diff --git a/IQM_Vis/examples/README.md b/IQM_Vis/examples/README.md
index 6402b4f..23c8a1c 100644
--- a/IQM_Vis/examples/README.md
+++ b/IQM_Vis/examples/README.md
@@ -13,13 +13,13 @@
 
 <!-- ## Minimal Example of API
 Example of minimum working example of the UI found [here](simple.py)
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/ui-simple.png?raw=true "Simple UI")
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/ui-simple.png?raw=true "Simple UI")
 
 ## Datasets
 Scroll through datasets with an example [here](dataset.py)
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/ui-dataset.png?raw=true "Dataset UI")
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/ui-dataset.png?raw=true "Dataset UI")
 
 ## Additional items
 Add more entries to the dictionaries to include extra items examples found [here](multiple.py)
 
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/ui-multi.png?raw=true "Multi UI") -->
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/ui-multi.png?raw=true "Multi UI") -->
diff --git a/IQM_Vis/readme.md b/IQM_Vis/readme.md
index 299f235..e9becf6 100644
--- a/IQM_Vis/readme.md
+++ b/IQM_Vis/readme.md
@@ -54,7 +54,7 @@ IQM_Vis.make_UI(data,
 ```
 
 <!-- # UI Example
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/UI-all.png?raw=true "Dataset UI") -->
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/UI-all.png?raw=true "Dataset UI") -->
 <!--
 ## UI Examples (section needs pictures updating)
 Simple UI with single image and image metric
@@ -62,7 +62,7 @@ Simple UI with single image and image metric
 import IQM_Vis
 IQM_Vis.examples.simple.run()
 ```
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/ui-simple.png?raw=true "Simple UI")
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/ui-simple.png?raw=true "Simple UI")
 
 ### Extensions
 Link to a dataset so you can scroll through and assess many images
@@ -70,14 +70,14 @@ Link to a dataset so you can scroll through and assess many images
 import IQM_Vis
 IQM_Vis.examples.dataset.run()
 ```
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/ui-dataset.png?raw=true "Dataset UI")
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/ui-dataset.png?raw=true "Dataset UI")
 
 Extend with multiple image rows to compare multiple images at once.
 ```
 import IQM_Vis
 IQM_Vis.examples.multiple.run()
 ```
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/ui-multi.png?raw=true "Multi UI")
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/ui-multi.png?raw=true "Multi UI")
 -->
 
 # Quick testing with our web version
diff --git a/README.md b/README.md
index 342b975..76423e5 100644
--- a/README.md
+++ b/README.md
@@ -15,12 +15,12 @@ Image Quality Metric Visualision. An extendable user interface for the assessmen
 Head over to the [DOCUMENTATION](https://mattclifford1.github.io/IQM-Vis/) for tutorials and package reference. Read our [PAPER](https://github.com/mattclifford1/IQM-Vis/blob/main/docs/resources/Software_paper.pdf) for in depth details of the software.
 
 ### IQM's average sensitivity to tranforms
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/data_graphs.gif?raw=true "Dataset UI") 
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/data_graphs.gif?raw=true "Dataset UI") 
 
 ### IQM's sensitivity to tranforms specific parameters
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/params.gif?raw=true "Dataset UI") 
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/params.gif?raw=true "Dataset UI") 
 
 ### IQM's correlation to human scores
-![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/pics/correlation.gif?raw=true "Dataset UI") 
+![Alt text](https://github.com/mattclifford1/IQM-Vis/blob/main/dev_resources/pics/correlation.gif?raw=true "Dataset UI") 
 
 
diff --git a/pics/UI-all.png b/dev_resources/pics/UI-all.png
similarity index 100%
rename from pics/UI-all.png
rename to dev_resources/pics/UI-all.png
diff --git a/pics/correlation.gif b/dev_resources/pics/correlation.gif
similarity index 100%
rename from pics/correlation.gif
rename to dev_resources/pics/correlation.gif
diff --git a/pics/data_graphs.gif b/dev_resources/pics/data_graphs.gif
similarity index 100%
rename from pics/data_graphs.gif
rename to dev_resources/pics/data_graphs.gif
diff --git a/pics/ffmpeg-cmd.txt b/dev_resources/pics/ffmpeg-cmd.txt
similarity index 100%
rename from pics/ffmpeg-cmd.txt
rename to dev_resources/pics/ffmpeg-cmd.txt
diff --git a/pics/iqm-vis-screenshot-radar.odg b/dev_resources/pics/iqm-vis-screenshot-radar.odg
similarity index 100%
rename from pics/iqm-vis-screenshot-radar.odg
rename to dev_resources/pics/iqm-vis-screenshot-radar.odg
diff --git a/pics/params.gif b/dev_resources/pics/params.gif
similarity index 100%
rename from pics/params.gif
rename to dev_resources/pics/params.gif
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index 6edb4b4..50d448d 100644
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diff --git a/docs/_build/doctrees/what-are-IQMs.doctree b/docs/_build/doctrees/what-are-IQMs.doctree
index d88e3f5..8d935e6 100644
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diff --git a/docs/_build/html/.buildinfo b/docs/_build/html/.buildinfo
index 790ebe4..84212f2 100644
--- a/docs/_build/html/.buildinfo
+++ b/docs/_build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 8f79c8e4766d3f87783beac3d577d8e5
+config: 6276d0d4484f9029f0ed96ba5f4da283
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/_build/html/IQM_Vis.UI.html b/docs/_build/html/IQM_Vis.UI.html
index 21f5c85..5bd3804 100644
--- a/docs/_build/html/IQM_Vis.UI.html
+++ b/docs/_build/html/IQM_Vis.UI.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.UI package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -28,11 +27,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.UI.rst.txt" rel="nofollow"> View page source</a>
@@ -84,17 +87,17 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-ui-package">
-<h1>IQM_Vis.UI package<a class="headerlink" href="#iqm-vis-ui-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.UI package<a class="headerlink" href="#iqm-vis-ui-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.UI.custom_widgets">
-<span id="iqm-vis-ui-custom-widgets-module"></span><h2>IQM_Vis.UI.custom_widgets module<a class="headerlink" href="#module-IQM_Vis.UI.custom_widgets" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-custom-widgets-module"></span><h2>IQM_Vis.UI.custom_widgets module<a class="headerlink" href="#module-IQM_Vis.UI.custom_widgets" title="Permalink to this heading"></a></h2>
 <p>Custom SubClasses of PyQt6 widget to extent to the required functionality</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.custom_widgets.ClickLabel">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.custom_widgets.</span></span><span class="sig-name descname"><span class="pre">ClickLabel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'clickable</span> <span class="pre">label'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/custom_widgets.html#ClickLabel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.custom_widgets.ClickLabel" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">PyQt6.QtWidgets.QLabel</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">QLabel</span></code></p>
 <p>add a click mousePressEvent event to label (so can click on images)</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="IQM_Vis.UI.custom_widgets.ClickLabel.clicked">
@@ -103,7 +106,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.custom_widgets.ClickLabel.mousePressEvent">
-<span class="sig-name descname"><span class="pre">mousePressEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ev</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">QMouseEvent</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/custom_widgets.html#ClickLabel.mousePressEvent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.custom_widgets.ClickLabel.mousePressEvent" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">mousePressEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">QMouseEvent</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/custom_widgets.html#ClickLabel.mousePressEvent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.custom_widgets.ClickLabel.mousePressEvent" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -111,17 +114,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.custom_widgets.ProgressBar">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.custom_widgets.</span></span><span class="sig-name descname"><span class="pre">ProgressBar</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</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="reference internal" href="_modules/IQM_Vis/UI/custom_widgets.html#ProgressBar"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.custom_widgets.ProgressBar" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">PyQt6.QtWidgets.QProgressBar</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">QProgressBar</span></code></p>
 </dd></dl>
 
 </section>
 <section id="module-IQM_Vis.UI.experiment_mode">
-<span id="iqm-vis-ui-experiment-mode-module"></span><h2>IQM_Vis.UI.experiment_mode module<a class="headerlink" href="#module-IQM_Vis.UI.experiment_mode" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-experiment-mode-module"></span><h2>IQM_Vis.UI.experiment_mode module<a class="headerlink" href="#module-IQM_Vis.UI.experiment_mode" title="Permalink to this heading"></a></h2>
 <p>create experiment window</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.experiment_mode.make_experiment">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.experiment_mode.</span></span><span class="sig-name descname"><span class="pre">make_experiment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">checked_transformation_params</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_store</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_display_size</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rgb_brightness</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">display_brightness</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default_save_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'/home/matt/IQM-Vis-experiments'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_preprocessing</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">image_postprocessing</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">checked_metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/experiment_mode.html#make_experiment"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.experiment_mode.make_experiment" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">PyQt6.QtWidgets.QMainWindow</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">QMainWindow</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.experiment_mode.make_experiment.calc_max_comparisons">
 <span class="sig-name descname"><span class="pre">calc_max_comparisons</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_images</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/experiment_mode.html#make_experiment.calc_max_comparisons"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.experiment_mode.make_experiment.calc_max_comparisons" title="Permalink to this definition"></a></dt>
@@ -144,7 +147,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.experiment_mode.make_experiment.closeEvent">
-<span class="sig-name descname"><span class="pre">closeEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a0</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">QCloseEvent</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/experiment_mode.html#make_experiment.closeEvent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.experiment_mode.make_experiment.closeEvent" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">closeEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">QCloseEvent</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/experiment_mode.html#make_experiment.closeEvent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.experiment_mode.make_experiment.closeEvent" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -247,7 +250,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.experiment_mode.reset_image_widget_to_black">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.experiment_mode.</span></span><span class="sig-name descname"><span class="pre">reset_image_widget_to_black</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">time</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/experiment_mode.html#reset_image_widget_to_black"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">PyQt6.QtCore.QObject</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">QObject</span></code></p>
 <p>change clicked image to black and pause</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.experiment_mode.reset_image_widget_to_black.change_to_solid">
@@ -273,7 +276,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.UI.images">
-<span id="iqm-vis-ui-images-module"></span><h2>IQM_Vis.UI.images module<a class="headerlink" href="#module-IQM_Vis.UI.images" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-images-module"></span><h2>IQM_Vis.UI.images module<a class="headerlink" href="#module-IQM_Vis.UI.images" title="Permalink to this heading"></a></h2>
 <p>UI image functions</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.images.images">
@@ -453,12 +456,12 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.UI.layout">
-<span id="iqm-vis-ui-layout-module"></span><h2>IQM_Vis.UI.layout module<a class="headerlink" href="#module-IQM_Vis.UI.layout" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-layout-module"></span><h2>IQM_Vis.UI.layout module<a class="headerlink" href="#module-IQM_Vis.UI.layout" title="Permalink to this heading"></a></h2>
 <p>UI create layout</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.layout.layout">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.layout.</span></span><span class="sig-name descname"><span class="pre">layout</span></span><span class="sig-paren">(</span><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="reference internal" href="_modules/IQM_Vis/UI/layout.html#layout"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.layout.layout" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">PyQt6.QtWidgets.QMainWindow</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">QMainWindow</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.layout.layout.init_layout">
 <span class="sig-name descname"><span class="pre">init_layout</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/layout.html#layout.init_layout"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.layout.layout.init_layout" title="Permalink to this definition"></a></dt>
@@ -473,12 +476,12 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.UI.main">
-<span id="iqm-vis-ui-main-module"></span><h2>IQM_Vis.UI.main module<a class="headerlink" href="#module-IQM_Vis.UI.main" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-main-module"></span><h2>IQM_Vis.UI.main module<a class="headerlink" href="#module-IQM_Vis.UI.main" title="Permalink to this heading"></a></h2>
 <p>main entry point to initialise the UI</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.main.make_app">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.main.</span></span><span class="sig-name descname"><span class="pre">make_app</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">app</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_stores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics_info_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'graph'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics_avg_graph</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">metric_range_graph</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">metric_params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_display_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">300</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default_save_dir</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'/home/matt/IQM-Vis-experiments'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">restrict_options</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">num_steps_range</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_step_experiment</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_images_scroll_show</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/main.html#make_app"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.main.make_app" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#IQM_Vis.UI.widgets.widgets" title="IQM_Vis.UI.widgets.widgets"><code class="xref py py-class docutils literal notranslate"><span class="pre">IQM_Vis.UI.widgets.widgets</span></code></a>, <a class="reference internal" href="#IQM_Vis.UI.layout.layout" title="IQM_Vis.UI.layout.layout"><code class="xref py py-class docutils literal notranslate"><span class="pre">IQM_Vis.UI.layout.layout</span></code></a>, <a class="reference internal" href="#IQM_Vis.UI.images.images" title="IQM_Vis.UI.images.images"><code class="xref py py-class docutils literal notranslate"><span class="pre">IQM_Vis.UI.images.images</span></code></a></p>
+<dd><p>Bases: <a class="reference internal" href="#IQM_Vis.UI.widgets.widgets" title="IQM_Vis.UI.widgets.widgets"><code class="xref py py-class docutils literal notranslate"><span class="pre">widgets</span></code></a>, <a class="reference internal" href="#IQM_Vis.UI.layout.layout" title="IQM_Vis.UI.layout.layout"><code class="xref py py-class docutils literal notranslate"><span class="pre">layout</span></code></a>, <a class="reference internal" href="#IQM_Vis.UI.images.images" title="IQM_Vis.UI.images.images"><code class="xref py py-class docutils literal notranslate"><span class="pre">images</span></code></a></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.main.make_app.change_save_folder">
 <span class="sig-name descname"><span class="pre">change_save_folder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/main.html#make_app.change_save_folder"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.main.make_app.change_save_folder" title="Permalink to this definition"></a></dt>
@@ -492,7 +495,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.main.make_app.closeEvent">
-<span class="sig-name descname"><span class="pre">closeEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a0</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">QCloseEvent</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/main.html#make_app.closeEvent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.main.make_app.closeEvent" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">closeEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">QCloseEvent</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/main.html#make_app.closeEvent"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.main.make_app.closeEvent" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -550,13 +553,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.UI.threads">
