev/_sources/auto_examples/Markers/squares.rst.txt
index aed4886da..a913b597f 100644
--- a/dev/_sources/auto_examples/Markers/squares.rst.txt
+++ b/dev/_sources/auto_examples/Markers/squares.rst.txt
@@ -161,7 +161,7 @@ sphinx_gallery_thumbnail_number = 4
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.028 seconds)
+   **Total running time of the script:** (0 minutes 1.836 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_squares.py:
diff --git a/dev/_sources/auto_examples/Markers/stars.rst.txt b/dev/_sources/auto_examples/Markers/stars.rst.txt
index b5df23299..868b75edf 100644
--- a/dev/_sources/auto_examples/Markers/stars.rst.txt
+++ b/dev/_sources/auto_examples/Markers/stars.rst.txt
@@ -153,7 +153,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.890 seconds)
+   **Total running time of the script:** (0 minutes 1.733 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_stars.py:
diff --git a/dev/_sources/auto_examples/Markers/texts.rst.txt b/dev/_sources/auto_examples/Markers/texts.rst.txt
index b70501d98..5b8453d25 100644
--- a/dev/_sources/auto_examples/Markers/texts.rst.txt
+++ b/dev/_sources/auto_examples/Markers/texts.rst.txt
@@ -150,7 +150,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.489 seconds)
+   **Total running time of the script:** (0 minutes 1.357 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_texts.py:
diff --git a/dev/_sources/auto_examples/Markers/transforms_and_units.rst.txt b/dev/_sources/auto_examples/Markers/transforms_and_units.rst.txt
index 20f6d3cdc..c6882f763 100644
--- a/dev/_sources/auto_examples/Markers/transforms_and_units.rst.txt
+++ b/dev/_sources/auto_examples/Markers/transforms_and_units.rst.txt
@@ -265,7 +265,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.806 seconds)
+   **Total running time of the script:** (0 minutes 2.605 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_transforms_and_units.py:
diff --git a/dev/_sources/auto_examples/Markers/vertical_lines.rst.txt b/dev/_sources/auto_examples/Markers/vertical_lines.rst.txt
index a0dc5b566..78f13367b 100644
--- a/dev/_sources/auto_examples/Markers/vertical_lines.rst.txt
+++ b/dev/_sources/auto_examples/Markers/vertical_lines.rst.txt
@@ -151,7 +151,7 @@ sphinx_gallery_thumbnail_number = 2
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.710 seconds)
+   **Total running time of the script:** (0 minutes 1.559 seconds)
 
 
 .. _sphx_glr_download_auto_examples_Markers_vertical_lines.py:
diff --git a/dev/_sources/auto_examples/create_signal/1D_image_stack.rst.txt b/dev/_sources/auto_examples/create_signal/1D_image_stack.rst.txt
index f1ae41c4d..f9c502128 100644
--- a/dev/_sources/auto_examples/create_signal/1D_image_stack.rst.txt
+++ b/dev/_sources/auto_examples/create_signal/1D_image_stack.rst.txt
@@ -81,7 +81,7 @@ This example creates an image stack and plots it.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.808 seconds)
+   **Total running time of the script:** (0 minutes 0.731 seconds)
 
 
 .. _sphx_glr_download_auto_examples_create_signal_1D_image_stack.py:
diff --git a/dev/_sources/auto_examples/create_signal/2D_image_stack.rst.txt b/dev/_sources/auto_examples/create_signal/2D_image_stack.rst.txt
index 03e79f321..c044ff19f 100644
--- a/dev/_sources/auto_examples/create_signal/2D_image_stack.rst.txt
+++ b/dev/_sources/auto_examples/create_signal/2D_image_stack.rst.txt
@@ -86,7 +86,7 @@ This example creates a 4D dataset, i.e. 2 navigation dimension and
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.834 seconds)
+   **Total running time of the script:** (0 minutes 0.754 seconds)
 
 
 .. _sphx_glr_download_auto_examples_create_signal_2D_image_stack.py:
diff --git a/dev/_sources/auto_examples/create_signal/from_tabular_data.rst.txt b/dev/_sources/auto_examples/create_signal/from_tabular_data.rst.txt
index 7772bcaef..009d7b993 100644
--- a/dev/_sources/auto_examples/create_signal/from_tabular_data.rst.txt
+++ b/dev/_sources/auto_examples/create_signal/from_tabular_data.rst.txt
@@ -163,7 +163,7 @@ Plot the dataset:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.647 seconds)
+   **Total running time of the script:** (0 minutes 0.586 seconds)
 
 
 .. _sphx_glr_download_auto_examples_create_signal_from_tabular_data.py:
diff --git a/dev/_sources/auto_examples/create_signal/from_tabular_data_file.rst.txt b/dev/_sources/auto_examples/create_signal/from_tabular_data_file.rst.txt
index c9dec8060..43bf093bf 100644
--- a/dev/_sources/auto_examples/create_signal/from_tabular_data_file.rst.txt
+++ b/dev/_sources/auto_examples/create_signal/from_tabular_data_file.rst.txt
@@ -145,7 +145,7 @@ Plot the dataset:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.460 seconds)
+   **Total running time of the script:** (0 minutes 0.439 seconds)
 
 
 .. _sphx_glr_download_auto_examples_create_signal_from_tabular_data_file.py:
diff --git a/dev/_sources/auto_examples/create_signal/line_spectrum.rst.txt b/dev/_sources/auto_examples/create_signal/line_spectrum.rst.txt
index f3688f22e..fea0702bf 100644
--- a/dev/_sources/auto_examples/create_signal/line_spectrum.rst.txt
+++ b/dev/_sources/auto_examples/create_signal/line_spectrum.rst.txt
@@ -76,7 +76,7 @@ This example creates a line spectrum and plots it.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.840 seconds)
+   **Total running time of the script:** (0 minutes 0.784 seconds)
 
 
 .. _sphx_glr_download_auto_examples_create_signal_line_spectrum.py:
diff --git a/dev/_sources/auto_examples/create_signal/sg_execution_times.rst.txt b/dev/_sources/auto_examples/create_signal/sg_execution_times.rst.txt
index a8b526031..6a1ee246f 100644
--- a/dev/_sources/auto_examples/create_signal/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/create_signal/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:04.632** total execution time for 6 files **from auto_examples/create_signal**:
+**00:04.247** total execution time for 6 files **from auto_examples/create_signal**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_create_signal_spectrum_image.py` (``spectrum_image.py``)
-     - 00:01.043
+     - 00:00.953
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_line_spectrum.py` (``line_spectrum.py``)
-     - 00:00.840
+     - 00:00.784
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_2D_image_stack.py` (``2D_image_stack.py``)
-     - 00:00.834
+     - 00:00.754
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_1D_image_stack.py` (``1D_image_stack.py``)
-     - 00:00.808
+     - 00:00.731
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_from_tabular_data.py` (``from_tabular_data.py``)
-     - 00:00.647
+     - 00:00.586
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_from_tabular_data_file.py` (``from_tabular_data_file.py``)
-     - 00:00.460
+     - 00:00.439
      - 0.0
diff --git a/dev/_sources/auto_examples/create_signal/spectrum_image.rst.txt b/dev/_sources/auto_examples/create_signal/spectrum_image.rst.txt
index 36184b3d9..8c1b39bc3 100644
--- a/dev/_sources/auto_examples/create_signal/spectrum_image.rst.txt
+++ b/dev/_sources/auto_examples/create_signal/spectrum_image.rst.txt
@@ -86,7 +86,7 @@ signal dimension 1, and plots it.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.043 seconds)
+   **Total running time of the script:** (0 minutes 0.953 seconds)
 
 
 .. _sphx_glr_download_auto_examples_create_signal_spectrum_image.py:
diff --git a/dev/_sources/auto_examples/data_visualization/compose_figure.rst.txt b/dev/_sources/auto_examples/data_visualization/compose_figure.rst.txt
new file mode 100644
index 000000000..0d1b8043f
--- /dev/null
+++ b/dev/_sources/auto_examples/data_visualization/compose_figure.rst.txt
@@ -0,0 +1,123 @@
+
+.. DO NOT EDIT.
+.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
+.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
+.. "auto_examples/data_visualization/compose_figure.py"
+.. LINE NUMBERS ARE GIVEN BELOW.
+
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
+
+        :ref:`Go to the end <sphx_glr_download_auto_examples_data_visualization_compose_figure.py>`
+        to download the full example code.
+
+.. rst-class:: sphx-glr-example-title
+
+.. _sphx_glr_auto_examples_data_visualization_compose_figure.py:
+
+
+Composing Figure
+================
+
+This example shows how to compose a figure using
+:func:`~.api.plot.plot_images` and :func:`~.api.plot.plot_spectra`
+
+.. GENERATED FROM PYTHON SOURCE LINES 10-14
+
+.. code-block:: Python
+
+    import hyperspy.api as hs
+    import matplotlib.pyplot as plt
+    import numpy as np
+
+
+
+
+
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 15-16
+
+Create the 1D and 2D signals
+
+.. GENERATED FROM PYTHON SOURCE LINES 18-24
+
+.. code-block:: Python
+
+    s2D_0 = hs.signals.Signal2D(np.arange(100).reshape(10, 10))
+    s2D_1 = -s2D_0
+
+    s1D_0 = hs.signals.Signal1D(np.arange(100))
+    s1D_1 = -s1D_0
+
+
+
+
+
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 25-26
+
+Create an array of :external+matplotlib:class:`matplotlib.axis.Axis` using :external+matplotlib:func:`matplotlib.pyplot.subplots` 
+
+.. GENERATED FROM PYTHON SOURCE LINES 28-31
+
+.. code-block:: Python
+
+    fig, axs = plt.subplots(ncols=2, nrows=2)
+    hs.plot.plot_images([s2D_0, s2D_1], ax=axs[:, 0], axes_decor="off")
+    hs.plot.plot_spectra([s1D_0, s1D_1], ax=axs[:, 1], style="mosaic")
+
+
+
+.. image-sg:: /auto_examples/data_visualization/images/sphx_glr_compose_figure_001.png
+   :alt: compose figure
+   :srcset: /auto_examples/data_visualization/images/sphx_glr_compose_figure_001.png
+   :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ .. code-block:: none
+
+
+    array([<Axes: xlabel='<undefined> (<undefined>)', ylabel='Intensity'>,
+           <Axes: xlabel='<undefined> (<undefined>)', ylabel='Intensity'>],
+          dtype=object)
+
+
+
+
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** (0 minutes 0.455 seconds)
+
+
+.. _sphx_glr_download_auto_examples_data_visualization_compose_figure.py:
+
+.. only:: html
+
+  .. container:: sphx-glr-footer sphx-glr-footer-example
+
+    .. container:: sphx-glr-download sphx-glr-download-jupyter
+
+      :download:`Download Jupyter notebook: compose_figure.ipynb <compose_figure.ipynb>`
+
+    .. container:: sphx-glr-download sphx-glr-download-python
+
+      :download:`Download Python source code: compose_figure.py <compose_figure.py>`
+
+    .. container:: sphx-glr-download sphx-glr-download-zip
+
+      :download:`Download zipped: compose_figure.zip <compose_figure.zip>`
+
+
+.. only:: html
+
+ .. rst-class:: sphx-glr-signature
+
+    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_
diff --git a/dev/_sources/auto_examples/data_visualization/index.rst.txt b/dev/_sources/auto_examples/data_visualization/index.rst.txt
new file mode 100644
index 000000000..b9673507e
--- /dev/null
+++ b/dev/_sources/auto_examples/data_visualization/index.rst.txt
@@ -0,0 +1,70 @@
+
+
+.. _sphx_glr_auto_examples_data_visualization:
+
+Data Visualization
+==================
+
+This gallery shows how to plot data using the convenience functions
+:func:`~.api.plot.plot_spectra`, :func:`~.api.plot.plot_images` and
+:func:`~.api.plot.plot_signals`.
+Unlike the :meth:`~.api.signals.BaseSignal.plot`, these functions
+can plot multiple signal together and can be useful to compose figure
+comparing signals, etc.
+
+
+
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbnails">
+
+.. thumbnail-parent-div-open
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to compose a figure using plot_images and plot_spectra">
+
+.. only:: html
+
+  .. image:: /auto_examples/data_visualization/images/thumb/sphx_glr_compose_figure_thumb.png
+    :alt:
+
+  :ref:`sphx_glr_auto_examples_data_visualization_compose_figure.py`
+
+.. raw:: html
+
+      <div class="sphx-glr-thumbnail-title">Composing Figure</div>
+    </div>
+
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="Specifying Matplotlib Axis">
+
+.. only:: html
+
+  .. image:: /auto_examples/data_visualization/images/thumb/sphx_glr_specifying_ax_thumb.png
+    :alt:
+
+  :ref:`sphx_glr_auto_examples_data_visualization_specifying_ax.py`
+
+.. raw:: html
+
+      <div class="sphx-glr-thumbnail-title">Specifying Matplotlib Axis</div>
+    </div>
+
+
+.. thumbnail-parent-div-close
+
+.. raw:: html
+
+    </div>
+
+
+.. toctree::
+   :hidden:
+
+   /auto_examples/data_visualization/compose_figure
+   /auto_examples/data_visualization/specifying_ax
+
diff --git a/dev/_sources/auto_examples/data_visualization/sg_execution_times.rst.txt b/dev/_sources/auto_examples/data_visualization/sg_execution_times.rst.txt
new file mode 100644
index 000000000..4253b8ada
--- /dev/null
+++ b/dev/_sources/auto_examples/data_visualization/sg_execution_times.rst.txt
@@ -0,0 +1,40 @@
+
+:orphan:
+
+.. _sphx_glr_auto_examples_data_visualization_sg_execution_times:
+
+
+Computation times
+=================
+**00:01.259** total execution time for 2 files **from auto_examples/data_visualization**:
+
+.. container::
+
+  .. raw:: html
+
+    <style scoped>
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+    </style>
+    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+    <script type="text/javascript" class="init">
+    $(document).ready( function () {
+        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+    } );
+    </script>
+
+  .. list-table::
+   :header-rows: 1
+   :class: table table-striped sg-datatable
+
+   * - Example
+     - Time
+     - Mem (MB)
+   * - :ref:`sphx_glr_auto_examples_data_visualization_specifying_ax.py` (``specifying_ax.py``)
+     - 00:00.805
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_data_visualization_compose_figure.py` (``compose_figure.py``)
+     - 00:00.455
+     - 0.0
diff --git a/dev/_sources/auto_examples/data_visualization/specifying_ax.rst.txt b/dev/_sources/auto_examples/data_visualization/specifying_ax.rst.txt
new file mode 100644
index 000000000..b6174bbf0
--- /dev/null
+++ b/dev/_sources/auto_examples/data_visualization/specifying_ax.rst.txt
@@ -0,0 +1,206 @@
+
+.. DO NOT EDIT.
+.. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
+.. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
+.. "auto_examples/data_visualization/specifying_ax.py"
+.. LINE NUMBERS ARE GIVEN BELOW.
+
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
+
+        :ref:`Go to the end <sphx_glr_download_auto_examples_data_visualization_specifying_ax.py>`
+        to download the full example code.
+
+.. rst-class:: sphx-glr-example-title
+
+.. _sphx_glr_auto_examples_data_visualization_specifying_ax.py:
+
+
+Specifying Matplotlib Axis
+==========================
+
+.. GENERATED FROM PYTHON SOURCE LINES 8-12
+
+.. code-block:: Python
+
+    import hyperspy.api as hs
+    import matplotlib.pyplot as plt
+    import numpy as np
+
+
+
+
+
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 13-17
+
+Signal2D
+--------
+
+Create two Signal2D
+
+.. GENERATED FROM PYTHON SOURCE LINES 20-23
+
+.. code-block:: Python
+
+    s = hs.signals.Signal2D(np.arange(100).reshape(10, 10))
+    s2 = -s
+
+
+
+
+
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 24-27
+
+Create a list of :external+matplotlib:class:`matplotlib.axis.Axis` using
+:external+matplotlib:func:`matplotlib.pyplot.subplots` and
+specify the second matplotlib axis of the list to :func:`~.api.plot.plot_images`
+
+.. GENERATED FROM PYTHON SOURCE LINES 27-31
+
+.. code-block:: Python
+
+
+    fig, axs = plt.subplots(ncols=3, nrows=1)
+    hs.plot.plot_images(s, ax=axs[1], axes_decor="off")
+
+
+
+
+.. image-sg:: /auto_examples/data_visualization/images/sphx_glr_specifying_ax_001.png
+   :alt: ()
+   :srcset: /auto_examples/data_visualization/images/sphx_glr_specifying_ax_001.png
+   :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ .. code-block:: none
+
+
+    [<Axes: >]
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 32-33
+
+The same can be done for a list of signals and axis
+
+.. GENERATED FROM PYTHON SOURCE LINES 33-37
+
+.. code-block:: Python
+
+
+    fig, axs = plt.subplots(ncols=3, nrows=1)
+    hs.plot.plot_images([s, s2], ax=axs[1:3], axes_decor="off")
+
+
+
+
+.. image-sg:: /auto_examples/data_visualization/images/sphx_glr_specifying_ax_002.png
+   :alt: specifying ax
+   :srcset: /auto_examples/data_visualization/images/sphx_glr_specifying_ax_002.png
+   :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ .. code-block:: none
+
+
+    [<Axes: >, <Axes: >]
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 38-44
+
+Signal1D
+--------
+
+The same can be for :class:`~.api.signals.Signal1D`
+
+Create two Signal2D
+
+.. GENERATED FROM PYTHON SOURCE LINES 47-50
+
+.. code-block:: Python
+
+    s = hs.signals.Signal1D(np.arange(100))
+    s2 = -s
+
+
+
+
+
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 51-54
+
+Create an array of :external+matplotlib:class:`matplotlib.axis.Axis` using
+:external+matplotlib:func:`matplotlib.pyplot.subplots` and
+specify the two las matplotlib axis of the second line to :func:`~.api.plot.plot_spectra`
+
+.. GENERATED FROM PYTHON SOURCE LINES 56-58
+
+.. code-block:: Python
+
+    fig, axs = plt.subplots(ncols=3, nrows=2)
+    hs.plot.plot_spectra([s, s2], ax=axs[1, 1:3], style="mosaic")
+
+
+
+.. image-sg:: /auto_examples/data_visualization/images/sphx_glr_specifying_ax_003.png
+   :alt: specifying ax
+   :srcset: /auto_examples/data_visualization/images/sphx_glr_specifying_ax_003.png
+   :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ .. code-block:: none
+
+
+    array([<Axes: xlabel='<undefined> (<undefined>)', ylabel='Intensity'>,
+           <Axes: xlabel='<undefined> (<undefined>)', ylabel='Intensity'>],
+          dtype=object)
+
+
+
+
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** (0 minutes 0.805 seconds)
+
+
+.. _sphx_glr_download_auto_examples_data_visualization_specifying_ax.py:
+
+.. only:: html
+
+  .. container:: sphx-glr-footer sphx-glr-footer-example
+
+    .. container:: sphx-glr-download sphx-glr-download-jupyter
+
+      :download:`Download Jupyter notebook: specifying_ax.ipynb <specifying_ax.ipynb>`
+
+    .. container:: sphx-glr-download sphx-glr-download-python
+
+      :download:`Download Python source code: specifying_ax.py <specifying_ax.py>`
+
+    .. container:: sphx-glr-download sphx-glr-download-zip
+
+      :download:`Download zipped: specifying_ax.zip <specifying_ax.zip>`
+
+
+.. only:: html
+
+ .. rst-class:: sphx-glr-signature
+
+    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_
diff --git a/dev/_sources/auto_examples/index.rst.txt b/dev/_sources/auto_examples/index.rst.txt
index 39a15fae8..a816d07d3 100644
--- a/dev/_sources/auto_examples/index.rst.txt
+++ b/dev/_sources/auto_examples/index.rst.txt
@@ -480,6 +480,65 @@ Below is a gallery of examples on creating a signal and plotting.
     </div>
 
 
+.. thumbnail-parent-div-close
+
+.. raw:: html
+
+    </div>
+
+Data Visualization
+==================
+
+This gallery shows how to plot data using the convenience functions
+:func:`~.api.plot.plot_spectra`, :func:`~.api.plot.plot_images` and
+:func:`~.api.plot.plot_signals`.
+Unlike the :meth:`~.api.signals.BaseSignal.plot`, these functions
+can plot multiple signal together and can be useful to compose figure
+comparing signals, etc.
+
+
+
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbnails">
+
+.. thumbnail-parent-div-open
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="This example shows how to compose a figure using plot_images and plot_spectra">
+
+.. only:: html
+
+  .. image:: /auto_examples/data_visualization/images/thumb/sphx_glr_compose_figure_thumb.png
+    :alt:
+
+  :ref:`sphx_glr_auto_examples_data_visualization_compose_figure.py`
+
+.. raw:: html
+
+      <div class="sphx-glr-thumbnail-title">Composing Figure</div>
+    </div>
+
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="Specifying Matplotlib Axis">
+
+.. only:: html
+
+  .. image:: /auto_examples/data_visualization/images/thumb/sphx_glr_specifying_ax_thumb.png
+    :alt:
+
+  :ref:`sphx_glr_auto_examples_data_visualization_specifying_ax.py`
+
+.. raw:: html
+
+      <div class="sphx-glr-thumbnail-title">Specifying Matplotlib Axis</div>
+    </div>
+
+
 .. thumbnail-parent-div-close
 
 .. raw:: html
@@ -586,6 +645,64 @@ Below is a gallery of examples on model fitting.
     </div>
 
 
+.. thumbnail-parent-div-close
+
+.. raw:: html
+
+    </div>
+
+
+Making Custom Layouts for Plots
+===============================
+
+Below is a gallery of examples on making simple custom layouts for plotting data
+using :class:`matplotlib.figure.SubFigure`.
+
+.. Note::
+    Plotting data with subfigures is slower than using separates figures.
+
+
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbnails">
+
+.. thumbnail-parent-div-open
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="Custom layouts for hyperspy figures can be created using the matplotlib.figure.SubFigure class. Passing the fig argument to the plot method of a hyperspy signal object will target that figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots.">
+
+.. only:: html
+
+  .. image:: /auto_examples/plotting/images/thumb/sphx_glr_custom_figure_layout_thumb.png
+    :alt:
+
+  :ref:`sphx_glr_auto_examples_plotting_custom_figure_layout.py`
+
+.. raw:: html
+
+      <div class="sphx-glr-thumbnail-title">Creating Custom Layouts</div>
+    </div>
+
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="ROI&#x27;s can be powerful tools to help visualize data.  In this case we will define ROI&#x27;s in hyperspy, sum the data within the ROI, and then plot the sum as a signal. Using the matplotlib.figure.SubFigure class we can create a custom layout to visualize and interact with the data.">
+
+.. only:: html
+
+  .. image:: /auto_examples/plotting/images/thumb/sphx_glr_ROI_insets_thumb.png
+    :alt:
+
+  :ref:`sphx_glr_auto_examples_plotting_ROI_insets.py`
+
+.. raw:: html
+
+      <div class="sphx-glr-thumbnail-title">ROI Insets</div>
+    </div>
+
+
 .. thumbnail-parent-div-close
 
 .. raw:: html
@@ -775,8 +892,10 @@ HyperSpy functionalities
 
    /auto_examples/Markers/index.rst
    /auto_examples/create_signal/index.rst
+   /auto_examples/data_visualization/index.rst
    /auto_examples/io/index.rst
    /auto_examples/model_fitting/index.rst
+   /auto_examples/plotting/index.rst
    /auto_examples/region_of_interest/index.rst
    /auto_examples/simple_simulations/index.rst
 
diff --git a/dev/_sources/auto_examples/io/convert_color_image.rst.txt b/dev/_sources/auto_examples/io/convert_color_image.rst.txt
index 6b792e726..383e19521 100644
--- a/dev/_sources/auto_examples/io/convert_color_image.rst.txt
+++ b/dev/_sources/auto_examples/io/convert_color_image.rst.txt
@@ -264,7 +264,7 @@ to unsigned integer 8 bit and then ``rgb8`` to be able to save the RGB image in
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.116 seconds)
+   **Total running time of the script:** (0 minutes 3.819 seconds)
 
 
 .. _sphx_glr_download_auto_examples_io_convert_color_image.py:
diff --git a/dev/_sources/auto_examples/io/export_single_spectrum.rst.txt b/dev/_sources/auto_examples/io/export_single_spectrum.rst.txt
index dc653bc79..57c45a9f8 100644
--- a/dev/_sources/auto_examples/io/export_single_spectrum.rst.txt
+++ b/dev/_sources/auto_examples/io/export_single_spectrum.rst.txt
@@ -61,7 +61,7 @@ Creates a single spectrum image, saves it and plots it:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.497 seconds)
+   **Total running time of the script:** (0 minutes 0.534 seconds)
 
 
 .. _sphx_glr_download_auto_examples_io_export_single_spectrum.py:
diff --git a/dev/_sources/auto_examples/io/sg_execution_times.rst.txt b/dev/_sources/auto_examples/io/sg_execution_times.rst.txt
index 1da1b6c97..0a6535d9a 100644
--- a/dev/_sources/auto_examples/io/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/io/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:04.613** total execution time for 2 files **from auto_examples/io**:
+**00:04.353** total execution time for 2 files **from auto_examples/io**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_io_convert_color_image.py` (``convert_color_image.py``)
-     - 00:04.116
+     - 00:03.819
      - 0.0
    * - :ref:`sphx_glr_auto_examples_io_export_single_spectrum.py` (``export_single_spectrum.py``)
-     - 00:00.497
+     - 00:00.534
      - 0.0
diff --git a/dev/_sources/auto_examples/model_fitting/plot_residual.rst.txt b/dev/_sources/auto_examples/model_fitting/plot_residual.rst.txt
index e0e70289e..b3fb13843 100644
--- a/dev/_sources/auto_examples/model_fitting/plot_residual.rst.txt
+++ b/dev/_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 0x7f65e3787ba0>
+    Exception ignored in: <function tqdm.__del__ at 0x7f7f4d702980>
     Traceback (most recent call last):
-      File "/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
+      File "/opt/hostedtoolcache/Python/3.11.10/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
         self.close()
-      File "/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/notebook.py", line 279, in close
+      File "/opt/hostedtoolcache/Python/3.11.10/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'
-
      0%|          | 0/10 [00:00<?, ?it/s]
    100%|██████████| 10/10 [00:00<00:00, 1441.14it/s]
+
      0%|          | 0/10 [00:00<?, ?it/s]
    100%|██████████| 10/10 [00:00<00:00, 1685.68it/s]
 
 
 
@@ -162,7 +162,7 @@ Plot the fitted model with residual:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.820 seconds)
+   **Total running time of the script:** (0 minutes 0.727 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_plot_residual.py:
diff --git a/dev/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt b/dev/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
index 6169750c7..5f9797ea5 100644
--- a/dev/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/model_fitting/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.457** total execution time for 2 files **from auto_examples/model_fitting**:
+**00:01.322** total execution time for 2 files **from auto_examples/model_fitting**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``plot_residual.py``)
-     - 00:00.820
+     - 00:00.727
      - 0.0
    * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``simple_arctan_fit.py``)
-     - 00:00.637
+     - 00:00.594
      - 0.0
diff --git a/dev/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt b/dev/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt
index 6bb65f534..2e69038ed 100644
--- a/dev/_sources/auto_examples/model_fitting/simple_arctan_fit.rst.txt
+++ b/dev/_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 | 1.00140918 | 0.00213046 |       None |       None |   True
-                 k |    True | 1.00385527 | 0.08505630 |       None |       None |  False
-                x0 |    True | -0.0308670 | 0.07895994 |       None |       None |  False
+                 A |    True | 0.99630822 | 0.00213774 |       None |       None |   True
+                 k |    True | 1.01738354 | 0.08757112 |       None |       None |  False
+                x0 |    True | 0.04528164 | 0.07908737 |       None |       None |  False
 
 
 
@@ -91,7 +91,7 @@ Fit an arctan function.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.637 seconds)
+   **Total running time of the script:** (0 minutes 0.594 seconds)
 
 
 .. _sphx_glr_download_auto_examples_model_fitting_simple_arctan_fit.py:
diff --git a/dev/_sources/auto_examples/plotting/ROI_insets.rst.txt b/dev/_sources/auto_examples/plotting/ROI_insets.rst.txt
index 68067d1fd..de1c36b1f 100644
--- a/dev/_sources/auto_examples/plotting/ROI_insets.rst.txt
+++ b/dev/_sources/auto_examples/plotting/ROI_insets.rst.txt
@@ -2,7 +2,7 @@
 .. DO NOT EDIT.
 .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
 .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
-.. "auto_examples\plotting\ROI_insets.py"
+.. "auto_examples/plotting/ROI_insets.py"
 .. LINE NUMBERS ARE GIVEN BELOW.
 
 .. only:: html
@@ -26,9 +26,12 @@ ROI's can be powerful tools to help visualize data.  In this case we will define
 the data within the ROI, and then plot the sum as a signal. Using the :class:`matplotlib.figure.SubFigure` class
 we can create a custom layout to visualize and interact with the data.
 
+.. Note::
+    Plotting data with subfigures is slower than using separates figures.
+
 We can connect these ROI's using the :func:`hyperspy.api.interactive` function which allows us to move the ROI's and see the sum of the underlying data.
 
-.. GENERATED FROM PYTHON SOURCE LINES 12-83
+.. GENERATED FROM PYTHON SOURCE LINES 15-86
 
 
 
@@ -118,7 +121,7 @@ We can connect these ROI's using the :func:`hyperspy.api.interactive` function w
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.879 seconds)
+   **Total running time of the script:** (0 minutes 0.370 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plotting_ROI_insets.py:
@@ -135,6 +138,10 @@ We can connect these ROI's using the :func:`hyperspy.api.interactive` function w
 
       :download:`Download Python source code: ROI_insets.py <ROI_insets.py>`
 
+    .. container:: sphx-glr-download sphx-glr-download-zip
+
+      :download:`Download zipped: ROI_insets.zip <ROI_insets.zip>`
+
 
 .. only:: html
 
diff --git a/dev/_sources/auto_examples/plotting/custom_figure_layout.rst.txt b/dev/_sources/auto_examples/plotting/custom_figure_layout.rst.txt
index b23e0368b..741f6ebea 100644
--- a/dev/_sources/auto_examples/plotting/custom_figure_layout.rst.txt
+++ b/dev/_sources/auto_examples/plotting/custom_figure_layout.rst.txt
@@ -2,7 +2,7 @@
 .. DO NOT EDIT.
 .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY.
 .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE:
-.. "auto_examples\plotting\custom_figure_layout.py"
+.. "auto_examples/plotting/custom_figure_layout.py"
 .. LINE NUMBERS ARE GIVEN BELOW.
 
 .. only:: html
@@ -26,7 +26,10 @@ Custom layouts for hyperspy figures can be created using the :class:`matplotlib.
 the ``fig`` argument to the :meth:`~.api.signals.BaseSignal.plot` method of a hyperspy signal object will target
 that figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots.
 
-.. GENERATED FROM PYTHON SOURCE LINES 10-23
+.. Note::
+    Plotting data with subfigures is slower than using separates figures.
+
+.. GENERATED FROM PYTHON SOURCE LINES 14-27
 
 .. code-block:: Python
 
@@ -55,7 +58,7 @@ that figure instead of creating a new one. This is useful for creating custom la
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 24-36
+.. GENERATED FROM PYTHON SOURCE LINES 28-40
 
 .. code-block:: Python
 
@@ -83,14 +86,14 @@ that figure instead of creating a new one. This is useful for creating custom la
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 37-38
+.. GENERATED FROM PYTHON SOURCE LINES 41-42
 
 sphinx_gallery_thumbnail_number = 2
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.216 seconds)
+   **Total running time of the script:** (0 minutes 1.699 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plotting_custom_figure_layout.py:
@@ -107,6 +110,10 @@ sphinx_gallery_thumbnail_number = 2
 
       :download:`Download Python source code: custom_figure_layout.py <custom_figure_layout.py>`
 
+    .. container:: sphx-glr-download sphx-glr-download-zip
+
+      :download:`Download zipped: custom_figure_layout.zip <custom_figure_layout.zip>`
+
 
 .. only:: html
 
diff --git a/dev/_sources/auto_examples/plotting/index.rst.txt b/dev/_sources/auto_examples/plotting/index.rst.txt
index e5f97b3d7..65357dcfc 100644
--- a/dev/_sources/auto_examples/plotting/index.rst.txt
+++ b/dev/_sources/auto_examples/plotting/index.rst.txt
@@ -7,7 +7,11 @@
 Making Custom Layouts for Plots
 ===============================
 
-Below is a gallery of examples on making simple custom layouts for plotting data.
+Below is a gallery of examples on making simple custom layouts for plotting data
+using :class:`matplotlib.figure.SubFigure`.
+
+.. Note::
+    Plotting data with subfigures is slower than using separates figures.
 
 
 
@@ -19,7 +23,7 @@ Below is a gallery of examples on making simple custom layouts for plotting data
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Custom layouts for hyperspy figures can be created using the matplotlib.figure.SubFigure class....">
+    <div class="sphx-glr-thumbcontainer" tooltip="Custom layouts for hyperspy figures can be created using the matplotlib.figure.SubFigure class. Passing the fig argument to the plot method of a hyperspy signal object will target that figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots.">
 
 .. only:: html
 
@@ -36,7 +40,7 @@ Below is a gallery of examples on making simple custom layouts for plotting data
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="ROI&#x27;s can be powerful tools to help visualize data.  In this case we will define ROI&#x27;s in hyper...">
+    <div class="sphx-glr-thumbcontainer" tooltip="ROI&#x27;s can be powerful tools to help visualize data.  In this case we will define ROI&#x27;s in hyperspy, sum the data within the ROI, and then plot the sum as a signal. Using the matplotlib.figure.SubFigure class we can create a custom layout to visualize and interact with the data.">
 
 .. only:: html
 
diff --git a/dev/_sources/auto_examples/plotting/sg_execution_times.rst.txt b/dev/_sources/auto_examples/plotting/sg_execution_times.rst.txt
index 297347fbf..5b4a4a5ce 100644
--- a/dev/_sources/auto_examples/plotting/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/plotting/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:00.879** total execution time for 2 files **from auto_examples\plotting**:
+**00:02.070** total execution time for 2 files **from auto_examples/plotting**:
 
 .. container::
 
@@ -32,9 +32,9 @@ Computation times
    * - Example
      - Time
      - Mem (MB)
-   * - :ref:`sphx_glr_auto_examples_plotting_ROI_insets.py` (``ROI_insets.py``)
-     - 00:00.879
-     - 0.0
    * - :ref:`sphx_glr_auto_examples_plotting_custom_figure_layout.py` (``custom_figure_layout.py``)
-     - 00:00.000
+     - 00:01.699
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_plotting_ROI_insets.py` (``ROI_insets.py``)
+     - 00:00.370
      - 0.0
diff --git a/dev/_sources/auto_examples/region_of_interest/ExtractLineProfile.rst.txt b/dev/_sources/auto_examples/region_of_interest/ExtractLineProfile.rst.txt
index a15e12c8c..0a5859b5c 100644
--- a/dev/_sources/auto_examples/region_of_interest/ExtractLineProfile.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/ExtractLineProfile.rst.txt
@@ -213,7 +213,7 @@ by hyperspy, e.g. to save a profile as `.msa` text file:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.076 seconds)
+   **Total running time of the script:** (0 minutes 3.763 seconds)
 
 
 .. _sphx_glr_download_auto_examples_region_of_interest_ExtractLineProfile.py:
diff --git a/dev/_sources/auto_examples/region_of_interest/ROI_navigator.rst.txt b/dev/_sources/auto_examples/region_of_interest/ROI_navigator.rst.txt
index 73cd675a7..fa1d53d97 100644
--- a/dev/_sources/auto_examples/region_of_interest/ROI_navigator.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/ROI_navigator.rst.txt
@@ -143,7 +143,7 @@ Plot the signal sliced by the ROI:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.779 seconds)
+   **Total running time of the script:** (0 minutes 1.625 seconds)
 
 
 .. _sphx_glr_download_auto_examples_region_of_interest_ROI_navigator.py:
diff --git a/dev/_sources/auto_examples/region_of_interest/SpanROI.rst.txt b/dev/_sources/auto_examples/region_of_interest/SpanROI.rst.txt
index c5134b327..99149aaa8 100644
--- a/dev/_sources/auto_examples/region_of_interest/SpanROI.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/SpanROI.rst.txt
@@ -150,7 +150,7 @@ limits of the plot automatically:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.242 seconds)
+   **Total running time of the script:** (0 minutes 2.045 seconds)
 
 
 .. _sphx_glr_download_auto_examples_region_of_interest_SpanROI.py:
diff --git a/dev/_sources/auto_examples/region_of_interest/SpanROI_interactive_sum.rst.txt b/dev/_sources/auto_examples/region_of_interest/SpanROI_interactive_sum.rst.txt
index 2372951ad..4df467158 100644
--- a/dev/_sources/auto_examples/region_of_interest/SpanROI_interactive_sum.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/SpanROI_interactive_sum.rst.txt
@@ -183,7 +183,7 @@ Plot the integrated sum signal:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.706 seconds)
+   **Total running time of the script:** (0 minutes 1.570 seconds)
 
 
 .. _sphx_glr_download_auto_examples_region_of_interest_SpanROI_interactive_sum.py:
diff --git a/dev/_sources/auto_examples/region_of_interest/fast_fourier_transform_live.rst.txt b/dev/_sources/auto_examples/region_of_interest/fast_fourier_transform_live.rst.txt
index 5eeaba127..64d371ebf 100644
--- a/dev/_sources/auto_examples/region_of_interest/fast_fourier_transform_live.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/fast_fourier_transform_live.rst.txt
@@ -147,7 +147,7 @@ user guide for more details:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 8.103 seconds)
+   **Total running time of the script:** (0 minutes 7.301 seconds)
 
 
 .. _sphx_glr_download_auto_examples_region_of_interest_fast_fourier_transform_live.py:
diff --git a/dev/_sources/auto_examples/region_of_interest/map_signal.rst.txt b/dev/_sources/auto_examples/region_of_interest/map_signal.rst.txt
index 75d6fc921..67c38852d 100644
--- a/dev/_sources/auto_examples/region_of_interest/map_signal.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/map_signal.rst.txt
@@ -193,7 +193,7 @@ Same as in previous step, but additionally specifying ``cmap`` and ``colors``:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 5.268 seconds)
+   **Total running time of the script:** (0 minutes 4.776 seconds)
 
 
 .. _sphx_glr_download_auto_examples_region_of_interest_map_signal.py:
diff --git a/dev/_sources/auto_examples/region_of_interest/map_signal_circleROI.rst.txt b/dev/_sources/auto_examples/region_of_interest/map_signal_circleROI.rst.txt
index f15a5f792..67569f222 100644
--- a/dev/_sources/auto_examples/region_of_interest/map_signal_circleROI.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/map_signal_circleROI.rst.txt
@@ -162,7 +162,7 @@ Same as above but with using :class:`~.api.roi.CircleROI` with predefined positi
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.374 seconds)
+   **Total running time of the script:** (0 minutes 3.933 seconds)
 
 
 .. _sphx_glr_download_auto_examples_region_of_interest_map_signal_circleROI.py:
diff --git a/dev/_sources/auto_examples/region_of_interest/sg_execution_times.rst.txt b/dev/_sources/auto_examples/region_of_interest/sg_execution_times.rst.txt
index 402b962c3..b2efda978 100644
--- a/dev/_sources/auto_examples/region_of_interest/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/region_of_interest/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:27.547** total execution time for 7 files **from auto_examples/region_of_interest**:
+**00:25.014** total execution time for 7 files **from auto_examples/region_of_interest**:
 
 .. container::
 
@@ -33,23 +33,23 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_region_of_interest_fast_fourier_transform_live.py` (``fast_fourier_transform_live.py``)
-     - 00:08.103
+     - 00:07.301
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_map_signal.py` (``map_signal.py``)
-     - 00:05.268
+     - 00:04.776
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_map_signal_circleROI.py` (``map_signal_circleROI.py``)
-     - 00:04.374
+     - 00:03.933
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_ExtractLineProfile.py` (``ExtractLineProfile.py``)
-     - 00:04.076
+     - 00:03.763
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_SpanROI.py` (``SpanROI.py``)
-     - 00:02.242
+     - 00:02.045
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_ROI_navigator.py` (``ROI_navigator.py``)
-     - 00:01.779
+     - 00:01.625
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_SpanROI_interactive_sum.py` (``SpanROI_interactive_sum.py``)
-     - 00:01.706
+     - 00:01.570
      - 0.0
diff --git a/dev/_sources/auto_examples/simple_simulations/sg_execution_times.rst.txt b/dev/_sources/auto_examples/simple_simulations/sg_execution_times.rst.txt
index 19dc08cf7..fc0ea7de0 100644
--- a/dev/_sources/auto_examples/simple_simulations/sg_execution_times.rst.txt
+++ b/dev/_sources/auto_examples/simple_simulations/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.272** total execution time for 1 file **from auto_examples/simple_simulations**:
+**00:01.187** total execution time for 1 file **from auto_examples/simple_simulations**:
 
 .. container::
 
@@ -33,5 +33,5 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_simple_simulations_two_gaussians.py` (``two_gaussians.py``)
-     - 00:01.272
+     - 00:01.187
      - 0.0
diff --git a/dev/_sources/auto_examples/simple_simulations/two_gaussians.rst.txt b/dev/_sources/auto_examples/simple_simulations/two_gaussians.rst.txt
index 8478faab9..c547a3fae 100644
--- a/dev/_sources/auto_examples/simple_simulations/two_gaussians.rst.txt
+++ b/dev/_sources/auto_examples/simple_simulations/two_gaussians.rst.txt
@@ -52,19 +52,18 @@ simulated hyperspectrum.
 
  .. code-block:: none
 
-    Exception ignored in: <function tqdm.__del__ at 0x7f65e3787ba0>
+    Exception ignored in: <function tqdm.__del__ at 0x7f7f4d702980>
     Traceback (most recent call last):
-      File "/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
+      File "/opt/hostedtoolcache/Python/3.11.10/x64/lib/python3.11/site-packages/tqdm/std.py", line 1148, in __del__
         self.close()
-      File "/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/notebook.py", line 279, in close
+      File "/opt/hostedtoolcache/Python/3.11.10/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'
 
 
      0%|          | 0/1024 [00:00<?, ?it/s]
-
     32%|███▏      | 328/1024 [00:00<00:00, 3279.68it/s]
-
     64%|██████▍   | 657/1024 [00:00<00:00, 3283.92it/s]
-
     96%|█████████▋| 986/1024 [00:00<00:00, 3276.76it/s]
    100%|██████████| 1024/1024 [00:00<00:00, 3275.32it/s]
+
     33%|███▎      | 340/1024 [00:00<00:00, 3396.60it/s]
+
     68%|██████▊   | 697/1024 [00:00<00:00, 3495.56it/s]
    100%|██████████| 1024/1024 [00:00<00:00, 3519.87it/s]
 
 
 
@@ -134,7 +133,7 @@ simulated hyperspectrum.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.272 seconds)
+   **Total running time of the script:** (0 minutes 1.187 seconds)
 
 
 .. _sphx_glr_download_auto_examples_simple_simulations_two_gaussians.py:
diff --git a/dev/_sources/sg_execution_times.rst.txt b/dev/_sources/sg_execution_times.rst.txt
index a860ea89f..6bc522881 100644
--- a/dev/_sources/sg_execution_times.rst.txt
+++ b/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:11.052** total execution time for 37 files **from all galleries**:
+**01:08.130** total execution time for 41 files **from all galleries**:
 
 .. container::
 
@@ -33,113 +33,125 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_region_of_interest_fast_fourier_transform_live.py` (``../examples/region_of_interest/fast_fourier_transform_live.py``)
-     - 00:08.103
+     - 00:07.301
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_map_signal.py` (``../examples/region_of_interest/map_signal.py``)
-     - 00:05.268
+     - 00:04.776
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_map_signal_circleROI.py` (``../examples/region_of_interest/map_signal_circleROI.py``)
-     - 00:04.374
+     - 00:03.933
      - 0.0
    * - :ref:`sphx_glr_auto_examples_io_convert_color_image.py` (``../examples/io/convert_color_image.py``)
-     - 00:04.116
+     - 00:03.819
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_ExtractLineProfile.py` (``../examples/region_of_interest/ExtractLineProfile.py``)
-     - 00:04.076
+     - 00:03.763
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_transforms_and_units.py` (``../examples/Markers/transforms_and_units.py``)
-     - 00:02.806
+     - 00:02.605
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_SpanROI.py` (``../examples/region_of_interest/SpanROI.py``)
-     - 00:02.242
+     - 00:02.045
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_add_remove_marker.py` (``../examples/Markers/add_remove_marker.py``)
-     - 00:02.198
+     - 00:01.985
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_lines.py` (``../examples/Markers/lines.py``)
-     - 00:02.154
+     - 00:01.941
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_squares.py` (``../examples/Markers/squares.py``)
-     - 00:02.028
+     - 00:01.836
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_polygons.py` (``../examples/Markers/polygons.py``)
-     - 00:02.019
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_ragged_points.py` (``../examples/Markers/ragged_points.py``)
-     - 00:01.998
+     - 00:01.826
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_rectangles.py` (``../examples/Markers/rectangles.py``)
-     - 00:01.983
+     - 00:01.785
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_Markers_arrows_navigation.py` (``../examples/Markers/arrows_navigation.py``)
+     - 00:01.750
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_ellipses.py` (``../examples/Markers/ellipses.py``)
-     - 00:01.921
+     - 00:01.746
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_arrows_navigation.py` (``../examples/Markers/arrows_navigation.py``)
-     - 00:01.918
+   * - :ref:`sphx_glr_auto_examples_Markers_ragged_points.py` (``../examples/Markers/ragged_points.py``)
+     - 00:01.743
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_Markers_stars.py` (``../examples/Markers/stars.py``)
+     - 00:01.733
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_filled_circles.py` (``../examples/Markers/filled_circles.py``)
-     - 00:01.911
+     - 00:01.720
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_stars.py` (``../examples/Markers/stars.py``)
-     - 00:01.890
+   * - :ref:`sphx_glr_auto_examples_plotting_custom_figure_layout.py` (``../examples/plotting/custom_figure_layout.py``)
+     - 00:01.699
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_ROI_navigator.py` (``../examples/region_of_interest/ROI_navigator.py``)
-     - 00:01.779
-     - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_vertical_lines.py` (``../examples/Markers/vertical_lines.py``)
-     - 00:01.710
+     - 00:01.625
      - 0.0
    * - :ref:`sphx_glr_auto_examples_region_of_interest_SpanROI_interactive_sum.py` (``../examples/region_of_interest/SpanROI_interactive_sum.py``)
-     - 00:01.706
+     - 00:01.570
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_Markers_texts.py` (``../examples/Markers/texts.py``)
-     - 00:01.489
+   * - :ref:`sphx_glr_auto_examples_Markers_vertical_lines.py` (``../examples/Markers/vertical_lines.py``)
+     - 00:01.559
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_circles.py` (``../examples/Markers/circles.py``)
-     - 00:01.488
+     - 00:01.373
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_Markers_texts.py` (``../examples/Markers/texts.py``)
+     - 00:01.357
      - 0.0
    * - :ref:`sphx_glr_auto_examples_simple_simulations_two_gaussians.py` (``../examples/simple_simulations/two_gaussians.py``)
-     - 00:01.272
+     - 00:01.187
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_spectrum_image.py` (``../examples/create_signal/spectrum_image.py``)
-     - 00:01.043
+     - 00:00.953
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_arrows.py` (``../examples/Markers/arrows.py``)
-     - 00:00.982
+     - 00:00.929
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_from_signal.py` (``../examples/Markers/from_signal.py``)
-     - 00:00.924
+     - 00:00.864
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_create_signal_line_spectrum.py` (``../examples/create_signal/line_spectrum.py``)
-     - 00:00.840
+   * - :ref:`sphx_glr_auto_examples_data_visualization_specifying_ax.py` (``../examples/data_visualization/specifying_ax.py``)
+     - 00:00.805
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_create_signal_2D_image_stack.py` (``../examples/create_signal/2D_image_stack.py``)
-     - 00:00.834
+   * - :ref:`sphx_glr_auto_examples_create_signal_line_spectrum.py` (``../examples/create_signal/line_spectrum.py``)
+     - 00:00.784
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_circles_color_radius.py` (``../examples/Markers/circles_color_radius.py``)
-     - 00:00.829
+     - 00:00.761
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
-     - 00:00.820
+   * - :ref:`sphx_glr_auto_examples_create_signal_2D_image_stack.py` (``../examples/create_signal/2D_image_stack.py``)
+     - 00:00.754
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_1D_image_stack.py` (``../examples/create_signal/1D_image_stack.py``)
-     - 00:00.808
+     - 00:00.731
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_model_fitting_plot_residual.py` (``../examples/model_fitting/plot_residual.py``)
+     - 00:00.727
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_arrows_ragged.py` (``../examples/Markers/arrows_ragged.py``)
-     - 00:00.762
+     - 00:00.692
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
+     - 00:00.594
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_from_tabular_data.py` (``../examples/create_signal/from_tabular_data.py``)
-     - 00:00.647
+     - 00:00.586
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_model_fitting_simple_arctan_fit.py` (``../examples/model_fitting/simple_arctan_fit.py``)
-     - 00:00.637
+   * - :ref:`sphx_glr_auto_examples_io_export_single_spectrum.py` (``../examples/io/export_single_spectrum.py``)
+     - 00:00.534
      - 0.0
    * - :ref:`sphx_glr_auto_examples_Markers_rotation_makers.py` (``../examples/Markers/rotation_makers.py``)
-     - 00:00.518
+     - 00:00.473
      - 0.0
-   * - :ref:`sphx_glr_auto_examples_io_export_single_spectrum.py` (``../examples/io/export_single_spectrum.py``)
-     - 00:00.497
+   * - :ref:`sphx_glr_auto_examples_data_visualization_compose_figure.py` (``../examples/data_visualization/compose_figure.py``)
+     - 00:00.455
      - 0.0
    * - :ref:`sphx_glr_auto_examples_create_signal_from_tabular_data_file.py` (``../examples/create_signal/from_tabular_data_file.py``)
-     - 00:00.460
+     - 00:00.439
+     - 0.0
+   * - :ref:`sphx_glr_auto_examples_plotting_ROI_insets.py` (``../examples/plotting/ROI_insets.py``)
+     - 00:00.370
      - 0.0
diff --git a/dev/_static/documentation_options.js b/dev/_static/documentation_options.js
index ff71f0129..e5d76b95d 100644
--- a/dev/_static/documentation_options.js
+++ b/dev/_static/documentation_options.js
@@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
-    VERSION: '2.1.2.dev127+g5a310b575',
+    VERSION: '2.1.2.dev155+ge20d09593',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/dev/auto_examples/Markers/add_remove_marker.html b/dev/auto_examples/Markers/add_remove_marker.html
index 4ec92f4a8..957cd3a45 100644
--- a/dev/auto_examples/Markers/add_remove_marker.html
+++ b/dev/auto_examples/Markers/add_remove_marker.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Add/Remove items from existing Markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Add/Remove items from existing Markers &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
@@ -699,7 +709,7 @@ <h2>Add another text of the collection<a class="headerlink" href="#add-another-t
 </pre></div>
 </div>
 <p>sphinx_gallery_thumbnail_number = 2</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.198 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.985 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-markers-add-remove-marker-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/c62d00e521396198d8748d5a1ef79c99/add_remove_marker.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">add_remove_marker.ipynb</span></code></a></p>
diff --git a/dev/auto_examples/Markers/arrows.html b/dev/auto_examples/Markers/arrows.html
index f79b5ce31..5e7fd93a2 100644
--- a/dev/auto_examples/Markers/arrows.html
+++ b/dev/auto_examples/Markers/arrows.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Arrow markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Arrow markers &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
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-    <title>Circle Markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Circle Markers &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
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 <li><img src="../../_images/sphx_glr_circles_004.png" srcset="../../_images/sphx_glr_circles_004.png" alt="Signal" class = "sphx-glr-multi-img"/></li>
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-    <title>Circle Markers with Radius Dependent Coloring &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
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+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
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 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
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diff --git a/dev/auto_examples/Markers/polygons.html b/dev/auto_examples/Markers/polygons.html
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-    <title>Polygon Markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
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+</details></li>
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 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
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diff --git a/dev/auto_examples/Markers/ragged_points.html b/dev/auto_examples/Markers/ragged_points.html
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-    <title>Ragged Points &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Ragged Points &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+</ul>
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 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
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-    <title>Rectangle Markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Rectangle Markers &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
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diff --git a/dev/auto_examples/Markers/rotation_makers.html b/dev/auto_examples/Markers/rotation_makers.html
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-    <title>Rotation of markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Rotation of markers &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
@@ -676,7 +686,7 @@
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diff --git a/dev/auto_examples/Markers/sg_execution_times.html b/dev/auto_examples/Markers/sg_execution_times.html
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-    <title>Computation times &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Computation times &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
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-    <title>Star Markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
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+        <p class="prev-next-title">Data Visualization</p>
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 <td><p>0.0</p></td>
 </tr>
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-<td><p>00:00.460</p></td>
+<td><p>00:00.439</p></td>
 <td><p>0.0</p></td>
 </tr>
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diff --git a/dev/auto_examples/create_signal/spectrum_image.html b/dev/auto_examples/create_signal/spectrum_image.html
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-    <title>Creates a spectrum image &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Creates a spectrum image &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
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 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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new file mode 100644
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+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data_file.html">Creates a signal1D from a text file</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/line_spectrum.html">Creates a line spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data.html">Creates a signal1D from tabular data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/1D_image_stack.html">Creates a 3D image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/spectrum_image.html">Creates a spectrum image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
+</ul>
+</details></li>
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+                  
+  <div class="sphx-glr-download-link-note admonition note">
+<p class="admonition-title">Note</p>
+<p><a class="reference internal" href="#sphx-glr-download-auto-examples-data-visualization-compose-figure-py"><span class="std std-ref">Go to the end</span></a>
+to download the full example code.</p>
+</div>
+<section class="sphx-glr-example-title" id="composing-figure">
+<span id="sphx-glr-auto-examples-data-visualization-compose-figure-py"></span><h1>Composing Figure<a class="headerlink" href="#composing-figure" title="Link to this heading">#</a></h1>
+<p>This example shows how to compose a figure using
+<a class="reference internal" href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_images()</span></code></a> and <a class="reference internal" href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a></p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">hyperspy.api</span> <span class="k">as</span> <span class="nn">hs</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+</pre></div>
+</div>
+<p>Create the 1D and 2D signals</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">s2D_0</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.arange.html#numpy.arange" title="numpy.arange" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">arange</span></a><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
+<span class="n">s2D_1</span> <span class="o">=</span> <span class="o">-</span><span class="n">s2D_0</span>
+
+<span class="n">s1D_0</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal1D.html#hyperspy._signals.common_signal1d.CommonSignal1D" title="hyperspy._signals.common_signal1d.CommonSignal1D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal1d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal1D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.arange.html#numpy.arange" title="numpy.arange" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">arange</span></a><span class="p">(</span><span class="mi">100</span><span class="p">))</span>
+<span class="n">s1D_1</span> <span class="o">=</span> <span class="o">-</span><span class="n">s1D_0</span>
+</pre></div>
+</div>
+<p>Create an array of <a class="reference external" href="https://matplotlib.org/stable/api/axis_api.html#matplotlib.axis.Axis" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.axis.Axis</span></code></a> using <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="(in Matplotlib v3.9.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">matplotlib.pyplot.subplots()</span></code></a></p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="p">,</span> <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="matplotlib.pyplot.subplots" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">subplots</span></a><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">nrows</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<a href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images" class="sphx-glr-backref-module-hyperspy-api-plot sphx-glr-backref-type-py-function"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">plot_images</span></a><span class="p">([</span><span class="n">s2D_0</span><span class="p">,</span> <span class="n">s2D_1</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">axes_decor</span><span class="o">=</span><span class="s2">&quot;off&quot;</span><span class="p">)</span>
+<a href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra" class="sphx-glr-backref-module-hyperspy-api-plot sphx-glr-backref-type-py-function"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">plot_spectra</span></a><span class="p">([</span><span class="n">s1D_0</span><span class="p">,</span> <span class="n">s1D_1</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a><span class="p">[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">style</span><span class="o">=</span><span class="s2">&quot;mosaic&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<img src="../../_images/sphx_glr_compose_figure_001.png" srcset="../../_images/sphx_glr_compose_figure_001.png" alt="compose figure" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>array([&lt;Axes: xlabel=&#39;&lt;undefined&gt; (&lt;undefined&gt;)&#39;, ylabel=&#39;Intensity&#39;&gt;,
+       &lt;Axes: xlabel=&#39;&lt;undefined&gt; (&lt;undefined&gt;)&#39;, ylabel=&#39;Intensity&#39;&gt;],
+      dtype=object)
+</pre></div>
+</div>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.455 seconds)</p>
+<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-data-visualization-compose-figure-py">
+<div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
+<p><a class="reference download internal" download="" href="../../_downloads/452cb31e36fa4bfcce1af2f9d19e1658/compose_figure.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">compose_figure.ipynb</span></code></a></p>
+</div>
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+<p><a class="reference download internal" download="" href="../../_downloads/fffc2c6a85dc119cd9d7e066940c4a31/compose_figure.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">compose_figure.py</span></code></a></p>
+</div>
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+<p><a class="reference download internal" download="" href="../../_downloads/2138292dbc3c67ded70204f2d62a0252/compose_figure.zip"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">zipped:</span> <span class="pre">compose_figure.zip</span></code></a></p>
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+<p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
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+<li class="toctree-l2"><a class="reference internal" href="../Markers/add_remove_marker.html">Add/Remove items from existing Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/polygons.html">Polygon  Markers</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../Markers/from_signal.html">Creating Markers from a signal</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data_file.html">Creates a signal1D from a text file</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/line_spectrum.html">Creates a line spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data.html">Creates a signal1D from tabular data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/1D_image_stack.html">Creates a 3D image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/spectrum_image.html">Creates a spectrum image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Data Visualization</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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+<li class="toctree-l2"><a class="reference internal" href="specifying_ax.html">Specifying Matplotlib Axis</a></li>
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+<p>This gallery shows how to plot data using the convenience functions
+<a class="reference internal" href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a>, <a class="reference internal" href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_images()</span></code></a> and
+<a class="reference internal" href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_signals" title="hyperspy.api.plot.plot_signals"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_signals()</span></code></a>.
+Unlike the <a class="reference internal" href="../../reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.plot" title="hyperspy.api.signals.BaseSignal.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">plot()</span></code></a>, these functions
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+comparing signals, etc.</p>
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+<p><a class="reference internal" href="specifying_ax.html#sphx-glr-auto-examples-data-visualization-specifying-ax-py"><span class="std std-ref">Specifying Matplotlib Axis</span></a></p>
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diff --git a/dev/auto_examples/data_visualization/specifying_ax.html b/dev/auto_examples/data_visualization/specifying_ax.html
new file mode 100644
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+<li class="toctree-l2"><a class="reference internal" href="../create_signal/1D_image_stack.html">Creates a 3D image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/spectrum_image.html">Creates a spectrum image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
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+to download the full example code.</p>
+</div>
+<section class="sphx-glr-example-title" id="specifying-matplotlib-axis">
+<span id="sphx-glr-auto-examples-data-visualization-specifying-ax-py"></span><h1>Specifying Matplotlib Axis<a class="headerlink" href="#specifying-matplotlib-axis" title="Link to this heading">#</a></h1>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">hyperspy.api</span> <span class="k">as</span> <span class="nn">hs</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+</pre></div>
+</div>
+<section id="signal2d">
+<h2>Signal2D<a class="headerlink" href="#signal2d" title="Link to this heading">#</a></h2>
+<p>Create two Signal2D</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.arange.html#numpy.arange" title="numpy.arange" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">arange</span></a><span class="p">(</span><span class="mi">100</span><span class="p">)</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
+<span class="n">s2</span> <span class="o">=</span> <span class="o">-</span><span class="n">s</span>
+</pre></div>
+</div>
+<p>Create a list of <a class="reference external" href="https://matplotlib.org/stable/api/axis_api.html#matplotlib.axis.Axis" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.axis.Axis</span></code></a> using
+<a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="(in Matplotlib v3.9.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">matplotlib.pyplot.subplots()</span></code></a> and
+specify the second matplotlib axis of the list to <a class="reference internal" href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_images()</span></code></a></p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="p">,</span> <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="matplotlib.pyplot.subplots" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">subplots</span></a><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<a href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images" class="sphx-glr-backref-module-hyperspy-api-plot sphx-glr-backref-type-py-function"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">plot_images</span></a><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">axes_decor</span><span class="o">=</span><span class="s2">&quot;off&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<img src="../../_images/sphx_glr_specifying_ax_001.png" srcset="../../_images/sphx_glr_specifying_ax_001.png" alt="()" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[&lt;Axes: &gt;]
+</pre></div>
+</div>
+<p>The same can be done for a list of signals and axis</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="p">,</span> <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="matplotlib.pyplot.subplots" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">subplots</span></a><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<a href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images" class="sphx-glr-backref-module-hyperspy-api-plot sphx-glr-backref-type-py-function"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">plot_images</span></a><span class="p">([</span><span class="n">s</span><span class="p">,</span> <span class="n">s2</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">],</span> <span class="n">axes_decor</span><span class="o">=</span><span class="s2">&quot;off&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<img src="../../_images/sphx_glr_specifying_ax_002.png" srcset="../../_images/sphx_glr_specifying_ax_002.png" alt="specifying ax" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[&lt;Axes: &gt;, &lt;Axes: &gt;]
+</pre></div>
+</div>
+</section>
+<section id="signal1d">
+<h2>Signal1D<a class="headerlink" href="#signal1d" title="Link to this heading">#</a></h2>
+<p>The same can be for <a class="reference internal" href="../../reference/api.signals/Signal1D.html#hyperspy.api.signals.Signal1D" title="hyperspy.api.signals.Signal1D"><code class="xref py py-class docutils literal notranslate"><span class="pre">Signal1D</span></code></a></p>
+<p>Create two Signal2D</p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal1D.html#hyperspy._signals.common_signal1d.CommonSignal1D" title="hyperspy._signals.common_signal1d.CommonSignal1D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal1d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal1D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.arange.html#numpy.arange" title="numpy.arange" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">arange</span></a><span class="p">(</span><span class="mi">100</span><span class="p">))</span>
+<span class="n">s2</span> <span class="o">=</span> <span class="o">-</span><span class="n">s</span>
+</pre></div>
+</div>
+<p>Create an array of <a class="reference external" href="https://matplotlib.org/stable/api/axis_api.html#matplotlib.axis.Axis" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.axis.Axis</span></code></a> using
+<a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="(in Matplotlib v3.9.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">matplotlib.pyplot.subplots()</span></code></a> and
+specify the two las matplotlib axis of the second line to <a class="reference internal" href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a></p>
+<div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="p">,</span> <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="matplotlib.pyplot.subplots" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">subplots</span></a><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">nrows</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<a href="../../reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra" class="sphx-glr-backref-module-hyperspy-api-plot sphx-glr-backref-type-py-function"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">plot_spectra</span></a><span class="p">([</span><span class="n">s</span><span class="p">,</span> <span class="n">s2</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">axs</span></a><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span><span class="mi">3</span><span class="p">],</span> <span class="n">style</span><span class="o">=</span><span class="s2">&quot;mosaic&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<img src="../../_images/sphx_glr_specifying_ax_003.png" srcset="../../_images/sphx_glr_specifying_ax_003.png" alt="specifying ax" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>array([&lt;Axes: xlabel=&#39;&lt;undefined&gt; (&lt;undefined&gt;)&#39;, ylabel=&#39;Intensity&#39;&gt;,
+       &lt;Axes: xlabel=&#39;&lt;undefined&gt; (&lt;undefined&gt;)&#39;, ylabel=&#39;Intensity&#39;&gt;],
+      dtype=object)
+</pre></div>
+</div>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.805 seconds)</p>
+<div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-data-visualization-specifying-ax-py">
+<div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
+<p><a class="reference download internal" download="" href="../../_downloads/84cd18905f59e5a15b49ead3e18799bb/specifying_ax.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">specifying_ax.ipynb</span></code></a></p>
+</div>
+<div class="sphx-glr-download sphx-glr-download-python docutils container">
+<p><a class="reference download internal" download="" href="../../_downloads/d4a29ad6d6b056c8b936e0a9ace898a4/specifying_ax.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">specifying_ax.py</span></code></a></p>
+</div>
+<div class="sphx-glr-download sphx-glr-download-zip docutils container">
+<p><a class="reference download internal" download="" href="../../_downloads/73693989857e0680d20c231f90dea8ac/specifying_ax.zip"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">zipped:</span> <span class="pre">specifying_ax.zip</span></code></a></p>
+</div>
+</div>
+<p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
+</section>
+</section>
+
+
+                </article>
+              
+              
+              
+              
+              
+                <footer class="prev-next-footer d-print-none">
+                  
+<div class="prev-next-area">
+    <a class="left-prev"
+       href="compose_figure.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">Composing Figure</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="../io/index.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Loading, saving and exporting</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
+</div>
+                </footer>
+              
+            </div>
+            
+            
+              
+                <div class="bd-sidebar-secondary bd-toc"><div class="sidebar-secondary-items sidebar-secondary__inner">
+
+
+  <div class="sidebar-secondary-item">
+<div
+    id="pst-page-navigation-heading-2"
+    class="page-toc tocsection onthispage">
+    <i class="fa-solid fa-list"></i> On this page
+  </div>
+  <nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
+    <ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#signal2d">Signal2D</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#signal1d">Signal1D</a></li>
+</ul>
+  </nav></div>
+
+  <div class="sidebar-secondary-item">
+
+  <div class="tocsection sourcelink">
+    <a href="../../_sources/auto_examples/data_visualization/specifying_ax.rst.txt">
+      <i class="fa-solid fa-file-lines"></i> Show Source
+    </a>
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+  <!-- Scripts loaded after <body> so the DOM is not blocked -->
+  <script src="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
+<script src="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
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+    
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+        <div class="footer-item">
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+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.0.2.
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diff --git a/dev/auto_examples/index.html b/dev/auto_examples/index.html
index 526e7018a..8870499dd 100644
--- a/dev/auto_examples/index.html
+++ b/dev/auto_examples/index.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Gallery of Examples &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Gallery of Examples &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
   <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
@@ -699,6 +709,21 @@ <h1>Signal Creation<a class="headerlink" href="#signal-creation" title="Link to
 <p><a class="reference internal" href="create_signal/2D_image_stack.html#sphx-glr-auto-examples-create-signal-2d-image-stack-py"><span class="std std-ref">Creates a 4D image</span></a></p>
   <div class="sphx-glr-thumbnail-title">Creates a 4D image</div>
 </div></div></section>
+<section id="data-visualization">
+<h1>Data Visualization<a class="headerlink" href="#data-visualization" title="Link to this heading">#</a></h1>
+<p>This gallery shows how to plot data using the convenience functions
+<a class="reference internal" href="../reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a>, <a class="reference internal" href="../reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_images()</span></code></a> and
+<a class="reference internal" href="../reference/api.plot/index.html#hyperspy.api.plot.plot_signals" title="hyperspy.api.plot.plot_signals"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_signals()</span></code></a>.
+Unlike the <a class="reference internal" href="../reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.plot" title="hyperspy.api.signals.BaseSignal.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">plot()</span></code></a>, these functions
+can plot multiple signal together and can be useful to compose figure
+comparing signals, etc.</p>
+<div class="sphx-glr-thumbnails"><div class="sphx-glr-thumbcontainer" tooltip="This example shows how to compose a figure using plot_images and plot_spectra"><img alt="" src="../_images/sphx_glr_compose_figure_thumb.png" />
+<p><a class="reference internal" href="data_visualization/compose_figure.html#sphx-glr-auto-examples-data-visualization-compose-figure-py"><span class="std std-ref">Composing Figure</span></a></p>
+  <div class="sphx-glr-thumbnail-title">Composing Figure</div>
+</div><div class="sphx-glr-thumbcontainer" tooltip="Specifying Matplotlib Axis"><img alt="" src="../_images/sphx_glr_specifying_ax_thumb.png" />
+<p><a class="reference internal" href="data_visualization/specifying_ax.html#sphx-glr-auto-examples-data-visualization-specifying-ax-py"><span class="std std-ref">Specifying Matplotlib Axis</span></a></p>
+  <div class="sphx-glr-thumbnail-title">Specifying Matplotlib Axis</div>
+</div></div></section>
 <section id="loading-saving-and-exporting">
 <h1>Loading, saving and exporting<a class="headerlink" href="#loading-saving-and-exporting" title="Link to this heading">#</a></h1>
 <p>Below is a gallery of examples on loading, saving and exporting data.</p>
@@ -719,6 +744,21 @@ <h1>Model fitting<a class="headerlink" href="#model-fitting" title="Link to this
 <p><a class="reference internal" href="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></p>
   <div class="sphx-glr-thumbnail-title">Simple arctan fit</div>
 </div></div></section>
+<section id="making-custom-layouts-for-plots">
+<h1>Making Custom Layouts for Plots<a class="headerlink" href="#making-custom-layouts-for-plots" title="Link to this heading">#</a></h1>
+<p>Below is a gallery of examples on making simple custom layouts for plotting data
+using <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.SubFigure.html#matplotlib.figure.SubFigure" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.figure.SubFigure</span></code></a>.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Plotting data with subfigures is slower than using separates figures.</p>
+</div>
+<div class="sphx-glr-thumbnails"><div class="sphx-glr-thumbcontainer" tooltip="Custom layouts for hyperspy figures can be created using the matplotlib.figure.SubFigure class. Passing the fig argument to the plot method of a hyperspy signal object will target that figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots."><img alt="" src="../_images/sphx_glr_custom_figure_layout_thumb.png" />
+<p><a class="reference internal" href="plotting/custom_figure_layout.html#sphx-glr-auto-examples-plotting-custom-figure-layout-py"><span class="std std-ref">Creating Custom Layouts</span></a></p>
+  <div class="sphx-glr-thumbnail-title">Creating Custom Layouts</div>
+</div><div class="sphx-glr-thumbcontainer" tooltip="ROI&#x27;s can be powerful tools to help visualize data.  In this case we will define ROI&#x27;s in hyperspy, sum the data within the ROI, and then plot the sum as a signal. Using the matplotlib.figure.SubFigure class we can create a custom layout to visualize and interact with the data."><img alt="" src="../_images/sphx_glr_ROI_insets_thumb.png" />
+<p><a class="reference internal" href="plotting/ROI_insets.html#sphx-glr-auto-examples-plotting-roi-insets-py"><span class="std std-ref">ROI Insets</span></a></p>
+  <div class="sphx-glr-thumbnail-title">ROI Insets</div>
+</div></div></section>
 <section id="region-of-interest">
 <h1>Region of Interest<a class="headerlink" href="#region-of-interest" title="Link to this heading">#</a></h1>
 <p>Below is a gallery of examples on using regions of interest with HyperSpy signals.</p>
@@ -813,8 +853,10 @@ <h1>Simple simulations<a class="headerlink" href="#simple-simulations" title="Li
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#">Gallery of Examples</a></li>
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#markers">Markers</a></li>
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#signal-creation">Signal Creation</a></li>
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#data-visualization">Data Visualization</a></li>
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#loading-saving-and-exporting">Loading, saving and exporting</a></li>
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#model-fitting">Model fitting</a></li>
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#making-custom-layouts-for-plots">Making Custom Layouts for Plots</a></li>
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#region-of-interest">Region of Interest</a></li>
 <li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#simple-simulations">Simple simulations</a></li>
 </ul>
diff --git a/dev/auto_examples/io/convert_color_image.html b/dev/auto_examples/io/convert_color_image.html
index b338e8205..e5e9f6bbd 100644
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Adjust contrast and save RGB images &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Adjust contrast and save RGB images &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Loading, saving and exporting</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
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diff --git a/dev/auto_examples/io/export_single_spectrum.html b/dev/auto_examples/io/export_single_spectrum.html
index 2c878be49..eaecb0f38 100644
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Export single spectrum &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Export single spectrum &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Loading, saving and exporting</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
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+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.534 seconds)</p>
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diff --git a/dev/auto_examples/io/index.html b/dev/auto_examples/io/index.html
index 6ec69814f..10092cb14 100644
--- a/dev/auto_examples/io/index.html
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Loading, saving and exporting &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Loading, saving and exporting &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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     <link rel="next" title="Export single spectrum" href="export_single_spectrum.html" />
-    <link rel="prev" title="Creates a 4D image" href="../create_signal/2D_image_stack.html" />
+    <link rel="prev" title="Specifying Matplotlib Axis" href="../data_visualization/specifying_ax.html" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Loading, saving and exporting</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
@@ -638,12 +648,12 @@
                   