-<span id="iqm-vis-ui-threads-module"></span><h2>IQM_Vis.UI.threads module<a class="headerlink" href="#module-IQM_Vis.UI.threads" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-threads-module"></span><h2>IQM_Vis.UI.threads module<a class="headerlink" href="#module-IQM_Vis.UI.threads" title="Permalink to this heading"></a></h2>
 <p>thread and signal classes to makethe UI smoother
 useful info about PyQt6 threads: <a class="reference external" href="https://www.pythontutorial.net/pyqt/pyqt-qthread/">https://www.pythontutorial.net/pyqt/pyqt-qthread/</a></p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.threads.get_range_results_worker">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.threads.</span></span><span class="sig-name descname"><span class="pre">get_range_results_worker</span></span><a class="reference internal" href="_modules/IQM_Vis/UI/threads.html#get_range_results_worker"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.threads.get_range_results_worker" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">PyQt6.QtCore.QObject</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">QObject</span></code></p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="IQM_Vis.UI.threads.get_range_results_worker.completed">
 <span class="sig-name descname"><span class="pre">completed</span></span><a class="headerlink" href="#IQM_Vis.UI.threads.get_range_results_worker.completed" title="Permalink to this definition"></a></dt>
@@ -591,7 +594,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.UI.utils">
-<span id="iqm-vis-ui-utils-module"></span><h2>IQM_Vis.UI.utils module<a class="headerlink" href="#module-IQM_Vis.UI.utils" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-utils-module"></span><h2>IQM_Vis.UI.utils module<a class="headerlink" href="#module-IQM_Vis.UI.utils" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.UI.utils.add_layout_to_tab">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.utils.</span></span><span class="sig-name descname"><span class="pre">add_layout_to_tab</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tab</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layout</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/utils.html#add_layout_to_tab"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.utils.add_layout_to_tab" title="Permalink to this definition"></a></dt>
@@ -599,15 +602,15 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.UI.widgets">
-<span id="iqm-vis-ui-widgets-module"></span><h2>IQM_Vis.UI.widgets module<a class="headerlink" href="#module-IQM_Vis.UI.widgets" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-widgets-module"></span><h2>IQM_Vis.UI.widgets module<a class="headerlink" href="#module-IQM_Vis.UI.widgets" title="Permalink to this heading"></a></h2>
 <p>UI create widgets</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.UI.widgets.custom_float_validator">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.widgets.</span></span><span class="sig-name descname"><span class="pre">custom_float_validator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#custom_float_validator"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.custom_float_validator" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">PyQt6.QtGui.QValidator</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">QValidator</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.widgets.custom_float_validator.validate">
-<span class="sig-name descname"><span class="pre">validate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a0</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a1</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#custom_float_validator.validate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.custom_float_validator.validate" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">validate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">int</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">QValidator.State</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span></span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#custom_float_validator.validate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.custom_float_validator.validate" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -784,7 +787,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.UI">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.UI" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.UI" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/_build/html/IQM_Vis.data_handlers.html b/docs/_build/html/IQM_Vis.data_handlers.html
index 7b75334..ecba4ee 100644
--- a/docs/_build/html/IQM_Vis.data_handlers.html
+++ b/docs/_build/html/IQM_Vis.data_handlers.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.data_handlers package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -28,11 +27,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis.data_handlers package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.data_handlers.rst.txt" rel="nofollow"> View page source</a>
@@ -84,12 +87,12 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-data-handlers-package">
-<h1>IQM_Vis.data_handlers package<a class="headerlink" href="#iqm-vis-data-handlers-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.data_handlers package<a class="headerlink" href="#iqm-vis-data-handlers-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.data_handlers.data_api">
-<span id="iqm-vis-data-handlers-data-api-module"></span><h2>IQM_Vis.data_handlers.data_api module<a class="headerlink" href="#module-IQM_Vis.data_handlers.data_api" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-data-handlers-data-api-module"></span><h2>IQM_Vis.data_handlers.data_api module<a class="headerlink" href="#module-IQM_Vis.data_handlers.data_api" title="Permalink to this heading"></a></h2>
 <p>generic image and metric data class constructor
 both use the same image for reference and transformed</p>
 <dl class="py class">
@@ -115,11 +118,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api.dataset_holder">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.data_handlers.data_api.</span></span><span class="sig-name descname"><span class="pre">dataset_holder</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image_list:</span> <span class="pre">list</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_images:</span> <span class="pre">dict</span> <span class="pre">=</span> <span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_loader=&lt;function</span> <span class="pre">load_image&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_pre_processing=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_post_processing=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_list_to_transform=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">human_exp_csv=None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api.html#dataset_holder"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api.dataset_holder" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader" title="IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader"><code class="xref py py-class docutils literal notranslate"><span class="pre">IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader</span></code></a></p>
+<dd><p>Bases: <a class="reference internal" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader" title="IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader"><code class="xref py py-class docutils literal notranslate"><span class="pre">base_dataset_loader</span></code></a></p>
 <p>Stores images and metrics to communicate with the UI via the IQM-Vis data
 API.</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image_list</strong> (<em>list</em>) – list of image file paths</p></li>
 <li><p><strong>metrics</strong> (<em>dict</em>) – dictionary with keys of the metric names and values
@@ -213,12 +216,12 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.data_handlers.data_api_abstract">
-<span id="iqm-vis-data-handlers-data-api-abstract-module"></span><h2>IQM_Vis.data_handlers.data_api_abstract module<a class="headerlink" href="#module-IQM_Vis.data_handlers.data_api_abstract" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-data-handlers-data-api-abstract-module"></span><h2>IQM_Vis.data_handlers.data_api_abstract module<a class="headerlink" href="#module-IQM_Vis.data_handlers.data_api_abstract" title="Permalink to this heading"></a></h2>
 <p>blueprint for data loader API</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api_abstract.base_dataloader">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.data_handlers.data_api_abstract.</span></span><span class="sig-name descname"><span class="pre">base_dataloader</span></span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api_abstract.html#base_dataloader"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataloader" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">abc.ABC</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_image_to_transform">
 <em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_image_to_transform</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api_abstract.html#base_dataloader.get_image_to_transform"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_image_to_transform" title="Permalink to this definition"></a></dt>
@@ -264,7 +267,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.data_handlers.data_api_abstract.</span></span><span class="sig-name descname"><span class="pre">base_dataset_loader</span></span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api_abstract.html#base_dataset_loader"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataloader" title="IQM_Vis.data_handlers.data_api_abstract.base_dataloader"><code class="xref py py-class docutils literal notranslate"><span class="pre">IQM_Vis.data_handlers.data_api_abstract.base_dataloader</span></code></a></p>
+<dd><p>Bases: <a class="reference internal" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataloader" title="IQM_Vis.data_handlers.data_api_abstract.base_dataloader"><code class="xref py py-class docutils literal notranslate"><span class="pre">base_dataloader</span></code></a></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader.get_reference_image_by_index">
 <em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_reference_image_by_index</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">index</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api_abstract.html#base_dataset_loader.get_reference_image_by_index"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader.get_reference_image_by_index" title="Permalink to this definition"></a></dt>
@@ -274,7 +277,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.data_handlers">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.data_handlers" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.data_handlers" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/_build/html/IQM_Vis.examples.html b/docs/_build/html/IQM_Vis.examples.html
index bcb5cd6..a1a5c4e 100644
--- a/docs/_build/html/IQM_Vis.examples.html
+++ b/docs/_build/html/IQM_Vis.examples.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.examples package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -28,11 +27,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.examples.rst.txt" rel="nofollow"> View page source</a>
@@ -84,9 +87,9 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-examples-package">
-<h1>IQM_Vis.examples package<a class="headerlink" href="#iqm-vis-examples-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.examples package<a class="headerlink" href="#iqm-vis-examples-package" title="Permalink to this heading"></a></h1>
 <section id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline"></a></h2>
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this heading"></a></h2>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="IQM_Vis.examples.images.html">IQM_Vis.examples.images package</a><ul>
@@ -97,10 +100,10 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 </div>
 </section>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.examples.all">
-<span id="iqm-vis-examples-all-module"></span><h2>IQM_Vis.examples.all module<a class="headerlink" href="#module-IQM_Vis.examples.all" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-all-module"></span><h2>IQM_Vis.examples.all module<a class="headerlink" href="#module-IQM_Vis.examples.all" title="Permalink to this heading"></a></h2>
 <p>run all avaiable metrics/ transforms</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.all.run">
@@ -109,7 +112,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples.dataset">
-<span id="iqm-vis-examples-dataset-module"></span><h2>IQM_Vis.examples.dataset module<a class="headerlink" href="#module-IQM_Vis.examples.dataset" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-dataset-module"></span><h2>IQM_Vis.examples.dataset module<a class="headerlink" href="#module-IQM_Vis.examples.dataset" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.dataset.run">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.dataset.</span></span><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/dataset.html#run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.dataset.run" title="Permalink to this definition"></a></dt>
@@ -117,7 +120,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples.dists">
-<span id="iqm-vis-examples-dists-module"></span><h2>IQM_Vis.examples.dists module<a class="headerlink" href="#module-IQM_Vis.examples.dists" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-dists-module"></span><h2>IQM_Vis.examples.dists module<a class="headerlink" href="#module-IQM_Vis.examples.dists" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.dists.correct">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.dists.</span></span><span class="sig-name descname"><span class="pre">correct</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">img</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">meta_dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">greycale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/dists.html#correct"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.dists.correct" title="Permalink to this definition"></a></dt>
@@ -135,7 +138,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples.experiment">
-<span id="iqm-vis-examples-experiment-module"></span><h2>IQM_Vis.examples.experiment module<a class="headerlink" href="#module-IQM_Vis.examples.experiment" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-experiment-module"></span><h2>IQM_Vis.examples.experiment module<a class="headerlink" href="#module-IQM_Vis.examples.experiment" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.experiment.run">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.experiment.</span></span><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/experiment.html#run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.experiment.run" title="Permalink to this definition"></a></dt>
@@ -143,7 +146,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples.kodak">
-<span id="iqm-vis-examples-kodak-module"></span><h2>IQM_Vis.examples.kodak module<a class="headerlink" href="#module-IQM_Vis.examples.kodak" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-kodak-module"></span><h2>IQM_Vis.examples.kodak module<a class="headerlink" href="#module-IQM_Vis.examples.kodak" title="Permalink to this heading"></a></h2>
 <p>KODAK dataset</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.kodak.run">
@@ -152,7 +155,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples.multiple">
-<span id="iqm-vis-examples-multiple-module"></span><h2>IQM_Vis.examples.multiple module<a class="headerlink" href="#module-IQM_Vis.examples.multiple" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-multiple-module"></span><h2>IQM_Vis.examples.multiple module<a class="headerlink" href="#module-IQM_Vis.examples.multiple" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.multiple.run">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.multiple.</span></span><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/multiple.html#run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.multiple.run" title="Permalink to this definition"></a></dt>
@@ -160,7 +163,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples.new_api">
-<span id="iqm-vis-examples-new-api-module"></span><h2>IQM_Vis.examples.new_api module<a class="headerlink" href="#module-IQM_Vis.examples.new_api" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-new-api-module"></span><h2>IQM_Vis.examples.new_api module<a class="headerlink" href="#module-IQM_Vis.examples.new_api" title="Permalink to this heading"></a></h2>
 <p>KODAK dataset</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.new_api.run">
@@ -169,7 +172,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples.simple">
-<span id="iqm-vis-examples-simple-module"></span><h2>IQM_Vis.examples.simple module<a class="headerlink" href="#module-IQM_Vis.examples.simple" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-examples-simple-module"></span><h2>IQM_Vis.examples.simple module<a class="headerlink" href="#module-IQM_Vis.examples.simple" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.simple.run">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.simple.</span></span><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/simple.html#run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.simple.run" title="Permalink to this definition"></a></dt>
@@ -177,7 +180,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.examples">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.examples" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.examples" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/_build/html/IQM_Vis.examples.images.html b/docs/_build/html/IQM_Vis.examples.images.html
index 4e193e3..13d6f0d 100644
--- a/docs/_build/html/IQM_Vis.examples.images.html
+++ b/docs/_build/html/IQM_Vis.examples.images.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.examples.images package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -28,11 +27,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.images package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.examples.images.rst.txt" rel="nofollow"> View page source</a>
@@ -84,9 +87,9 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-examples-images-package">
-<h1>IQM_Vis.examples.images package<a class="headerlink" href="#iqm-vis-examples-images-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.examples.images package<a class="headerlink" href="#iqm-vis-examples-images-package" title="Permalink to this heading"></a></h1>
 <section id="module-IQM_Vis.examples.images">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.examples.images" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.examples.images" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/_build/html/IQM_Vis.html b/docs/_build/html/IQM_Vis.html
index 72c088a..3bd5b38 100644
--- a/docs/_build/html/IQM_Vis.html
+++ b/docs/_build/html/IQM_Vis.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -28,11 +27,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.rst.txt" rel="nofollow"> View page source</a>
@@ -84,28 +87,230 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-package">
-<h1>IQM_Vis package<a class="headerlink" href="#iqm-vis-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis package<a class="headerlink" href="#iqm-vis-package" title="Permalink to this heading"></a></h1>
 <section id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline"></a></h2>
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this heading"></a></h2>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="IQM_Vis.UI.html">IQM_Vis.UI package</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.custom_widgets">IQM_Vis.UI.custom_widgets module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.experiment_mode">IQM_Vis.UI.experiment_mode module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.images">IQM_Vis.UI.images module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.layout">IQM_Vis.UI.layout module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.main">IQM_Vis.UI.main module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.threads">IQM_Vis.UI.threads module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.utils">IQM_Vis.UI.utils module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.widgets">IQM_Vis.UI.widgets module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.custom_widgets">IQM_Vis.UI.custom_widgets module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.custom_widgets.ClickLabel"><code class="docutils literal notranslate"><span class="pre">ClickLabel</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.custom_widgets.ClickLabel.clicked"><code class="docutils literal notranslate"><span class="pre">ClickLabel.clicked</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.custom_widgets.ClickLabel.mousePressEvent"><code class="docutils literal notranslate"><span class="pre">ClickLabel.mousePressEvent()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.custom_widgets.ProgressBar"><code class="docutils literal notranslate"><span class="pre">ProgressBar</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.experiment_mode">IQM_Vis.UI.experiment_mode module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.calc_max_comparisons"><code class="docutils literal notranslate"><span class="pre">make_experiment.calc_max_comparisons()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.change_experiment_images"><code class="docutils literal notranslate"><span class="pre">make_experiment.change_experiment_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.click_completed"><code class="docutils literal notranslate"><span class="pre">make_experiment.click_completed()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.clicked_image"><code class="docutils literal notranslate"><span class="pre">make_experiment.clicked_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.closeEvent"><code class="docutils literal notranslate"><span class="pre">make_experiment.closeEvent()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.experiment_layout"><code class="docutils literal notranslate"><span class="pre">make_experiment.experiment_layout()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.finish_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment.finish_experiment()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.get_all_images"><code class="docutils literal notranslate"><span class="pre">make_experiment.get_all_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.get_metric_scores"><code class="docutils literal notranslate"><span class="pre">make_experiment.get_metric_scores()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.get_single_transform_im"><code class="docutils literal notranslate"><span class="pre">make_experiment.get_single_transform_im()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.init_style"><code class="docutils literal notranslate"><span class="pre">make_experiment.init_style()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.partition"><code class="docutils literal notranslate"><span class="pre">make_experiment.partition()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.quick_sort"><code class="docutils literal notranslate"><span class="pre">make_experiment.quick_sort()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.quit"><code class="docutils literal notranslate"><span class="pre">make_experiment.quit()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.reset_clicked_image"><code class="docutils literal notranslate"><span class="pre">make_experiment.reset_clicked_image</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.reset_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment.reset_experiment()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.save_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment.save_experiment()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.saved_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment.saved_experiment</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.setup_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment.setup_experiment()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.show_all_images"><code class="docutils literal notranslate"><span class="pre">make_experiment.show_all_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.start_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment.start_experiment()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.swap_inds"><code class="docutils literal notranslate"><span class="pre">make_experiment.swap_inds()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.toggle_experiment"><code class="docutils literal notranslate"><span class="pre">make_experiment.toggle_experiment()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black"><code class="docutils literal notranslate"><span class="pre">reset_image_widget_to_black</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black.change_to_solid"><code class="docutils literal notranslate"><span class="pre">reset_image_widget_to_black.change_to_solid()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black.completed"><code class="docutils literal notranslate"><span class="pre">reset_image_widget_to_black.completed</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black.stop"><code class="docutils literal notranslate"><span class="pre">reset_image_widget_to_black.stop()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.sort_list"><code class="docutils literal notranslate"><span class="pre">sort_list()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.images">IQM_Vis.UI.images module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images"><code class="docutils literal notranslate"><span class="pre">images</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_data"><code class="docutils literal notranslate"><span class="pre">images.change_data()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_data_click_im"><code class="docutils literal notranslate"><span class="pre">images.change_data_click_im()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_metric_correlations_graph"><code class="docutils literal notranslate"><span class="pre">images.change_metric_correlations_graph()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_metric_range_graph"><code class="docutils literal notranslate"><span class="pre">images.change_metric_range_graph()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_preview_images"><code class="docutils literal notranslate"><span class="pre">images.change_preview_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_to_data_num"><code class="docutils literal notranslate"><span class="pre">images.change_to_data_num()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_to_specific_trans"><code class="docutils literal notranslate"><span class="pre">images.change_to_specific_trans()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.completed_range_results"><code class="docutils literal notranslate"><span class="pre">images.completed_range_results()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_images"><code class="docutils literal notranslate"><span class="pre">images.display_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metric_correlation_plot"><code class="docutils literal notranslate"><span class="pre">images.display_metric_correlation_plot()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metric_images"><code class="docutils literal notranslate"><span class="pre">images.display_metric_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metric_range_plot"><code class="docutils literal notranslate"><span class="pre">images.display_metric_range_plot()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metrics"><code class="docutils literal notranslate"><span class="pre">images.display_metrics()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metrics_graph"><code class="docutils literal notranslate"><span class="pre">images.display_metrics_graph()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metrics_text"><code class="docutils literal notranslate"><span class="pre">images.display_metrics_text()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_radar_plots"><code class="docutils literal notranslate"><span class="pre">images.display_radar_plots()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.get_metrics_over_all_trans_with_init_values"><code class="docutils literal notranslate"><span class="pre">images.get_metrics_over_all_trans_with_init_values()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.init_worker_thread"><code class="docutils literal notranslate"><span class="pre">images.init_worker_thread()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.load_experiment_from_dir"><code class="docutils literal notranslate"><span class="pre">images.load_experiment_from_dir()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.load_human_experiment"><code class="docutils literal notranslate"><span class="pre">images.load_human_experiment()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.load_new_images_folder"><code class="docutils literal notranslate"><span class="pre">images.load_new_images_folder()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.load_new_single_image"><code class="docutils literal notranslate"><span class="pre">images.load_new_single_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_metric_range_mlp"><code class="docutils literal notranslate"><span class="pre">images.plot_metric_range_mlp()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_radar_graph"><code class="docutils literal notranslate"><span class="pre">images.plot_radar_graph()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_radar_mlp"><code class="docutils literal notranslate"><span class="pre">images.plot_radar_mlp()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.redo_plots"><code class="docutils literal notranslate"><span class="pre">images.redo_plots()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.request_range_work"><code class="docutils literal notranslate"><span class="pre">images.request_range_work</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.set_preview_images"><code class="docutils literal notranslate"><span class="pre">images.set_preview_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.set_save_dir_mpl"><code class="docutils literal notranslate"><span class="pre">images.set_save_dir_mpl()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.stopped_range_worker"><code class="docutils literal notranslate"><span class="pre">images.stopped_range_worker()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.update_datastore_image_list"><code class="docutils literal notranslate"><span class="pre">images.update_datastore_image_list()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.view_correlation_instance"><code class="docutils literal notranslate"><span class="pre">images.view_correlation_instance</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.images.message_on_plot"><code class="docutils literal notranslate"><span class="pre">message_on_plot()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.layout">IQM_Vis.UI.layout module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.layout.layout"><code class="docutils literal notranslate"><span class="pre">layout</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.layout.layout.init_layout"><code class="docutils literal notranslate"><span class="pre">layout.init_layout()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.layout.layout.init_style"><code class="docutils literal notranslate"><span class="pre">layout.init_style()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.main">IQM_Vis.UI.main module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app"><code class="docutils literal notranslate"><span class="pre">make_app</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.change_save_folder"><code class="docutils literal notranslate"><span class="pre">make_app.change_save_folder()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.clear_all_cache_data"><code class="docutils literal notranslate"><span class="pre">make_app.clear_all_cache_data()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.closeEvent"><code class="docutils literal notranslate"><span class="pre">make_app.closeEvent()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.construct_UI"><code class="docutils literal notranslate"><span class="pre">make_app.construct_UI()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.get_menu_checkboxes"><code class="docutils literal notranslate"><span class="pre">make_app.get_menu_checkboxes()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.load_all_metric_images"><code class="docutils literal notranslate"><span class="pre">make_app.load_all_metric_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.load_all_metrics"><code class="docutils literal notranslate"><span class="pre">make_app.load_all_metrics()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.load_all_transforms"><code class="docutils literal notranslate"><span class="pre">make_app.load_all_transforms()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.make_menu"><code class="docutils literal notranslate"><span class="pre">make_app.make_menu()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.make_status_bar"><code class="docutils literal notranslate"><span class="pre">make_app.make_status_bar()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.quit"><code class="docutils literal notranslate"><span class="pre">make_app.quit()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.reset_correlation_data"><code class="docutils literal notranslate"><span class="pre">make_app.reset_correlation_data()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.main.set_checked_menu_from_iterable"><code class="docutils literal notranslate"><span class="pre">set_checked_menu_from_iterable()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.threads">IQM_Vis.UI.threads module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker"><code class="docutils literal notranslate"><span class="pre">get_range_results_worker</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.completed"><code class="docutils literal notranslate"><span class="pre">get_range_results_worker.completed</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.current_image"><code class="docutils literal notranslate"><span class="pre">get_range_results_worker.current_image</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.do_work"><code class="docutils literal notranslate"><span class="pre">get_range_results_worker.do_work()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.progress"><code class="docutils literal notranslate"><span class="pre">get_range_results_worker.progress</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.stop"><code class="docutils literal notranslate"><span class="pre">get_range_results_worker.stop()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.stopped"><code class="docutils literal notranslate"><span class="pre">get_range_results_worker.stopped</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.utils">IQM_Vis.UI.utils module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.utils.add_layout_to_tab"><code class="docutils literal notranslate"><span class="pre">add_layout_to_tab()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI.widgets">IQM_Vis.UI.widgets module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.custom_float_validator"><code class="docutils literal notranslate"><span class="pre">custom_float_validator</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.custom_float_validator.validate"><code class="docutils literal notranslate"><span class="pre">custom_float_validator.validate()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.get_float_validator"><code class="docutils literal notranslate"><span class="pre">get_float_validator()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.is_almost_float"><code class="docutils literal notranslate"><span class="pre">is_almost_float()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.is_float"><code class="docutils literal notranslate"><span class="pre">is_float()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.make_float_from_text"><code class="docutils literal notranslate"><span class="pre">make_float_from_text()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets"><code class="docutils literal notranslate"><span class="pre">widgets</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_display_im_display_brightness"><code class="docutils literal notranslate"><span class="pre">widgets.change_display_im_display_brightness()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_display_im_rgb_brightness"><code class="docutils literal notranslate"><span