 <div class="prev-next-area">
     <a class="left-prev"
-       href="../create_signal/2D_image_stack.html"
+       href="../data_visualization/specifying_ax.html"
        title="previous page">
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Creates a 4D image</p>
+        <p class="prev-next-title">Specifying Matplotlib Axis</p>
       </div>
     </a>
     <a class="right-next"
diff --git a/dev/auto_examples/io/sg_execution_times.html b/dev/auto_examples/io/sg_execution_times.html
index a079d8089..fa49dcec5 100644
--- a/dev/auto_examples/io/sg_execution_times.html
+++ b/dev/auto_examples/io/sg_execution_times.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Computation times &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Computation times &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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-<p><strong>00:04.613</strong> total execution time for 2 files <strong>from auto_examples/io</strong>:</p>
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-<td><p>00:04.116</p></td>
+<td><p>00:03.819</p></td>
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-<td><p>00:00.497</p></td>
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-    <title>Model fitting &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Model fitting &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
diff --git a/dev/auto_examples/model_fitting/plot_residual.html b/dev/auto_examples/model_fitting/plot_residual.html
index d6c6e368f..d7b20451b 100644
--- a/dev/auto_examples/model_fitting/plot_residual.html
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@@ -8,7 +8,7 @@
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-    <title>Plot Residual &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Plot Residual &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
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+  File &quot;/opt/hostedtoolcache/Python/3.11.10/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1148, in __del__
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-  File &quot;/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/notebook.py&quot;, line 279, in close
+  File &quot;/opt/hostedtoolcache/Python/3.11.10/x64/lib/python3.11/site-packages/tqdm/notebook.py&quot;, line 279, in close
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-100%|██████████| 10/10 [00:00&lt;00:00, 1441.14it/s]
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 </div>
 <p>Plot the fitted model with residual:</p>
@@ -671,7 +681,7 @@
 <li><img src="../../_images/sphx_glr_plot_residual_001.png" srcset="../../_images/sphx_glr_plot_residual_001.png" alt="plot residual" class = "sphx-glr-multi-img"/></li>
 <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>
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-    <title>Computation times &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Computation times &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -547,7 +547,7 @@
                   
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+<td><p>00:00.727</p></td>
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Simple arctan fit &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Simple arctan fit &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -71,7 +71,7 @@
         </script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
-    <link rel="next" title="Region of Interest" href="../region_of_interest/index.html" />
+    <link rel="next" title="Making Custom Layouts for Plots" href="../plotting/index.html" />
     <link rel="prev" title="Plot Residual" href="plot_residual.html" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
@@ -630,9 +640,9 @@
 Active: True
 Parameter Name |    Free |      Value |        Std |        Min |        Max | Linear
 ============== | ======= | ========== | ========== | ========== | ========== | ======
-             A |    True | 1.00140918 | 0.00213046 |       None |       None |   True
-             k |    True | 1.00385527 | 0.08505630 |       None |       None |  False
-            x0 |    True | -0.0308670 | 0.07895994 |       None |       None |  False
+             A |    True | 0.99630822 | 0.00213774 |       None |       None |   True
+             k |    True | 1.01738354 | 0.08757112 |       None |       None |  False
+            x0 |    True | 0.04528164 | 0.07908737 |       None |       None |  False
 </pre></div>
 </div>
 <div class="line-block">
@@ -669,7 +679,7 @@
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 </div>
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@@ -704,11 +714,11 @@
       </div>
     </a>
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-       href="../region_of_interest/index.html"
+       href="../plotting/index.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Region of Interest</p>
+        <p class="prev-next-title">Making Custom Layouts for Plots</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
diff --git a/dev/auto_examples/plotting/ROI_insets.html b/dev/auto_examples/plotting/ROI_insets.html
index ec0003d29..38849350c 100644
--- a/dev/auto_examples/plotting/ROI_insets.html
+++ b/dev/auto_examples/plotting/ROI_insets.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>ROI Insets &#8212; HyperSpy 2.1.0.dev118+gef382286f.d20240506 documentation</title>
+    <title>ROI Insets &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -32,23 +32,23 @@
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     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom-styles.css?v=eff58afb" />
-    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=61a4c737" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=d2d258e8" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=95c83b7e" />
   
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-    <script src="../../_static/documentation_options.js?v=669b6d14"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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+    <script src="../../_static/design-tabs.js?v=f930bc37"></script>
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@@ -71,6 +71,8 @@
         </script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
+    <link rel="next" title="Region of Interest" href="../region_of_interest/index.html" />
+    <link rel="prev" title="Creating Custom Layouts" href="custom_figure_layout.html" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -217,7 +219,7 @@
 </li>
 
 
-<li class="nav-item ">
+<li class="nav-item current active">
   <a class="nav-link nav-internal" href="../index.html">
     Examples
   </a>
@@ -388,7 +390,7 @@
 </li>
 
 
-<li class="nav-item ">
+<li class="nav-item current active">
   <a class="nav-link nav-internal" href="../index.html">
     Examples
   </a>
@@ -499,7 +501,74 @@
 <nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
-  <div class="bd-toc-item navbar-nav"></div>
+  <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
+<li class="toctree-l1 has-children"><a class="reference internal" href="../Markers/index.html">Markers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/ragged_points.html">Ragged Points</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows.html">Arrow markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/vertical_lines.html">Vertical Line Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/circles_color_radius.html">Circle Markers with Radius Dependent Coloring</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/texts.html">Text Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/lines.html">Line  Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows_ragged.html">Varying number of arrows per navigation position</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/circles.html">Circle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/filled_circles.html">Filled Circle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/rotation_makers.html">Rotation of markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/add_remove_marker.html">Add/Remove items from existing Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/polygons.html">Polygon  Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/ellipses.html">Ellipse markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/squares.html">Square Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/stars.html">Star Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/rectangles.html">Rectangle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows_navigation.html">Arrow markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/from_signal.html">Creating Markers from a signal</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/transforms_and_units.html">Transforms and Units</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../create_signal/index.html">Signal Creation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data_file.html">Creates a signal1D from a text file</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/line_spectrum.html">Creates a line spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data.html">Creates a signal1D from tabular data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/1D_image_stack.html">Creates a 3D image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/spectrum_image.html">Creates a spectrum image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../model_fitting/index.html">Model fitting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../model_fitting/plot_residual.html">Plot Residual</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Making Custom Layouts for Plots</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2 current active"><a class="current reference internal" href="#">ROI Insets</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/ROI_navigator.html">Navigator ROI</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal_circleROI.html">Create Map from CircleROI in signal space</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/fast_fourier_transform_live.html">Live FFT</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/ExtractLineProfile.html">Extract line profile from image interactively</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI_interactive_sum.html">Interactive integration of one dimensional signal</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../simple_simulations/index.html">Simple simulations</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../simple_simulations/two_gaussians.html">Simple simulation (2 Gaussians)</a></li>
+</ul>
+</details></li>
+</ul>
+</div>
 </nav></div>
     </div>
   
@@ -535,6 +604,12 @@
         <i class="fa-solid fa-home"></i>
       </a>
     </li>
+    
+    <li class="breadcrumb-item"><a href="../index.html" class="nav-link">Gallery of Examples</a></li>
+    
+    
+    <li class="breadcrumb-item"><a href="index.html" class="nav-link">Making Custom Layouts for Plots</a></li>
+    
     <li class="breadcrumb-item active" aria-current="page">ROI Insets</li>
   </ul>
 </nav>
@@ -560,8 +635,12 @@
 <section class="sphx-glr-example-title" id="roi-insets">
 <span id="sphx-glr-auto-examples-plotting-roi-insets-py"></span><h1>ROI Insets<a class="headerlink" href="#roi-insets" title="Link to this heading">#</a></h1>
 <p>ROI’s can be powerful tools to help visualize data.  In this case we will define ROI’s in hyperspy, sum
-the data within the ROI, and then plot the sum as a signal. Using the <code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.figure.SubFigure</span></code> class
+the data within the ROI, and then plot the sum as a signal. Using the <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.SubFigure.html#matplotlib.figure.SubFigure" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.figure.SubFigure</span></code></a> class
 we can create a custom layout to visualize and interact with the data.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Plotting data with subfigures is slower than using separates figures.</p>
+</div>
 <p>We can connect these ROI’s using the <a class="reference internal" href="../../reference/api.html#hyperspy.api.interactive" title="hyperspy.api.interactive"><code class="xref py py-func docutils literal notranslate"><span class="pre">hyperspy.api.interactive()</span></code></a> function which allows us to move the ROI’s and see the sum of the underlying data.</p>
 <img src="../../_images/sphx_glr_ROI_insets_001.png" srcset="../../_images/sphx_glr_ROI_insets_001.png" alt="ROI insets" class = "sphx-glr-single-img"/><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
 <span class="kn">import</span> <span class="nn">hyperspy.api</span> <span class="k">as</span> <span class="nn">hs</span>
@@ -577,18 +656,18 @@
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.SubFigure.html#matplotlib.figure.SubFigure" title="matplotlib.figure.SubFigure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">sub4</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.add_subfigure.html#matplotlib.figure.Figure.add_subfigure" title="matplotlib.figure.Figure.add_subfigure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-method"><span class="n">fig</span><span class="o">.</span><span class="n">add_subfigure</span></a><span class="p">(</span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.gridspec.GridSpec.html#matplotlib.gridspec.GridSpec" title="matplotlib.gridspec.GridSpec" class="sphx-glr-backref-module-matplotlib-gridspec sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">gs</span></a><span class="p">[</span><span class="mi">4</span><span class="p">:</span><span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">:</span><span class="mi">8</span><span class="p">])</span>
 
 
-<span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generator.html#numpy.random.Generator" title="numpy.random.Generator" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">rng</span></a><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">30</span><span class="p">)))</span>
-<span class="n">r1</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">roi</span><span class="o">.</span><span class="n">RectangularROI</span></a></a><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
-<span class="n">r2</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">roi</span><span class="o">.</span><span class="n">RectangularROI</span></a></a><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
-<span class="n">r3</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">roi</span><span class="o">.</span><span class="n">RectangularROI</span></a></a><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">9</span><span class="p">)</span>
+<span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generated/numpy.random.Generator.random.html#numpy.random.Generator.random" title="numpy.random.Generator.random" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-method"><span class="n">rng</span><span class="o">.</span><span class="n">random</span></a><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">30</span><span class="p">,</span> <span class="mi">30</span><span class="p">)))</span>
+<span class="n">r1</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">roi</span><span class="o">.</span><span class="n">RectangularROI</span></a><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span>
+<span class="n">r2</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">roi</span><span class="o">.</span><span class="n">RectangularROI</span></a><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
+<span class="n">r3</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI" title="hyperspy.roi.BaseInteractiveROI" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">roi</span><span class="o">.</span><span class="n">RectangularROI</span></a><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">7</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">9</span><span class="p">)</span>
 
 <span class="n">navigator</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">))</span><span class="o">.</span><span class="n">T</span>  <span class="c1"># create a navigator signal</span>
 <span class="n">navigator</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="o">=</span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.SubFigure.html#matplotlib.figure.SubFigure" title="matplotlib.figure.SubFigure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">sub1</span></a><span class="p">,</span> <span class="n">colorbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">axes_off</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">,</span> <span class="n">plot_indices</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
 
 
-<span class="n">s2</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><span class="n">r1</span><span class="o">.</span><span class="n">interactive</span></a></a><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">navigation_signal</span><span class="o">=</span><span class="n">navigator</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">)</span>
-<span class="n">s3</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><span class="n">r2</span><span class="o">.</span><span class="n">interactive</span></a></a><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">navigation_signal</span><span class="o">=</span><span class="n">navigator</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="o">=</span><span class="s2">&quot;g&quot;</span><span class="p">)</span>
-<span class="n">s4</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><span class="n">r3</span><span class="o">.</span><span class="n">interactive</span></a></a><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">navigation_signal</span><span class="o">=</span><span class="n">navigator</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">)</span>
+<span class="n">s2</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><span class="n">r1</span><span class="o">.</span><span class="n">interactive</span></a><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">navigation_signal</span><span class="o">=</span><span class="n">navigator</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">)</span>
+<span class="n">s3</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><span class="n">r2</span><span class="o">.</span><span class="n">interactive</span></a><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">navigation_signal</span><span class="o">=</span><span class="n">navigator</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="o">=</span><span class="s2">&quot;g&quot;</span><span class="p">)</span>
+<span class="n">s4</span> <span class="o">=</span> <a href="../../reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.interactive" title="hyperspy.roi.BaseInteractiveROI.interactive" class="sphx-glr-backref-module-hyperspy-roi sphx-glr-backref-type-py-method"><span class="n">r3</span><span class="o">.</span><span class="n">interactive</span></a><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">navigation_signal</span><span class="o">=</span><span class="n">navigator</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">)</span>
 
 <span class="n">s2_int</span> <span class="o">=</span> <span class="n">s2</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
 <span class="n">s3_int</span> <span class="o">=</span> <span class="n">s3</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
@@ -600,42 +679,42 @@
 
 <span class="c1"># Connect ROIS</span>
 <span class="k">for</span> <span class="n">s</span><span class="p">,</span> <span class="n">s_int</span><span class="p">,</span> <span class="n">roi</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">([</span><span class="n">s2</span><span class="p">,</span> <span class="n">s3</span><span class="p">,</span> <span class="n">s4</span><span class="p">],</span> <span class="p">[</span><span class="n">s2_int</span><span class="p">,</span> <span class="n">s3_int</span><span class="p">,</span> <span class="n">s4_int</span><span class="p">],[</span><span class="n">r1</span><span class="p">,</span><span class="n">r2</span><span class="p">,</span><span class="n">r3</span><span class="p">]):</span>
-    <a href="../../reference/api.html#hyperspy.api.interactive" title="hyperspy.api.interactive" class="sphx-glr-backref-module-hyperspy-api sphx-glr-backref-type-py-function"><a href="../../reference/api.html#hyperspy.api.interactive" title="hyperspy.api.interactive" class="sphx-glr-backref-module-hyperspy-api sphx-glr-backref-type-py-function"><span class="n">hs</span><span class="o">.</span><span class="n">interactive</span></a></a><span class="p">(</span>
+    <a href="../../reference/api.html#hyperspy.api.interactive" title="hyperspy.api.interactive" class="sphx-glr-backref-module-hyperspy-api sphx-glr-backref-type-py-function"><span class="n">hs</span><span class="o">.</span><span class="n">interactive</span></a><span class="p">(</span>
         <span class="n">s</span><span class="o">.</span><span class="n">sum</span><span class="p">,</span>
-        <span class="n">event</span><span class="o">=</span><a href="../../reference/base_classes/events.html#hyperspy.events.Event" title="hyperspy.events.Event" class="sphx-glr-backref-module-hyperspy-events sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="../../reference/base_classes/events.html#hyperspy.events.Event" title="hyperspy.events.Event" class="sphx-glr-backref-module-hyperspy-events sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">roi</span><span class="o">.</span><span class="n">events</span><span class="o">.</span><span class="n">changed</span></a></a><span class="p">,</span>
+        <span class="n">event</span><span class="o">=</span><a href="../../reference/base_classes/events.html#hyperspy.events.Event" title="hyperspy.events.Event" class="sphx-glr-backref-module-hyperspy-events sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">roi</span><span class="o">.</span><span class="n">events</span><span class="o">.</span><span class="n">changed</span></a><span class="p">,</span>
         <span class="n">recompute_out_event</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
         <span class="n">out</span><span class="o">=</span><span class="n">s_int</span><span class="p">,</span>
     <span class="p">)</span>
 
 <span class="c1"># Add Borders to the match the color of the ROI</span>
 
-<span class="k">for</span> <span class="n">signal</span><span class="p">,</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="p">,</span> <span class="n">label</span>  <span class="ow">in</span> <span class="nb">zip</span><span class="p">([</span><span class="n">s2_int</span><span class="p">,</span> <span class="n">s3_int</span><span class="p">,</span> <span class="n">s4_int</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;r&quot;</span><span class="p">,</span> <span class="s2">&quot;g&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;b.&quot;</span><span class="p">,</span> <span class="s2">&quot;c.&quot;</span><span class="p">,</span> <span class="s2">&quot;d.&quot;</span><span class="p">]):</span>
-    <span class="n">edge</span> <span class="o">=</span>  <a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Squares" title="hyperspy.api.plot.markers.Squares" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Squares" title="hyperspy.api.plot.markers.Squares" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">markers</span><span class="o">.</span><span class="n">Squares</span></a></a><span class="p">(</span>
+<span class="k">for</span> <span class="n">signal</span><span class="p">,</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="p">,</span> <span class="n">label</span>  <span class="ow">in</span> <span class="nb">zip</span><span class="p">([</span><span class="n">s2_int</span><span class="p">,</span> <span class="n">s3_int</span><span class="p">,</span> <span class="n">s4_int</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;r&quot;</span><span class="p">,</span> <span class="s2">&quot;g&quot;</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">],</span> <span class="p">[</span><span class="s2">&quot;b.&quot;</span><span class="p">,</span> <span class="s2">&quot;c.&quot;</span><span class="p">,</span> <span class="s2">&quot;d.&quot;</span><span class="p">]):</span>
+    <span class="n">edge</span> <span class="o">=</span>  <a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Squares" title="hyperspy.api.plot.markers.Squares" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">markers</span><span class="o">.</span><span class="n">Squares</span></a><span class="p">(</span>
     <span class="n">offset_transform</span><span class="o">=</span><span class="s2">&quot;axes&quot;</span><span class="p">,</span>
     <span class="n">offsets</span><span class="o">=</span><span class="p">(</span><span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">),</span>
     <span class="n">units</span><span class="o">=</span><span class="s2">&quot;width&quot;</span><span class="p">,</span>
     <span class="n">widths</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-    <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="p">,</span>
+    <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="o">=</span><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="p">,</span>
     <span class="n">linewidth</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
     <span class="n">facecolor</span><span class="o">=</span><span class="s2">&quot;none&quot;</span><span class="p">,</span>
     <span class="p">)</span>
 
     <span class="n">signal</span><span class="o">.</span><span class="n">add_marker</span><span class="p">(</span><span class="n">edge</span><span class="p">)</span>
 
-    <span class="n">label</span> <span class="o">=</span> <a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Texts" title="hyperspy.api.plot.markers.Texts" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Texts" title="hyperspy.api.plot.markers.Texts" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">markers</span><span class="o">.</span><span class="n">Texts</span></a></a><span class="p">(</span>
-    <span class="n">texts</span><span class="o">=</span><span class="p">(</span><span class="n">label</span><span class="p">,),</span> <span class="n">offsets</span><span class="o">=</span><span class="p">[[</span><span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">]],</span> <span class="n">offset_transform</span><span class="o">=</span><span class="s2">&quot;axes&quot;</span><span class="p">,</span> <span class="n">sizes</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="o">=</span><span class="s2">&quot;w&quot;</span>
+    <span class="n">label</span> <span class="o">=</span> <a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Texts" title="hyperspy.api.plot.markers.Texts" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">markers</span><span class="o">.</span><span class="n">Texts</span></a><span class="p">(</span>
+    <span class="n">texts</span><span class="o">=</span><span class="p">(</span><span class="n">label</span><span class="p">,),</span> <span class="n">offsets</span><span class="o">=</span><span class="p">[[</span><span class="mf">0.85</span><span class="p">,</span> <span class="mf">0.85</span><span class="p">]],</span> <span class="n">offset_transform</span><span class="o">=</span><span class="s2">&quot;axes&quot;</span><span class="p">,</span> <span class="n">sizes</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="o">=</span><span class="s2">&quot;w&quot;</span>
     <span class="p">)</span>
     <span class="n">signal</span><span class="o">.</span><span class="n">add_marker</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
 
 <span class="c1"># Label the big plot</span>
 
-<span class="n">label</span> <span class="o">=</span> <a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Texts" title="hyperspy.api.plot.markers.Texts" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Texts" title="hyperspy.api.plot.markers.Texts" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">markers</span><span class="o">.</span><span class="n">Texts</span></a></a><span class="p">(</span>
-    <span class="n">texts</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;a.&quot;</span><span class="p">,),</span> <span class="n">offsets</span><span class="o">=</span><span class="p">[[</span><span class="mf">0.9</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">]],</span> <span class="n">offset_transform</span><span class="o">=</span><span class="s2">&quot;axes&quot;</span><span class="p">,</span> <span class="n">sizes</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a></a><span class="o">=</span><span class="s2">&quot;w&quot;</span>
+<span class="n">label</span> <span class="o">=</span> <a href="../../reference/api.plot/markers.html#hyperspy.api.plot.markers.Texts" title="hyperspy.api.plot.markers.Texts" class="sphx-glr-backref-module-hyperspy-api-plot-markers sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">hs</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">markers</span><span class="o">.</span><span class="n">Texts</span></a><span class="p">(</span>
+    <span class="n">texts</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;a.&quot;</span><span class="p">,),</span> <span class="n">offsets</span><span class="o">=</span><span class="p">[[</span><span class="mf">0.9</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">]],</span> <span class="n">offset_transform</span><span class="o">=</span><span class="s2">&quot;axes&quot;</span><span class="p">,</span> <span class="n">sizes</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <a href="https://docs.python.org/3/library/stdtypes.html#str" title="builtins.str" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">color</span></a><span class="o">=</span><span class="s2">&quot;w&quot;</span>
     <span class="p">)</span>
 <span class="n">navigator</span><span class="o">.</span><span class="n">add_marker</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.879 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.370 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plotting-roi-insets-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/9998c6cd3fc6bc37e182ec823693dcfc/ROI_insets.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">ROI_insets.ipynb</span></code></a></p>
@@ -643,6 +722,9 @@
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/2d564c11ee264e43fb9a17efa057db3e/ROI_insets.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">ROI_insets.py</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-zip docutils container">
+<p><a class="reference download internal" download="" href="../../_downloads/819cb88dd7984809b5ca5012f8c8e866/ROI_insets.zip"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">zipped:</span> <span class="pre">ROI_insets.zip</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -657,6 +739,24 @@
                 <footer class="prev-next-footer d-print-none">
                   
 <div class="prev-next-area">
+    <a class="left-prev"
+       href="custom_figure_layout.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">Creating Custom Layouts</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="../region_of_interest/index.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Region of Interest</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
 </div>
                 </footer>
               
@@ -710,7 +810,7 @@
         <div class="footer-item">
 
   <p class="sphinx-version">
-    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.0.2.
     <br/>
   </p>
 </div>
diff --git a/dev/auto_examples/plotting/custom_figure_layout.html b/dev/auto_examples/plotting/custom_figure_layout.html
index 7a83c0267..42ddc3d7e 100644
--- a/dev/auto_examples/plotting/custom_figure_layout.html
+++ b/dev/auto_examples/plotting/custom_figure_layout.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Creating Custom Layouts &#8212; HyperSpy 2.1.0.dev118+gef382286f.d20240506 documentation</title>
+    <title>Creating Custom Layouts &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -32,23 +32,23 @@
     <link rel="stylesheet" type="text/css" href="../../_static/graphviz.css?v=fd3f3429" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom-styles.css?v=eff58afb" />
-    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=61a4c737" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=d2d258e8" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-binder.css?v=f4aeca0c" />
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     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-rendered-html.css?v=1277b6f3" />
-    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=669b6d14"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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     <script src="../../_static/copybutton.js?v=ccdb6887"></script>
-    <script src="../../_static/design-tabs.js?v=36754332"></script>
+    <script src="../../_static/design-tabs.js?v=f930bc37"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-B0XD0GTW1M"></script>
     <script>
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@@ -71,6 +71,8 @@
         </script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
+    <link rel="next" title="ROI Insets" href="ROI_insets.html" />
+    <link rel="prev" title="Making Custom Layouts for Plots" href="index.html" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -217,7 +219,7 @@
 </li>
 
 
-<li class="nav-item ">
+<li class="nav-item current active">
   <a class="nav-link nav-internal" href="../index.html">
     Examples
   </a>
@@ -388,7 +390,7 @@
 </li>
 
 
-<li class="nav-item ">
+<li class="nav-item current active">
   <a class="nav-link nav-internal" href="../index.html">
     Examples
   </a>
@@ -499,7 +501,74 @@
 <nav class="bd-docs-nav bd-links"
      aria-label="Section Navigation">
   <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
-  <div class="bd-toc-item navbar-nav"></div>
+  <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
+<li class="toctree-l1 has-children"><a class="reference internal" href="../Markers/index.html">Markers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/ragged_points.html">Ragged Points</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows.html">Arrow markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/vertical_lines.html">Vertical Line Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/circles_color_radius.html">Circle Markers with Radius Dependent Coloring</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/texts.html">Text Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/lines.html">Line  Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows_ragged.html">Varying number of arrows per navigation position</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/circles.html">Circle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/filled_circles.html">Filled Circle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/rotation_makers.html">Rotation of markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/add_remove_marker.html">Add/Remove items from existing Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/polygons.html">Polygon  Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/ellipses.html">Ellipse markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/squares.html">Square Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/stars.html">Star Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/rectangles.html">Rectangle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows_navigation.html">Arrow markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/from_signal.html">Creating Markers from a signal</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/transforms_and_units.html">Transforms and Units</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../create_signal/index.html">Signal Creation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data_file.html">Creates a signal1D from a text file</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/line_spectrum.html">Creates a line spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data.html">Creates a signal1D from tabular data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/1D_image_stack.html">Creates a 3D image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/spectrum_image.html">Creates a spectrum image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../model_fitting/index.html">Model fitting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../model_fitting/plot_residual.html">Plot Residual</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Making Custom Layouts for Plots</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
+<li class="toctree-l2 current active"><a class="current reference internal" href="#">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/ROI_navigator.html">Navigator ROI</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal_circleROI.html">Create Map from CircleROI in signal space</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/fast_fourier_transform_live.html">Live FFT</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/ExtractLineProfile.html">Extract line profile from image interactively</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI_interactive_sum.html">Interactive integration of one dimensional signal</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../simple_simulations/index.html">Simple simulations</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../simple_simulations/two_gaussians.html">Simple simulation (2 Gaussians)</a></li>
+</ul>
+</details></li>
+</ul>
+</div>
 </nav></div>
     </div>
   
@@ -535,6 +604,12 @@
         <i class="fa-solid fa-home"></i>
       </a>
     </li>
+    
+    <li class="breadcrumb-item"><a href="../index.html" class="nav-link">Gallery of Examples</a></li>
+    
+    
+    <li class="breadcrumb-item"><a href="index.html" class="nav-link">Making Custom Layouts for Plots</a></li>
+    
     <li class="breadcrumb-item active" aria-current="page">Creating...</li>
   </ul>
 </nav>
@@ -559,9 +634,13 @@
 </div>
 <section class="sphx-glr-example-title" id="creating-custom-layouts">
 <span id="sphx-glr-auto-examples-plotting-custom-figure-layout-py"></span><h1>Creating Custom Layouts<a class="headerlink" href="#creating-custom-layouts" title="Link to this heading">#</a></h1>
-<p>Custom layouts for hyperspy figures can be created using the <code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.figure.SubFigure</span></code> class. Passing
+<p>Custom layouts for hyperspy figures can be created using the <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.SubFigure.html#matplotlib.figure.SubFigure" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.figure.SubFigure</span></code></a> class. Passing
 the <code class="docutils literal notranslate"><span class="pre">fig</span></code> argument to the <a class="reference internal" href="../../reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.plot" title="hyperspy.api.signals.BaseSignal.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">plot()</span></code></a> method of a hyperspy signal object will target
 that figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Plotting data with subfigures is slower than using separates figures.</p>
+</div>
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Creating a simple layout with two subplots</span>
 