class="pre">widgets.change_display_im_rgb_brightness()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_display_im_size"><code class="docutils literal notranslate"><span class="pre">widgets.change_display_im_size()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_graph_size"><code class="docutils literal notranslate"><span class="pre">widgets.change_graph_size()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_human_scores_after_exp"><code class="docutils literal notranslate"><span class="pre">widgets.change_human_scores_after_exp()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_num_steps"><code class="docutils literal notranslate"><span class="pre">widgets.change_num_steps()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_plot_lims"><code class="docutils literal notranslate"><span class="pre">widgets.change_plot_lims()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_post_processing"><code class="docutils literal notranslate"><span class="pre">widgets.change_post_processing()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_pre_processing"><code class="docutils literal notranslate"><span class="pre">widgets.change_pre_processing()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_text_exp_trans"><code class="docutils literal notranslate"><span class="pre">widgets.change_text_exp_trans()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_text_export_trans"><code class="docutils literal notranslate"><span class="pre">widgets.change_text_export_trans()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.colour_lineedit"><code class="docutils literal notranslate"><span class="pre">widgets.colour_lineedit()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.disable_settings_button"><code class="docutils literal notranslate"><span class="pre">widgets.disable_settings_button()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.display_slider_num"><code class="docutils literal notranslate"><span class="pre">widgets.display_slider_num()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.edit_slider_vals"><code class="docutils literal notranslate"><span class="pre">widgets.edit_slider_vals()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.enable_settings_button"><code class="docutils literal notranslate"><span class="pre">widgets.enable_settings_button()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.export_trans_images"><code class="docutils literal notranslate"><span class="pre">widgets.export_trans_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.generic_value_change"><code class="docutils literal notranslate"><span class="pre">widgets.generic_value_change()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.init_widgets"><code class="docutils literal notranslate"><span class="pre">widgets.init_widgets()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.launch_experiment"><code class="docutils literal notranslate"><span class="pre">widgets.launch_experiment()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.make_slider_range"><code class="docutils literal notranslate"><span class="pre">widgets.make_slider_range()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.open_mlp_new"><code class="docutils literal notranslate"><span class="pre">widgets.open_mlp_new()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.reset_slider_group"><code class="docutils literal notranslate"><span class="pre">widgets.reset_slider_group()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.reset_sliders"><code class="docutils literal notranslate"><span class="pre">widgets.reset_sliders()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.set_image_name_text"><code class="docutils literal notranslate"><span class="pre">widgets.set_image_name_text()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.update_image_settings"><code class="docutils literal notranslate"><span class="pre">widgets.update_image_settings()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.update_progress"><code class="docutils literal notranslate"><span class="pre">widgets.update_progress()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.update_status_bar"><code class="docutils literal notranslate"><span class="pre">widgets.update_status_bar()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.UI.html#module-IQM_Vis.UI">Module contents</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="IQM_Vis.data_handlers.html">IQM_Vis.data_handlers package</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.data_handlers.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.data_handlers.html#module-IQM_Vis.data_handlers.data_api">IQM_Vis.data_handlers.data_api module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.data_handlers.html#module-IQM_Vis.data_handlers.data_api_abstract">IQM_Vis.data_handlers.data_api_abstract module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.data_handlers.html#module-IQM_Vis.data_handlers.data_api">IQM_Vis.data_handlers.data_api module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_metric_call"><code class="docutils literal notranslate"><span class="pre">cache_metric_call</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_metric_call.__call__"><code class="docutils literal notranslate"><span class="pre">cache_metric_call.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_tracked"><code class="docutils literal notranslate"><span class="pre">cache_tracked()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder"><code class="docutils literal notranslate"><span class="pre">dataset_holder</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.add_metric"><code class="docutils literal notranslate"><span class="pre">dataset_holder.add_metric()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.add_metric_image"><code class="docutils literal notranslate"><span class="pre">dataset_holder.add_metric_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.clear_all_cache"><code class="docutils literal notranslate"><span class="pre">dataset_holder.clear_all_cache()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_image_dataset_list"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_image_dataset_list()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_image_to_transform"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_image_to_transform()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_image_to_transform_name"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_image_to_transform_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_metric_images"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_metric_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_metrics"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_metrics()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_reference_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_by_index"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_reference_image_by_index()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_name"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_reference_image_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_unprocessed"><code class="docutils literal notranslate"><span class="pre">dataset_holder.get_reference_unprocessed()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.load_image_list"><code class="docutils literal notranslate"><span class="pre">dataset_holder.load_image_list()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.get_image_name"><code class="docutils literal notranslate"><span class="pre">get_image_name()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.data_handlers.html#module-IQM_Vis.data_handlers.data_api_abstract">IQM_Vis.data_handlers.data_api_abstract module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader"><code class="docutils literal notranslate"><span class="pre">base_dataloader</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_image_to_transform"><code class="docutils literal notranslate"><span class="pre">base_dataloader.get_image_to_transform()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_image_to_transform_name"><code class="docutils literal notranslate"><span class="pre">base_dataloader.get_image_to_transform_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_metric_images"><code class="docutils literal notranslate"><span class="pre">base_dataloader.get_metric_images()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_metrics"><code class="docutils literal notranslate"><span class="pre">base_dataloader.get_metrics()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_reference_image"><code class="docutils literal notranslate"><span class="pre">base_dataloader.get_reference_image()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_reference_image_name"><code class="docutils literal notranslate"><span class="pre">base_dataloader.get_reference_image_name()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.metric_images"><code class="docutils literal notranslate"><span class="pre">base_dataloader.metric_images</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.metrics"><code class="docutils literal notranslate"><span class="pre">base_dataloader.metrics</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader"><code class="docutils literal notranslate"><span class="pre">base_dataset_loader</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader.get_reference_image_by_index"><code class="docutils literal notranslate"><span class="pre">base_dataset_loader.get_reference_image_by_index()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.data_handlers.html#module-IQM_Vis.data_handlers">Module contents</a></li>
 </ul>
 </li>
@@ -118,14 +323,40 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.all">IQM_Vis.examples.all module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.dataset">IQM_Vis.examples.dataset module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.dists">IQM_Vis.examples.dists module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.experiment">IQM_Vis.examples.experiment module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.kodak">IQM_Vis.examples.kodak module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.multiple">IQM_Vis.examples.multiple module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.new_api">IQM_Vis.examples.new_api module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.simple">IQM_Vis.examples.simple module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.all">IQM_Vis.examples.all module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.all.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.dataset">IQM_Vis.examples.dataset module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.dataset.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.dists">IQM_Vis.examples.dists module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.dists.correct"><code class="docutils literal notranslate"><span class="pre">correct()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.dists.load_and_calibrate_image"><code class="docutils literal notranslate"><span class="pre">load_and_calibrate_image()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.dists.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.experiment">IQM_Vis.examples.experiment module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.experiment.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.kodak">IQM_Vis.examples.kodak module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.kodak.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.multiple">IQM_Vis.examples.multiple module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.multiple.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.new_api">IQM_Vis.examples.new_api module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.new_api.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.simple">IQM_Vis.examples.simple module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.examples.html#IQM_Vis.examples.simple.run"><code class="docutils literal notranslate"><span class="pre">run()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples">Module contents</a></li>
 </ul>
 </li>
@@ -141,26 +372,177 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 </li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#submodules">Submodules</a></li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.metric_utils">IQM_Vis.metrics.metric_utils module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.non_perceptual">IQM_Vis.metrics.non_perceptual module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.perceptual_DL">IQM_Vis.metrics.perceptual_DL module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.perceptual_trad">IQM_Vis.metrics.perceptual_trad module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics">Module contents</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.non_perceptual">IQM_Vis.metrics.non_perceptual module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MAE"><code class="docutils literal notranslate"><span class="pre">MAE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MAE.__call__"><code class="docutils literal notranslate"><span class="pre">MAE.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MSE"><code class="docutils literal notranslate"><span class="pre">MSE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MSE.__call__"><code class="docutils literal notranslate"><span class="pre">MSE.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.RMSE"><code class="docutils literal notranslate"><span class="pre">RMSE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.RMSE.__call__"><code class="docutils literal notranslate"><span class="pre">RMSE.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.one_over_PSNR"><code class="docutils literal notranslate"><span class="pre">one_over_PSNR</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.one_over_PSNR.__call__"><code class="docutils literal notranslate"><span class="pre">one_over_PSNR.__call__()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.perceptual_DL">IQM_Vis.metrics.perceptual_DL module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.DISTS"><code class="docutils literal notranslate"><span class="pre">DISTS</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.DISTS.__call__"><code class="docutils literal notranslate"><span class="pre">DISTS.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.LPIPS"><code class="docutils literal notranslate"><span class="pre">LPIPS</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.LPIPS.__call__"><code class="docutils literal notranslate"><span class="pre">LPIPS.__call__()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.perceptual_trad">IQM_Vis.metrics.perceptual_trad module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.MS_SSIM"><code class="docutils literal notranslate"><span class="pre">MS_SSIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.MS_SSIM.__call__"><code class="docutils literal notranslate"><span class="pre">MS_SSIM.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.NLPD"><code class="docutils literal notranslate"><span class="pre">NLPD</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.NLPD.__call__"><code class="docutils literal notranslate"><span class="pre">NLPD.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.SSIM"><code class="docutils literal notranslate"><span class="pre">SSIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.SSIM.__call__"><code class="docutils literal notranslate"><span class="pre">SSIM.__call__()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.html#module-IQM_Vis.metrics">Module contents</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.get_all_IQM_params"><code class="docutils literal notranslate"><span class="pre">get_all_IQM_params()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.get_all_metric_images"><code class="docutils literal notranslate"><span class="pre">get_all_metric_images()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.html#IQM_Vis.metrics.get_all_metrics"><code class="docutils literal notranslate"><span class="pre">get_all_metrics()</span></code></a></li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="IQM_Vis.transforms.html">IQM_Vis.transforms package</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms.additive_noise">IQM_Vis.transforms.additive_noise module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms.affine">IQM_Vis.transforms.affine module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms.effects">IQM_Vis.transforms.effects module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms">Module contents</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms.additive_noise">IQM_Vis.transforms.additive_noise module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.additive_noise.Gaussian_noise"><code class="docutils literal notranslate"><span class="pre">Gaussian_noise</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.additive_noise.noise_hypersphere"><code class="docutils literal notranslate"><span class="pre">noise_hypersphere</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.additive_noise.salt_and_pepper_noise"><code class="docutils literal notranslate"><span class="pre">salt_and_pepper_noise()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms.affine">IQM_Vis.transforms.affine module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.affine.rotation"><code class="docutils literal notranslate"><span class="pre">rotation()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.affine.x_shift"><code class="docutils literal notranslate"><span class="pre">x_shift()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.affine.y_shift"><code class="docutils literal notranslate"><span class="pre">y_shift()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.affine.zoom_image"><code class="docutils literal notranslate"><span class="pre">zoom_image()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms.effects">IQM_Vis.transforms.effects module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.binary_threshold"><code class="docutils literal notranslate"><span class="pre">binary_threshold()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.blur"><code class="docutils literal notranslate"><span class="pre">blur()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.brightness"><code class="docutils literal notranslate"><span class="pre">brightness()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.brightness_hsv"><code class="docutils literal notranslate"><span class="pre">brightness_hsv()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.contrast"><code class="docutils literal notranslate"><span class="pre">contrast()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.hue"><code class="docutils literal notranslate"><span class="pre">hue()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.jpeg_compression"><code class="docutils literal notranslate"><span class="pre">jpeg_compression()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.effects.saturation"><code class="docutils literal notranslate"><span class="pre">saturation()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.transforms.html#module-IQM_Vis.transforms">Module contents</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.transforms.html#IQM_Vis.transforms.get_all_transforms"><code class="docutils literal notranslate"><span class="pre">get_all_transforms()</span></code></a></li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="IQM_Vis.utils.html">IQM_Vis.utils package</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.gui_utils">IQM_Vis.utils.gui_utils module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.image_utils">IQM_Vis.utils.image_utils module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.plot_utils">IQM_Vis.utils.plot_utils module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.save_utils">IQM_Vis.utils.save_utils module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.gui_utils">IQM_Vis.utils.gui_utils module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.MplCanvas"><code class="docutils literal notranslate"><span class="pre">MplCanvas</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.change_im"><code class="docutils literal notranslate"><span class="pre">change_im()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.get_image_pair_name"><code class="docutils literal notranslate"><span class="pre">get_image_pair_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.get_metric_image_name"><code class="docutils literal notranslate"><span class="pre">get_metric_image_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.get_resolutions"><code class="docutils literal notranslate"><span class="pre">get_resolutions()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.get_trans_dict_from_str"><code class="docutils literal notranslate"><span class="pre">get_trans_dict_from_str()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.get_transformed_image_name"><code class="docutils literal notranslate"><span class="pre">get_transformed_image_name()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.str_to_len"><code class="docutils literal notranslate"><span class="pre">str_to_len()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.image_utils">IQM_Vis.utils.image_utils module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.calibrate_brightness"><code class="docutils literal notranslate"><span class="pre">calibrate_brightness()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.crop_centre"><code class="docutils literal notranslate"><span class="pre">crop_centre()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.get_transform_image"><code class="docutils literal notranslate"><span class="pre">get_transform_image()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.load_image"><code class="docutils literal notranslate"><span class="pre">load_image()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.resize_image"><code class="docutils literal notranslate"><span class="pre">resize_image()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.resize_to_longest_side"><code class="docutils literal notranslate"><span class="pre">resize_to_longest_side()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.save_image"><code class="docutils literal notranslate"><span class="pre">save_image()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.plot_utils">IQM_Vis.utils.plot_utils module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.bar_plotter"><code class="docutils literal notranslate"><span class="pre">bar_plotter</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.bar_plotter.plot"><code class="docutils literal notranslate"><span class="pre">bar_plotter.plot()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.bar_plotter.set_plot_lims"><code class="docutils literal notranslate"><span class="pre">bar_plotter.set_plot_lims()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.bar_plotter.set_style"><code class="docutils literal notranslate"><span class="pre">bar_plotter.set_style()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.bar_plotter.show"><code class="docutils literal notranslate"><span class="pre">bar_plotter.show()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.click_scatter"><code class="docutils literal notranslate"><span class="pre">click_scatter()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.compute_metric_for_human_correlation"><code class="docutils literal notranslate"><span class="pre">compute_metric_for_human_correlation()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.compute_metrics_over_range"><code class="docutils literal notranslate"><span class="pre">compute_metrics_over_range()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.compute_metrics_over_range_single_trans"><code class="docutils literal notranslate"><span class="pre">compute_metrics_over_range_single_trans()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_all_single_transform_params"><code class="docutils literal notranslate"><span class="pre">get_all_single_transform_params()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_all_slider_values"><code class="docutils literal notranslate"><span class="pre">get_all_slider_values()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_correlation_plot"><code class="docutils literal notranslate"><span class="pre">get_correlation_plot()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_radar_plots_avg_plots"><code class="docutils literal notranslate"><span class="pre">get_radar_plots_avg_plots()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_transform_range_plots"><code class="docutils literal notranslate"><span class="pre">get_transform_range_plots()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.hover_scatter"><code class="docutils literal notranslate"><span class="pre">hover_scatter()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.line_plotter"><code class="docutils literal notranslate"><span class="pre">line_plotter</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.line_plotter.plot"><code class="docutils literal notranslate"><span class="pre">line_plotter.plot()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.line_plotter.set_plot_lims"><code class="docutils literal notranslate"><span class="pre">line_plotter.set_plot_lims()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.line_plotter.set_style"><code class="docutils literal notranslate"><span class="pre">line_plotter.set_style()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.line_plotter.show"><code class="docutils literal notranslate"><span class="pre">line_plotter.show()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.radar_plotter"><code class="docutils literal notranslate"><span class="pre">radar_plotter</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.radar_plotter.plot"><code class="docutils literal notranslate"><span class="pre">radar_plotter.plot()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.radar_plotter.set_plot_lims"><code class="docutils literal notranslate"><span class="pre">radar_plotter.set_plot_lims()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.radar_plotter.set_style"><code class="docutils literal notranslate"><span class="pre">radar_plotter.set_style()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.radar_plotter.show"><code class="docutils literal notranslate"><span class="pre">radar_plotter.show()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.scatter_plotter"><code class="docutils literal notranslate"><span class="pre">scatter_plotter</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.scatter_plotter.plot"><code class="docutils literal notranslate"><span class="pre">scatter_plotter.plot()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.scatter_plotter.set_plot_lims"><code class="docutils literal notranslate"><span class="pre">scatter_plotter.set_plot_lims()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.scatter_plotter.set_style"><code class="docutils literal notranslate"><span class="pre">scatter_plotter.set_style()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.scatter_plotter.show"><code class="docutils literal notranslate"><span class="pre">scatter_plotter.show()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.update_annot"><code class="docutils literal notranslate"><span class="pre">update_annot()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils.save_utils">IQM_Vis.utils.save_utils module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.DEFAULT_SAVE_DIR"><code class="docutils literal notranslate"><span class="pre">DEFAULT_SAVE_DIR</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_IQM_file"><code class="docutils literal notranslate"><span class="pre">get_IQM_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_human_scores_file"><code class="docutils literal notranslate"><span class="pre">get_human_scores_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_human_times_file"><code class="docutils literal notranslate"><span class="pre">get_human_times_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_image_name_from_human_scores"><code class="docutils literal notranslate"><span class="pre">get_image_name_from_human_scores()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_image_processing_file"><code class="docutils literal notranslate"><span class="pre">get_image_processing_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_original_image_file"><code class="docutils literal notranslate"><span class="pre">get_original_image_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_original_unprocessed_image_file"><code class="docutils literal notranslate"><span class="pre">get_original_unprocessed_image_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_transform_functions_file"><code class="docutils literal notranslate"><span class="pre">get_transform_functions_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_transform_params_file"><code class="docutils literal notranslate"><span class="pre">get_transform_params_file()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.load_json_dict"><code class="docutils literal notranslate"><span class="pre">load_json_dict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.load_obj"><code class="docutils literal notranslate"><span class="pre">load_obj()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.make_name_for_trans"><code class="docutils literal notranslate"><span class="pre">make_name_for_trans()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_and_merge_df_as_csv"><code class="docutils literal notranslate"><span class="pre">save_and_merge_df_as_csv()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_df_as_csv"><code class="docutils literal notranslate"><span class="pre">save_df_as_csv()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_experiment_results"><code class="docutils literal notranslate"><span class="pre">save_experiment_results()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_json_dict"><code class="docutils literal notranslate"><span class="pre">save_json_dict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_obj"><code class="docutils literal notranslate"><span class="pre">save_obj()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.utils.html#module-IQM_Vis.utils">Module contents</a></li>
 </ul>
 </li>
@@ -168,10 +550,10 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 </div>
 </section>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.ui_wrapper">
-<span id="iqm-vis-ui-wrapper-module"></span><h2>IQM_Vis.ui_wrapper module<a class="headerlink" href="#module-IQM_Vis.ui_wrapper" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-ui-wrapper-module"></span><h2>IQM_Vis.ui_wrapper module<a class="headerlink" href="#module-IQM_Vis.ui_wrapper" title="Permalink to this heading"></a></h2>
 <p>API to access making the PyQt6 UI for IQM-Vis
 TODO: write docs on example usage/ what inputs etc. and what attributes that the data_store class needs</p>
 <dl class="py function">
@@ -213,10 +595,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.version">
-<span id="iqm-vis-version-module"></span><h2>IQM_Vis.version module<a class="headerlink" href="#module-IQM_Vis.version" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-version-module"></span><h2>IQM_Vis.version module<a class="headerlink" href="#module-IQM_Vis.version" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/_build/html/IQM_Vis.metrics.SSIM.html b/docs/_build/html/IQM_Vis.metrics.SSIM.html
index bb745e6..6de0626 100644
--- a/docs/_build/html/IQM_Vis.metrics.SSIM.html
+++ b/docs/_build/html/IQM_Vis.metrics.SSIM.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.metrics.SSIM package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -29,11 +28,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -90,7 +93,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="IQM_Vis.metrics.html">IQM_Vis.metrics package</a></li>
       <li class="breadcrumb-item active">IQM_Vis.metrics.SSIM package</li>
       <li class="wy-breadcrumbs-aside">
@@ -103,19 +106,19 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-metrics-ssim-package">
-<h1>IQM_Vis.metrics.SSIM package<a class="headerlink" href="#iqm-vis-metrics-ssim-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.metrics.SSIM package<a class="headerlink" href="#iqm-vis-metrics-ssim-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.metrics.SSIM.ssim">
-<span id="iqm-vis-metrics-ssim-ssim-module"></span><h2>IQM_Vis.metrics.SSIM.ssim module<a class="headerlink" href="#module-IQM_Vis.metrics.SSIM.ssim" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-metrics-ssim-ssim-module"></span><h2>IQM_Vis.metrics.SSIM.ssim module<a class="headerlink" href="#module-IQM_Vis.metrics.SSIM.ssim" title="Permalink to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.SSIM.ssim.MS_SSIM">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">MS_SSIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spatial_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#MS_SSIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.MS_SSIM" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.modules.module.Module</span></code></p>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">MS_SSIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spatial_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#MS_SSIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.MS_SSIM" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.SSIM.ssim.MS_SSIM.forward">
-<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">torch.Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#MS_SSIM.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.MS_SSIM.forward" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#MS_SSIM.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.MS_SSIM.forward" title="Permalink to this definition"></a></dt>
 <dd><p>Defines the computation performed at every call.</p>
 <p>Should be overridden by all subclasses.</p>
 <div class="admonition note">
@@ -136,11 +139,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.SSIM.ssim.SSIM">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">SSIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spatial_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nonnegative_ssim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#SSIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.SSIM" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">torch.nn.modules.module.Module</span></code></p>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">SSIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">channel</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spatial_dims</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nonnegative_ssim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#SSIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.SSIM" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Module</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.SSIM.ssim.SSIM.forward">
-<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">torch.Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#SSIM.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.SSIM.forward" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forward</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#SSIM.forward"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.SSIM.forward" title="Permalink to this definition"></a></dt>
 <dd><p>Defines the computation performed at every call.</p>
 <p>Should be overridden by all subclasses.</p>
 <div class="admonition note">
@@ -161,17 +164,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.SSIM.ssim.gaussian_filter">
-<span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">gaussian_filter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">torch.Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#gaussian_filter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.gaussian_filter" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">gaussian_filter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#gaussian_filter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.gaussian_filter" title="Permalink to this definition"></a></dt>
 <dd><p>Blur input with 1-D kernel
 :param input: a batch of tensors to be blurred
 :type input: torch.Tensor
 :param window: 1-D gauss kernel
 :type window: torch.Tensor</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>blurred tensors</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>torch.Tensor</p>
 </dd>
 </dl>
@@ -179,7 +182,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.SSIM.ssim.ms_ssim">
-<span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">ms_ssim</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">torch.Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#ms_ssim"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.ms_ssim" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">ms_ssim</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weights</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#ms_ssim"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.ms_ssim" title="Permalink to this definition"></a></dt>
 <dd><p>interface of ms-ssim
 :param X: a batch of images, (N,C,[T,]H,W)
 :type X: torch.Tensor
@@ -198,10 +201,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 :param K: scalar constants (K1, K2). Try a larger K2 constant (e.g. 0.4) if you get a negative or NaN results.