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
@@ -569,7 +648,7 @@
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 
 <a href="https://numpy.org/doc/stable/reference/random/generator.html#numpy.random.Generator" title="numpy.random.Generator" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">rng</span></a> <span class="o">=</span> <a href="https://numpy.org/doc/stable/reference/random/generator.html#numpy.random.default_rng" title="numpy.random.default_rng" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-function"><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">default_rng</span></a><span class="p">()</span>
-<span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generator.html#numpy.random.Generator" title="numpy.random.Generator" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">rng</span></a><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">)))</span>
+<span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generated/numpy.random.Generator.random.html#numpy.random.Generator.random" title="numpy.random.Generator.random" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-method"><span class="n">rng</span><span class="o">.</span><span class="n">random</span></a><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">)))</span>
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib.pyplot.figure" title="matplotlib.pyplot.figure" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">figure</span></a><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">layout</span><span class="o">=</span><span class="s2">&quot;constrained&quot;</span><span class="p">)</span>
 <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subfigs</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.subfigures.html#matplotlib.figure.Figure.subfigures" title="matplotlib.figure.Figure.subfigures" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-method"><span class="n">fig</span><span class="o">.</span><span class="n">subfigures</span></a><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">wspace</span><span class="o">=</span><span class="mf">0.07</span><span class="p">)</span>
 <span class="n">s</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">navigator_kwds</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subfigs</span></a><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">subfigs</span></a><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
@@ -577,18 +656,18 @@
 </div>
 <img src="../../_images/sphx_glr_custom_figure_layout_001.png" srcset="../../_images/sphx_glr_custom_figure_layout_001.png" alt="Signal" class = "sphx-glr-single-img"/><div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Sharing a navigator between two hyperspy signals</span>
 
-<span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generator.html#numpy.random.Generator" title="numpy.random.Generator" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">rng</span></a><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">)))</span>
-<span class="n">s2</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generator.html#numpy.random.Generator" title="numpy.random.Generator" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">rng</span></a><span class="o">.</span><span class="n">random</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">50</span><span class="p">)))</span>
+<span class="n">s</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generated/numpy.random.Generator.random.html#numpy.random.Generator.random" title="numpy.random.Generator.random" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-method"><span class="n">rng</span><span class="o">.</span><span class="n">random</span></a><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">)))</span>
+<span class="n">s2</span> <span class="o">=</span> <a href="../../reference/base_classes/signal/CommonSignal2D.html#hyperspy._signals.common_signal2d.CommonSignal2D" title="hyperspy._signals.common_signal2d.CommonSignal2D" class="sphx-glr-backref-module-hyperspy-_signals-common_signal2d sphx-glr-backref-type-py-class"><span class="n">hs</span><span class="o">.</span><span class="n">signals</span><span class="o">.</span><span class="n">Signal2D</span></a><span class="p">(</span><a href="https://numpy.org/doc/stable/reference/random/generated/numpy.random.Generator.random.html#numpy.random.Generator.random" title="numpy.random.Generator.random" class="sphx-glr-backref-module-numpy-random sphx-glr-backref-type-py-method"><span class="n">rng</span><span class="o">.</span><span class="n">random</span></a><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span> <span class="mi">50</span><span class="p">)))</span>
 
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib.pyplot.figure" title="matplotlib.pyplot.figure" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">figure</span></a><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mi">7</span><span class="p">),</span> <span class="n">layout</span><span class="o">=</span><span class="s2">&quot;constrained&quot;</span><span class="p">)</span>
 <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">head_figures</span></a> <span class="o">=</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.subfigures.html#matplotlib.figure.Figure.subfigures" title="matplotlib.figure.Figure.subfigures" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-method"><span class="n">fig</span><span class="o">.</span><span class="n">subfigures</span></a><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">wspace</span><span class="o">=</span><span class="mf">0.07</span><span class="p">)</span>
 <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">signal_figures</span></a> <span class="o">=</span> <a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">head_figures</span></a><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">subfigures</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">hspace</span><span class="o">=</span><span class="mf">0.07</span><span class="p">)</span>
 <span class="n">s</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">navigator_kwds</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">head_figures</span></a><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">colorbar</span><span class="o">=</span><span class="kc">None</span><span class="p">),</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">signal_figures</span></a><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
-<span class="n">s2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">navigator</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">signal_figures</span></a><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">axes_manager</span><span class="o">=</span><a href="../../reference/base_classes/axes.html#hyperspy.axes.AxesManager" title="hyperspy.axes.AxesManager" class="sphx-glr-backref-module-hyperspy-axes sphx-glr-backref-type-py-class sphx-glr-backref-instance"><a href="../../reference/base_classes/axes.html#hyperspy.axes.AxesManager" title="hyperspy.axes.AxesManager" class="sphx-glr-backref-module-hyperspy-axes sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">s</span><span class="o">.</span><span class="n">axes_manager</span></a></a><span class="p">)</span>
+<span class="n">s2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">navigator</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="matplotlib.figure.Figure" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">fig</span></a><span class="o">=</span><a href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="numpy.ndarray" class="sphx-glr-backref-module-numpy sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">signal_figures</span></a><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">axes_manager</span><span class="o">=</span><a href="../../reference/base_classes/axes.html#hyperspy.axes.AxesManager" title="hyperspy.axes.AxesManager" class="sphx-glr-backref-module-hyperspy-axes sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">s</span><span class="o">.</span><span class="n">axes_manager</span></a><span class="p">)</span>
 </pre></div>
 </div>
 <img src="../../_images/sphx_glr_custom_figure_layout_002.png" srcset="../../_images/sphx_glr_custom_figure_layout_002.png" alt="Signal,  Signal" class = "sphx-glr-single-img"/><p>sphinx_gallery_thumbnail_number = 2</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.216 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.699 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plotting-custom-figure-layout-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/4e59edd7523a2edaf5dd1ceb420f9772/custom_figure_layout.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">custom_figure_layout.ipynb</span></code></a></p>
@@ -596,6 +675,9 @@
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../../_downloads/5306e20f83db64d0484eafff9044ceba/custom_figure_layout.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">custom_figure_layout.py</span></code></a></p>
 </div>
+<div class="sphx-glr-download sphx-glr-download-zip docutils container">
+<p><a class="reference download internal" download="" href="../../_downloads/764c7a9ef5a38758f267f3187a5e347e/custom_figure_layout.zip"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">zipped:</span> <span class="pre">custom_figure_layout.zip</span></code></a></p>
+</div>
 </div>
 <p class="sphx-glr-signature"><a class="reference external" href="https://sphinx-gallery.github.io">Gallery generated by Sphinx-Gallery</a></p>
 </section>
@@ -610,6 +692,24 @@
                 <footer class="prev-next-footer d-print-none">
                   
 <div class="prev-next-area">
+    <a class="left-prev"
+       href="index.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">Making Custom Layouts for Plots</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="ROI_insets.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">ROI Insets</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
 </div>
                 </footer>
               
@@ -663,7 +763,7 @@
         <div class="footer-item">
 
   <p class="sphinx-version">
-    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.0.2.
     <br/>
   </p>
 </div>
diff --git a/dev/auto_examples/plotting/index.html b/dev/auto_examples/plotting/index.html
index 555202414..44c4a8859 100644
--- a/dev/auto_examples/plotting/index.html
+++ b/dev/auto_examples/plotting/index.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Making Custom Layouts for Plots &#8212; HyperSpy 2.1.0.dev118+gef382286f.d20240506 documentation</title>
+    <title>Making Custom Layouts for Plots &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -32,23 +32,23 @@
     <link rel="stylesheet" type="text/css" href="../../_static/graphviz.css?v=fd3f3429" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=61a4c737" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=d2d258e8" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-binder.css?v=f4aeca0c" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-dataframe.css?v=2082cf3c" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-rendered-html.css?v=1277b6f3" />
-    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
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   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=669b6d14"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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     <script src="../../_static/copybutton.js?v=ccdb6887"></script>
-    <script src="../../_static/design-tabs.js?v=36754332"></script>
+    <script src="../../_static/design-tabs.js?v=f930bc37"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-B0XD0GTW1M"></script>
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@@ -71,6 +71,8 @@
         </script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
+    <link rel="next" title="Creating Custom Layouts" href="custom_figure_layout.html" />
+    <link rel="prev" title="Simple arctan fit" href="../model_fitting/simple_arctan_fit.html" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -217,7 +219,7 @@
 </li>
 
 
-<li class="nav-item ">
+<li class="nav-item current active">
   <a class="nav-link nav-internal" href="../index.html">
     Examples
   </a>
@@ -366,9 +368,7 @@
       
       
       
-        
-      
-      <div class="bd-sidebar-primary bd-sidebar hide-on-wide">
+      <div class="bd-sidebar-primary bd-sidebar">
         
 
   
@@ -390,7 +390,7 @@
 </li>
 
 
-<li class="nav-item ">
+<li class="nav-item current active">
   <a class="nav-link nav-internal" href="../index.html">
     Examples
   </a>
@@ -496,6 +496,82 @@
     
   </div>
   
+    <div class="sidebar-primary-items__start sidebar-primary__section">
+        <div class="sidebar-primary-item">
+<nav class="bd-docs-nav bd-links"
+     aria-label="Section Navigation">
+  <p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
+  <div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
+<li class="toctree-l1 has-children"><a class="reference internal" href="../Markers/index.html">Markers</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/ragged_points.html">Ragged Points</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows.html">Arrow markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/vertical_lines.html">Vertical Line Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/circles_color_radius.html">Circle Markers with Radius Dependent Coloring</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/texts.html">Text Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/lines.html">Line  Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows_ragged.html">Varying number of arrows per navigation position</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/circles.html">Circle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/filled_circles.html">Filled Circle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/rotation_makers.html">Rotation of markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/add_remove_marker.html">Add/Remove items from existing Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/polygons.html">Polygon  Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/ellipses.html">Ellipse markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/squares.html">Square Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/stars.html">Star Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/rectangles.html">Rectangle Markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/arrows_navigation.html">Arrow markers</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/from_signal.html">Creating Markers from a signal</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../Markers/transforms_and_units.html">Transforms and Units</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../create_signal/index.html">Signal Creation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data_file.html">Creates a signal1D from a text file</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/line_spectrum.html">Creates a line spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/from_tabular_data.html">Creates a signal1D from tabular data</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/1D_image_stack.html">Creates a 3D image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/spectrum_image.html">Creates a spectrum image</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../model_fitting/index.html">Model fitting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../model_fitting/plot_residual.html">Plot Residual</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Making Custom Layouts for Plots</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/ROI_navigator.html">Navigator ROI</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal_circleROI.html">Create Map from CircleROI in signal space</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/fast_fourier_transform_live.html">Live FFT</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/ExtractLineProfile.html">Extract line profile from image interactively</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI_interactive_sum.html">Interactive integration of one dimensional signal</a></li>
+</ul>
+</details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../simple_simulations/index.html">Simple simulations</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../simple_simulations/two_gaussians.html">Simple simulation (2 Gaussians)</a></li>
+</ul>
+</details></li>
+</ul>
+</div>
+</nav></div>
+    </div>
+  
   
   <div class="sidebar-primary-items__end sidebar-primary__section">
   </div>
@@ -528,6 +604,9 @@
         <i class="fa-solid fa-home"></i>
       </a>
     </li>
+    
+    <li class="breadcrumb-item"><a href="../index.html" class="nav-link">Gallery of Examples</a></li>
+    
     <li class="breadcrumb-item active" aria-current="page">Making...</li>
   </ul>
 </nav>
@@ -547,11 +626,16 @@
                   
   <section id="making-custom-layouts-for-plots">
 <span id="subfigure-examples-label"></span><span id="sphx-glr-auto-examples-plotting"></span><h1>Making Custom Layouts for Plots<a class="headerlink" href="#making-custom-layouts-for-plots" title="Link to this heading">#</a></h1>
-<p>Below is a gallery of examples on making simple custom layouts for plotting data.</p>
-<div class="sphx-glr-thumbnails"><div class="sphx-glr-thumbcontainer" tooltip="Custom layouts for hyperspy figures can be created using the matplotlib.figure.SubFigure class...."><img alt="" src="../../_images/sphx_glr_custom_figure_layout_thumb.png" />
+<p>Below is a gallery of examples on making simple custom layouts for plotting data
+using <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.SubFigure.html#matplotlib.figure.SubFigure" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.figure.SubFigure</span></code></a>.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>Plotting data with subfigures is slower than using separates figures.</p>
+</div>
+<div class="sphx-glr-thumbnails"><div class="sphx-glr-thumbcontainer" tooltip="Custom layouts for hyperspy figures can be created using the matplotlib.figure.SubFigure class. Passing the fig argument to the plot method of a hyperspy signal object will target that figure instead of creating a new one. This is useful for creating custom layouts with multiple subplots."><img alt="" src="../../_images/sphx_glr_custom_figure_layout_thumb.png" />
 <p><a class="reference internal" href="custom_figure_layout.html#sphx-glr-auto-examples-plotting-custom-figure-layout-py"><span class="std std-ref">Creating Custom Layouts</span></a></p>
   <div class="sphx-glr-thumbnail-title">Creating Custom Layouts</div>
-</div><div class="sphx-glr-thumbcontainer" tooltip="ROI&#x27;s can be powerful tools to help visualize data.  In this case we will define ROI&#x27;s in hyper..."><img alt="" src="../../_images/sphx_glr_ROI_insets_thumb.png" />
+</div><div class="sphx-glr-thumbcontainer" tooltip="ROI&#x27;s can be powerful tools to help visualize data.  In this case we will define ROI&#x27;s in hyperspy, sum the data within the ROI, and then plot the sum as a signal. Using the matplotlib.figure.SubFigure class we can create a custom layout to visualize and interact with the data."><img alt="" src="../../_images/sphx_glr_ROI_insets_thumb.png" />
 <p><a class="reference internal" href="ROI_insets.html#sphx-glr-auto-examples-plotting-roi-insets-py"><span class="std std-ref">ROI Insets</span></a></p>
   <div class="sphx-glr-thumbnail-title">ROI Insets</div>
 </div></div><div class="toctree-wrapper compound">
@@ -568,6 +652,24 @@
                 <footer class="prev-next-footer d-print-none">
                   
 <div class="prev-next-area">
+    <a class="left-prev"
+       href="../model_fitting/simple_arctan_fit.html"
+       title="previous page">
+      <i class="fa-solid fa-angle-left"></i>
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">previous</p>
+        <p class="prev-next-title">Simple arctan fit</p>
+      </div>
+    </a>
+    <a class="right-next"
+       href="custom_figure_layout.html"
+       title="next page">
+      <div class="prev-next-info">
+        <p class="prev-next-subtitle">next</p>
+        <p class="prev-next-title">Creating Custom Layouts</p>
+      </div>
+      <i class="fa-solid fa-angle-right"></i>
+    </a>
 </div>
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@@ -621,7 +723,7 @@
         <div class="footer-item">
 
   <p class="sphinx-version">
-    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.0.2.
     <br/>
   </p>
 </div>
diff --git a/dev/auto_examples/plotting/sg_execution_times.html b/dev/auto_examples/plotting/sg_execution_times.html
index 983561831..5e9ff3095 100644
--- a/dev/auto_examples/plotting/sg_execution_times.html
+++ b/dev/auto_examples/plotting/sg_execution_times.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Computation times &#8212; HyperSpy 2.1.0.dev118+gef382286f.d20240506 documentation</title>
+    <title>Computation times &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -32,23 +32,23 @@
     <link rel="stylesheet" type="text/css" href="../../_static/graphviz.css?v=fd3f3429" />
     <link rel="stylesheet" type="text/css" href="../../_static/copybutton.css?v=76b2166b" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom-styles.css?v=eff58afb" />
-    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=61a4c737" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery.css?v=d2d258e8" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-binder.css?v=f4aeca0c" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-dataframe.css?v=2082cf3c" />
     <link rel="stylesheet" type="text/css" href="../../_static/sg_gallery-rendered-html.css?v=1277b6f3" />
-    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=87e54e7c" />
+    <link rel="stylesheet" type="text/css" href="../../_static/sphinx-design.min.css?v=95c83b7e" />
   
   <!-- Pre-loaded scripts that we'll load fully later -->
   <link rel="preload" as="script" href="../../_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=669b6d14"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
     <script src="../../_static/copybutton.js?v=ccdb6887"></script>
-    <script src="../../_static/design-tabs.js?v=36754332"></script>
+    <script src="../../_static/design-tabs.js?v=f930bc37"></script>
     <script async="async" src="https://www.googletagmanager.com/gtag/js?id=G-B0XD0GTW1M"></script>
     <script>
                 window.dataLayer = window.dataLayer || [];
@@ -547,7 +547,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-plotting-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:00.879</strong> total execution time for 2 files <strong>from auto_examplesplotting</strong>:</p>
+<p><strong>00:02.070</strong> total execution time for 2 files <strong>from auto_examples/plotting</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" />
@@ -568,12 +568,12 @@
 </tr>
 </thead>
 <tbody>
-<tr class="row-even"><td><p><a class="reference internal" href="ROI_insets.html#sphx-glr-auto-examples-plotting-roi-insets-py"><span class="std std-ref">ROI Insets</span></a> (<code class="docutils literal notranslate"><span class="pre">ROI_insets.py</span></code>)</p></td>
-<td><p>00:00.879</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="custom_figure_layout.html#sphx-glr-auto-examples-plotting-custom-figure-layout-py"><span class="std std-ref">Creating Custom Layouts</span></a> (<code class="docutils literal notranslate"><span class="pre">custom_figure_layout.py</span></code>)</p></td>
+<td><p>00:01.699</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="custom_figure_layout.html#sphx-glr-auto-examples-plotting-custom-figure-layout-py"><span class="std std-ref">Creating Custom Layouts</span></a> (<code class="docutils literal notranslate"><span class="pre">custom_figure_layout.py</span></code>)</p></td>
-<td><p>00:00.000</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="ROI_insets.html#sphx-glr-auto-examples-plotting-roi-insets-py"><span class="std std-ref">ROI Insets</span></a> (<code class="docutils literal notranslate"><span class="pre">ROI_insets.py</span></code>)</p></td>
+<td><p>00:00.370</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
@@ -645,7 +645,7 @@
         <div class="footer-item">
 
   <p class="sphinx-version">
-    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 8.0.2.
     <br/>
   </p>
 </div>
diff --git a/dev/auto_examples/region_of_interest/ExtractLineProfile.html b/dev/auto_examples/region_of_interest/ExtractLineProfile.html
index d68f3374f..2a7a505d5 100644
--- a/dev/auto_examples/region_of_interest/ExtractLineProfile.html
+++ b/dev/auto_examples/region_of_interest/ExtractLineProfile.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Extract line profile from image interactively &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Extract line profile from image interactively &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
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+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
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-    <title>Navigator ROI &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
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 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
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diff --git a/dev/auto_examples/region_of_interest/SpanROI.html b/dev/auto_examples/region_of_interest/SpanROI.html
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-    <title>SpanROI on signal axis &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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 </ul>
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+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Region of Interest</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">SpanROI on signal axis</a></li>
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 <li><img src="../../_images/sphx_glr_SpanROI_004.png" srcset="../../_images/sphx_glr_SpanROI_004.png" alt="Two Gaussians Signal" class = "sphx-glr-multi-img"/></li>
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diff --git a/dev/auto_examples/region_of_interest/SpanROI_interactive_sum.html b/dev/auto_examples/region_of_interest/SpanROI_interactive_sum.html
index 6b16ac8ac..70c69f67c 100644
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-    <title>Interactive integration of one dimensional signal &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Interactive integration of one dimensional signal &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Region of Interest</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="map_signal.html">Create Map from ROI in signal space</a></li>
@@ -673,7 +683,7 @@
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="n">integrated_sliced_signal</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_SpanROI_interactive_sum_003.png" srcset="../../_images/sphx_glr_SpanROI_interactive_sum_003.png" alt="Integrated intensity Signal" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.706 seconds)</p>
+<img src="../../_images/sphx_glr_SpanROI_interactive_sum_003.png" srcset="../../_images/sphx_glr_SpanROI_interactive_sum_003.png" alt="Integrated intensity Signal" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.570 seconds)</p>
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 <p><a class="reference download internal" download="" href="../../_downloads/00132bda28da71a5a986ed4cb33d6cf1/SpanROI_interactive_sum.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">SpanROI_interactive_sum.ipynb</span></code></a></p>
diff --git a/dev/auto_examples/region_of_interest/fast_fourier_transform_live.html b/dev/auto_examples/region_of_interest/fast_fourier_transform_live.html
index fa70a4878..b9eb655df 100644
--- a/dev/auto_examples/region_of_interest/fast_fourier_transform_live.html
+++ b/dev/auto_examples/region_of_interest/fast_fourier_transform_live.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Live FFT &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Live FFT &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="index.html">Region of Interest</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="map_signal.html">Create Map from ROI in signal space</a></li>
@@ -661,7 +671,7 @@
 <span class="n">s_fft</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">power_spectrum</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_fast_fourier_transform_live_002.png" srcset="../../_images/sphx_glr_fast_fourier_transform_live_002.png" alt="FFT of  Signal" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 8.103 seconds)</p>
+<img src="../../_images/sphx_glr_fast_fourier_transform_live_002.png" srcset="../../_images/sphx_glr_fast_fourier_transform_live_002.png" alt="FFT of  Signal" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 7.301 seconds)</p>
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+        <p class="prev-next-title">ROI Insets</p>
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diff --git a/dev/auto_examples/region_of_interest/map_signal.html b/dev/auto_examples/region_of_interest/map_signal.html
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-    <title>Create Map from ROI in signal space &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Simple simulations &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Simple simulations &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
diff --git a/dev/auto_examples/simple_simulations/sg_execution_times.html b/dev/auto_examples/simple_simulations/sg_execution_times.html
index b94c42259..2d037b7b0 100644
--- a/dev/auto_examples/simple_simulations/sg_execution_times.html
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@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Computation times &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Computation times &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -547,7 +547,7 @@
                   
   <section id="computation-times">
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-<p><strong>00:01.272</strong> total execution time for 1 file <strong>from auto_examples/simple_simulations</strong>:</p>
+<p><strong>00:01.187</strong> total execution time for 1 file <strong>from auto_examples/simple_simulations</strong>:</p>
 <div class="docutils container">
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@@ -569,7 +569,7 @@
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 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="two_gaussians.html#sphx-glr-auto-examples-simple-simulations-two-gaussians-py"><span class="std std-ref">Simple simulation (2 Gaussians)</span></a> (<code class="docutils literal notranslate"><span class="pre">two_gaussians.py</span></code>)</p></td>
-<td><p>00:01.272</p></td>
+<td><p>00:01.187</p></td>
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diff --git a/dev/auto_examples/simple_simulations/two_gaussians.html b/dev/auto_examples/simple_simulations/two_gaussians.html
index 1db727e14..3e410ecdb 100644
--- a/dev/auto_examples/simple_simulations/two_gaussians.html
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@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Simple simulation (2 Gaussians) &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Simple simulation (2 Gaussians) &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -533,6 +533,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../create_signal/2D_image_stack.html">Creates a 4D image</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../data_visualization/index.html">Data Visualization</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/compose_figure.html">Composing Figure</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../data_visualization/specifying_ax.html">Specifying Matplotlib Axis</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../io/index.html">Loading, saving and exporting</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../io/export_single_spectrum.html">Export single spectrum</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../io/convert_color_image.html">Adjust contrast and save RGB images</a></li>
@@ -543,6 +548,11 @@
 <li class="toctree-l2"><a class="reference internal" href="../model_fitting/simple_arctan_fit.html">Simple arctan fit</a></li>
 </ul>
 </details></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../plotting/index.html">Making Custom Layouts for Plots</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/custom_figure_layout.html">Creating Custom Layouts</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../plotting/ROI_insets.html">ROI Insets</a></li>
+</ul>
+</details></li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../region_of_interest/index.html">Region of Interest</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/SpanROI.html">SpanROI on signal axis</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../region_of_interest/map_signal.html">Create Map from ROI in signal space</a></li>
@@ -631,11 +641,11 @@
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 <li><img src="../../_images/sphx_glr_two_gaussians_002.png" srcset="../../_images/sphx_glr_two_gaussians_002.png" alt="from fitted model Signal" class = "sphx-glr-multi-img"/></li>
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 Traceback (most recent call last):
-  File &quot;/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1148, in __del__
+  File &quot;/opt/hostedtoolcache/Python/3.11.10/x64/lib/python3.11/site-packages/tqdm/std.py&quot;, line 1148, in __del__
     self.close()
-  File &quot;/opt/hostedtoolcache/Python/3.11.9/x64/lib/python3.11/site-packages/tqdm/notebook.py&quot;, line 279, in close
+  File &quot;/opt/hostedtoolcache/Python/3.11.10/x64/lib/python3.11/site-packages/tqdm/notebook.py&quot;, line 279, in close
     self.disp(bar_style=&#39;danger&#39;, check_delay=False)
     ^^^^^^^^^
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@@ -643,12 +653,10 @@
 
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- 64%|██████▍   | 657/1024 [00:00&lt;00:00, 3283.92it/s]
+ 33%|███▎      | 340/1024 [00:00&lt;00:00, 3396.60it/s]
 