 :type K: list or tuple, optional</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>ms-ssim results</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>torch.Tensor</p>
 </dd>
 </dl>
@@ -209,7 +212,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.SSIM.ssim.ssim">
-<span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">ssim</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">torch.Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">torch.Tensor</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nonnegative_ssim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">torch.Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#ssim"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.ssim" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.SSIM.ssim.</span></span><span class="sig-name descname"><span class="pre">ssim</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Y</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_range</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">255</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size_average</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">11</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win_sigma</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">win</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tensor</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">K</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Tuple</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">float</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">float</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">(0.01,</span> <span class="pre">0.03)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nonnegative_ssim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Tensor</span></span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/SSIM/ssim.html#ssim"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.SSIM.ssim.ssim" title="Permalink to this definition"></a></dt>
 <dd><p>interface of ssim
 :param X: a batch of images, (N,C,H,W)
 :type X: torch.Tensor
@@ -228,10 +231,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 :param nonnegative_ssim: force the ssim response to be nonnegative with relu
 :type nonnegative_ssim: bool, optional</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>ssim results</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>torch.Tensor</p>
 </dd>
 </dl>
@@ -239,7 +242,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.metrics.SSIM">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.metrics.SSIM" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.metrics.SSIM" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/_build/html/IQM_Vis.metrics.html b/docs/_build/html/IQM_Vis.metrics.html
index 23204b1..09e2aea 100644
--- a/docs/_build/html/IQM_Vis.metrics.html
+++ b/docs/_build/html/IQM_Vis.metrics.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.metrics package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -30,11 +29,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -65,10 +68,57 @@
 </li>
 <li class="toctree-l2"><a class="reference internal" href="#submodules">Submodules</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics.metric_utils">IQM_Vis.metrics.metric_utils module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics.non_perceptual">IQM_Vis.metrics.non_perceptual module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics.perceptual_DL">IQM_Vis.metrics.perceptual_DL module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics.perceptual_trad">IQM_Vis.metrics.perceptual_trad module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics">Module contents</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics.non_perceptual">IQM_Vis.metrics.non_perceptual module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.MAE"><code class="docutils literal notranslate"><span class="pre">MAE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.MAE.__call__"><code class="docutils literal notranslate"><span class="pre">MAE.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.MSE"><code class="docutils literal notranslate"><span class="pre">MSE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.MSE.__call__"><code class="docutils literal notranslate"><span class="pre">MSE.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.RMSE"><code class="docutils literal notranslate"><span class="pre">RMSE</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.RMSE.__call__"><code class="docutils literal notranslate"><span class="pre">RMSE.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.one_over_PSNR"><code class="docutils literal notranslate"><span class="pre">one_over_PSNR</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.non_perceptual.one_over_PSNR.__call__"><code class="docutils literal notranslate"><span class="pre">one_over_PSNR.__call__()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics.perceptual_DL">IQM_Vis.metrics.perceptual_DL module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_DL.DISTS"><code class="docutils literal notranslate"><span class="pre">DISTS</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_DL.DISTS.__call__"><code class="docutils literal notranslate"><span class="pre">DISTS.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_DL.LPIPS"><code class="docutils literal notranslate"><span class="pre">LPIPS</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_DL.LPIPS.__call__"><code class="docutils literal notranslate"><span class="pre">LPIPS.__call__()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics.perceptual_trad">IQM_Vis.metrics.perceptual_trad module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_trad.MS_SSIM"><code class="docutils literal notranslate"><span class="pre">MS_SSIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_trad.MS_SSIM.__call__"><code class="docutils literal notranslate"><span class="pre">MS_SSIM.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_trad.NLPD"><code class="docutils literal notranslate"><span class="pre">NLPD</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_trad.NLPD.__call__"><code class="docutils literal notranslate"><span class="pre">NLPD.__call__()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_trad.SSIM"><code class="docutils literal notranslate"><span class="pre">SSIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#IQM_Vis.metrics.perceptual_trad.SSIM.__call__"><code class="docutils literal notranslate"><span class="pre">SSIM.__call__()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#module-IQM_Vis.metrics">Module contents</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.get_all_IQM_params"><code class="docutils literal notranslate"><span class="pre">get_all_IQM_params()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.get_all_metric_images"><code class="docutils literal notranslate"><span class="pre">get_all_metric_images()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#IQM_Vis.metrics.get_all_metrics"><code class="docutils literal notranslate"><span class="pre">get_all_metrics()</span></code></a></li>
+</ul>
+</li>
 </ul>
 </li>
 </ul>
@@ -86,7 +136,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis.metrics package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.metrics.rst.txt" rel="nofollow"> View page source</a>
@@ -98,14 +148,29 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-metrics-package">
-<h1>IQM_Vis.metrics package<a class="headerlink" href="#iqm-vis-metrics-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.metrics package<a class="headerlink" href="#iqm-vis-metrics-package" title="Permalink to this heading"></a></h1>
 <section id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline"></a></h2>
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this heading"></a></h2>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html">IQM_Vis.metrics.SSIM package</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#module-IQM_Vis.metrics.SSIM.ssim">IQM_Vis.metrics.SSIM.ssim module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#module-IQM_Vis.metrics.SSIM.ssim">IQM_Vis.metrics.SSIM.ssim module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.MS_SSIM"><code class="docutils literal notranslate"><span class="pre">MS_SSIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.MS_SSIM.forward"><code class="docutils literal notranslate"><span class="pre">MS_SSIM.forward()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.MS_SSIM.training"><code class="docutils literal notranslate"><span class="pre">MS_SSIM.training</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.SSIM"><code class="docutils literal notranslate"><span class="pre">SSIM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.SSIM.forward"><code class="docutils literal notranslate"><span class="pre">SSIM.forward()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.SSIM.training"><code class="docutils literal notranslate"><span class="pre">SSIM.training</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.gaussian_filter"><code class="docutils literal notranslate"><span class="pre">gaussian_filter()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.ms_ssim"><code class="docutils literal notranslate"><span class="pre">ms_ssim()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.ssim"><code class="docutils literal notranslate"><span class="pre">ssim()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.metrics.SSIM.html#module-IQM_Vis.metrics.SSIM">Module contents</a></li>
 </ul>
 </li>
@@ -113,14 +178,14 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 </div>
 </section>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.metrics.metric_utils">
-<span id="iqm-vis-metrics-metric-utils-module"></span><h2>IQM_Vis.metrics.metric_utils module<a class="headerlink" href="#module-IQM_Vis.metrics.metric_utils" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-metrics-metric-utils-module"></span><h2>IQM_Vis.metrics.metric_utils module<a class="headerlink" href="#module-IQM_Vis.metrics.metric_utils" title="Permalink to this heading"></a></h2>
 <p>Helper functions for metric computation</p>
 </section>
 <section id="module-IQM_Vis.metrics.non_perceptual">
-<span id="iqm-vis-metrics-non-perceptual-module"></span><h2>IQM_Vis.metrics.non_perceptual module<a class="headerlink" href="#module-IQM_Vis.metrics.non_perceptual" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-metrics-non-perceptual-module"></span><h2>IQM_Vis.metrics.non_perceptual module<a class="headerlink" href="#module-IQM_Vis.metrics.non_perceptual" title="Permalink to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.non_perceptual.MAE">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.non_perceptual.</span></span><span class="sig-name descname"><span class="pre">MAE</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">return_image</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics/non_perceptual.html#MAE"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.non_perceptual.MAE" title="Permalink to this definition"></a></dt>
@@ -130,7 +195,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 </dd>
 </dl>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>return_image</strong> (<em>bool</em>) – Whether to return the image (Defaults to False which
 will return a scalar value)</p>
 </dd>
@@ -140,21 +205,21 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</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="reference internal" href="_modules/IQM_Vis/metrics/non_perceptual.html#MAE.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.non_perceptual.MAE.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p><dl class="simple">
 <dt>MAE (scalar if return_image is False, image if</dt><dd><p>return_image is True)</p>
 </dd>
 </dl>
 </p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -171,7 +236,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 </dd>
 </dl>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>return_image</strong> (<em>bool</em>) – Whether to return the image (Defaults to False which
 will return a scalar value)</p>
 </dd>
@@ -181,21 +246,21 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</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="reference internal" href="_modules/IQM_Vis/metrics/non_perceptual.html#MSE.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.non_perceptual.MSE.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p><dl class="simple">
 <dt>MSE (scalar if return_image is False, image if</dt><dd><p>return_image is True)</p>
 </dd>
 </dl>
 </p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -212,7 +277,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 </dd>
 </dl>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>return_image</strong> (<em>bool</em>) – Whether to return the image (Defaults to False which
 will return a scalar value)</p>
 </dd>
@@ -222,21 +287,21 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</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="reference internal" href="_modules/IQM_Vis/metrics/non_perceptual.html#RMSE.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.non_perceptual.RMSE.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p><dl class="simple">
 <dt>RMSE (scalar if return_image is False, image if</dt><dd><p>return_image is True)</p>
 </dd>
 </dl>
 </p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -251,7 +316,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <p>Peak signal to noise ratio - <a class="reference external" href="https://en.wikipedia.org/wiki/Peak_signal-to-noise_ratio">https://en.wikipedia.org/wiki/Peak_signal-to-noise_ratio</a>
 The score given is normalised between 0, 1 by taking 1/PSNR</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>return_image</strong> (<em>bool</em>) – Whether to return the image (Defaults to False which
 will return a scalar value)</p>
 </dd>
@@ -261,17 +326,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</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="reference internal" href="_modules/IQM_Vis/metrics/non_perceptual.html#one_over_PSNR.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.non_perceptual.one_over_PSNR.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>PSNR between the images</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -281,7 +346,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.metrics.perceptual_DL">
-<span id="iqm-vis-metrics-perceptual-dl-module"></span><h2>IQM_Vis.metrics.perceptual_DL module<a class="headerlink" href="#module-IQM_Vis.metrics.perceptual_DL" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-metrics-perceptual-dl-module"></span><h2>IQM_Vis.metrics.perceptual_DL module<a class="headerlink" href="#module-IQM_Vis.metrics.perceptual_DL" title="Permalink to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.perceptual_DL.DISTS">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.perceptual_DL.</span></span><span class="sig-name descname"><span class="pre">DISTS</span></span><a class="reference internal" href="_modules/IQM_Vis/metrics/perceptual_DL.html#DISTS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.perceptual_DL.DISTS" title="Permalink to this definition"></a></dt>
@@ -296,17 +361,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</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="reference internal" href="_modules/IQM_Vis/metrics/perceptual_DL.html#DISTS.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.perceptual_DL.DISTS.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>DISTS score</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -323,7 +388,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 </dd>
 </dl>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>network</strong> (<em>str</em>) – Pretrained network to use. Choose between ‘alex’, ‘vgg’
 or ‘squeeze’. (Defaults to ‘alex’)</p></li>
@@ -337,17 +402,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</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="reference internal" href="_modules/IQM_Vis/metrics/perceptual_DL.html#LPIPS.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.perceptual_DL.LPIPS.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>LPIPS score</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -357,7 +422,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.metrics.perceptual_trad">
-<span id="iqm-vis-metrics-perceptual-trad-module"></span><h2>IQM_Vis.metrics.perceptual_trad module<a class="headerlink" href="#module-IQM_Vis.metrics.perceptual_trad" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-metrics-perceptual-trad-module"></span><h2>IQM_Vis.metrics.perceptual_trad module<a class="headerlink" href="#module-IQM_Vis.metrics.perceptual_trad" title="Permalink to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.perceptual_trad.MS_SSIM">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.perceptual_trad.</span></span><span class="sig-name descname"><span class="pre">MS_SSIM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">return_image</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics/perceptual_trad.html#MS_SSIM"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.perceptual_trad.MS_SSIM" title="Permalink to this definition"></a></dt>
@@ -370,7 +435,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 </dd>
 </dl>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>return_image</strong> (<em>bool</em>) – Whether to return the image (Defaults to False which
 will return a scalar value)</p>
 </dd>
@@ -380,21 +445,21 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k1</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.03</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mssim_kernel_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11</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="reference internal" href="_modules/IQM_Vis/metrics/perceptual_trad.html#MS_SSIM.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.perceptual_trad.MS_SSIM.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p><dl class="simple">
 <dt>1-SSIM (scalar if return_image is False, image if</dt><dd><p>return_image is True)</p>
 </dd>
 </dl>
 </p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -415,17 +480,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nlpd_k</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</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="reference internal" href="_modules/IQM_Vis/metrics/perceptual_trad.html#NLPD.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.perceptual_trad.NLPD.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>NLPD score</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -442,7 +507,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 </dd>
 </dl>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>return_image</strong> (<em>bool</em>) – Whether to return the image (Defaults to False which
 will return a scalar value)</p>
 </dd>
@@ -452,21 +517,21 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">__call__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">im_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im_comp</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k1</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.01</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.03</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ssim_kernel_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11</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="reference internal" href="_modules/IQM_Vis/metrics/perceptual_trad.html#SSIM.__call__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.perceptual_trad.SSIM.__call__" title="Permalink to this definition"></a></dt>
 <dd><p>When an instance is called</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>im_ref</strong> (<em>np.array</em>) – Reference image</p></li>
 <li><p><strong>im_comp</strong> (<em>np.array</em>) – Comparison image</p></li>
 <li><p><strong>**kwargs</strong> – Arbitrary keyword arguments</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p><dl class="simple">
 <dt>1-SSIM (scalar if return_image is False, image if</dt><dd><p>return_image is True)</p>
 </dd>
 </dl>
 </p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>score (np.array)</p>
 </dd>
 </dl>
@@ -476,13 +541,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.metrics">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.metrics" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.metrics" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.metrics.get_all_IQM_params">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.</span></span><span class="sig-name descname"><span class="pre">get_all_IQM_params</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics.html#get_all_IQM_params"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.get_all_IQM_params" title="Permalink to this definition"></a></dt>
 <dd><p>Get all available IQMs parameters</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p><ul class="simple">
 <li><p>all_params (dict)</p></li>
 </ul>
@@ -496,7 +561,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.</span></span><span class="sig-name descname"><span class="pre">get_all_metric_images</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics.html#get_all_metric_images"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.get_all_metric_images" title="Permalink to this definition"></a></dt>
 <dd><p>Get all available IQMs provided by IQM_Vis that return an image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p><ul class="simple">
 <li><p>all_metrics (dict)</p></li>
 </ul>
@@ -510,7 +575,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.metrics.</span></span><span class="sig-name descname"><span class="pre">get_all_metrics</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/metrics.html#get_all_metrics"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.metrics.get_all_metrics" title="Permalink to this definition"></a></dt>
 <dd><p>Get all available IQMs provided by IQM_Vis</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p><ul class="simple">
 <li><p>all_metrics (dict)</p></li>
 </ul>
diff --git a/docs/_build/html/IQM_Vis.transforms.html b/docs/_build/html/IQM_Vis.transforms.html
index 91395dc..62f902e 100644
--- a/docs/_build/html/IQM_Vis.transforms.html
+++ b/docs/_build/html/IQM_Vis.transforms.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.transforms package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -28,11 +27,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis.transforms package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.transforms.rst.txt" rel="nofollow"> View page source</a>
@@ -84,30 +87,30 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-transforms-package">
-<h1>IQM_Vis.transforms package<a class="headerlink" href="#iqm-vis-transforms-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.transforms package<a class="headerlink" href="#iqm-vis-transforms-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.transforms.additive_noise">
-<span id="iqm-vis-transforms-additive-noise-module"></span><h2>IQM_Vis.transforms.additive_noise module<a class="headerlink" href="#module-IQM_Vis.transforms.additive_noise" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-transforms-additive-noise-module"></span><h2>IQM_Vis.transforms.additive_noise module<a class="headerlink" href="#module-IQM_Vis.transforms.additive_noise" title="Permalink to this heading"></a></h2>
 <p>noise transformations</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.transforms.additive_noise.Gaussian_noise">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.additive_noise.</span></span><span class="sig-name descname"><span class="pre">Gaussian_noise</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">acceptable_percent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.9</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_iter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">50</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reject_low_noise</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="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/additive_noise.html#Gaussian_noise"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.additive_noise.Gaussian_noise" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">IQM_Vis.transforms.additive_noise._base_noise</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_base_noise</span></code></p>
 <p>Add Gaussian noise to image. Image is clipped to the range (0, 1)</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to have Gaussian noise added</p></li>
 <li><p><strong>std</strong> (<em>float</em>) – Standard deviation of the Gaussian noise.
 (Defaults to 0)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>adjusted image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -116,20 +119,20 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.transforms.additive_noise.noise_hypersphere">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.additive_noise.</span></span><span class="sig-name descname"><span class="pre">noise_hypersphere</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">acceptable_percent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.9</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_iter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">50</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reject_low_noise</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="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/additive_noise.html#noise_hypersphere"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.additive_noise.noise_hypersphere" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">IQM_Vis.transforms.additive_noise._base_noise</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">_base_noise</span></code></p>
 <p>Add random noise on a hypersphere with radius epsilon. Image is clipped to the range (0, 1)</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to have noise added</p></li>
 <li><p><strong>std</strong> (<em>float</em>) – epsilon of the hypersphere radius of noise.
 (Defaults to 0)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>adjusted image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -140,16 +143,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.additive_noise.</span></span><span class="sig-name descname"><span class="pre">salt_and_pepper_noise</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prob</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/additive_noise.html#salt_and_pepper_noise"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.additive_noise.salt_and_pepper_noise" title="Permalink to this definition"></a></dt>
 <dd><p>Add salt and pepper noise to image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be compressed</p></li>
 <li><p><strong>prob</strong> – Probability of the noise (Defaults to 0).</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>image with salt and pepper noise</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -157,7 +160,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.transforms.affine">
-<span id="iqm-vis-transforms-affine-module"></span><h2>IQM_Vis.transforms.affine module<a class="headerlink" href="#module-IQM_Vis.transforms.affine" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-transforms-affine-module"></span><h2>IQM_Vis.transforms.affine module<a class="headerlink" href="#module-IQM_Vis.transforms.affine" title="Permalink to this heading"></a></h2>
 <p>affine (geometric) transformations</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.transforms.affine.rotation">
@@ -165,16 +168,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>Rotate an image around its centre. Uses skimage.transform.rotate. Areas
 that are rotated beyond the image are filled in with black pixel values</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be rotated</p></li>
 <li><p><strong>angle</strong> (<em>float</em>) – amount of rotation in degrees (Defaults to 0)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>rotated image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -185,17 +188,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.affine.</span></span><span class="sig-name descname"><span class="pre">x_shift</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x_shift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/affine.html#x_shift"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.affine.x_shift" title="Permalink to this definition"></a></dt>
 <dd><p>Translate image horizontally</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be shifted</p></li>
 <li><p><strong>x_shift</strong> (<em>float</em>) – shift proportion of the image in the range (-1, 1).
 (Defaults to 0)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>shifted image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -206,17 +209,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.affine.</span></span><span class="sig-name descname"><span class="pre">y_shift</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">y_shift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/affine.html#y_shift"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.affine.y_shift" title="Permalink to this definition"></a></dt>
 <dd><p>Translate image vertically</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be shifted</p></li>
 <li><p><strong>y_shift</strong> (<em>float</em>) – shift proportion of the image in the range (-1, 1).
 (Defaults to 0)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>shifted image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -227,7 +230,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.affine.</span></span><span class="sig-name descname"><span class="pre">zoom_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_factor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/affine.html#zoom_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.affine.zoom_image" title="Permalink to this definition"></a></dt>
 <dd><p>digital zoom of image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be zoomed</p></li>
 <li><p><strong>scale_factor</strong> (<em>float</em>) – the percentage to zoom in by (for square zoom only).
@@ -237,10 +240,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 (Defaults to 1)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>zoomed image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -248,24 +251,24 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.transforms.effects">
-<span id="iqm-vis-transforms-effects-module"></span><h2>IQM_Vis.transforms.effects module<a class="headerlink" href="#module-IQM_Vis.transforms.effects" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-transforms-effects-module"></span><h2>IQM_Vis.transforms.effects module<a class="headerlink" href="#module-IQM_Vis.transforms.effects" title="Permalink to this heading"></a></h2>
 <p>Sample image transformations to get the user started with</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.transforms.effects.binary_threshold">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">binary_threshold</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threshold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#binary_threshold"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.binary_threshold" title="Permalink to this definition"></a></dt>
 <dd><p>conver image to binary at a given threshold</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be thresholded</p></li>
 <li><p><strong>threshold</strong> (<em>int</em>) – threshold value in the range (1, 255)
 (Defaults to 100)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>thresholded image (float32 in range 0, 1)</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -276,7 +279,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">blur</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#blur"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.blur" title="Permalink to this definition"></a></dt>
 <dd><p>Gaussian Blur on an image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be rotated</p></li>
 <li><p><strong>kernel_size</strong> (<em>int</em>) – size of the convolutional kernel, will be converted
@@ -284,10 +287,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 (Defaults to 1)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>rotated image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -298,17 +301,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">brightness</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#brightness"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.brightness" title="Permalink to this definition"></a></dt>
 <dd><p>Adjust image brightness. Image is clipped to the range (0, 1)</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to have its brightness adjusted</p></li>
 <li><p><strong>value</strong> (<em>float</em>) – value to adjust all pixels by in the range (-1, 1).
 (Defaults to 0)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>adjusted image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -319,17 +322,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">brightness_hsv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">b</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#brightness_hsv"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.brightness_hsv" title="Permalink to this definition"></a></dt>
 <dd><p>adjust the brightness of an image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to have brightness adjusted</p></li>
 <li><p><strong>b</strong> (<em>float</em>) – amount of brightness to adjust by.
 (Defaults to 0).</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>image with brightness adjusted</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -340,7 +343,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">contrast</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contrast</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#contrast"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.contrast" title="Permalink to this definition"></a></dt>
 <dd><p>adjust the contrast of an image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to have contrast adjusted</p></li>
 <li><p><strong>contrast</strong> (<em>float</em>) – amount of contrast to adjust by.
@@ -349,10 +352,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 (Defaults to 1.0).</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>image with contrast adjusted</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -363,17 +366,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">hue</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">h</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#hue"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.hue" title="Permalink to this definition"></a></dt>
 <dd><p>adjust the hue of an image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to have hue adjusted</p></li>
 <li><p><strong>h</strong> (<em>float</em>) – amount of hue to adjust by.
 (Defaults to 0).</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>image with hue adjusted</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -384,7 +387,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">jpeg_compression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">101</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#jpeg_compression"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.jpeg_compression" title="Permalink to this definition"></a></dt>
 <dd><p>encode image using jpeg then decode</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be compressed</p></li>
 <li><p><strong>compression</strong> (<em>int</em>) – amount of jpeg compression, higher is better quality.
@@ -392,10 +395,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 (Defaults to 101)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>jpeg compressed image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -406,17 +409,17 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.effects.</span></span><span class="sig-name descname"><span class="pre">saturation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">image</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms/effects.html#saturation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.effects.saturation" title="Permalink to this definition"></a></dt>
 <dd><p>adjust the saturation of an image</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to have saturation adjusted</p></li>
 <li><p><strong>sat</strong> (<em>float</em>) – amount of saturation to adjust by.
 (Defaults to 0).</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>image with saturation adjusted</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -424,16 +427,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.transforms">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.transforms" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.transforms" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.transforms.get_all_transforms">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.transforms.</span></span><span class="sig-name descname"><span class="pre">get_all_transforms</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/transforms.html#get_all_transforms"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.transforms.get_all_transforms" title="Permalink to this definition"></a></dt>
 <dd><p>Get all the available transformation/distortions alongside their recommended parameter ranges</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
+<dt class="field-odd">Returns<span class="colon">:</span></dt>
 <dd class="field-odd"><p>names, min, max, init_value and function for each transform</p>
 </dd>
-<dt class="field-even">Return type</dt>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p><ul class="simple">
 <li><p>all (dict)</p></li>
 </ul>
diff --git a/docs/_build/html/IQM_Vis.utils.html b/docs/_build/html/IQM_Vis.utils.html
index 3ad1bb9..77cbf4f 100644
--- a/docs/_build/html/IQM_Vis.utils.html
+++ b/docs/_build/html/IQM_Vis.utils.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis.utils package &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -28,11 +27,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis.utils package</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/IQM_Vis.utils.rst.txt" rel="nofollow"> View page source</a>
@@ -84,17 +87,17 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-utils-package">
-<h1>IQM_Vis.utils package<a class="headerlink" href="#iqm-vis-utils-package" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis.utils package<a class="headerlink" href="#iqm-vis-utils-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-IQM_Vis.utils.gui_utils">
-<span id="iqm-vis-utils-gui-utils-module"></span><h2>IQM_Vis.utils.gui_utils module<a class="headerlink" href="#module-IQM_Vis.utils.gui_utils" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-utils-gui-utils-module"></span><h2>IQM_Vis.utils.gui_utils module<a class="headerlink" href="#module-IQM_Vis.utils.gui_utils" title="Permalink to this heading"></a></h2>
 <p>Utils for PyQt6 image, text and graph widgets</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.utils.gui_utils.MplCanvas">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.utils.gui_utils.</span></span><span class="sig-name descname"><span class="pre">MplCanvas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(3.5,</span> <span class="pre">3.5)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dpi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">polar</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/utils/gui_utils.html#MplCanvas"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.utils.gui_utils.MplCanvas" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">matplotlib.backends.backend_qtagg.FigureCanvasQTAgg</span></code></p>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">FigureCanvasQTAgg</span></code></p>
 </dd></dl>
 
 <dl class="py function">
@@ -135,7 +138,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.utils.image_utils">
-<span id="iqm-vis-utils-image-utils-module"></span><h2>IQM_Vis.utils.image_utils module<a class="headerlink" href="#module-IQM_Vis.utils.image_utils" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-utils-image-utils-module"></span><h2>IQM_Vis.utils.image_utils module<a class="headerlink" href="#module-IQM_Vis.utils.image_utils" title="Permalink to this heading"></a></h2>
 <p>image helper functions</p>
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.utils.image_utils.calibrate_brightness">
@@ -150,7 +153,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 </dd>
 </dl>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>image</strong> (<em>np.array</em>) – image to be cropped</p></li>
 <li><p><strong>scale_factor</strong> (<em>float</em>) – the percentage to zoom in by (for square crop only).