- 96%|█████████▋| 986/1024 [00:00&lt;00:00, 3276.76it/s]
-100%|██████████| 1024/1024 [00:00&lt;00:00, 3275.32it/s]
+ 68%|██████▊   | 697/1024 [00:00&lt;00:00, 3495.56it/s]
+100%|██████████| 1024/1024 [00:00&lt;00:00, 3519.87it/s]
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@@ -711,7 +719,7 @@
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diff --git a/dev/changes.html b/dev/changes.html
index 64308dd09..5b326d460 100644
--- a/dev/changes.html
+++ b/dev/changes.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Changelog &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Changelog &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
 <link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
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-    <script src="_static/documentation_options.js?v=a439dccb"></script>
+    <script src="_static/documentation_options.js?v=b3c9c97a"></script>
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     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="_static/clipboard.min.js?v=a7894cd8"></script>
@@ -558,8 +558,14 @@
 <span id="id1"></span><h1>Changelog<a class="headerlink" href="#changelog" title="Link to this heading">#</a></h1>
 <p>Changelog entries for the development version are available at
 <a class="reference external" href="https://hyperspy.readthedocs.io/en/latest/changes.html">https://hyperspy.readthedocs.io/en/latest/changes.html</a></p>
-<section id="release-unreleased-2024-09-13">
-<h2>2.1.2.dev127+g5a310b575 [UNRELEASED] (2024-09-13)<a class="headerlink" href="#release-unreleased-2024-09-13" title="Link to this heading">#</a></h2>
+<section id="release-unreleased-2024-10-05">
+<h2>2.1.2.dev155+ge20d09593 [UNRELEASED] (2024-10-05)<a class="headerlink" href="#release-unreleased-2024-10-05" title="Link to this heading">#</a></h2>
+<section id="new-features">
+<h3>New features<a class="headerlink" href="#new-features" title="Link to this heading">#</a></h3>
+<ul class="simple">
+<li><p>Add support for plotting navigator and signal plot on same figure using <a class="reference external" href="https://matplotlib.org/stable/gallery/subplots_axes_and_figures/subfigures.html">matplotlib subfigures</a>. See examples in the <a class="reference internal" href="auto_examples/plotting/index.html#subfigure-examples-label"><span class="std std-ref">custom layout for plots</span></a> section. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3343">#3343</a>)</p></li>
+</ul>
+</section>
 <section id="enhancements">
 <h3>Enhancements<a class="headerlink" href="#enhancements" title="Link to this heading">#</a></h3>
 <ul class="simple">
@@ -570,6 +576,7 @@ <h3>Enhancements<a class="headerlink" href="#enhancements" title="Link to this h
 <li><p>Add parameter to normalise spectra in <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3419">#3419</a>)</p></li>
 <li><p>Add parameters to <a class="reference internal" href="reference/api.data.html#hyperspy.api.data.atomic_resolution_image" title="hyperspy.api.data.atomic_resolution_image"><code class="xref py py-func docutils literal notranslate"><span class="pre">atomic_resolution_image()</span></code></a> to set the spacing and rotation of the lattice and the size of the signal. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3420">#3420</a>)</p></li>
 <li><p>Add option to silence warning when <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.map" title="hyperspy.api.signals.BaseSignal.map"><code class="xref py py-meth docutils literal notranslate"><span class="pre">map()</span></code></a> operates on signal containing non-uniform axes or different scales or units. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3421">#3421</a>)</p></li>
+<li><p>Add <code class="docutils literal notranslate"><span class="pre">ax</span></code> parameter to <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_images()</span></code></a>, <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a> and <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_histograms" title="hyperspy.api.plot.plot_histograms"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_histograms()</span></code></a> to specify the <a class="reference external" href="https://matplotlib.org/stable/api/axis_api.html#matplotlib.axis.Axis" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.axis.Axis</span></code></a> to use - see examples in <a class="reference internal" href="auto_examples/data_visualization/index.html#sphx-glr-auto-examples-data-visualization"><span class="std std-ref">Data Visualization</span></a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3423">#3423</a>)</p></li>
 <li><p>Linear optimizer improvements:</p>
 <ul>
 <li><p>add linear optimizer using <a class="reference external" href="https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html#sklearn.linear_model.LinearRegression" title="(in scikit-learn v1.5)"><code class="xref py py-class docutils literal notranslate"><span class="pre">sklearn.linear_model.LinearRegression</span></code></a> with/without positive constraint; they can be used with <code class="docutils literal notranslate"><span class="pre">optimizer=&quot;ols&quot;</span></code> or <code class="docutils literal notranslate"><span class="pre">optimizer=&quot;nnls&quot;</span></code>,</p></li>
@@ -615,17 +622,17 @@ <h3>Improved Documentation<a class="headerlink" href="#improved-documentation" t
 </ul>
 </section>
 </section>
-<section id="id23">
-<h2>2.1.1 (2024-07-11)<a class="headerlink" href="#id23" title="Link to this heading">#</a></h2>
-<section id="id24">
-<h3>Enhancements<a class="headerlink" href="#id24" title="Link to this heading">#</a></h3>
+<section id="id25">
+<h2>2.1.1 (2024-07-11)<a class="headerlink" href="#id25" title="Link to this heading">#</a></h2>
+<section id="id26">
+<h3>Enhancements<a class="headerlink" href="#id26" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Only import gui widget when the toolkit is enabled. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3366">#3366</a>)</p></li>
 <li><p>Tweak documention on dask scheduler. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3380">#3380</a>)</p></li>
 </ul>
 </section>
-<section id="id27">
-<h3>Bug Fixes<a class="headerlink" href="#id27" title="Link to this heading">#</a></h3>
+<section id="id29">
+<h3>Bug Fixes<a class="headerlink" href="#id29" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix updating residual line in model plot when changing components. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3355">#3355</a>)</p></li>
 <li><p>Avoid changing <code class="docutils literal notranslate"><span class="pre">data</span></code> object when using <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.add_gaussian_noise" title="hyperspy.api.signals.BaseSignal.add_gaussian_noise"><code class="xref py py-meth docutils literal notranslate"><span class="pre">add_gaussian_noise()</span></code></a> and <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.add_poissonian_noise" title="hyperspy.api.signals.BaseSignal.add_poissonian_noise"><code class="xref py py-meth docutils literal notranslate"><span class="pre">add_poissonian_noise()</span></code></a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3379">#3379</a>)</p></li>
@@ -633,8 +640,8 @@ <h3>Bug Fixes<a class="headerlink" href="#id27" title="Link to this heading">#</
 <li><p>Fix gradients in some expression based components (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3388">#3388</a>)</p></li>
 </ul>
 </section>
-<section id="id32">
-<h3>Improved Documentation<a class="headerlink" href="#id32" title="Link to this heading">#</a></h3>
+<section id="id34">
+<h3>Improved Documentation<a class="headerlink" href="#id34" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add old version warning banner in documentation. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3397">#3397</a>)</p></li>
 </ul>
@@ -646,10 +653,10 @@ <h3>Maintenance<a class="headerlink" href="#maintenance" title="Link to this hea
 </ul>
 </section>
 </section>
-<section id="id35">
-<h2>2.1.0 (2024-05-08)<a class="headerlink" href="#id35" title="Link to this heading">#</a></h2>
-<section id="id36">
-<h3>Enhancements<a class="headerlink" href="#id36" title="Link to this heading">#</a></h3>
+<section id="id37">
+<h2>2.1.0 (2024-05-08)<a class="headerlink" href="#id37" title="Link to this heading">#</a></h2>
+<section id="id38">
+<h3>Enhancements<a class="headerlink" href="#id38" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add a dynamic navigator which updates when the number of navigation dimensions is greater than 3 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3199">#3199</a>)</p></li>
 <li><p>Add an example to the gallery to show how to extract a line profile from an image using a <a class="reference internal" href="reference/api.roi.html#hyperspy.api.roi.Line2DROI" title="hyperspy.api.roi.Line2DROI"><code class="xref py py-class docutils literal notranslate"><span class="pre">Line2DROI</span></code></a> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3227">#3227</a>)</p></li>
@@ -669,8 +676,8 @@ <h3>Enhancements<a class="headerlink" href="#id36" title="Link to this heading">
 <li><p>Documentation improvement. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3365">#3365</a>)</p></li>
 </ul>
 </section>
-<section id="id43">
-<h3>Bug Fixes<a class="headerlink" href="#id43" title="Link to this heading">#</a></h3>
+<section id="id45">
+<h3>Bug Fixes<a class="headerlink" href="#id45" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix ROI slicing of non-uniform axis (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3328">#3328</a>)</p></li>
 <li><p>Add the ability to save and load <a class="reference internal" href="reference/base_classes/axes.html#hyperspy.axes.BaseDataAxis" title="hyperspy.axes.BaseDataAxis"><code class="xref py py-class docutils literal notranslate"><span class="pre">BaseDataAxis</span></code></a> objects to a hyperspy file. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3342">#3342</a>)</p></li>
@@ -686,14 +693,14 @@ <h3>Bug Fixes<a class="headerlink" href="#id43" title="Link to this heading">#</
 <li><p>Fix development version on <code class="docutils literal notranslate"><span class="pre">RELEASE_next_minor</span></code> branch. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3368">#3368</a>)</p></li>
 </ul>
 </section>
-<section id="id52">
-<h3>API changes<a class="headerlink" href="#id52" title="Link to this heading">#</a></h3>
+<section id="id54">
+<h3>API changes<a class="headerlink" href="#id54" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_roi_map" title="hyperspy.api.plot.plot_roi_map"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_roi_map()</span></code></a> doesn’t return the sum of all ROI maps (<code class="docutils literal notranslate"><span class="pre">all_sum</span></code>) and the signals sliced by the ROIs (<code class="docutils literal notranslate"><span class="pre">roi_signals</span></code>), these can be obtained separately using the <code class="docutils literal notranslate"><span class="pre">rois</span></code> returned by <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_roi_map" title="hyperspy.api.plot.plot_roi_map"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_roi_map()</span></code></a> and <a class="reference internal" href="reference/api.html#hyperspy.api.interactive" title="hyperspy.api.interactive"><code class="xref py py-func docutils literal notranslate"><span class="pre">interactive()</span></code></a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3364">#3364</a>)</p></li>
 </ul>
 </section>
-<section id="id54">
-<h3>Maintenance<a class="headerlink" href="#id54" title="Link to this heading">#</a></h3>
+<section id="id56">
+<h3>Maintenance<a class="headerlink" href="#id56" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Ruff update:</p>
 <ul>
@@ -712,18 +719,18 @@ <h3>Maintenance<a class="headerlink" href="#id54" title="Link to this heading">#
 </ul>
 </section>
 </section>
-<section id="id64">
-<h2>2.0.1 (2024-02-26)<a class="headerlink" href="#id64" title="Link to this heading">#</a></h2>
-<section id="id65">
-<h3>Bug Fixes<a class="headerlink" href="#id65" title="Link to this heading">#</a></h3>
+<section id="id66">
+<h2>2.0.1 (2024-02-26)<a class="headerlink" href="#id66" title="Link to this heading">#</a></h2>
+<section id="id67">
+<h3>Bug Fixes<a class="headerlink" href="#id67" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix bug with side by side plotting of signal containing navigation dimension only. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3304">#3304</a>)</p></li>
 <li><p>Fix getting release on some linux system wide install, e.g. Debian or Google colab (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3318">#3318</a>)</p></li>
 <li><p>Fix incorrect position of <code class="docutils literal notranslate"><span class="pre">Texts</span></code> marker when using mathtext. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3319">#3319</a>)</p></li>
 </ul>
 </section>
-<section id="id69">
-<h3>Maintenance<a class="headerlink" href="#id69" title="Link to this heading">#</a></h3>
+<section id="id71">
+<h3>Maintenance<a class="headerlink" href="#id71" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Update version switcher. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3291">#3291</a>)</p></li>
 <li><p>Fix readme badges and fix broken web links. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3298">#3298</a>)</p></li>
@@ -739,7 +746,7 @@ <h3>Maintenance<a class="headerlink" href="#id69" title="Link to this heading">#
 </section>
 </section>
 <section id="changes-2-0">
-<span id="id80"></span><h2>2.0 (2023-12-20)<a class="headerlink" href="#changes-2-0" title="Link to this heading">#</a></h2>
+<span id="id82"></span><h2>2.0 (2023-12-20)<a class="headerlink" href="#changes-2-0" title="Link to this heading">#</a></h2>
 <section id="release-highlights">
 <h3>Release Highlights<a class="headerlink" href="#release-highlights" title="Link to this heading">#</a></h3>
 <ul class="simple">
@@ -778,8 +785,8 @@ <h3>Release Highlights<a class="headerlink" href="#release-highlights" title="Li
 <li><p>The deprecated API has removed: see the list of API changes and removal in the <a class="reference internal" href="#hyperspy-2-0-api-changes"><span class="std std-ref">sections below</span></a>.</p></li>
 </ul>
 </section>
-<section id="new-features">
-<h3>New features<a class="headerlink" href="#new-features" title="Link to this heading">#</a></h3>
+<section id="id83">
+<h3>New features<a class="headerlink" href="#id83" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="reference/base_classes/signal/LazySignal.html#hyperspy._signals.lazy.LazySignal.compute" title="hyperspy._signals.lazy.LazySignal.compute"><code class="xref py py-meth docutils literal notranslate"><span class="pre">compute()</span></code></a> will now pass keyword arguments to the dask <a class="reference external" href="https://docs.dask.org/en/latest/generated/dask.array.Array.compute.html#dask.array.Array.compute" title="(in Dask)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dask.array.Array.compute()</span></code></a> method. This enables setting the scheduler and the number of computational workers. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2971">#2971</a>)</p></li>
 <li><p>Changes to <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.plot" title="hyperspy.api.signals.BaseSignal.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">plot()</span></code></a>:</p>
@@ -810,8 +817,8 @@ <h3>New features<a class="headerlink" href="#new-features" title="Link to this h
 <li><p>Added <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_roi_map" title="hyperspy.api.plot.plot_roi_map"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_roi_map()</span></code></a>. Allows interactively using a set of ROIs to select regions of the signal axes of a signal and visualise how the signal varies in this range spatially. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3224">#3224</a>)</p></li>
 </ul>
 </section>
-<section id="id91">
-<h3>Bug Fixes<a class="headerlink" href="#id91" title="Link to this heading">#</a></h3>
+<section id="id94">
+<h3>Bug Fixes<a class="headerlink" href="#id94" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Improve syntax in the <cite>io</cite> module. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3091">#3091</a>)</p></li>
 <li><p>Fix behaviour of <a class="reference internal" href="reference/utils/index.html#hyperspy.misc.utils.DictionaryTreeBrowser" title="hyperspy.misc.utils.DictionaryTreeBrowser"><code class="xref py py-class docutils literal notranslate"><span class="pre">DictionaryTreeBrowser</span></code></a> setter with value of dictionary type (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3094">#3094</a>)</p></li>
@@ -836,8 +843,8 @@ <h3>Bug Fixes<a class="headerlink" href="#id91" title="Link to this heading">#</
 </li>
 </ul>
 </section>
-<section id="id101">
-<h3>Improved Documentation<a class="headerlink" href="#id101" title="Link to this heading">#</a></h3>
+<section id="id104">
+<h3>Improved Documentation<a class="headerlink" href="#id104" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Restructure documentation:</p>
 <ul>
@@ -857,8 +864,8 @@ <h3>Improved Documentation<a class="headerlink" href="#id101" title="Link to thi
 <li><p>Update warning of “beta” state in big data section to be more specific. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3282">#3282</a>)</p></li>
 </ul>
 </section>
-<section id="id111">
-<h3>Enhancements<a class="headerlink" href="#id111" title="Link to this heading">#</a></h3>
+<section id="id114">
+<h3>Enhancements<a class="headerlink" href="#id114" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add support for passing <code class="docutils literal notranslate"><span class="pre">**kwargs</span></code> to <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.plot" title="hyperspy.api.signals.Signal2D.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">plot()</span></code></a> when using heatmap style in <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a> . (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3219">#3219</a>)</p></li>
 <li><p>Add support for pep 660 on editable installs for pyproject.toml based builds of extension (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3252">#3252</a>)</p></li>
@@ -874,12 +881,12 @@ <h3>Enhancements<a class="headerlink" href="#id111" title="Link to this heading"
 </ul>
 </section>
 <section id="hyperspy-2-0-api-changes">
-<span id="id115"></span><h3>API changes<a class="headerlink" href="#hyperspy-2-0-api-changes" title="Link to this heading">#</a></h3>
+<span id="id118"></span><h3>API changes<a class="headerlink" href="#hyperspy-2-0-api-changes" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>RosettaSciIO was split out of the <a class="reference external" href="https://github.com/hyperspy/hyperspy">HyperSpy repository</a> on July 23, 2022. The IO-plugins and related functions so far developed in HyperSpy were moved to the <a class="reference external" href="https://github.com/hyperspy/rosettasciio">RosettaSciIO repository</a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2972">#2972</a>)</p></li>
 <li><p>Extend the IO functions to accept alias names for format <code class="docutils literal notranslate"><span class="pre">name</span></code> as defined in RosettaSciIO. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3009">#3009</a>)</p></li>
 <li><p>Fix behaviour of <a class="reference internal" href="reference/base_classes/model/basemodel.html#hyperspy.model.BaseModel.print_current_values" title="hyperspy.model.BaseModel.print_current_values"><code class="xref py py-meth docutils literal notranslate"><span class="pre">print_current_values()</span></code></a>, <a class="reference internal" href="reference/base_classes/model/component.html#hyperspy.component.Component.print_current_values" title="hyperspy.component.Component.print_current_values"><code class="xref py py-meth docutils literal notranslate"><span class="pre">print_current_values()</span></code></a>
-and <a class="reference internal" href="reference/api.html#hyperspy.api.print_known_signal_types" title="hyperspy.api.print_known_signal_types"><code class="xref py py-func docutils literal notranslate"><span class="pre">print_known_signal_types()</span></code></a>, which were not printing when running from a script - they were only printing when running in notebook or qtconsole. Now all print_* functions behave consistently: they all print the output instead of returning an object (string or html). The <a class="reference external" href="https://ipython.readthedocs.io/en/stable/api/generated/IPython.display.html#IPython.display.display" title="(in IPython v8.27.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">IPython.display.display()</span></code></a> will pick a suitable rendering when running in an “ipython” context, for example notebook, qtconsole. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3145">#3145</a>)</p></li>
+and <a class="reference internal" href="reference/api.html#hyperspy.api.print_known_signal_types" title="hyperspy.api.print_known_signal_types"><code class="xref py py-func docutils literal notranslate"><span class="pre">print_known_signal_types()</span></code></a>, which were not printing when running from a script - they were only printing when running in notebook or qtconsole. Now all print_* functions behave consistently: they all print the output instead of returning an object (string or html). The <a class="reference external" href="https://ipython.readthedocs.io/en/stable/api/generated/IPython.display.html#IPython.display.display" title="(in IPython v8.28.0)"><code class="xref py py-func docutils literal notranslate"><span class="pre">IPython.display.display()</span></code></a> will pick a suitable rendering when running in an “ipython” context, for example notebook, qtconsole. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3145">#3145</a>)</p></li>
 <li><p>The markers have been refactored - see the new <a class="reference internal" href="reference/api.plot/markers.html#module-hyperspy.api.plot.markers" title="hyperspy.api.plot.markers"><code class="xref py py-mod docutils literal notranslate"><span class="pre">markers</span></code></a> API and the <a class="reference internal" href="auto_examples/Markers/index.html#gallery-markers"><span class="std std-ref">gallery of examples</span></a> for usage. The new <a class="reference internal" href="reference/api.plot/markers.html#hyperspy.api.plot.markers.Markers" title="hyperspy.api.plot.markers.Markers"><code class="xref py py-class docutils literal notranslate"><span class="pre">Markers</span></code></a> uses <a class="reference external" href="https://matplotlib.org/stable/api/collections_api.html#matplotlib.collections.Collection" title="(in Matplotlib v3.9.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.collections.Collection</span></code></a>, is faster and more generic than the previous implementation and also supports lazy markers. Markers saved in HyperSpy files (<code class="docutils literal notranslate"><span class="pre">hspy</span></code>, <code class="docutils literal notranslate"><span class="pre">zspy</span></code>) with HyperSpy &lt; 2.0 are converted automatically when loading the file. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3148">#3148</a>)</p></li>
 <li><p>For all functions with the <code class="docutils literal notranslate"><span class="pre">rechunk</span></code> parameter, the default has been changed from <code class="docutils literal notranslate"><span class="pre">True</span></code> to <code class="docutils literal notranslate"><span class="pre">False</span></code>. This means HyperSpy will not automatically try to change the chunking for lazy signals. The old behaviour could lead to a reduction in performance when working with large lazy datasets, for example 4D-STEM data. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3166">#3166</a>)</p></li>
 <li><p>Renamed <code class="docutils literal notranslate"><span class="pre">Signal2D.crop_image</span></code> to <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.crop_signal" title="hyperspy.api.signals.Signal2D.crop_signal"><code class="xref py py-meth docutils literal notranslate"><span class="pre">crop_signal()</span></code></a> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3197">#3197</a>)</p></li>
@@ -967,8 +974,8 @@ <h4>Machine Learning<a class="headerlink" href="#machine-learning" title="Link t
 <li><p>The <code class="docutils literal notranslate"><span class="pre">polyfit</span></code> keyword argument has been removed. Use <code class="docutils literal notranslate"><span class="pre">var_func</span></code> instead.</p></li>
 <li><p>The list of possible values for the <code class="docutils literal notranslate"><span class="pre">algorithm</span></code> argument of the <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.decomposition" title="hyperspy.api.signals.BaseSignal.decomposition"><code class="xref py py-meth docutils literal notranslate"><span class="pre">decomposition()</span></code></a> method
 has been changed according to the following table:</p>
-<div class="pst-scrollable-table-container"><table class="table" id="id449">
-<caption><span class="caption-text">Change of the <code class="docutils literal notranslate"><span class="pre">algorithm</span></code> argument</span><a class="headerlink" href="#id449" title="Link to this table">#</a></caption>
+<div class="pst-scrollable-table-container"><table class="table" id="id452">
+<caption><span class="caption-text">Change of the <code class="docutils literal notranslate"><span class="pre">algorithm</span></code> argument</span><a class="headerlink" href="#id452" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 25.0%" />
 <col style="width: 75.0%" />
@@ -1005,8 +1012,8 @@ <h4>Machine Learning<a class="headerlink" href="#machine-learning" title="Link t
 <li><p>The argument <code class="docutils literal notranslate"><span class="pre">momentum</span></code> of the <code class="docutils literal notranslate"><span class="pre">ORPCA</span></code> algorithm has been renamed to <code class="docutils literal notranslate"><span class="pre">subspace_momentum</span></code>.</p></li>
 <li><p>The list of possible values for the <code class="docutils literal notranslate"><span class="pre">centre</span></code> keyword argument of the <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.decomposition" title="hyperspy.api.signals.BaseSignal.decomposition"><code class="xref py py-meth docutils literal notranslate"><span class="pre">decomposition()</span></code></a> method
 when using the <code class="docutils literal notranslate"><span class="pre">SVD</span></code> algorithm has been changed according to the following table:</p>
-<div class="pst-scrollable-table-container"><table class="table" id="id450">
-<caption><span class="caption-text">Change of the <code class="docutils literal notranslate"><span class="pre">centre</span></code> argument</span><a class="headerlink" href="#id450" title="Link to this table">#</a></caption>
+<div class="pst-scrollable-table-container"><table class="table" id="id453">
+<caption><span class="caption-text">Change of the <code class="docutils literal notranslate"><span class="pre">centre</span></code> argument</span><a class="headerlink" href="#id453" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 50.0%" />
 <col style="width: 50.0%" />
@@ -1044,8 +1051,8 @@ <h4>Model fitting<a class="headerlink" href="#model-fitting" title="Link to this
 <ul>
 <li><p>The <code class="docutils literal notranslate"><span class="pre">fitter</span></code> argument has been renamed to <code class="docutils literal notranslate"><span class="pre">optimizer</span></code>.</p></li>
 <li><p>The list of possible values for the <code class="docutils literal notranslate"><span class="pre">optimizer</span></code> argument has been renamed according to the following table:</p>
-<div class="pst-scrollable-table-container"><table class="table" id="id451">
-<caption><span class="caption-text">Renaming of the <code class="docutils literal notranslate"><span class="pre">optimizer</span></code> argument</span><a class="headerlink" href="#id451" title="Link to this table">#</a></caption>
+<div class="pst-scrollable-table-container"><table class="table" id="id454">
+<caption><span class="caption-text">Renaming of the <code class="docutils literal notranslate"><span class="pre">optimizer</span></code> argument</span><a class="headerlink" href="#id454" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 50.0%" />
 <col style="width: 50.0%" />
@@ -1124,8 +1131,8 @@ <h4>Signal<a class="headerlink" href="#signal" title="Link to this heading">#</a
 instead, e. g. <code class="docutils literal notranslate"><span class="pre">s.axes_manager[-1].is_binned</span></code>.</p></li>
 <li><p>Some possible values for the <code class="docutils literal notranslate"><span class="pre">bins</span></code> argument of the <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.get_histogram" title="hyperspy.api.signals.BaseSignal.get_histogram"><code class="xref py py-meth docutils literal notranslate"><span class="pre">get_histogram()</span></code></a>
 method have been changed according to the following table:</p>
-<div class="pst-scrollable-table-container"><table class="table" id="id452">
-<caption><span class="caption-text">Change of the <code class="docutils literal notranslate"><span class="pre">bins</span></code> argument</span><a class="headerlink" href="#id452" title="Link to this table">#</a></caption>
+<div class="pst-scrollable-table-container"><table class="table" id="id455">
+<caption><span class="caption-text">Change of the <code class="docutils literal notranslate"><span class="pre">bins</span></code> argument</span><a class="headerlink" href="#id455" title="Link to this table">#</a></caption>
 <colgroup>
 <col style="width: 50.0%" />
 <col style="width: 50.0%" />
@@ -1174,8 +1181,8 @@ <h4>Preferences<a class="headerlink" href="#preferences" title="Link to this hea
 </ul>
 </section>
 </section>
-<section id="id126">
-<h3>Maintenance<a class="headerlink" href="#id126" title="Link to this heading">#</a></h3>
+<section id="id129">
+<h3>Maintenance<a class="headerlink" href="#id129" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Pin third party GitHub actions and add maintenance guidelines on how to update them (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3027">#3027</a>)</p></li>
 <li><p>Drop support for python 3.7, update oldest supported dependencies and simplify code accordingly (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3144">#3144</a>)</p></li>
@@ -1198,16 +1205,16 @@ <h3>Maintenance<a class="headerlink" href="#id126" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-7-6">
-<span id="id137"></span><h2>1.7.6 (2023-11-17)<a class="headerlink" href="#changes-1-7-6" title="Link to this heading">#</a></h2>
-<section id="id138">
-<h3>Bug Fixes<a class="headerlink" href="#id138" title="Link to this heading">#</a></h3>
+<span id="id140"></span><h2>1.7.6 (2023-11-17)<a class="headerlink" href="#changes-1-7-6" title="Link to this heading">#</a></h2>
+<section id="id141">
+<h3>Bug Fixes<a class="headerlink" href="#id141" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Allows for loading of <code class="docutils literal notranslate"><span class="pre">.hspy</span></code> files saved with version 2.0.0 and greater and no unit or name set
 for some axis. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3241">#3241</a>)</p></li>
 </ul>
 </section>
-<section id="id140">
-<h3>Maintenance<a class="headerlink" href="#id140" title="Link to this heading">#</a></h3>
+<section id="id143">
+<h3>Maintenance<a class="headerlink" href="#id143" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Backport of 3189: fix Numpy1.25 deprecation: implicite array to scalar conversion in <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.align2D" title="hyperspy.api.signals.Signal2D.align2D"><code class="xref py py-meth docutils literal notranslate"><span class="pre">align2D()</span></code></a> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3243">#3243</a>)</p></li>
 <li><p>Pin pillow to &lt;10.1 to avoid imageio error. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3251">#3251</a>)</p></li>
@@ -1215,23 +1222,23 @@ <h3>Maintenance<a class="headerlink" href="#id140" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-7-5">
-<span id="id143"></span><h2>1.7.5 (2023-05-04)<a class="headerlink" href="#changes-1-7-5" title="Link to this heading">#</a></h2>
-<section id="id144">
-<h3>Bug Fixes<a class="headerlink" href="#id144" title="Link to this heading">#</a></h3>
+<span id="id146"></span><h2>1.7.5 (2023-05-04)<a class="headerlink" href="#changes-1-7-5" title="Link to this heading">#</a></h2>
+<section id="id147">
+<h3>Bug Fixes<a class="headerlink" href="#id147" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix plotting boolean array with <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_images()</span></code></a> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3118">#3118</a>)</p></li>
 <li><p>Fix test with scipy1.11 and update deprecated <code class="docutils literal notranslate"><span class="pre">scipy.interpolate.interp2d</span></code> in the test suite (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3124">#3124</a>)</p></li>
 <li><p>Use intersphinx links to fix links to scikit-image documentation (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3125">#3125</a>)</p></li>
 </ul>
 </section>
-<section id="id148">
-<h3>Enhancements<a class="headerlink" href="#id148" title="Link to this heading">#</a></h3>
+<section id="id151">
+<h3>Enhancements<a class="headerlink" href="#id151" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Improve performance of <cite>model.multifit</cite> by avoiding <cite>axes.is_binned</cite> repeated evaluation (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3126">#3126</a>)</p></li>
 </ul>
 </section>
-<section id="id150">
-<h3>Maintenance<a class="headerlink" href="#id150" title="Link to this heading">#</a></h3>
+<section id="id153">
+<h3>Maintenance<a class="headerlink" href="#id153" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Simplify release workflow and replace deprecated <code class="docutils literal notranslate"><span class="pre">actions/create-release</span></code> action with <code class="docutils literal notranslate"><span class="pre">softprops/action-gh-release</span></code>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3117">#3117</a>)</p></li>
 <li><p>Add support for python 3.11 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3134">#3134</a>)</p></li>
@@ -1240,28 +1247,28 @@ <h3>Maintenance<a class="headerlink" href="#id150" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-7-4">
-<span id="id154"></span><h2>1.7.4 (2023-03-16)<a class="headerlink" href="#changes-1-7-4" title="Link to this heading">#</a></h2>
-<section id="id155">
-<h3>Bug Fixes<a class="headerlink" href="#id155" title="Link to this heading">#</a></h3>
+<span id="id157"></span><h2>1.7.4 (2023-03-16)<a class="headerlink" href="#changes-1-7-4" title="Link to this heading">#</a></h2>
+<section id="id158">
+<h3>Bug Fixes<a class="headerlink" href="#id158" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fixes an array indexing bug when loading a .sur file format spectra series. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3060">#3060</a>)</p></li>
 <li><p>Speed up <code class="docutils literal notranslate"><span class="pre">to_numpy</span></code> function to avoid slow down when used repeatedly, typically during fitting (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3109">#3109</a>)</p></li>
 </ul>
 </section>
-<section id="id158">
-<h3>Improved Documentation<a class="headerlink" href="#id158" title="Link to this heading">#</a></h3>
+<section id="id161">
+<h3>Improved Documentation<a class="headerlink" href="#id161" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Replace <code class="docutils literal notranslate"><span class="pre">sphinx.ext.imgmath</span></code> by <code class="docutils literal notranslate"><span class="pre">sphinx.ext.mathjax</span></code> to fix the math rendering in the <em>ReadTheDocs</em> build (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3084">#3084</a>)</p></li>
 </ul>
 </section>
-<section id="id160">
-<h3>Enhancements<a class="headerlink" href="#id160" title="Link to this heading">#</a></h3>
+<section id="id163">
+<h3>Enhancements<a class="headerlink" href="#id163" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add support for Phenom .elid revision 3 and 4 formats (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3073">#3073</a>)</p></li>
 </ul>
 </section>
-<section id="id162">
-<h3>Maintenance<a class="headerlink" href="#id162" title="Link to this heading">#</a></h3>
+<section id="id165">
+<h3>Maintenance<a class="headerlink" href="#id165" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add pooch as test dependency, as it is required to use scipy.dataset in latest scipy (1.10) and update plotting test. Fix warning when plotting non-uniform axis (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3079">#3079</a>)</p></li>
 <li><p>Fix matplotlib 3.7 and scikit-learn 1.4 deprecations (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3102">#3102</a>)</p></li>
@@ -1271,16 +1278,16 @@ <h3>Maintenance<a class="headerlink" href="#id162" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-7-3">
-<span id="id167"></span><h2>1.7.3 (2022-10-29)<a class="headerlink" href="#changes-1-7-3" title="Link to this heading">#</a></h2>
-<section id="id168">
-<h3>Bug Fixes<a class="headerlink" href="#id168" title="Link to this heading">#</a></h3>
+<span id="id170"></span><h2>1.7.3 (2022-10-29)<a class="headerlink" href="#changes-1-7-3" title="Link to this heading">#</a></h2>
+<section id="id171">
+<h3>Bug Fixes<a class="headerlink" href="#id171" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix error when reading Velox containing FFT with odd number of pixels (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3040">#3040</a>)</p></li>
 <li><p>Fix pint Unit for pint&gt;=0.20 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3052">#3052</a>)</p></li>
 </ul>
 </section>
-<section id="id171">
-<h3>Maintenance<a class="headerlink" href="#id171" title="Link to this heading">#</a></h3>
+<section id="id174">
+<h3>Maintenance<a class="headerlink" href="#id174" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix deprecated import of scipy <code class="docutils literal notranslate"><span class="pre">ascent</span></code> in docstrings and the test suite (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3032">#3032</a>)</p></li>
 <li><p>Fix error handling when trying to convert a ragged signal to non-ragged for numpy &gt;=1.24 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3033">#3033</a>)</p></li>
@@ -1289,9 +1296,9 @@ <h3>Maintenance<a class="headerlink" href="#id171" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-7-2">
-<span id="id175"></span><h2>1.7.2 (2022-09-17)<a class="headerlink" href="#changes-1-7-2" title="Link to this heading">#</a></h2>
-<section id="id176">
-<h3>Bug Fixes<a class="headerlink" href="#id176" title="Link to this heading">#</a></h3>
+<span id="id178"></span><h2>1.7.2 (2022-09-17)<a class="headerlink" href="#changes-1-7-2" title="Link to this heading">#</a></h2>
+<section id="id179">
+<h3>Bug Fixes<a class="headerlink" href="#id179" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix some errors and remove unnecessary code identified by <a class="reference external" href="https://lgtm.com/projects/g/hyperspy/hyperspy/">LGTM</a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2977">#2977</a>)</p></li>
 <li><p>Fix error which occurs when guessing output size in the <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.map" title="hyperspy.api.signals.BaseSignal.map"><code class="xref py py-meth docutils literal notranslate"><span class="pre">map()</span></code></a> function and using dask newer than 2022.7.1 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2981">#2981</a>)</p></li>
@@ -1300,14 +1307,14 @@ <h3>Bug Fixes<a class="headerlink" href="#id176" title="Link to this heading">#<
 <li><p>Fix removing horizontal or vertical line widget; regression introduced in hyperspy 1.7.0 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/3008">#3008</a>)</p></li>
 </ul>
 </section>
-<section id="id182">
-<h3>Improved Documentation<a class="headerlink" href="#id182" title="Link to this heading">#</a></h3>
+<section id="id185">
+<h3>Improved Documentation<a class="headerlink" href="#id185" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add a note in the user guide to explain that when a file contains several datasets, <a class="reference internal" href="reference/api.html#hyperspy.api.load" title="hyperspy.api.load"><code class="xref py py-func docutils literal notranslate"><span class="pre">load()</span></code></a> returns a list of signals instead of a single signal and that list indexation can be used to access a single signal. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2975">#2975</a>)</p></li>
 </ul>
 </section>
-<section id="id184">
-<h3>Maintenance<a class="headerlink" href="#id184" title="Link to this heading">#</a></h3>
+<section id="id187">
+<h3>Maintenance<a class="headerlink" href="#id187" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix extension test suite CI workflow. Enable workflow manual trigger (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2982">#2982</a>)</p></li>
 <li><p>Fix deprecation warning and time zone test failing on windows (locale dependent) (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2984">#2984</a>)</p></li>
@@ -1318,9 +1325,9 @@ <h3>Maintenance<a class="headerlink" href="#id184" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-7-1">
-<span id="id190"></span><h2>1.7.1 (2022-06-18)<a class="headerlink" href="#changes-1-7-1" title="Link to this heading">#</a></h2>
-<section id="id191">
-<h3>Bug Fixes<a class="headerlink" href="#id191" title="Link to this heading">#</a></h3>
+<span id="id193"></span><h2>1.7.1 (2022-06-18)<a class="headerlink" href="#changes-1-7-1" title="Link to this heading">#</a></h2>
+<section id="id194">
+<h3>Bug Fixes<a class="headerlink" href="#id194" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fixes invalid file chunks when saving some signals to hspy/zspy formats. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2940">#2940</a>)</p></li>
 <li><p>Fix issue where a TIFF image from an FEI FIB/SEM navigation camera image would not be read due to missing metadata (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2941">#2941</a>)</p></li>
@@ -1337,14 +1344,14 @@ <h3>Bug Fixes<a class="headerlink" href="#id191" title="Link to this heading">#<
 </li>
 </ul>
 </section>
-<section id="id200">
-<h3>Improved Documentation<a class="headerlink" href="#id200" title="Link to this heading">#</a></h3>
+<section id="id203">
+<h3>Improved Documentation<a class="headerlink" href="#id203" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix and complete docstrings of <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.align2D" title="hyperspy.api.signals.Signal2D.align2D"><code class="xref py py-meth docutils literal notranslate"><span class="pre">align2D()</span></code></a> and <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.estimate_shift2D" title="hyperspy.api.signals.Signal2D.estimate_shift2D"><code class="xref py py-meth docutils literal notranslate"><span class="pre">estimate_shift2D()</span></code></a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2961">#2961</a>)</p></li>
 </ul>
 </section>
-<section id="id202">
-<h3>Maintenance<a class="headerlink" href="#id202" title="Link to this heading">#</a></h3>
+<section id="id205">
+<h3>Maintenance<a class="headerlink" href="#id205" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Minor refactor of the EELS subshells in the <code class="docutils literal notranslate"><span class="pre">elements</span></code> dictionary. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2868">#2868</a>)</p></li>
 <li><p>Fix packaging of test suite and tweak tests to pass on different platform of blas implementation (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2933">#2933</a>)</p></li>
@@ -1352,9 +1359,9 @@ <h3>Maintenance<a class="headerlink" href="#id202" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-7-0">
-<span id="id205"></span><h2>1.7.0 (2022-04-26)<a class="headerlink" href="#changes-1-7-0" title="Link to this heading">#</a></h2>
-<section id="id206">
-<h3>New features<a class="headerlink" href="#id206" title="Link to this heading">#</a></h3>
+<span id="id208"></span><h2>1.7.0 (2022-04-26)<a class="headerlink" href="#changes-1-7-0" title="Link to this heading">#</a></h2>
+<section id="id209">
+<h3>New features<a class="headerlink" href="#id209" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add <code class="docutils literal notranslate"><span class="pre">filter_zero_loss_peak</span></code> argument to the <code class="docutils literal notranslate"><span class="pre">hyperspy._signals.eels.EELSSpectrum.spikes_removal_tool</span></code> method (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/1412">#1412</a>)</p></li>
 <li><p>Add <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.calibrate" title="hyperspy.api.signals.Signal2D.calibrate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">calibrate()</span></code></a> method to <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D" title="hyperspy.api.signals.Signal2D"><code class="xref py py-class docutils literal notranslate"><span class="pre">Signal2D</span></code></a> signal, which allows for interactive calibration (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/1791">#1791</a>)</p></li>
@@ -1377,8 +1384,8 @@ <h3>New features<a class="headerlink" href="#id206" title="Link to this heading"
 with axes and metadata parsing. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2908">#2908</a>)</p></li>
 </ul>
 </section>
-<section id="id225">
-<h3>Bug Fixes<a class="headerlink" href="#id225" title="Link to this heading">#</a></h3>
+<section id="id228">
+<h3>Bug Fixes<a class="headerlink" href="#id228" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Signals with 1 value in the signal dimension will now be <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal" title="hyperspy.api.signals.BaseSignal"><code class="xref py py-class docutils literal notranslate"><span class="pre">BaseSignal</span></code></a> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2773">#2773</a>)</p></li>
 <li><p><a class="reference external" href="https://exspy.readthedocs.io/en/latest/reference/material.html#exspy.material.density_of_mixture" title="(in eXSpy)"><code class="xref py py-func docutils literal notranslate"><span class="pre">exspy.material.density_of_mixture()</span></code></a> now throws a Value error when the density of an element is unknown (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2775">#2775</a>)</p></li>
@@ -1401,8 +1408,8 @@ <h3>Deprecations<a class="headerlink" href="#deprecations" title="Link to this h
 <li><p>Deprecate <code class="docutils literal notranslate"><span class="pre">hyperspy.axes.AxesManager.set_signal_dimension</span></code> in favour of using <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.as_signal1D" title="hyperspy.api.signals.BaseSignal.as_signal1D"><code class="xref py py-meth docutils literal notranslate"><span class="pre">as_signal1D()</span></code></a>, <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.as_signal2D" title="hyperspy.api.signals.BaseSignal.as_signal2D"><code class="xref py py-meth docutils literal notranslate"><span class="pre">as_signal2D()</span></code></a> or <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.transpose" title="hyperspy.api.signals.BaseSignal.transpose"><code class="xref py py-meth docutils literal notranslate"><span class="pre">transpose()</span></code></a> of the signal instance instead. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2830">#2830</a>)</p></li>
 </ul>
 </section>
-<section id="id239">
-<h3>Enhancements<a class="headerlink" href="#id239" title="Link to this heading">#</a></h3>
+<section id="id242">
+<h3>Enhancements<a class="headerlink" href="#id242" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="user_guide/region_of_interest.html#roi-label"><span class="std std-ref">Region of Interest (ROI)</span></a> can now be created without specifying values (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2341">#2341</a>)</p></li>
 <li><p>mpfit cleanup (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2494">#2494</a>)</p></li>
@@ -1427,8 +1434,8 @@ <h3>Enhancements<a class="headerlink" href="#id239" title="Link to this heading"
 <li><p>expose Stage coordinates and rotation angle in metada for sem images in bcf reader. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2911">#2911</a>)</p></li>
 </ul>
 </section>
-<section id="id259">
-<h3>API changes<a class="headerlink" href="#id259" title="Link to this heading">#</a></h3>
+<section id="id262">
+<h3>API changes<a class="headerlink" href="#id262" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><code class="docutils literal notranslate"><span class="pre">metadata.Signal.binned</span></code> is replaced by an axis parameter, e. g. <code class="docutils literal notranslate"><span class="pre">axes_manager[-1].is_binned</span></code> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2652">#2652</a>)</p></li>
 <li><ul>
@@ -1442,8 +1449,8 @@ <h3>API changes<a class="headerlink" href="#id259" title="Link to this heading">
 specifying metadata when creating signals (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2913">#2913</a>)</p></li>
 </ul>
 </section>
-<section id="id263">
-<h3>Maintenance<a class="headerlink" href="#id263" title="Link to this heading">#</a></h3>
+<section id="id266">
+<h3>Maintenance<a class="headerlink" href="#id266" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix warning when build doc and formatting user guide (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2762">#2762</a>)</p></li>
 <li><p>Drop support for python 3.6 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2839">#2839</a>)</p></li>
@@ -1455,9 +1462,9 @@ <h3>Maintenance<a class="headerlink" href="#id263" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-6-5">
-<span id="id270"></span><h2>1.6.5 (2021-10-28)<a class="headerlink" href="#changes-1-6-5" title="Link to this heading">#</a></h2>
-<section id="id271">
-<h3>Bug Fixes<a class="headerlink" href="#id271" title="Link to this heading">#</a></h3>
+<span id="id273"></span><h2>1.6.5 (2021-10-28)<a class="headerlink" href="#changes-1-6-5" title="Link to this heading">#</a></h2>
+<section id="id274">
+<h3>Bug Fixes<a class="headerlink" href="#id274" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Suspend plotting during <a class="reference external" href="https://exspy.readthedocs.io/en/latest/reference/models.html#exspy.models.EELSModel.smart_fit" title="(in eXSpy)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">exspy.models.EELSModel.smart_fit()</span></code></a> call (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2796">#2796</a>)</p></li>
 <li><p>make <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.add_marker" title="hyperspy.api.signals.BaseSignal.add_marker"><code class="xref py py-meth docutils literal notranslate"><span class="pre">add_marker()</span></code></a> also check if the plot is not active before plotting signal (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2799">#2799</a>)</p></li>
@@ -1467,23 +1474,23 @@ <h3>Bug Fixes<a class="headerlink" href="#id271" title="Link to this heading">#<
 <li><p>Add support for latest h5py release (3.5) (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2843">#2843</a>)</p></li>
 </ul>
 </section>
-<section id="id278">
-<h3>Deprecations<a class="headerlink" href="#id278" title="Link to this heading">#</a></h3>
+<section id="id281">
+<h3>Deprecations<a class="headerlink" href="#id281" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Rename <code class="docutils literal notranslate"><span class="pre">line_style</span></code> to <code class="docutils literal notranslate"><span class="pre">linestyle</span></code> in <a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a> to match matplotlib argument name (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2810">#2810</a>)</p></li>
 </ul>
 </section>
-<section id="id280">
-<h3>Enhancements<a class="headerlink" href="#id280" title="Link to this heading">#</a></h3>
+<section id="id283">
+<h3>Enhancements<a class="headerlink" href="#id283" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="reference/base_classes/roi.html#hyperspy.roi.BaseInteractiveROI.add_widget" title="hyperspy.roi.BaseInteractiveROI.add_widget"><code class="xref py py-meth docutils literal notranslate"><span class="pre">add_widget()</span></code></a> can now take a string or integer instead of tuple of string or integer (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2809">#2809</a>)</p></li>
 </ul>
 </section>
 </section>
 <section id="changes-1-6-4">
-<span id="id282"></span><h2>1.6.4 (2021-07-08)<a class="headerlink" href="#changes-1-6-4" title="Link to this heading">#</a></h2>
-<section id="id283">
-<h3>Bug Fixes<a class="headerlink" href="#id283" title="Link to this heading">#</a></h3>
+<span id="id285"></span><h2>1.6.4 (2021-07-08)<a class="headerlink" href="#changes-1-6-4" title="Link to this heading">#</a></h2>
+<section id="id286">
+<h3>Bug Fixes<a class="headerlink" href="#id286" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix parsing EELS aperture label with unexpected value, for example ‘Imaging’ instead of ‘5 mm’ (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2772">#2772</a>)</p></li>
 <li><p>Lazy datasets can now be saved out as blockfiles (blo) (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2774">#2774</a>)</p></li>
@@ -1494,8 +1501,8 @@ <h3>Bug Fixes<a class="headerlink" href="#id283" title="Link to this heading">#<
 &gt;= 1.6.0 to &gt;= 3.6 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2793">#2793</a>)</p></li>
 </ul>
 </section>
-<section id="id289">
-<h3>Enhancements<a class="headerlink" href="#id289" title="Link to this heading">#</a></h3>
+<section id="id292">
+<h3>Enhancements<a class="headerlink" href="#id292" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>When saving a dataset with a dtype other than
 <a class="reference external" href="https://numpy.org/doc/stable/user/basics.types.html">uint8</a> to a blockfile
@@ -1503,17 +1510,17 @@ <h3>Enhancements<a class="headerlink" href="#id289" title="Link to this heading"
 the intensity values to the reduced range (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2774">#2774</a>)</p></li>
 </ul>
 </section>
-<section id="id291">
-<h3>Maintenance<a class="headerlink" href="#id291" title="Link to this heading">#</a></h3>
+<section id="id294">
+<h3>Maintenance<a class="headerlink" href="#id294" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix image comparison failure with numpy 1.21.0 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2774">#2774</a>)</p></li>
 </ul>
 </section>
 </section>
 <section id="changes-1-6-3">
-<span id="id293"></span><h2>1.6.3 (2021-06-10)<a class="headerlink" href="#changes-1-6-3" title="Link to this heading">#</a></h2>
-<section id="id294">
-<h3>Bug Fixes<a class="headerlink" href="#id294" title="Link to this heading">#</a></h3>
+<span id="id296"></span><h2>1.6.3 (2021-06-10)<a class="headerlink" href="#changes-1-6-3" title="Link to this heading">#</a></h2>
+<section id="id297">
+<h3>Bug Fixes<a class="headerlink" href="#id297" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix ROI snapping regression (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2720">#2720</a>)</p></li>
 <li><p>Fix <a class="reference internal" href="reference/api.signals/Signal1D.html#hyperspy.api.signals.Signal1D.shift1D" title="hyperspy.api.signals.Signal1D.shift1D"><code class="xref py py-meth docutils literal notranslate"><span class="pre">shift1D()</span></code></a>, <a class="reference internal" href="reference/api.signals/Signal1D.html#hyperspy.api.signals.Signal1D.align1D" title="hyperspy.api.signals.Signal1D.align1D"><code class="xref py py-meth docutils literal notranslate"><span class="pre">align1D()</span></code></a> and <code class="docutils literal notranslate"><span class="pre">hyperspy._signals.eels.EELSSpectrum.align_zero_loss_peak</span></code> regression with navigation dimension larger than one (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2729">#2729</a>)</p></li>
@@ -1523,8 +1530,8 @@ <h3>Bug Fixes<a class="headerlink" href="#id294" title="Link to this heading">#<
 <li><p>Fix saving <code class="docutils literal notranslate"><span class="pre">navigator</span></code> of lazy signal (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2763">#2763</a>)</p></li>
 </ul>
 </section>
-<section id="id301">
-<h3>Enhancements<a class="headerlink" href="#id301" title="Link to this heading">#</a></h3>
+<section id="id304">
+<h3>Enhancements<a class="headerlink" href="#id304" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Use <code class="docutils literal notranslate"><span class="pre">importlib_metadata</span></code> instead of <code class="docutils literal notranslate"><span class="pre">pkg_resources</span></code> for extensions
 registration to speed up the import process and making it possible to install
@@ -1535,8 +1542,8 @@ <h3>Enhancements<a class="headerlink" href="#id301" title="Link to this heading"
 <li><p>Add support for recent EMPAD file; scanning size wasn’t parsed. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2757">#2757</a>)</p></li>
 </ul>
 </section>
-<section id="id307">
-<h3>Maintenance<a class="headerlink" href="#id307" title="Link to this heading">#</a></h3>
+<section id="id310">
+<h3>Maintenance<a class="headerlink" href="#id310" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add drone CI to test arm64 platform (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2713">#2713</a>)</p></li>
 <li><p>Fix latex doc build on github actions (<a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2714">#2714</a>)</p></li>
@@ -1548,13 +1555,13 @@ <h3>Maintenance<a class="headerlink" href="#id307" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-6-2">
-<span id="id314"></span><h2>1.6.2 (2021-04-13)<a class="headerlink" href="#changes-1-6-2" title="Link to this heading">#</a></h2>
+<span id="id317"></span><h2>1.6.2 (2021-04-13)<a class="headerlink" href="#changes-1-6-2" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release that adds support for python 3.9 and includes
 numerous bug fixes and enhancements.
 See <a class="reference external" href="https://github.com/hyperspy/hyperspy/milestone/42?closed=1">the issue tracker</a>
 for details.</p>
-<section id="id315">
-<h3>Bug Fixes<a class="headerlink" href="#id315" title="Link to this heading">#</a></h3>
+<section id="id318">
+<h3>Bug Fixes<a class="headerlink" href="#id318" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix disconnect event when closing navigator only plot (fixes <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/996">#996</a>), (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2631">#2631</a>)</p></li>
 <li><p>Fix incorrect chunksize when saving EMD NCEM file and specifying chunks (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2629">#2629</a>)</p></li>
@@ -1576,8 +1583,8 @@ <h3>Bug Fixes<a class="headerlink" href="#id315" title="Link to this heading">#<
 <li><p>Fix reading XRF bruker file, close <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2689">#2689</a> (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2694">#2694</a>)</p></li>
 </ul>
 </section>
-<section id="id339">
-<h3>Enhancements<a class="headerlink" href="#id339" title="Link to this heading">#</a></h3>
+<section id="id342">
+<h3>Enhancements<a class="headerlink" href="#id342" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Widgets plotting improvement and add <code class="docutils literal notranslate"><span class="pre">pick_tolerance</span></code> to plot preferences (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2615">#2615</a>)</p></li>
 <li><p>Pass keyword argument to the image IO plugins (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2627">#2627</a>)</p></li>
@@ -1599,8 +1606,8 @@ <h3>Enhancements<a class="headerlink" href="#id339" title="Link to this heading"
 <li><p>Add option to copy/load original metadata in <code class="docutils literal notranslate"><span class="pre">hs.stack</span></code> and <code class="docutils literal notranslate"><span class="pre">hs.load</span></code> to avoid large <code class="docutils literal notranslate"><span class="pre">original_metadata</span></code> which can slowdown processing. Close <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/1398">#1398</a>, <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2045">#2045</a>, <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/2536">#2536</a> and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/1568">#1568</a>. (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2691">#2691</a>)</p></li>
 </ul>
 </section>
-<section id="id363">
-<h3>Maintenance<a class="headerlink" href="#id363" title="Link to this heading">#</a></h3>
+<section id="id366">
+<h3>Maintenance<a class="headerlink" href="#id366" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Fix warnings when building documentation (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2596">#2596</a>)</p></li>
 <li><p>Drop support for numpy&lt;1.16, in line with NEP 29 and fix protochip reader for numpy 1.20 (<a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/2616">#2616</a>)</p></li>
@@ -1614,14 +1621,14 @@ <h3>Maintenance<a class="headerlink" href="#id363" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-6-1">
-<span id="id372"></span><h2>1.6.1 (2020-11-28)<a class="headerlink" href="#changes-1-6-1" title="Link to this heading">#</a></h2>
+<span id="id375"></span><h2>1.6.1 (2020-11-28)<a class="headerlink" href="#changes-1-6-1" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release that adds compatibility with h5py 3.0 and includes
 numerous bug fixes and enhancements.
 See <a class="reference external" href="https://github.com/hyperspy/hyperspy/milestone/41?closed=1">the issue tracker</a>
 for details.</p>
 </section>
 <section id="changes-1-6">
-<span id="id373"></span><h2>1.6.0 (2020-08-05)<a class="headerlink" href="#changes-1-6" title="Link to this heading">#</a></h2>
+<span id="id376"></span><h2>1.6.0 (2020-08-05)<a class="headerlink" href="#changes-1-6" title="Link to this heading">#</a></h2>
 <section id="new">
 <h3>NEW<a class="headerlink" href="#new" title="Link to this heading">#</a></h3>
 <ul class="simple">
@@ -1651,8 +1658,8 @@ <h3>NEW<a class="headerlink" href="#new" title="Link to this heading">#</a></h3>
 <li><p><a class="reference internal" href="user_guide/mva/clustering.html#cluster-analysis-label"><span class="std std-ref">Cluster analysis</span></a>.</p></li>
 </ul>
 </section>
-<section id="id374">
-<h3>Enhancements<a class="headerlink" href="#id374" title="Link to this heading">#</a></h3>
+<section id="id377">
+<h3>Enhancements<a class="headerlink" href="#id377" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>The <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.get_histogram" title="hyperspy.api.signals.BaseSignal.get_histogram"><code class="xref py py-meth docutils literal notranslate"><span class="pre">get_histogram()</span></code></a> now uses numpy’s
 <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.histogram_bin_edges.html">np.histogram_bin_edges()</a>
@@ -1708,8 +1715,8 @@ <h3>Enhancements<a class="headerlink" href="#id374" title="Link to this heading"
 <a class="reference internal" href="user_guide/basic_usage.html#configuring-hyperspy-label"><span class="std std-ref">preferences</span></a>.</p></li>
 </ul>
 </section>
-<section id="id375">
-<h3>API changes<a class="headerlink" href="#id375" title="Link to this heading">#</a></h3>
+<section id="id378">
+<h3>API changes<a class="headerlink" href="#id378" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>The <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.plot" title="hyperspy.api.signals.Signal2D.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">plot()</span></code></a> keyword argument
 <code class="docutils literal notranslate"><span class="pre">saturated_pixels</span></code> is deprecated. Please use
@@ -1801,20 +1808,20 @@ <h3>API changes<a class="headerlink" href="#id375" title="Link to this heading">
 </section>
 </section>
 <section id="changes-1-5-2">
-<span id="id376"></span><h2>1.5.2 (2019-09-06)<a class="headerlink" href="#changes-1-5-2" title="Link to this heading">#</a></h2>
+<span id="id379"></span><h2>1.5.2 (2019-09-06)<a class="headerlink" href="#changes-1-5-2" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release that adds compatibility with Numpy 1.17 and Dask
 2.3.0 and fixes a bug in the Bruker reader. See <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.5.2">the issue tracker</a>
 for details.</p>
 </section>
 <section id="changes-1-5-1">
-<span id="id377"></span><h2>1.5.1 (2019-07-28)<a class="headerlink" href="#changes-1-5-1" title="Link to this heading">#</a></h2>
+<span id="id380"></span><h2>1.5.1 (2019-07-28)<a class="headerlink" href="#changes-1-5-1" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release that fixes some regressions introduced in v1.5.
 Follow the following links for details on all the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.5.1">bugs fixed</a>.</p>
 </section>
 <section id="changes-1-5">
-<span id="id378"></span><h2>1.5.0 (2019-07-27)<a class="headerlink" href="#changes-1-5" title="Link to this heading">#</a></h2>
-<section id="id379">
-<h3>NEW<a class="headerlink" href="#id379" title="Link to this heading">#</a></h3>
+<span id="id381"></span><h2>1.5.0 (2019-07-27)<a class="headerlink" href="#changes-1-5" title="Link to this heading">#</a></h2>
+<section id="id382">
+<h3>NEW<a class="headerlink" href="#id382" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>New method <a class="reference internal" href="reference/base_classes/model/component.html#hyperspy.component.Component.print_current_values" title="hyperspy.component.Component.print_current_values"><code class="xref py py-meth docutils literal notranslate"><span class="pre">hyperspy.component.Component.print_current_values()</span></code></a>. See
 <a class="reference internal" href="user_guide/model/model_parameters.html#component-print-current-values"><span class="std std-ref">the User Guide for details</span></a>.</p></li>
@@ -1826,8 +1833,8 @@ <h3>NEW<a class="headerlink" href="#id379" title="Link to this heading">#</a></h
 See <a class="reference internal" href="user_guide/mva/visualize_results.html#mva-scree-plot"><span class="std std-ref">Scree plots</span></a>.</p></li>
 </ul>
 </section>
-<section id="id380">
-<h3>Enhancements<a class="headerlink" href="#id380" title="Link to this heading">#</a></h3>
+<section id="id383">
+<h3>Enhancements<a class="headerlink" href="#id383" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>The contrast adjustment tool has been hugely improved. Test it by pressing the <code class="docutils literal notranslate"><span class="pre">h</span></code> key on any image.</p></li>
 <li><p>The <a class="reference internal" href="dev_guide/intro.html#dev-guide"><span class="std std-ref">Developer Guide</span></a> has been extended, enhanced and divided into
@@ -1872,27 +1879,27 @@ <h3>For developers<a class="headerlink" href="#for-developers" title="Link to th
 </section>
 </section>
 <section id="changes-1-4-2">
-<span id="id381"></span><h2>1.4.2 (2019-06-19)<a class="headerlink" href="#changes-1-4-2" title="Link to this heading">#</a></h2>
+<span id="id384"></span><h2>1.4.2 (2019-06-19)<a class="headerlink" href="#changes-1-4-2" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Among many other fixes and enhancements, this
 release fixes compatibility issues with Matplotlib v 3.1. Follow the
 following links for details on all the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.4.2">bugs fixed</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.4.2+label%3A&quot;type%3A+enhancement&quot;">enhancements</a>.</p>
 </section>
 <section id="changes-1-4-1">
-<span id="id382"></span><h2>1.4.1 (2018-10-23)<a class="headerlink" href="#changes-1-4-1" title="Link to this heading">#</a></h2>
+<span id="id385"></span><h2>1.4.1 (2018-10-23)<a class="headerlink" href="#changes-1-4-1" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.4.1">bugs fixed</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.4.1+label%3A&quot;type%3A+enhancement&quot;">enhancements</a>.</p>
 <p>This release fixes compatibility issues with Python 3.7.</p>
 </section>
 <section id="changes-1-4">
-<span id="id383"></span><h2>1.4.0 (2018-09-02)<a class="headerlink" href="#changes-1-4" title="Link to this heading">#</a></h2>
+<span id="id386"></span><h2>1.4.0 (2018-09-02)<a class="headerlink" href="#changes-1-4" title="Link to this heading">#</a></h2>
 <p>This is a minor release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?utf8=%E2%9C%93&amp;q=is%3Aclosed+milestone%3Av1.4+label%3A%22type%3A+bug%22+">bugs fixed</a>,
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.4+label%3A%22type%3A+enhancement%22">enhancements</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.4+label%3A%22type%3A+New+feature%22">new features</a>.</p>
-<section id="id384">
-<h3>NEW<a class="headerlink" href="#id384" title="Link to this heading">#</a></h3>
+<section id="id387">
+<h3>NEW<a class="headerlink" href="#id387" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Support for three new file formats:</p>
 <ul>
@@ -1911,8 +1918,8 @@ <h3>NEW<a class="headerlink" href="#id384" title="Link to this heading">#</a></h
 <li><p>New <a class="reference internal" href="reference/api.roi.html#hyperspy.api.roi.Line2DROI" title="hyperspy.api.roi.Line2DROI"><code class="xref py py-class docutils literal notranslate"><span class="pre">Line2DROI</span></code></a> <a class="reference internal" href="reference/api.roi.html#hyperspy.api.roi.Line2DROI.angle" title="hyperspy.api.roi.Line2DROI.angle"><code class="xref py py-meth docutils literal notranslate"><span class="pre">angle()</span></code></a> method. See <a class="reference internal" href="user_guide/region_of_interest.html#roi-label"><span class="std std-ref">Region Of Interest (ROI)</span></a> for details.</p></li>
 </ul>
 </section>
-<section id="id385">
-<h3>Enhancements<a class="headerlink" href="#id385" title="Link to this heading">#</a></h3>
+<section id="id388">
+<h3>Enhancements<a class="headerlink" href="#id388" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="reference/api.plot/index.html#hyperspy.api.plot.plot_images" title="hyperspy.api.plot.plot_images"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_images()</span></code></a> improvements (see <a class="reference internal" href="user_guide/visualisation.html#plot-images"><span class="std std-ref">Plotting several images</span></a> for details):</p>
 <ul>
@@ -1938,13 +1945,13 @@ <h3>Enhancements<a class="headerlink" href="#id385" title="Link to this heading"
 </section>
 </section>
 <section id="changes-1-3-2">
-<span id="id386"></span><h2>1.3.2 (2018-07-03)<a class="headerlink" href="#changes-1-3-2" title="Link to this heading">#</a></h2>
+<span id="id389"></span><h2>1.3.2 (2018-07-03)<a class="headerlink" href="#changes-1-3-2" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.3.2">bugs fixed</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.3.2+label%3A&quot;type%3A+enhancement&quot;">enhancements</a>.</p>
 </section>
 <section id="changes-1-3-1">
-<span id="id387"></span><h2>1.3.1 (2018-04-19)<a class="headerlink" href="#changes-1-3-1" title="Link to this heading">#</a></h2>
+<span id="id390"></span><h2>1.3.1 (2018-04-19)<a class="headerlink" href="#changes-1-3-1" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.3.1">bugs fixed</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.3.1+label%3A&quot;type%3A+enhancement&quot;">enhancements</a>.</p>
@@ -1953,14 +1960,14 @@ <h3>Enhancements<a class="headerlink" href="#id385" title="Link to this heading"
 releases see <a class="github reference external" href="https://github.com/hyperspy/hyperspy-bundle">hyperspy/hyperspy-bundle</a></p>
 </section>
 <section id="changes-1-3">
-<span id="id388"></span><h2>1.3.0 (2017-05-27)<a class="headerlink" href="#changes-1-3" title="Link to this heading">#</a></h2>
+<span id="id391"></span><h2>1.3.0 (2017-05-27)<a class="headerlink" href="#changes-1-3" title="Link to this heading">#</a></h2>
 <p>This is a minor release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.3">bugs fixed</a>,
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.3+label%3A&quot;type%3A+enhancement&quot;">feature</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?utf8=%E2%9C%93&amp;q=is%3Aclosed%20milestone%3Av1.3%20label%3A%22affects%3A%20documentation%22%20">documentation</a> enhancements,
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.3+label%3A&quot;type%3A+New+feature&quot;">new features</a>.</p>
-<section id="id389">
-<h3>NEW<a class="headerlink" href="#id389" title="Link to this heading">#</a></h3>
+<section id="id392">
+<h3>NEW<a class="headerlink" href="#id392" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.rebin" title="hyperspy.api.signals.BaseSignal.rebin"><code class="xref py py-meth docutils literal notranslate"><span class="pre">rebin()</span></code></a> supports upscaling and rebinning to
 arbitrary sizes through linear interpolation. See <a class="reference internal" href="user_guide/signal/generic_tools.html#rebin-label"><span class="std std-ref">Rebinning</span></a>. It also runs faster if <a class="reference external" href="http://numba.pydata.org/">numba</a> is installed.</p></li>
@@ -1972,8 +1979,8 @@ <h3>NEW<a class="headerlink" href="#id389" title="Link to this heading">#</a></h
 at least one of HyperSpy’s GUI packgages are installed.</p></li>
 </ul>
 </section>
-<section id="id390">
-<h3>Enhancements<a class="headerlink" href="#id390" title="Link to this heading">#</a></h3>
+<section id="id393">
+<h3>Enhancements<a class="headerlink" href="#id393" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Creating many markers is now much faster.</p></li>
 <li><p>New “Stage” metadata node. See <a class="reference internal" href="reference/metadata.html#metadata-structure"><span class="std std-ref">Metadata structure</span></a> for details.</p></li>
@@ -2001,8 +2008,8 @@ <h3>Enhancements<a class="headerlink" href="#id390" title="Link to this heading"
 </li>
 </ul>
 </section>
-<section id="id391">
-<h3>API changes<a class="headerlink" href="#id391" title="Link to this heading">#</a></h3>
+<section id="id394">
+<h3>API changes<a class="headerlink" href="#id394" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Permanent markers (if any) are now displayed when plotting by default.</p></li>
 <li><p>HyperSpy no longer depends on traitsui (fixing many installation issues) and
@@ -2051,8 +2058,8 @@ <h3>API changes<a class="headerlink" href="#id391" title="Link to this heading">
 <li><p>New <code class="docutils literal notranslate"><span class="pre">Preferences.GUIs</span></code> section to enable/disable the installed GUI toolkits.</p></li>
 </ul>
 </section>
-<section id="id392">
-<h3>For developers<a class="headerlink" href="#id392" title="Link to this heading">#</a></h3>
+<section id="id395">
+<h3>For developers<a class="headerlink" href="#id395" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>In addition to adding ipywidgets GUI elements, the traitsui GUI elements have
 been splitted into a separate package. See the new
@@ -2065,13 +2072,13 @@ <h3>For developers<a class="headerlink" href="#id392" title="Link to this headin
 </section>
 </section>
 <section id="changes-1-2">
-<span id="id393"></span><h2>1.2.0 (2017-02-02)<a class="headerlink" href="#changes-1-2" title="Link to this heading">#</a></h2>
+<span id="id396"></span><h2>1.2.0 (2017-02-02)<a class="headerlink" href="#changes-1-2" title="Link to this heading">#</a></h2>
 <p>This is a minor release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.2">bugs fixed</a>,
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.2+label%3A&quot;type%3A+enhancement&quot;">enhancements</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.2+label%3A&quot;type%3A+New+feature&quot;">new features</a>.</p>
-<section id="id394">
-<h3>NEW<a class="headerlink" href="#id394" title="Link to this heading">#</a></h3>
+<section id="id397">
+<h3>NEW<a class="headerlink" href="#id397" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Lazy loading and evaluation. See <a class="reference internal" href="user_guide/big_data.html#big-data-label"><span class="std std-ref">Working with big data</span></a>.</p></li>
 <li><p>Parallel <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.map" title="hyperspy.api.signals.BaseSignal.map"><code class="xref py py-meth docutils literal notranslate"><span class="pre">map()</span></code></a> and all the functions that use
@@ -2083,8 +2090,8 @@ <h3>NEW<a class="headerlink" href="#id394" title="Link to this heading">#</a></h
 <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal.valuemin" title="hyperspy.api.signals.BaseSignal.valuemin"><code class="xref py py-meth docutils literal notranslate"><span class="pre">valuemin()</span></code></a>.</p></li>
 </ul>
 </section>
-<section id="id395">
-<h3>Enhancements<a class="headerlink" href="#id395" title="Link to this heading">#</a></h3>
+<section id="id398">
+<h3>Enhancements<a class="headerlink" href="#id398" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Easier creation of <a class="reference internal" href="reference/api.model/components1D.html#hyperspy.api.model.components1D.Expression" title="hyperspy._components.expression.Expression"><code class="xref py py-class docutils literal notranslate"><span class="pre">Expression</span></code></a> components
 using substitutions. See the
@@ -2105,8 +2112,8 @@ <h3>Enhancements<a class="headerlink" href="#id395" title="Link to this heading"
 HyperSpy 1.3.</p></li>
 </ul>
 </section>
-<section id="id396">
-<h3>For developers<a class="headerlink" href="#id396" title="Link to this heading">#</a></h3>
+<section id="id399">
+<h3>For developers<a class="headerlink" href="#id399" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Most of HyperSpy plotting features are now covered by unittests. See
 <a class="reference internal" href="dev_guide/testing.html#plot-test-label"><span class="std std-ref">Plot testing</span></a>.</p></li>
@@ -2115,17 +2122,17 @@ <h3>For developers<a class="headerlink" href="#id396" title="Link to this headin
 </section>
 </section>
 <section id="changes-1-1-2">
-<span id="id397"></span><h2>1.1.2 (2079-01-12)<a class="headerlink" href="#changes-1-1-2" title="Link to this heading">#</a></h2>
+<span id="id400"></span><h2>1.1.2 (2079-01-12)<a class="headerlink" href="#changes-1-1-2" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3Av1.1.2">bugs fixed</a>
 and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3Av1.1.2+label%3A&quot;type%3A+enhancement&quot;">enhancements</a>.</p>
 </section>
 <section id="changes-1-1-1">
-<span id="id398"></span><h2>1.1.1 (2016-08-24)<a class="headerlink" href="#changes-1-1-1" title="Link to this heading">#</a></h2>
+<span id="id401"></span><h2>1.1.1 (2016-08-24)<a class="headerlink" href="#changes-1-1-1" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following link for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3A1.1.1">bugs fixed</a>.</p>
-<section id="id399">
-<h3>Enhancements<a class="headerlink" href="#id399" title="Link to this heading">#</a></h3>
+<section id="id402">
+<h3>Enhancements<a class="headerlink" href="#id402" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Prettier X-ray lines labels.</p></li>
 <li><p>New metadata added to the HyperSpy metadata specifications: <code class="docutils literal notranslate"><span class="pre">magnification</span></code>,
@@ -2140,18 +2147,18 @@ <h3>Enhancements<a class="headerlink" href="#id399" title="Link to this heading"
 </section>
 </section>
 <section id="changes-1-1">
-<span id="id400"></span><h2>1.1.0 (2016-08-03)<a class="headerlink" href="#changes-1-1" title="Link to this heading">#</a></h2>
+<span id="id403"></span><h2>1.1.0 (2016-08-03)<a class="headerlink" href="#changes-1-1" title="Link to this heading">#</a></h2>
 <p>This is a minor release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3A1.1">bugs fixed</a>.</p>
-<section id="id401">
-<h3>NEW<a class="headerlink" href="#id401" title="Link to this heading">#</a></h3>
+<section id="id404">
+<h3>NEW<a class="headerlink" href="#id404" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="user_guide/signal/generic_tools.html#signal-transpose"><span class="std std-ref">Transposing (changing signal spaces)</span></a>.</p></li>
 <li><p><a class="reference external" href="https://hyperspy.org/rosettasciio/user_guide/supported_formats/protochips.html#protochips-format" title="(in RosettaSciIO)"><span>Protochips logfile</span></a> reader.</p></li>
 </ul>
 </section>
-<section id="id402">
-<h3>Enhancements<a class="headerlink" href="#id402" title="Link to this heading">#</a></h3>
+<section id="id405">
+<h3>Enhancements<a class="headerlink" href="#id405" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="reference/base_classes/model/basemodel.html#hyperspy.model.BaseModel.fit" title="hyperspy.model.BaseModel.fit"><code class="xref py py-meth docutils literal notranslate"><span class="pre">fit()</span></code></a> takes a new algorithm, the global optimizer
 <cite>differential evolution</cite>.</p></li>
@@ -2162,17 +2169,17 @@ <h3>Enhancements<a class="headerlink" href="#id402" title="Link to this heading"
 </ul>
 </section>
 </section>
-<section id="id403">
-<h2>1.0.1 (2016-07-27)<a class="headerlink" href="#id403" title="Link to this heading">#</a></h2>
+<section id="id406">
+<h2>1.0.1 (2016-07-27)<a class="headerlink" href="#id406" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=label%3A&quot;type%3A+bug&quot;+is%3Aclosed+milestone%3A1.0.1">bugs fixed</a>.</p>
 </section>
-<section id="id404">
-<h2>1.0.0 (2016-07-14)<a class="headerlink" href="#id404" title="Link to this heading">#</a></h2>
+<section id="id407">
+<h2>1.0.0 (2016-07-14)<a class="headerlink" href="#id407" title="Link to this heading">#</a></h2>
 <p>This is a major release. Here we only list the highlist. A detailed list of
 changes <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3A1.0.0">is available in github</a>.</p>
-<section id="id405">
-<h3>NEW<a class="headerlink" href="#id405" title="Link to this heading">#</a></h3>
+<section id="id408">
+<h3>NEW<a class="headerlink" href="#id408" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="user_guide/region_of_interest.html#roi-label"><span class="std std-ref">Region Of Interest (ROI)</span></a>.</p></li>
 <li><p><a class="reference internal" href="user_guide/mva/decomposition.html#mva-rpca"><span class="std std-ref">Robust PCA</span></a> (RPCA) and online RPCA algorithms.</p></li>
@@ -2213,8 +2220,8 @@ <h4>IO<a class="headerlink" href="#io" title="Link to this heading">#</a></h4>
 </ul>
 </section>
 </section>
-<section id="id406">
-<h3>Enhancements<a class="headerlink" href="#id406" title="Link to this heading">#</a></h3>
+<section id="id409">
+<h3>Enhancements<a class="headerlink" href="#id409" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>More useful <code class="docutils literal notranslate"><span class="pre">AxesManager</span></code> repr string with html repr for Jupyter Notebook.</p></li>
 <li><p>Better progress bar (<a class="reference external" href="https://github.com/noamraph/tqdm">tqdm</a>).</p></li>
@@ -2234,8 +2241,8 @@ <h3>Documentation<a class="headerlink" href="#documentation" title="Link to this
 <li><p>New <a class="reference internal" href="dev_guide/intro.html#dev-guide"><span class="std std-ref">Introduction</span></a>.</p></li>
 </ul>
 </section>
-<section id="id407">
-<h3>API changes<a class="headerlink" href="#id407" title="Link to this heading">#</a></h3>
+<section id="id410">
+<h3>API changes<a class="headerlink" href="#id410" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Split <a class="reference internal" href="user_guide/model/model_components.html#model-components-label"><span class="std std-ref">components</span></a> into <code class="docutils literal notranslate"><span class="pre">components1D</span></code> and <code class="docutils literal notranslate"><span class="pre">components2D</span></code>.</p></li>
 <li><p>Remove <code class="docutils literal notranslate"><span class="pre">record_by</span></code> from metadata.</p></li>
@@ -2246,8 +2253,8 @@ <h3>API changes<a class="headerlink" href="#id407" title="Link to this heading">
 </ul>
 </section>
 </section>
-<section id="id408">
-<h2>0.8.5 (2016-07-02)<a class="headerlink" href="#id408" title="Link to this heading">#</a></h2>
+<section id="id411">
+<h2>0.8.5 (2016-07-02)<a class="headerlink" href="#id411" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aissue+milestone%3A0.8.5+label%3A&quot;type%3A+bug&quot;+is%3Aclosed">bugs fixed</a>,
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?utf8=%E2%9C%93&amp;q=milestone%3A0.8.5+is%3Aclosed++label%3A&quot;type%3A+enhancement&quot;+">feature</a>
@@ -2262,8 +2269,8 @@ <h3>New feature<a class="headerlink" href="#new-feature" title="Link to this hea
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/1007">#1007</a> .</p></li>
 </ul>
 </section>
-<section id="id409">
-<h3>API changes<a class="headerlink" href="#id409" title="Link to this heading">#</a></h3>
+<section id="id412">
+<h3>API changes<a class="headerlink" href="#id412" title="Link to this heading">#</a></h3>
 <p>The new <a class="reference internal" href="reference/api.signals/BaseSignal.html#hyperspy.api.signals.BaseSignal" title="hyperspy.api.signals.BaseSignal"><code class="xref py py-class docutils literal notranslate"><span class="pre">BaseSignal</span></code></a>,
 <a class="reference internal" href="reference/api.signals/Signal1D.html#hyperspy.api.signals.Signal1D" title="hyperspy.api.signals.Signal1D"><code class="xref py py-class docutils literal notranslate"><span class="pre">Signal1D</span></code></a> and
 <a class="reference internal" href="reference/api.signals/Signal2D.html#hyperspy.api.signals.Signal2D" title="hyperspy.api.signals.Signal2D"><code class="xref py py-class docutils literal notranslate"><span class="pre">Signal2D</span></code></a> deprecate <code class="docutils literal notranslate"><span class="pre">hyperspy.signal.Signal</span></code>,
@@ -2272,13 +2279,13 @@ <h3>API changes<a class="headerlink" href="#id409" title="Link to this heading">
 deprecate <code class="docutils literal notranslate"><span class="pre">as_signal1D</span></code>, <code class="docutils literal notranslate"><span class="pre">as_signal2D</span></code>, <code class="docutils literal notranslate"><span class="pre">to_spectrum</span></code> and <code class="docutils literal notranslate"><span class="pre">to_image</span></code>. See <a class="reference external" href="https://github.com/hyperspy/hyperspy/pull/963">#963</a> and <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues/943">#943</a> for details.</p>
 </section>
 </section>
-<section id="id410">
-<h2>0.8.4 (2016-03-04)<a class="headerlink" href="#id410" title="Link to this heading">#</a></h2>
+<section id="id413">
+<h2>0.8.4 (2016-03-04)<a class="headerlink" href="#id413" title="Link to this heading">#</a></h2>
 <p>This release adds support for Python 3 and drops support for Python 2. In all
 other respects it is identical to 0.8.3.</p>
 </section>
-<section id="id411">
-<h2>0.8.3 (2016-03-04)<a class="headerlink" href="#id411" title="Link to this heading">#</a></h2>
+<section id="id414">
+<h2>0.8.3 (2016-03-04)<a class="headerlink" href="#id414" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release that includes fixes for multiple bugs, some
 enhancements, new features and API changes. This is set to be the last HyperSpy
 release for Python 2. The release (HyperSpy 0.8.4) will support only Python 3.</p>
@@ -2293,11 +2300,11 @@ <h2>0.8.3 (2016-03-04)<a class="headerlink" href="#id411" title="Link to this he
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?q=is%3Aclosed+milestone%3A0.8.3+label%3A&quot;Api+change&quot;">and API changes</a></p>
 </section>
 <section id="changes-0-8-2">
-<span id="id412"></span><h2>0.8.2 (2015-08-13)<a class="headerlink" href="#changes-0-8-2" title="Link to this heading">#</a></h2>
+<span id="id415"></span><h2>0.8.2 (2015-08-13)<a class="headerlink" href="#changes-0-8-2" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release that fixes an issue with the Python installers. Those who have successfully installed 0.8.1 do not need to upgrade.</p>
 </section>
 <section id="changes-0-8-1">
-<span id="id413"></span><h2>0.8.1 (2015-08-12)<a class="headerlink" href="#changes-0-8-1" title="Link to this heading">#</a></h2>
+<span id="id416"></span><h2>0.8.1 (2015-08-12)<a class="headerlink" href="#changes-0-8-1" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. Follow the following links for details on all
 the <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?page=1&amp;q=is%3Aclosed+milestone%3A0.8.1+label%3A&quot;type%3A+bug&quot;&amp;utf8=%E2%9C%93">bugs fixed</a>,
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?utf8=%E2%9C%93&amp;q=is%3Aclosed+milestone%3A0.8.1++label%3A&quot;type%3A+enhancement&quot;+">feature</a>
@@ -2305,8 +2312,8 @@ <h2>0.8.3 (2016-03-04)<a class="headerlink" href="#id411" title="Link to this he
 <p>Importantly, the way to start HyperSpy changes in this release. Read <a class="reference internal" href="user_guide/basic_usage.html#importing-hyperspy-label"><span class="std std-ref">Starting Python in Windows</span></a> for details.</p>
 <p>It also includes some new features and introduces important API changes that
 will be fully enforced in Hyperspy 1.0.</p>
-<section id="id414">
-<h3>New features<a class="headerlink" href="#id414" title="Link to this heading">#</a></h3>
+<section id="id417">
+<h3>New features<a class="headerlink" href="#id417" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Support for IPython 3.0.</p></li>
 <li><p><code class="docutils literal notranslate"><span class="pre">%hyperspy</span></code> IPython magic to easily and transparently import HyperSpy, matplotlib and numpy when using IPython.</p></li>
@@ -2318,8 +2325,8 @@ <h3>New features<a class="headerlink" href="#id414" title="Link to this heading"
 that includes pretty printing of the components.</p></li>
 </ul>
 </section>
-<section id="id415">
-<h3>API changes<a class="headerlink" href="#id415" title="Link to this heading">#</a></h3>
+<section id="id418">
+<h3>API changes<a class="headerlink" href="#id418" title="Link to this heading">#</a></h3>
 <ul>
 <li><p><code class="docutils literal notranslate"><span class="pre">hyperspy.hspy</span></code> is now deprecated in favour of the new
 <a class="reference internal" href="reference/api.html#module-hyperspy.api" title="hyperspy.api"><code class="xref py py-mod docutils literal notranslate"><span class="pre">hyperspy.api</span></code></a>. The new API renames and/or move several modules as
@@ -2348,9 +2355,9 @@ <h3>API changes<a class="headerlink" href="#id415" title="Link to this heading">
 </section>
 </section>
 <section id="changes-0-8">
-<span id="id416"></span><h2>0.8.0 (2015-04-07)<a class="headerlink" href="#changes-0-8" title="Link to this heading">#</a></h2>
-<section id="id417">
-<h3>New features<a class="headerlink" href="#id417" title="Link to this heading">#</a></h3>
+<span id="id419"></span><h2>0.8.0 (2015-04-07)<a class="headerlink" href="#changes-0-8" title="Link to this heading">#</a></h2>
+<section id="id420">
+<h3>New features<a class="headerlink" href="#id420" title="Link to this heading">#</a></h3>
 <section id="core">
 <h4>Core<a class="headerlink" href="#core" title="Link to this heading">#</a></h4>
 <ul class="simple">
@@ -2360,8 +2367,8 @@ <h4>Core<a class="headerlink" href="#core" title="Link to this heading">#</a></h
 it.</p></li>
 </ul>
 </section>
-<section id="id418">
-<h4>IO<a class="headerlink" href="#id418" title="Link to this heading">#</a></h4>
+<section id="id421">
+<h4>IO<a class="headerlink" href="#id421" title="Link to this heading">#</a></h4>
 <ul class="simple">
 <li><p>HDF5 file format now supports saving lists, tuples, binary strings and signals in metadata.</p></li>
 </ul>
@@ -2374,8 +2381,8 @@ <h4>Plotting<a class="headerlink" href="#plotting" title="Link to this heading">
 <li><p>Improved <code class="docutils literal notranslate"><span class="pre">hyperspy._signals.image.Signal2D.plot</span></code> method to customize the image. See <a class="reference internal" href="user_guide/visualisation.html#plot-customize-images"><span class="std std-ref">Customising image plot</span></a>.</p></li>
 </ul>
 </section>
-<section id="id419">
-<h4>EDS<a class="headerlink" href="#id419" title="Link to this heading">#</a></h4>
+<section id="id422">
+<h4>EDS<a class="headerlink" href="#id422" title="Link to this heading">#</a></h4>
 <ul class="simple">
 <li><p>New method for quantifying EDS TEM spectra using Cliff-Lorimer method, <code class="docutils literal notranslate"><span class="pre">hyperspy._signals.eds_tem.EDSTEMSpectrum.quantification</span></code>. See <a class="reference external" href="https://exspy.readthedocs.io/en/latest/user_guide/eds.html#eds-quantification-label" title="(in eXSpy)"><span>EDS Quantification</span></a>.</p></li>
 <li><p>New method to estimate for background subtraction, <code class="docutils literal notranslate"><span class="pre">hyperspy._signals.eds.EDSSpectrum.estimate_background_windows</span></code>. See <a class="reference external" href="https://exspy.readthedocs.io/en/latest/user_guide/eds.html#eds-background-subtraction-label" title="(in eXSpy)"><span>Background subtraction</span></a>.</p></li>
@@ -2391,8 +2398,8 @@ <h4>EDS<a class="headerlink" href="#id419" title="Link to this heading">#</a></h
 </ul>
 </section>
 </section>
-<section id="id420">
-<h3>API changes<a class="headerlink" href="#id420" title="Link to this heading">#</a></h3>
+<section id="id423">
+<h3>API changes<a class="headerlink" href="#id423" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p><a class="reference internal" href="reference/base_classes/model/component.html#hyperspy.component.Component" title="hyperspy.component.Component"><code class="xref py py-class docutils literal notranslate"><span class="pre">Component</span></code></a> and <a class="reference internal" href="reference/base_classes/model/parameter.html#hyperspy.component.Parameter" title="hyperspy.component.Parameter"><code class="xref py py-class docutils literal notranslate"><span class="pre">Parameter</span></code></a> now inherit <code class="docutils literal notranslate"><span class="pre">traits.api.HasTraits</span></code>
 that enable <code class="docutils literal notranslate"><span class="pre">traitsui</span></code> to modify these objects.</p></li>
@@ -2413,36 +2420,36 @@ <h3>API changes<a class="headerlink" href="#id420" title="Link to this heading">
 </ul>
 </section>
 </section>
-<section id="id421">
-<h2>0.7.3 (2015-08-22)<a class="headerlink" href="#id421" title="Link to this heading">#</a></h2>
+<section id="id424">
+<h2>0.7.3 (2015-08-22)<a class="headerlink" href="#id424" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. A list of fixed issues is available in the
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?milestone=6&amp;page=1&amp;state=closed">0.7.3 milestone</a>
 in the github repository.</p>
 </section>
 <section id="changes-0-7-2">
-<span id="id422"></span><h2>0.7.2 (2015-08-22)<a class="headerlink" href="#changes-0-7-2" title="Link to this heading">#</a></h2>
+<span id="id425"></span><h2>0.7.2 (2015-08-22)<a class="headerlink" href="#changes-0-7-2" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. A list of fixed issues is available in the
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?milestone=5&amp;page=1&amp;state=closed">0.7.2 milestone</a>
 in the github repository.</p>
 </section>
 <section id="changes-0-7-1">
-<span id="id423"></span><h2>0.7.1 (2015-06-17)<a class="headerlink" href="#changes-0-7-1" title="Link to this heading">#</a></h2>
+<span id="id426"></span><h2>0.7.1 (2015-06-17)<a class="headerlink" href="#changes-0-7-1" title="Link to this heading">#</a></h2>
 <p>This is a maintenance release. A list of fixed issues is available in the
 <a class="reference external" href="https://github.com/hyperspy/hyperspy/issues?milestone=4&amp;page=1&amp;state=closed">0.7.1 milestone</a>
 in the github repository.</p>
-<section id="id424">
-<h3>New features<a class="headerlink" href="#id424" title="Link to this heading">#</a></h3>
+<section id="id427">
+<h3>New features<a class="headerlink" href="#id427" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Add suspend/resume model plot updating. See <a class="reference internal" href="user_guide/model/fitting_model.html#model-visualization"><span class="std std-ref">Visualizing the model</span></a>.</p></li>
 </ul>
 </section>
 </section>
-<section id="id425">
-<h2>0.7.0 (2014-04-03)<a class="headerlink" href="#id425" title="Link to this heading">#</a></h2>
-<section id="id426">
-<h3>New features<a class="headerlink" href="#id426" title="Link to this heading">#</a></h3>
-<section id="id427">
-<h4>Core<a class="headerlink" href="#id427" title="Link to this heading">#</a></h4>
+<section id="id428">
+<h2>0.7.0 (2014-04-03)<a class="headerlink" href="#id428" title="Link to this heading">#</a></h2>
+<section id="id429">
+<h3>New features<a class="headerlink" href="#id429" title="Link to this heading">#</a></h3>
+<section id="id430">
+<h4>Core<a class="headerlink" href="#id430" title="Link to this heading">#</a></h4>
 <ul class="simple">
 <li><p>New syntax to index the <a class="reference internal" href="reference/base_classes/axes.html#hyperspy.axes.AxesManager" title="hyperspy.axes.AxesManager"><code class="xref py py-class docutils literal notranslate"><span class="pre">AxesManager</span></code></a>.</p></li>
 <li><p>New Signal methods to transform between Signal subclasses. More information
@@ -2484,16 +2491,16 @@ <h4>Core<a class="headerlink" href="#id427" title="Link to this heading">#</a></
 stacked signals into its original part. See <a class="reference internal" href="user_guide/signal/generic_tools.html#signal-stack-split"><span class="std std-ref">Splitting and stacking</span></a>.</p></li>
 </ul>
 </section>
-<section id="id428">
-<h4>IO<a class="headerlink" href="#id428" title="Link to this heading">#</a></h4>
+<section id="id431">
+<h4>IO<a class="headerlink" href="#id431" title="Link to this heading">#</a></h4>
 <ul class="simple">
 <li><p>Improved support for FEI’s emi and ser files.</p></li>
 <li><p>Improved support for Gatan’s dm3 files.</p></li>
 <li><p>Add support for reading Gatan’s dm4 files.</p></li>
 </ul>
 </section>
-<section id="id429">
-<h4>Plotting<a class="headerlink" href="#id429" title="Link to this heading">#</a></h4>
+<section id="id432">
+<h4>Plotting<a class="headerlink" href="#id432" title="Link to this heading">#</a></h4>
 <ul class="simple">
 <li><p>Use the blitting capabilities of the different toolkits to
 speed up the plotting of images.</p></li>
@@ -2519,8 +2526,8 @@ <h4>Curve fitting<a class="headerlink" href="#curve-fitting" title="Link to this
 starting parameters. See <a class="reference internal" href="user_guide/model/fitting_model.html#model-starting"><span class="std std-ref">Setting the initial parameters</span></a>.</p></li>
 </ul>
 </section>
-<section id="id430">
-<h4>Machine learning<a class="headerlink" href="#id430" title="Link to this heading">#</a></h4>
+<section id="id433">
+<h4>Machine learning<a class="headerlink" href="#id433" title="Link to this heading">#</a></h4>
 <ul class="simple">
 <li><p>The PCA scree plot can now be easily obtained as a Signal. See
 <a class="reference internal" href="user_guide/mva/visualize_results.html#mva-scree-plot"><span class="std std-ref">Scree plots</span></a>.</p></li>
@@ -2548,8 +2555,8 @@ <h4>EELS<a class="headerlink" href="#eels" title="Link to this heading">#</a></h
 <code class="docutils literal notranslate"><span class="pre">hyperspy._signals.eels.EELSSpectrum.align_zero_loss_peak</span></code>.</p></li>
 </ul>
 </section>
-<section id="id431">
-<h4>EDS<a class="headerlink" href="#id431" title="Link to this heading">#</a></h4>
+<section id="id434">
+<h4>EDS<a class="headerlink" href="#id434" title="Link to this heading">#</a></h4>
 <ul class="simple">
 <li><p>New signal, EDSSpectrum especialized in EDS data analysis, with subsignal
 for EDS with SEM and with TEM: EDSSEMSpectrum and EDSTEMSpectrum. See
@@ -2567,8 +2574,8 @@ <h4>EDS<a class="headerlink" href="#id431" title="Link to this heading">#</a></h
 </ul>
 </section>
 </section>
-<section id="id432">
-<h3>API changes<a class="headerlink" href="#id432" title="Link to this heading">#</a></h3>
+<section id="id435">
+<h3>API changes<a class="headerlink" href="#id435" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>hyperspy.misc has been reorganized. Most of the functions in misc.utils has
 been rellocated to specialized modules. misc.utils is no longer imported in
@@ -2593,9 +2600,9 @@ <h3>API changes<a class="headerlink" href="#id432" title="Link to this heading">
 </section>
 </section>
 <section id="changes-0-6">
-<span id="id433"></span><h2>0.6.0 (2013-05-25)<a class="headerlink" href="#changes-0-6" title="Link to this heading">#</a></h2>
-<section id="id434">
-<h3>New features<a class="headerlink" href="#id434" title="Link to this heading">#</a></h3>
+<span id="id436"></span><h2>0.6.0 (2013-05-25)<a class="headerlink" href="#changes-0-6" title="Link to this heading">#</a></h2>
+<section id="id437">
+<h3>New features<a class="headerlink" href="#id437" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>Signal now supports indexing and slicing. See <a class="reference internal" href="user_guide/signal/indexing.html#signal-indexing"><span class="std std-ref">Indexing</span></a>.</p></li>
 <li><p>Most arithmetic and rich arithmetic operators work with signal.
@@ -2640,8 +2647,8 @@ <h3>New features<a class="headerlink" href="#id434" title="Link to this heading"
 <li><p>The Ripple (rpl) reader can now read rpl files produced by INCA.</p></li>
 </ul>
 </section>
-<section id="id435">
-<h3>API changes<a class="headerlink" href="#id435" title="Link to this heading">#</a></h3>
+<section id="id438">
+<h3>API changes<a class="headerlink" href="#id438" title="Link to this heading">#</a></h3>
 <ul>
 <li><p>The following functions has been renamed or removed:</p>
 <blockquote>
@@ -2687,9 +2694,9 @@ <h3>API changes<a class="headerlink" href="#id435" title="Link to this heading">
 </section>
 </section>
 <section id="changes-0-5-1">
-<span id="id436"></span><h2>0.5.1 (2012-09-28)<a class="headerlink" href="#changes-0-5-1" title="Link to this heading">#</a></h2>
-<section id="id437">
-<h3>New features<a class="headerlink" href="#id437" title="Link to this heading">#</a></h3>
+<span id="id439"></span><h2>0.5.1 (2012-09-28)<a class="headerlink" href="#changes-0-5-1" title="Link to this heading">#</a></h2>
+<section id="id440">
+<h3>New features<a class="headerlink" href="#id440" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>New Signal method <cite>get_current_signal</cite> proposed by magnunor.</p></li>
 <li><p>New Signal <cite>save</cite> method keyword <cite>extension</cite> to easily change the saving format while keeping the same file name.</p></li>
@@ -2710,8 +2717,8 @@ <h3>Major bugs fixed<a class="headerlink" href="#major-bugs-fixed" title="Link t
 <li><p>Remove_background was broken for 1D spectrum.</p></li>
 </ul>
 </section>
-<section id="id438">
-<h3>API changes<a class="headerlink" href="#id438" title="Link to this heading">#</a></h3>
+<section id="id441">
+<h3>API changes<a class="headerlink" href="#id441" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>EELSSpectrum.find_low_loss_centre was renamed to estimate_zero_loss_peak_centre.</p></li>
 <li><p>EELSSpectrum.calculate_FWHM was renamed to estimate_FWHM.</p></li>
@@ -2719,9 +2726,9 @@ <h3>API changes<a class="headerlink" href="#id438" title="Link to this heading">
 </section>
 </section>
 <section id="changes-0-5">
-<span id="id439"></span><h2>0.5.0 (2012-09-07)<a class="headerlink" href="#changes-0-5" title="Link to this heading">#</a></h2>
-<section id="id440">
-<h3>New features<a class="headerlink" href="#id440" title="Link to this heading">#</a></h3>
+<span id="id442"></span><h2>0.5.0 (2012-09-07)<a class="headerlink" href="#changes-0-5" title="Link to this heading">#</a></h2>
+<section id="id443">
+<h3>New features<a class="headerlink" href="#id443" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>The documentation was thoroughly revised, courtesy of M. Walls.</p></li>
 <li><p>New user interface to remove spikes from EELS spectra.</p></li>
@@ -2743,8 +2750,8 @@ <h3>New features<a class="headerlink" href="#id440" title="Link to this heading"
 <li><p>The ripple file format now supports storing the beam energy, the collection and the convergence angle.</p></li>
 </ul>
 </section>
-<section id="id441">
-<h3>Major bugs fixed<a class="headerlink" href="#id441" title="Link to this heading">#</a></h3>
+<section id="id444">
+<h3>Major bugs fixed<a class="headerlink" href="#id444" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>The EELS core loss component had a bug in the calculation of the
 relativistic gamma that produced a gamma that was always
@@ -2760,8 +2767,8 @@ <h3>Major bugs fixed<a class="headerlink" href="#id441" title="Link to this head
 <li><p>The constrast of the image was not automatically updated.</p></li>
 </ul>
 </section>
-<section id="id442">
-<h3>API changes<a class="headerlink" href="#id442" title="Link to this heading">#</a></h3>
+<section id="id445">
+<h3>API changes<a class="headerlink" href="#id445" title="Link to this heading">#</a></h3>
 <ul class="simple">
 <li><p>spatial_mask was renamed to navigation_mask.</p></li>
 <li><p>Signal1D and Signal2D are not loaded into the user namespace by default.
@@ -2783,9 +2790,9 @@ <h3>API changes<a class="headerlink" href="#id442" title="Link to this heading">
 </section>
 </section>
 <section id="changes-0-4-1">
-<span id="id443"></span><h2>0.4.1 (2012-04-16)<a class="headerlink" href="#changes-0-4-1" title="Link to this heading">#</a></h2>
-<section id="id444">
-<h3>New features<a class="headerlink" href="#id444" title="Link to this heading">#</a></h3>
+<span id="id446"></span><h2>0.4.1 (2012-04-16)<a class="headerlink" href="#changes-0-4-1" title="Link to this heading">#</a></h2>
+<section id="id447">
+<h3>New features<a class="headerlink" href="#id447" title="Link to this heading">#</a></h3>
 <blockquote>
 <div><ul class="simple">
 <li><p>Added TIFF 16, 32 and 64 bits support by using (and distributing) Christoph Gohlke’s <a class="reference external" href="https://pypi.org/project/tifffile/">tifffile library</a>.</p></li>
@@ -2822,9 +2829,9 @@ <h3>Syntax changes<a class="headerlink" href="#syntax-changes" title="Link to th
 </section>
 </section>
 <section id="changes-0-4">
-<span id="id445"></span><h2>0.4.0 (2012-02-29)<a class="headerlink" href="#changes-0-4" title="Link to this heading">#</a></h2>
-<section id="id446">
-<h3>New features<a class="headerlink" href="#id446" title="Link to this heading">#</a></h3>
+<span id="id448"></span><h2>0.4.0 (2012-02-29)<a class="headerlink" href="#changes-0-4" title="Link to this heading">#</a></h2>
+<section id="id449">
+<h3>New features<a class="headerlink" href="#id449" title="Link to this heading">#</a></h3>
 <blockquote>
 <div><ul class="simple">
 <li><p>Add a slider to the filter ui.</p></li>
@@ -2872,8 +2879,8 @@ <h3>New features<a class="headerlink" href="#id446" title="Link to this heading"
 </ul>
 </div></blockquote>
 </section>
-<section id="id447">
-<h3>Bugs fixed<a class="headerlink" href="#id447" title="Link to this heading">#</a></h3>
+<section id="id450">
+<h3>Bugs fixed<a class="headerlink" href="#id450" title="Link to this heading">#</a></h3>
 <blockquote>
 <div><ul class="simple">
 <li><p>Added missing keywords to plot_pca_factors and plot_ica_factors.</p></li>
@@ -2909,8 +2916,8 @@ <h3>Bugs fixed<a class="headerlink" href="#id447" title="Link to this heading">#
 </ul>
 </div></blockquote>
 </section>
-<section id="id448">
-<h3>Syntax changes<a class="headerlink" href="#id448" title="Link to this heading">#</a></h3>
+<section id="id451">
+<h3>Syntax changes<a class="headerlink" href="#id451" title="Link to this heading">#</a></h3>
 <blockquote>
 <div><ul class="simple">
 <li><p>in decomposition V rename to explained_variance.</p></li>
@@ -2989,38 +2996,39 @@ <h3>Syntax changes<a class="headerlink" href="#id448" title="Link to this headin
   </div>
   <nav class="bd-toc-nav page-toc" aria-labelledby="pst-page-navigation-heading-2">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#release-unreleased-2024-09-13">2.1.2.dev127+g5a310b575 [UNRELEASED] (2024-09-13)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#release-unreleased-2024-10-05">2.1.2.dev155+ge20d09593 [UNRELEASED] (2024-10-05)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#new-features">New features</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#enhancements">Enhancements</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#bug-fixes">Bug Fixes</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#api-changes">API changes</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#improved-documentation">Improved Documentation</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id23">2.1.1 (2024-07-11)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id24">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id27">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id32">Improved Documentation</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id25">2.1.1 (2024-07-11)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id26">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id29">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id34">Improved Documentation</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#maintenance">Maintenance</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id35">2.1.0 (2024-05-08)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id36">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id43">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id52">API changes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id54">Maintenance</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id37">2.1.0 (2024-05-08)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id38">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id45">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id54">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id56">Maintenance</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id64">2.0.1 (2024-02-26)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id65">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id69">Maintenance</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id66">2.0.1 (2024-02-26)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id67">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id71">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-2-0">2.0 (2023-12-20)</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#release-highlights">Release Highlights</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#new-features">New features</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id91">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id101">Improved Documentation</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id111">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id83">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id94">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id104">Improved Documentation</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id114">Enhancements</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#hyperspy-2-0-api-changes">API changes</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#api-removal">API Removal</a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#axes">Axes</a></li>
@@ -3034,209 +3042,209 @@ <h3>Syntax changes<a class="headerlink" href="#id448" title="Link to this headin
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#preferences">Preferences</a></li>
 </ul>
 </li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id126">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id129">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-7-6">1.7.6 (2023-11-17)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id138">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id140">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id141">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id143">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-7-5">1.7.5 (2023-05-04)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id144">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id148">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id150">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id147">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id151">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id153">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-7-4">1.7.4 (2023-03-16)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id155">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id158">Improved Documentation</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id160">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id162">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id158">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id161">Improved Documentation</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id163">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id165">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-7-3">1.7.3 (2022-10-29)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id168">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id171">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id171">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id174">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-7-2">1.7.2 (2022-09-17)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id176">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id182">Improved Documentation</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id184">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id179">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id185">Improved Documentation</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id187">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-7-1">1.7.1 (2022-06-18)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id191">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id200">Improved Documentation</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id202">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id194">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id203">Improved Documentation</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id205">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-7-0">1.7.0 (2022-04-26)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id206">New features</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id225">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id209">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id228">Bug Fixes</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#deprecations">Deprecations</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id239">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id259">API changes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id263">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id242">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id262">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id266">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-6-5">1.6.5 (2021-10-28)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id271">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id278">Deprecations</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id280">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id274">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id281">Deprecations</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id283">Enhancements</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-6-4">1.6.4 (2021-07-08)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id283">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id289">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id291">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id286">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id292">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id294">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-6-3">1.6.3 (2021-06-10)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id294">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id301">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id307">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id297">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id304">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id310">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-6-2">1.6.2 (2021-04-13)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id315">Bug Fixes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id339">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id363">Maintenance</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id318">Bug Fixes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id342">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id366">Maintenance</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-6-1">1.6.1 (2020-11-28)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-6">1.6.0 (2020-08-05)</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#new">NEW</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id374">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id375">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id377">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id378">API changes</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-5-2">1.5.2 (2019-09-06)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-5-1">1.5.1 (2019-07-28)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-5">1.5.0 (2019-07-27)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id379">NEW</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id380">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id382">NEW</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id383">Enhancements</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#for-developers">For developers</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-4-2">1.4.2 (2019-06-19)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-4-1">1.4.1 (2018-10-23)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-4">1.4.0 (2018-09-02)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id384">NEW</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id385">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id387">NEW</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id388">Enhancements</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-3-2">1.3.2 (2018-07-03)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-3-1">1.3.1 (2018-04-19)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-3">1.3.0 (2017-05-27)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id389">NEW</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id390">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id391">API changes</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id392">For developers</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id392">NEW</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id393">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id394">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id395">For developers</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-2">1.2.0 (2017-02-02)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id394">NEW</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id395">Enhancements</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id396">For developers</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id397">NEW</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id398">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id399">For developers</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-1-2">1.1.2 (2079-01-12)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-1-1">1.1.1 (2016-08-24)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id399">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id402">Enhancements</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-1-1">1.1.0 (2016-08-03)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id401">NEW</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id402">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id404">NEW</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id405">Enhancements</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id403">1.0.1 (2016-07-27)</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id404">1.0.0 (2016-07-14)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id405">NEW</a><ul class="nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id406">1.0.1 (2016-07-27)</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id407">1.0.0 (2016-07-14)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id408">NEW</a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#model">Model</a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#eds">EDS</a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#io">IO</a></li>
 </ul>
 </li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id406">Enhancements</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id409">Enhancements</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#documentation">Documentation</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id407">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id410">API changes</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id408">0.8.5 (2016-07-02)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id411">0.8.5 (2016-07-02)</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#new-feature">New feature</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id409">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id412">API changes</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id410">0.8.4 (2016-03-04)</a></li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id411">0.8.3 (2016-03-04)</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id413">0.8.4 (2016-03-04)</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id414">0.8.3 (2016-03-04)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-8-2">0.8.2 (2015-08-13)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-8-1">0.8.1 (2015-08-12)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id414">New features</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id415">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id417">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id418">API changes</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-8">0.8.0 (2015-04-07)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id417">New features</a><ul class="nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id420">New features</a><ul class="nav section-nav flex-column">
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#core">Core</a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id418">IO</a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id421">IO</a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#plotting">Plotting</a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id419">EDS</a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id422">EDS</a></li>
 </ul>
 </li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id420">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id423">API changes</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id421">0.7.3 (2015-08-22)</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id424">0.7.3 (2015-08-22)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-7-2">0.7.2 (2015-08-22)</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-7-1">0.7.1 (2015-06-17)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id424">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id427">New features</a></li>
 </ul>
 </li>
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id425">0.7.0 (2014-04-03)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id426">New features</a><ul class="nav section-nav flex-column">
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id427">Core</a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id428">IO</a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id429">Plotting</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#id428">0.7.0 (2014-04-03)</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id429">New features</a><ul class="nav section-nav flex-column">
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id430">Core</a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id431">IO</a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id432">Plotting</a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#curve-fitting">Curve fitting</a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id430">Machine learning</a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id433">Machine learning</a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#dielectric-function">Dielectric function</a></li>
 <li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#eels">EELS</a></li>
-<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id431">EDS</a></li>
+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#id434">EDS</a></li>
 </ul>
 </li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id432">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id435">API changes</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-6">0.6.0 (2013-05-25)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id434">New features</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id435">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id437">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id438">API changes</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-5-1">0.5.1 (2012-09-28)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id437">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id440">New features</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#major-bugs-fixed">Major bugs fixed</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id438">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id441">API changes</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-5">0.5.0 (2012-09-07)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id440">New features</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id441">Major bugs fixed</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id442">API changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id443">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id444">Major bugs fixed</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id445">API changes</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-4-1">0.4.1 (2012-04-16)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id444">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id447">New features</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#bugs-fixed">Bugs fixed</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#syntax-changes">Syntax changes</a></li>
 </ul>
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#changes-0-4">0.4.0 (2012-02-29)</a><ul class="visible nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id446">New features</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id447">Bugs fixed</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id448">Syntax changes</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id449">New features</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id450">Bugs fixed</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#id451">Syntax changes</a></li>
 </ul>
 </li>
 </ul>
diff --git a/dev/dev_guide/coding_style.html b/dev/dev_guide/coding_style.html
index 7d3c42944..3f8077df9 100644
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-    <title>Coding style &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Coding style &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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index 37bce58ed..0643743e0 100644
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-    <title>Using Git and GitHub &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Using Git and GitHub &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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index ebbc9cc9d..6685af3b0 100644
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-    <title>Contribute &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Contribute &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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index f3fafe788..7f67ead75 100644
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-    <title>Introduction &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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index a3127a1bc..bf1cf1769 100644
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-    <title>Tips for writing methods that work on lazy signals &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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diff --git a/dev/dev_guide/maintenance.html b/dev/dev_guide/maintenance.html
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diff --git a/dev/dev_guide/plotting.html b/dev/dev_guide/plotting.html
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+++ b/dev/dev_guide/speeding_up_code.html
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-    <title>Speeding up code &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Speeding up code &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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diff --git a/dev/dev_guide/testing.html b/dev/dev_guide/testing.html
index bc9d380c7..edfb98d9a 100644
--- a/dev/dev_guide/testing.html
+++ b/dev/dev_guide/testing.html
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-    <title>Running and writing tests &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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index f013aab38..a779a5340 100644
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-    <title>Useful information &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Useful information &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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diff --git a/dev/dev_guide/writing_docs.html b/dev/dev_guide/writing_docs.html
index 145c043e2..6b7b828a4 100644
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+++ b/dev/dev_guide/writing_docs.html
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-    <title>Writing documentation &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Writing documentation &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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diff --git a/dev/dev_guide/writing_extensions.html b/dev/dev_guide/writing_extensions.html
index bb64134bd..7f7a439f4 100644
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+++ b/dev/dev_guide/writing_extensions.html
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-    <title>Writing packages that extend HyperSpy &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Writing packages that extend HyperSpy &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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diff --git a/dev/genindex.html b/dev/genindex.html
index cbae95989..9e3cafbc4 100644
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+++ b/dev/genindex.html
@@ -7,7 +7,7 @@
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-    <title>Index &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Index &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -42,7 +42,7 @@
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diff --git a/dev/help.html b/dev/help.html
index 0c3f9c9e8..fca046c65 100644
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+++ b/dev/help.html
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-    <title>Getting help &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Getting help &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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diff --git a/dev/index.html b/dev/index.html
index e06988ac1..08a1637bd 100644
--- a/dev/index.html
+++ b/dev/index.html
@@ -8,7 +8,7 @@
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-    <title>What is HyperSpy &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>What is HyperSpy &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="_static/documentation_options.js?v=a439dccb"></script>
+    <script src="_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/intro.html b/dev/intro.html
index fcddd09d9..2d12d1263 100644
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+++ b/dev/intro.html
@@ -8,7 +8,7 @@
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-    <title>What is HyperSpy &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>What is HyperSpy &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="_static/documentation_options.js?v=a439dccb"></script>
+    <script src="_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/objects.inv b/dev/objects.inv
index 159c3195f..d2c929c68 100644
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diff --git a/dev/py-modindex.html b/dev/py-modindex.html
index a0df76eb7..547dd69c3 100644
--- a/dev/py-modindex.html
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@@ -7,7 +7,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Python Module Index &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Python Module Index &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="_static/documentation_options.js?v=a439dccb"></script>
+    <script src="_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/reference/api.data.html b/dev/reference/api.data.html
index 970c2a9c5..19837c51c 100644
--- a/dev/reference/api.data.html
+++ b/dev/reference/api.data.html
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-    <title>hyperspy.api.data &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.data &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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+    <script src="../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/reference/api.html b/dev/reference/api.html
index 267a7f214..89edf304c 100644
--- a/dev/reference/api.html
+++ b/dev/reference/api.html
@@ -8,7 +8,7 @@
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-    <title>hyperspy.api &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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+    <script src="../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/reference/api.model/components1D.html b/dev/reference/api.model/components1D.html
index a57b4869f..a89f86cf0 100644
--- a/dev/reference/api.model/components1D.html
+++ b/dev/reference/api.model/components1D.html
@@ -8,7 +8,7 @@
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-    <title>components1D &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>components1D &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/reference/api.model/components2D.html b/dev/reference/api.model/components2D.html
index 8fcd3849d..27d72d04b 100644
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@@ -8,7 +8,7 @@
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-    <title>components2D &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>components2D &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/reference/api.model/index.html b/dev/reference/api.model/index.html
index 8455dc1eb..d4a13a2ab 100644
--- a/dev/reference/api.model/index.html
+++ b/dev/reference/api.model/index.html
@@ -8,7 +8,7 @@
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-    <title>hyperspy.api.model &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.model &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/reference/api.plot/index.html b/dev/reference/api.plot/index.html
index e6216975f..3b5bede10 100644
--- a/dev/reference/api.plot/index.html
+++ b/dev/reference/api.plot/index.html
@@ -8,7 +8,7 @@
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-    <title>hyperspy.api.plot &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.plot &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -686,7 +686,7 @@ <h1><a class="reference internal" href="#module-hyperspy.api.plot" title="hypers
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 <dl class="py function">
 <dt class="sig sig-object py" id="hyperspy.api.plot.plot_histograms">
-<span class="sig-prename descclassname"><span class="pre">hyperspy.api.plot.</span></span><span class="sig-name descname"><span class="pre">plot_histograms</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">signal_list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bins</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'fd'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">range_bins</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">linestyle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#hyperspy.api.plot.plot_histograms" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">hyperspy.api.plot.</span></span><span class="sig-name descname"><span class="pre">plot_histograms</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">signal_list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bins</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'fd'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">range_bins</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">linestyle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#hyperspy.api.plot.plot_histograms" title="Link to this definition">#</a></dt>
 <dd><p>Plot the histogram of every signal in the list in one figure.</p>
 <p>This function creates a histogram for each signal and plots the list with
 the <a class="reference internal" href="#hyperspy.api.plot.plot_spectra" title="hyperspy.api.plot.plot_spectra"><code class="xref py py-func docutils literal notranslate"><span class="pre">plot_spectra()</span></code></a> function.</p>
@@ -785,7 +785,7 @@ <h1><a class="reference internal" href="#module-hyperspy.api.plot" title="hypers
 
 <dl class="py function">
 <dt class="sig sig-object py" id="hyperspy.api.plot.plot_images">
-<span class="sig-prename descclassname"><span class="pre">hyperspy.api.plot.</span></span><span class="sig-name descname"><span class="pre">plot_images</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">images</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_nans</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">per_row</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelwrap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">30</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suptitle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suptitle_fontsize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">18</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colorbar</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centre_colormap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scalebar</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scalebar_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'white'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axes_decor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tight_layout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aspect</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_asp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">namefrac_thresh</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alphas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_picking</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_loc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'upper</span> <span class="pre">right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pixel_size_factor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#hyperspy.api.plot.plot_images" title="Link to this definition">#</a></dt>
+<span class="sig-prename descclassname"><span class="pre">hyperspy.api.plot.</span></span><span class="sig-name descname"><span class="pre">plot_images</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">images</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_nans</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">per_row</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelwrap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">30</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suptitle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suptitle_fontsize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">18</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colorbar</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'default'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">centre_colormap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scalebar</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scalebar_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'white'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axes_decor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'all'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tight_layout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aspect</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_asp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">namefrac_thresh</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overlay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">colors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'auto'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alphas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_picking</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_loc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'upper</span> <span class="pre">right'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pixel_size_factor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#hyperspy.api.plot.plot_images" title="Link to this definition">#</a></dt>
 <dd><p>Plot multiple images either as sub-images or overlayed in one figure.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -887,7 +887,13 @@ <h1><a class="reference internal" href="#module-hyperspy.api.plot" title="hypers
 values will require more overlap in titles before activing the
 auto-label code.</p>
 </dd>
-<dt><strong>fig</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>If set, the images will be plotted to an existing matplotlib figure.</p>
+<dt><strong>fig</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>If set, the images will be plotted to an existing matplotlib figure.
+If the parameter <code class="docutils literal notranslate"><span class="pre">ax</span></code> is provided, this parameter will be ignored
+and the figure will be obtained from the <code class="docutils literal notranslate"><span class="pre">ax</span></code> parameter.</p>
+</dd>
+<dt><strong>ax</strong><span class="classifier"><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.axes.Axes</span></code></a> or <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">list</span></code></a> of <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.axes.Axes</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>The matplotlib axes to use to display the images.
+When using <cite>overlay=True</cite>, <cite>ax</cite> must be a matplotlib axis.
+If None, new matplotlib axes will be created as required.</p>
 </dd>
 <dt><strong>vmin, vmax: scalar, str, None</strong></dt><dd><p>If str, formatted as ‘xth’, use this value to calculate the percentage
 of pixels that are left out of the lower and upper bounds.
@@ -1134,11 +1140,11 @@ <h1><a class="reference internal" href="#module-hyperspy.api.plot" title="hypers
 <dt><strong>legend_loc</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">str</span></code></a> or <a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">int</span></code></a>, optional</span></dt><dd><p>This parameter controls where the legend is placed on the figure;
 see the pyplot.legend docstring for valid values. Default <code class="docutils literal notranslate"><span class="pre">'upper</span> <span class="pre">right'</span></code>.</p>
 </dd>
-<dt><strong>fig</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a>, <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>If None (default), a default figure will be created. Specifying <cite>fig</cite> will
-not work for the ‘heatmap’ style.</p>
+<dt><strong>fig</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a>, <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.figure.Figure</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>If None (default), a default figure will be created.
+Not supported for the <code class="docutils literal notranslate"><span class="pre">'heatmap'</span></code> style.</p>
 </dd>
-<dt><strong>ax</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a>, <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.axes.Axes</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>If None (default), a default ax will be created. Will not work for <code class="docutils literal notranslate"><span class="pre">'mosaic'</span></code>
-or <code class="docutils literal notranslate"><span class="pre">'heatmap'</span></code> style.</p>
+<dt><strong>ax</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a>, <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes" title="(in Matplotlib v3.9.2)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">matplotlib.axes.Axes</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>If None (default), matplotlib axes will be created when necessary.
+Not supported for the <code class="docutils literal notranslate"><span class="pre">'heatmap'</span></code> style.</p>
 </dd>
 <dt><strong>auto_update</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bltin-boolean-values" title="(in Python v3.12)"><span class="xref std std-ref">bool</span></a> or <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a>, default <a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">None</span></code></a></span></dt><dd><p>If True, the plot will update when the data are changed. Only supported
 with style=’overlap’ and a list of signal with navigation dimension 0.
@@ -1148,8 +1154,7 @@ <h1><a class="reference internal" href="#module-hyperspy.api.plot" title="hypers
 </dd>
 <dt><strong>**kwargs</strong><span class="classifier"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><code class="docutils literal notranslate"><span class="pre">dict</span></code></a></span></dt><dd><p>Depending on the style used, the keyword arguments are passed to different functions</p>
 <ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;overlap&quot;</span></code> or <code class="docutils literal notranslate"><span class="pre">&quot;cascade&quot;</span></code>: arguments passed to <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib.pyplot.figure" title="(in Matplotlib v3.9.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">matplotlib.pyplot.figure()</span></code></a></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;mosiac&quot;</span></code>: arguments passed to <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html#matplotlib.pyplot.subplots" title="(in Matplotlib v3.9.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">matplotlib.pyplot.subplots()</span></code></a></p></li>
+<li><p><code class="docutils literal notranslate"><span class="pre">&quot;overlap&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;cascade&quot;</span></code> or <code class="docutils literal notranslate"><span class="pre">&quot;mosiac&quot;</span></code>: arguments passed to <a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib.pyplot.figure" title="(in Matplotlib v3.9.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">matplotlib.pyplot.figure()</span></code></a></p></li>
 <li><p><code class="docutils literal notranslate"><span class="pre">&quot;heatmap&quot;</span></code>: arguments  passed to <a class="reference internal" href="../api.signals/Signal2D.html#hyperspy.api.signals.Signal2D.plot" title="hyperspy.api.signals.Signal2D.plot"><code class="xref py py-meth docutils literal notranslate"><span class="pre">plot()</span></code></a>.</p></li>
 </ul>
 </dd>
diff --git a/dev/reference/api.plot/markers.html b/dev/reference/api.plot/markers.html
index 56c7514a7..f2e60116a 100644
--- a/dev/reference/api.plot/markers.html
+++ b/dev/reference/api.plot/markers.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>hyperspy.api.plot.markers &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.plot.markers &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
 <link rel="preload" as="script" href="../../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.roi.html b/dev/reference/api.roi.html
index b41a62398..b6e4cb50a 100644
--- a/dev/reference/api.roi.html
+++ b/dev/reference/api.roi.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>hyperspy.api.roi &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.roi &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
 <link rel="preload" as="script" href="../_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
   <script src="../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.samfire/fit_tests.html b/dev/reference/api.samfire/fit_tests.html
index c389e492a..6d03d93c9 100644
--- a/dev/reference/api.samfire/fit_tests.html
+++ b/dev/reference/api.samfire/fit_tests.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>hyperspy.api.samfire.fit_tests &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.samfire.fit_tests &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.samfire/global_strategies.html b/dev/reference/api.samfire/global_strategies.html
index 5a44892ab..1fdc98a72 100644
--- a/dev/reference/api.samfire/global_strategies.html
+++ b/dev/reference/api.samfire/global_strategies.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>hyperspy.api.samfire.global_strategies &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.samfire.global_strategies &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.samfire/index.html b/dev/reference/api.samfire/index.html
index 15e907e90..f0ac69807 100644
--- a/dev/reference/api.samfire/index.html
+++ b/dev/reference/api.samfire/index.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>hyperspy.api.samfire &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.samfire &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.samfire/local_strategies.html b/dev/reference/api.samfire/local_strategies.html
index d2c944568..33b3b9d87 100644
--- a/dev/reference/api.samfire/local_strategies.html
+++ b/dev/reference/api.samfire/local_strategies.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>hyperspy.api.samfire.local_strategies &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.samfire.local_strategies &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.signals/BaseSignal.html b/dev/reference/api.signals/BaseSignal.html
index e557c7ff0..53429a8d6 100644
--- a/dev/reference/api.signals/BaseSignal.html
+++ b/dev/reference/api.signals/BaseSignal.html
@@ -8,7 +8,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>BaseSignal &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>BaseSignal &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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   <script src="../../_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
 
-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.signals/ComplexSignal.html b/dev/reference/api.signals/ComplexSignal.html
index b88bb591b..24a90fb44 100644
--- a/dev/reference/api.signals/ComplexSignal.html
+++ b/dev/reference/api.signals/ComplexSignal.html
@@ -8,7 +8,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>ComplexSignal &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>ComplexSignal &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.signals/ComplexSignal1D.html b/dev/reference/api.signals/ComplexSignal1D.html
index 96546d50c..fc95bca15 100644
--- a/dev/reference/api.signals/ComplexSignal1D.html
+++ b/dev/reference/api.signals/ComplexSignal1D.html
@@ -8,7 +8,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>ComplexSignal1D &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>ComplexSignal1D &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.signals/ComplexSignal2D.html b/dev/reference/api.signals/ComplexSignal2D.html
index 5b4e03f55..50ec9ab37 100644
--- a/dev/reference/api.signals/ComplexSignal2D.html
+++ b/dev/reference/api.signals/ComplexSignal2D.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>ComplexSignal2D &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>ComplexSignal2D &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.signals/Signal1D.html b/dev/reference/api.signals/Signal1D.html
index 2354338f3..54241b95e 100644
--- a/dev/reference/api.signals/Signal1D.html
+++ b/dev/reference/api.signals/Signal1D.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Signal1D &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Signal1D &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.signals/Signal2D.html b/dev/reference/api.signals/Signal2D.html
index c4698d59c..9a73c6862 100644
--- a/dev/reference/api.signals/Signal2D.html
+++ b/dev/reference/api.signals/Signal2D.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Signal2D &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Signal2D &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/clipboard.min.js?v=a7894cd8"></script>
diff --git a/dev/reference/api.signals/index.html b/dev/reference/api.signals/index.html
index e400280f3..4a5be7589 100644
--- a/dev/reference/api.signals/index.html
+++ b/dev/reference/api.signals/index.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>hyperspy.api.signals &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>hyperspy.api.signals &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/dev/reference/base_classes/axes.html b/dev/reference/base_classes/axes.html
index 8854cd532..4be8e4e73 100644
--- a/dev/reference/base_classes/axes.html
+++ b/dev/reference/base_classes/axes.html
@@ -8,7 +8,7 @@
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     <link href="../../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Axes &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Axes &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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-    <script src="../../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/reference/base_classes/events.html b/dev/reference/base_classes/events.html
index 9f7da00cd..92fe76581 100644
--- a/dev/reference/base_classes/events.html
+++ b/dev/reference/base_classes/events.html
@@ -8,7 +8,7 @@
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 <dd><p>Perform Robust PCA with missing or corrupted data, using the GoDec algorithm.</p>
 <p>Decomposes a matrix Y = X + E, where X is low-rank and E
 is a sparse error matrix. This algorithm is based on the
-Matlab code from <a class="reference internal" href="#rd8e87f90aafa-zhou2011" id="id9">[Zhou2011]</a>. See code here:
-<a class="reference external" href="https://sites.google.com/site/godecomposition/matrix/artifact-1">https://sites.google.com/site/godecomposition/matrix/artifact-1</a></p>
+Matlab code from <a class="reference internal" href="#rd8e87f90aafa-zhou2011" id="id9">[Zhou2011]</a>.</p>
 <p>Read more in the <a class="reference internal" href="../../user_guide/mva/decomposition.html#mva-rpca"><span class="std std-ref">User Guide</span></a>.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
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diff --git a/dev/sg_execution_times.html b/dev/sg_execution_times.html
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--- a/dev/sg_execution_times.html
+++ b/dev/sg_execution_times.html
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     <link href="_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Computation times &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Computation times &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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+    <script src="_static/documentation_options.js?v=b3c9c97a"></script>
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@@ -547,7 +547,7 @@
                   
   <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>01:11.052</strong> total execution time for 37 files <strong>from all galleries</strong>:</p>
+<p><strong>01:08.130</strong> total execution time for 41 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
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@@ -569,151 +569,167 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/region_of_interest/fast_fourier_transform_live.html#sphx-glr-auto-examples-region-of-interest-fast-fourier-transform-live-py"><span class="std std-ref">Live FFT</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/region_of_interest/fast_fourier_transform_live.py</span></code>)</p></td>
-<td><p>00:08.103</p></td>
+<td><p>00:07.301</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/region_of_interest/map_signal.html#sphx-glr-auto-examples-region-of-interest-map-signal-py"><span class="std std-ref">Create Map from ROI in signal space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/region_of_interest/map_signal.py</span></code>)</p></td>
-<td><p>00:05.268</p></td>
+<td><p>00:04.776</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/region_of_interest/map_signal_circleROI.html#sphx-glr-auto-examples-region-of-interest-map-signal-circleroi-py"><span class="std std-ref">Create Map from CircleROI in signal space</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/region_of_interest/map_signal_circleROI.py</span></code>)</p></td>
-<td><p>00:04.374</p></td>
+<td><p>00:03.933</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/io/convert_color_image.html#sphx-glr-auto-examples-io-convert-color-image-py"><span class="std std-ref">Adjust contrast and save RGB images</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/io/convert_color_image.py</span></code>)</p></td>
-<td><p>00:04.116</p></td>
+<td><p>00:03.819</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/region_of_interest/ExtractLineProfile.html#sphx-glr-auto-examples-region-of-interest-extractlineprofile-py"><span class="std std-ref">Extract line profile from image interactively</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/region_of_interest/ExtractLineProfile.py</span></code>)</p></td>
-<td><p>00:04.076</p></td>
+<td><p>00:03.763</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/transforms_and_units.html#sphx-glr-auto-examples-markers-transforms-and-units-py"><span class="std std-ref">Transforms and Units</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/transforms_and_units.py</span></code>)</p></td>
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-<td><p>00:02.242</p></td>
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-<td><p>00:02.198</p></td>
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+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/ragged_points.html#sphx-glr-auto-examples-markers-ragged-points-py"><span class="std std-ref">Ragged Points</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/ragged_points.py</span></code>)</p></td>
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 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/filled_circles.html#sphx-glr-auto-examples-markers-filled-circles-py"><span class="std std-ref">Filled Circle Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/filled_circles.py</span></code>)</p></td>
-<td><p>00:01.911</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/stars.html#sphx-glr-auto-examples-markers-stars-py"><span class="std std-ref">Star Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/stars.py</span></code>)</p></td>
+<td><p>00:01.733</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/stars.html#sphx-glr-auto-examples-markers-stars-py"><span class="std std-ref">Star Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/stars.py</span></code>)</p></td>
-<td><p>00:01.890</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/filled_circles.html#sphx-glr-auto-examples-markers-filled-circles-py"><span class="std std-ref">Filled Circle Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/filled_circles.py</span></code>)</p></td>
+<td><p>00:01.720</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/region_of_interest/ROI_navigator.html#sphx-glr-auto-examples-region-of-interest-roi-navigator-py"><span class="std std-ref">Navigator ROI</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/region_of_interest/ROI_navigator.py</span></code>)</p></td>
-<td><p>00:01.779</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/plotting/custom_figure_layout.html#sphx-glr-auto-examples-plotting-custom-figure-layout-py"><span class="std std-ref">Creating Custom Layouts</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plotting/custom_figure_layout.py</span></code>)</p></td>
+<td><p>00:01.699</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/vertical_lines.html#sphx-glr-auto-examples-markers-vertical-lines-py"><span class="std std-ref">Vertical Line Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/vertical_lines.py</span></code>)</p></td>
-<td><p>00:01.710</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/region_of_interest/ROI_navigator.html#sphx-glr-auto-examples-region-of-interest-roi-navigator-py"><span class="std std-ref">Navigator ROI</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/region_of_interest/ROI_navigator.py</span></code>)</p></td>
+<td><p>00:01.625</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/region_of_interest/SpanROI_interactive_sum.html#sphx-glr-auto-examples-region-of-interest-spanroi-interactive-sum-py"><span class="std std-ref">Interactive integration of one dimensional signal</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/region_of_interest/SpanROI_interactive_sum.py</span></code>)</p></td>
-<td><p>00:01.706</p></td>
+<td><p>00:01.570</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/texts.html#sphx-glr-auto-examples-markers-texts-py"><span class="std std-ref">Text Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/texts.py</span></code>)</p></td>
-<td><p>00:01.489</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/vertical_lines.html#sphx-glr-auto-examples-markers-vertical-lines-py"><span class="std std-ref">Vertical Line Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/vertical_lines.py</span></code>)</p></td>
+<td><p>00:01.559</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/circles.html#sphx-glr-auto-examples-markers-circles-py"><span class="std std-ref">Circle Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/circles.py</span></code>)</p></td>
-<td><p>00:01.488</p></td>
+<td><p>00:01.373</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/texts.html#sphx-glr-auto-examples-markers-texts-py"><span class="std std-ref">Text Markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/texts.py</span></code>)</p></td>
+<td><p>00:01.357</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/simple_simulations/two_gaussians.html#sphx-glr-auto-examples-simple-simulations-two-gaussians-py"><span class="std std-ref">Simple simulation (2 Gaussians)</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/simple_simulations/two_gaussians.py</span></code>)</p></td>
+<td><p>00:01.187</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/simple_simulations/two_gaussians.html#sphx-glr-auto-examples-simple-simulations-two-gaussians-py"><span class="std std-ref">Simple simulation (2 Gaussians)</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/simple_simulations/two_gaussians.py</span></code>)</p></td>
-<td><p>00:01.272</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/create_signal/spectrum_image.html#sphx-glr-auto-examples-create-signal-spectrum-image-py"><span class="std std-ref">Creates a spectrum image</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/spectrum_image.py</span></code>)</p></td>
+<td><p>00:00.953</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/create_signal/spectrum_image.html#sphx-glr-auto-examples-create-signal-spectrum-image-py"><span class="std std-ref">Creates a spectrum image</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/spectrum_image.py</span></code>)</p></td>
-<td><p>00:01.043</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/arrows.html#sphx-glr-auto-examples-markers-arrows-py"><span class="std std-ref">Arrow markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/arrows.py</span></code>)</p></td>
+<td><p>00:00.929</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/arrows.html#sphx-glr-auto-examples-markers-arrows-py"><span class="std std-ref">Arrow markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/arrows.py</span></code>)</p></td>
-<td><p>00:00.982</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/from_signal.html#sphx-glr-auto-examples-markers-from-signal-py"><span class="std std-ref">Creating Markers from a signal</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/from_signal.py</span></code>)</p></td>
+<td><p>00:00.864</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/from_signal.html#sphx-glr-auto-examples-markers-from-signal-py"><span class="std std-ref">Creating Markers from a signal</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/from_signal.py</span></code>)</p></td>
-<td><p>00:00.924</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/data_visualization/specifying_ax.html#sphx-glr-auto-examples-data-visualization-specifying-ax-py"><span class="std std-ref">Specifying Matplotlib Axis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/data_visualization/specifying_ax.py</span></code>)</p></td>
+<td><p>00:00.805</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="auto_examples/create_signal/line_spectrum.html#sphx-glr-auto-examples-create-signal-line-spectrum-py"><span class="std std-ref">Creates a line spectrum</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/line_spectrum.py</span></code>)</p></td>
-<td><p>00:00.840</p></td>
+<td><p>00:00.784</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/create_signal/2D_image_stack.html#sphx-glr-auto-examples-create-signal-2d-image-stack-py"><span class="std std-ref">Creates a 4D image</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/2D_image_stack.py</span></code>)</p></td>
-<td><p>00:00.834</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/circles_color_radius.html#sphx-glr-auto-examples-markers-circles-color-radius-py"><span class="std std-ref">Circle Markers with Radius Dependent Coloring</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/circles_color_radius.py</span></code>)</p></td>
+<td><p>00:00.761</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/circles_color_radius.html#sphx-glr-auto-examples-markers-circles-color-radius-py"><span class="std std-ref">Circle Markers with Radius Dependent Coloring</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/circles_color_radius.py</span></code>)</p></td>
-<td><p>00:00.829</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/create_signal/2D_image_stack.html#sphx-glr-auto-examples-create-signal-2d-image-stack-py"><span class="std std-ref">Creates a 4D image</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/2D_image_stack.py</span></code>)</p></td>
+<td><p>00:00.754</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>00:00.820</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/create_signal/1D_image_stack.html#sphx-glr-auto-examples-create-signal-1d-image-stack-py"><span class="std std-ref">Creates a 3D image</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/1D_image_stack.py</span></code>)</p></td>
+<td><p>00:00.731</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/create_signal/1D_image_stack.html#sphx-glr-auto-examples-create-signal-1d-image-stack-py"><span class="std std-ref">Creates a 3D image</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/1D_image_stack.py</span></code>)</p></td>
-<td><p>00:00.808</p></td>
+<tr class="row-even"><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>00:00.727</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/arrows_ragged.html#sphx-glr-auto-examples-markers-arrows-ragged-py"><span class="std std-ref">Varying number of arrows per navigation position</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/arrows_ragged.py</span></code>)</p></td>
-<td><p>00:00.762</p></td>
+<td><p>00:00.692</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>00:00.594</p></td>
+<td><p>0.0</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/create_signal/from_tabular_data.html#sphx-glr-auto-examples-create-signal-from-tabular-data-py"><span class="std std-ref">Creates a signal1D from tabular data</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/from_tabular_data.py</span></code>)</p></td>
+<td><p>00:00.586</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/create_signal/from_tabular_data.html#sphx-glr-auto-examples-create-signal-from-tabular-data-py"><span class="std std-ref">Creates a signal1D from tabular data</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/from_tabular_data.py</span></code>)</p></td>
-<td><p>00:00.647</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/io/export_single_spectrum.html#sphx-glr-auto-examples-io-export-single-spectrum-py"><span class="std std-ref">Export single spectrum</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/io/export_single_spectrum.py</span></code>)</p></td>
+<td><p>00:00.534</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><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>00:00.637</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/Markers/rotation_makers.html#sphx-glr-auto-examples-markers-rotation-makers-py"><span class="std std-ref">Rotation of markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/rotation_makers.py</span></code>)</p></td>
+<td><p>00:00.473</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/Markers/rotation_makers.html#sphx-glr-auto-examples-markers-rotation-makers-py"><span class="std std-ref">Rotation of markers</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/Markers/rotation_makers.py</span></code>)</p></td>
-<td><p>00:00.518</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/data_visualization/compose_figure.html#sphx-glr-auto-examples-data-visualization-compose-figure-py"><span class="std std-ref">Composing Figure</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/data_visualization/compose_figure.py</span></code>)</p></td>
+<td><p>00:00.455</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/io/export_single_spectrum.html#sphx-glr-auto-examples-io-export-single-spectrum-py"><span class="std std-ref">Export single spectrum</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/io/export_single_spectrum.py</span></code>)</p></td>
-<td><p>00:00.497</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="auto_examples/create_signal/from_tabular_data_file.html#sphx-glr-auto-examples-create-signal-from-tabular-data-file-py"><span class="std std-ref">Creates a signal1D from a text file</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/from_tabular_data_file.py</span></code>)</p></td>
+<td><p>00:00.439</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/create_signal/from_tabular_data_file.html#sphx-glr-auto-examples-create-signal-from-tabular-data-file-py"><span class="std std-ref">Creates a signal1D from a text file</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/create_signal/from_tabular_data_file.py</span></code>)</p></td>
-<td><p>00:00.460</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="auto_examples/plotting/ROI_insets.html#sphx-glr-auto-examples-plotting-roi-insets-py"><span class="std std-ref">ROI Insets</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/plotting/ROI_insets.py</span></code>)</p></td>
+<td><p>00:00.370</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/dev/user_guide/axes.html b/dev/user_guide/axes.html
index 775331931..6cef17c1f 100644
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-    <title>Axes handling &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Axes handling &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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+    <script src="../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/user_guide/basic_usage.html b/dev/user_guide/basic_usage.html
index 4aea1d5d5..823691d27 100644
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@@ -8,7 +8,7 @@
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-    <title>Basic Usage &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Basic Usage &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/user_guide/bibliography.html b/dev/user_guide/bibliography.html
index 39c03a819..5235af29d 100644
--- a/dev/user_guide/bibliography.html
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     <link href="../_static/hyperspy.ico" rel="icon" type="image/x-icon">
-    <title>Bibliography &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Bibliography &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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-    <script src="../_static/documentation_options.js?v=a439dccb"></script>
+    <script src="../_static/documentation_options.js?v=b3c9c97a"></script>
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diff --git a/dev/user_guide/big_data.html b/dev/user_guide/big_data.html
index d159e991c..228b7020d 100644
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-    <title>Working with big data &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Events &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>User guide &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Installing HyperSpy &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Interactive Operations &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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index cbd753224..6a203f7a9 100644
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-    <title>Loading and saving data &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Smart Adaptive Multi-dimensional Fitting (SAMFire) &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Adding components to the model &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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index d1b085f69..fa5651521 100644
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-    <title>Creating a model &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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diff --git a/dev/user_guide/model/fitting_big_data.html b/dev/user_guide/model/fitting_big_data.html
index c5977982c..31bce4f11 100644
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-    <title>Fitting big data &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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diff --git a/dev/user_guide/model/fitting_model.html b/dev/user_guide/model/fitting_model.html
index 75727f356..39e8496ea 100644
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-    <title>Fitting the model to the data &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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diff --git a/dev/user_guide/model/index.html b/dev/user_guide/model/index.html
index 0f873b969..5c01ea8ea 100644
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-    <title>Model fitting &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Model fitting &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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diff --git a/dev/user_guide/model/indexing_model.html b/dev/user_guide/model/indexing_model.html
index 5e290eeaf..0835e8985 100644
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-    <title>Indexing the model &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Indexing the model &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
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diff --git a/dev/user_guide/model/model_components.html b/dev/user_guide/model/model_components.html
index 20ee35c6c..b195a8840 100644
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-    <title>Model components &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
+    <title>Model components &#8212; HyperSpy 2.1.2.dev155+ge20d09593 documentation</title>
   
   
   
@@ -43,7 +43,7 @@
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diff --git a/dev/user_guide/model/model_parameters.html b/dev/user_guide/model/model_parameters.html
index d29673143..e7336059c 100644
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-    <title>Getting and setting parameter values and attributes &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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diff --git a/dev/user_guide/model/storing_models.html b/dev/user_guide/model/storing_models.html
index 948d6443d..7ccdae3df 100644
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-    <title>Storing models &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Decomposition &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Machine learning &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Basic statistical analysis &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Complex datatype &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Generic tools &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>GPU support &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>The Signal class &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Ragged signals &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Setting the noise properties &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Basics of signals &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Speeding up operations &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Signal1D Tools &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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-    <title>Signal2D Tools &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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diff --git a/dev/user_guide/visualisation.html b/dev/user_guide/visualisation.html
index a83b87115..701497d9d 100644
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-    <title>Data visualization &#8212; HyperSpy 2.1.2.dev127+g5a310b575 documentation</title>
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