@@ -161,10 +164,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>keep_size</strong> (<em>bool</em>) – resize image to the original size after cropping (Defaults to True)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>cropeed image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image (np.array)</p>
 </dd>
 </dl>
@@ -175,7 +178,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.utils.image_utils.</span></span><span class="sig-name descname"><span class="pre">get_transform_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_store</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transform_functions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transform_params</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/utils/image_utils.html#get_transform_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.utils.image_utils.get_transform_image" title="Permalink to this definition"></a></dt>
 <dd><p>transform image with image post processing</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data_store</strong> – IQM_Vis data_api</p></li>
 <li><p><strong>transform_functions</strong> – dict holding transforms
@@ -183,10 +186,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>transform_params</strong> – dict holding the parameters for transforms (corresponding to keys in transform_functions)</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>processed numpy image</p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>image</p>
 </dd>
 </dl>
@@ -218,7 +221,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.utils.plot_utils">
-<span id="iqm-vis-utils-plot-utils-module"></span><h2>IQM_Vis.utils.plot_utils module<a class="headerlink" href="#module-IQM_Vis.utils.plot_utils" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-utils-plot-utils-module"></span><h2>IQM_Vis.utils.plot_utils module<a class="headerlink" href="#module-IQM_Vis.utils.plot_utils" title="Permalink to this heading"></a></h2>
 <p>matplotlib plotting helpers
 TODO: write docs how to use these (currently just have to look at the UI code)</p>
 <dl class="py class">
@@ -264,21 +267,21 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>compute metrics over a range of trans (when using non initial values for other transforms)
 currently this method is not being used and instead using the simpler compute_metrics_over_range_single_trans</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data_store</strong> – object containing metrics and image</p></li>
 <li><p><strong>transforms</strong> (<em>dict</em>) – containing trans functions and min/max/initial values</p></li>
 <li><p><strong>transform_values</strong> (<em>dict</em>) – containing the fixed current transform parameter values</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p><dl class="simple">
 <dt>results of IQM values at each transform value across its</dt><dd><p>whole paramter rance for the reference image</p>
 </dd>
 </dl>
 </p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>results (dict)</p>
 </dd>
 </dl>
@@ -289,20 +292,20 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.utils.plot_utils.</span></span><span class="sig-name descname"><span class="pre">compute_metrics_over_range_single_trans</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_store</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transforms</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metric_params</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics_to_use</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pbar_signal</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">stop_flag</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">num_steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/utils/plot_utils.html#compute_metrics_over_range_single_trans"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.utils.plot_utils.compute_metrics_over_range_single_trans" title="Permalink to this definition"></a></dt>
 <dd><p>compute metrics over a range of trans</p>
 <dl class="field-list simple">
-<dt class="field-odd">Parameters</dt>
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>data_store</strong> – object containing metrics and image</p></li>
 <li><p><strong>transforms</strong> (<em>dict</em>) – containing trans functions and min/max/initial values</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p><dl class="simple">
 <dt>results of IQM values at each transform value across its</dt><dd><p>whole paramter rance for the reference image</p>
 </dd>
 </dl>
 </p>
 </dd>
-<dt class="field-odd">Return type</dt>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
 <dd class="field-odd"><p>results (dict)</p>
 </dd>
 </dl>
@@ -428,7 +431,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.utils.save_utils">
-<span id="iqm-vis-utils-save-utils-module"></span><h2>IQM_Vis.utils.save_utils module<a class="headerlink" href="#module-IQM_Vis.utils.save_utils" title="Permalink to this headline"></a></h2>
+<span id="iqm-vis-utils-save-utils-module"></span><h2>IQM_Vis.utils.save_utils module<a class="headerlink" href="#module-IQM_Vis.utils.save_utils" title="Permalink to this heading"></a></h2>
 <p>utils for saving experiments, images and figures</p>
 <dl class="py data">
 <dt class="sig sig-object py" id="IQM_Vis.utils.save_utils.DEFAULT_SAVE_DIR">
@@ -527,7 +530,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-IQM_Vis.utils">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.utils" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-IQM_Vis.utils" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/_build/html/Tutorials.html b/docs/_build/html/Tutorials.html
index f2a9491..d2c4ef6 100644
--- a/docs/_build/html/Tutorials.html
+++ b/docs/_build/html/Tutorials.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Tutorials &mdash; IQM-Vis 0.2 documentation</title>
@@ -14,9 +14,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -31,11 +30,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -82,7 +85,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">Tutorials</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/Tutorials.rst.txt" rel="nofollow"> View page source</a>
@@ -94,7 +97,7 @@
            <div itemprop="articleBody">
              
   <section id="tutorials">
-<h1>Tutorials<a class="headerlink" href="#tutorials" title="Permalink to this headline"></a></h1>
+<h1>Tutorials<a class="headerlink" href="#tutorials" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <div class="nbsphinx-gallery">
 <a class="reference internal" href="notebooks/Tutorial_1-making_the_UI.html">
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/custom_widgets.html b/docs/_build/html/_modules/IQM_Vis/UI/custom_widgets.html
index 479954a..9b9a0a0 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/custom_widgets.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/custom_widgets.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.custom_widgets</li>
       <li class="wy-breadcrumbs-aside">
@@ -92,7 +95,7 @@ <h1>Source code for IQM_Vis.UI.custom_widgets</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="ClickLabel"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.custom_widgets.ClickLabel">[docs]</a><span class="k">class</span> <span class="nc">ClickLabel</span><span class="p">(</span><span class="n">QLabel</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; add a click mousePressEvent event to label (so can click on images) &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; add a click mousePressEvent event to label (so can click on images) &#39;&#39;&#39;</span>
     <span class="n">clicked</span> <span class="o">=</span> <span class="n">pyqtSignal</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;clickable label&#39;</span><span class="p">):</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/experiment_mode.html b/docs/_build/html/_modules/IQM_Vis/UI/experiment_mode.html
index b5b1602..af8d916 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/experiment_mode.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/experiment_mode.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.experiment_mode</li>
       <li class="wy-breadcrumbs-aside">
@@ -214,9 +217,9 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="c1"># QApplication.processEvents()</span>
             
 <div class="viewcode-block" id="make_experiment.get_all_images"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.get_all_images">[docs]</a>    <span class="k">def</span> <span class="nf">get_all_images</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; save image name &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; save image name &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">image_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_store</span><span class="o">.</span><span class="n">get_reference_image_name</span><span class="p">()</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; load all transformed images and sort them via MSE &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; load all transformed images and sort them via MSE &#39;&#39;&#39;</span>
         <span class="c1"># get all the transform values</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">experiment_trans_params</span> <span class="o">=</span> <span class="n">plot_utils</span><span class="o">.</span><span class="n">get_all_single_transform_params</span><span class="p">(</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">checked_transformation_params</span><span class="p">,</span> <span class="n">num_steps</span><span class="o">=</span><span class="s1">&#39;from_dict&#39;</span><span class="p">)</span>
@@ -272,7 +275,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">max_expected_comps</span> <span class="o">=</span> <span class="mf">1.39</span> <span class="o">*</span> <span class="n">num_images</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">num_images</span><span class="p">)</span></div>
     
 <div class="viewcode-block" id="make_experiment.get_metric_scores"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.get_metric_scores">[docs]</a>    <span class="k">def</span> <span class="nf">get_metric_scores</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;get IQM scores to save alongside the experiment for plotting/analysis purposes&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;get IQM scores to save alongside the experiment for plotting/analysis purposes&#39;&#39;&#39;</span>
         <span class="n">IQM_scores</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="k">for</span> <span class="n">data</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">experiment_transforms</span><span class="p">:</span>
             <span class="n">score_dict</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_store</span><span class="o">.</span><span class="n">get_metrics</span><span class="p">(</span><span class="n">transformed_image</span><span class="o">=</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;image&#39;</span><span class="p">],</span>
@@ -289,7 +292,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
 
     <span class="k">def</span> <span class="nf">_init_experiment_window_widgets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;exp&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;preamble&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;setup&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;final&#39;</span><span class="p">:{}}</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; setup tab &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; setup tab &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;setup&#39;</span><span class="p">][</span><span class="s1">&#39;start_button&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span>
             <span class="s1">&#39;Setup&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;setup&#39;</span><span class="p">][</span><span class="s1">&#39;start_button&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">clicked</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">setup_experiment</span><span class="p">)</span>
@@ -301,21 +304,21 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;setup&#39;</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;setup&#39;</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;&#39;&#39;</span>
 <span class="s1">        Experiment to be setup with the above images using the settings:</span>
-<span class="s1">            Save folder: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">default_save_dir</span><span class="si">}</span>
-<span class="s1">            Image Display Size: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="si">}</span>
+<span class="s1">            Save folder: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">default_save_dir</span><span class="si">}</span><span class="s1"></span>
+<span class="s1">            Image Display Size: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="si">}</span><span class="s1"></span>
 <span class="s1">            Image Calibration:</span>
-<span class="s1">                Max RGB Brightness: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">rgb_brightness</span><span class="si">}</span>
-<span class="s1">                Max Display Brightness: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">display_brightness</span><span class="si">}</span>
+<span class="s1">                Max RGB Brightness: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">rgb_brightness</span><span class="si">}</span><span class="s1"></span>
+<span class="s1">                Max Display Brightness: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">display_brightness</span><span class="si">}</span><span class="s1"></span>
 
-<span class="s1">            Expected Number of Comparisons: </span><span class="si">{</span><span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">min_expected_comps</span><span class="p">)</span><span class="si">}</span>
-<span class="s1">            MAX Expected Number of Comparisons: </span><span class="si">{</span><span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_expected_comps</span><span class="p">)</span><span class="si">}</span>
+<span class="s1">            Expected Number of Comparisons: </span><span class="si">{</span><span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">min_expected_comps</span><span class="p">)</span><span class="si">}</span><span class="s1"></span>
+<span class="s1">            MAX Expected Number of Comparisons: </span><span class="si">{</span><span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">max_expected_comps</span><span class="p">)</span><span class="si">}</span><span class="s1"></span>
 
 <span class="s1">        Click the Setup button to setup up the experiment and hand over to the test subject.</span>
 <span class="s1">        &#39;&#39;&#39;</span><span class="p">)</span>
         <span class="c1"># self.widget_experiments[&#39;setup&#39;][&#39;text&#39;].setAlignment(</span>
         <span class="c1">#     Qt.AlignmentFlag.AlignCenter)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; info tab &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; info tab &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;preamble&#39;</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;preamble&#39;</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="s1">&#39;&#39;&#39;</span>
 <span class="s1">        For this experiment you will be shown a reference image and two similar images.</span>
@@ -336,7 +339,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="n">QShortcut</span><span class="p">(</span><span class="n">QKeySequence</span><span class="p">(</span><span class="s2">&quot;Ctrl+Q&quot;</span><span class="p">),</span>
                   <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;preamble&#39;</span><span class="p">][</span><span class="s1">&#39;quit_button&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">quit</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; experiment tab &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; experiment tab &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;exp&#39;</span><span class="p">][</span><span class="s1">&#39;info&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLabel</span><span class="p">(</span>
             <span class="s1">&#39;Click on which image, A or B, is most similar to the reference image&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
         <span class="k">for</span> <span class="n">image</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;Reference&#39;</span><span class="p">,</span> <span class="s1">&#39;A&#39;</span><span class="p">,</span> <span class="s1">&#39;B&#39;</span><span class="p">]:</span>
@@ -353,7 +356,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="n">QShortcut</span><span class="p">(</span><span class="n">QKeySequence</span><span class="p">(</span><span class="s2">&quot;Ctrl+Q&quot;</span><span class="p">),</span>
                   <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;exp&#39;</span><span class="p">][</span><span class="s1">&#39;quit_button&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">quit</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; finish tab &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; finish tab &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;final&#39;</span><span class="p">][</span><span class="s1">&#39;order_text&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLabel</span><span class="p">(</span>
             <span class="s1">&#39;Experiment Sorting Order:&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;final&#39;</span><span class="p">][</span><span class="s1">&#39;images&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">gui_utils</span><span class="o">.</span><span class="n">MplCanvas</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
@@ -365,7 +368,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;final&#39;</span><span class="p">][</span><span class="s1">&#39;save_label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLabel</span><span class="p">(</span><span class="s1">&#39;Not saved yet&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
 
 <div class="viewcode-block" id="make_experiment.experiment_layout"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.experiment_layout">[docs]</a>    <span class="k">def</span> <span class="nf">experiment_layout</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; setup &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; setup &#39;&#39;&#39;</span>
         <span class="n">experiment_text</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="n">experiment_text</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;setup&#39;</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">])</span>
         <span class="n">experiment_setup_buttons</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
@@ -382,7 +385,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="n">experiment_mode_setup</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
 
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; info &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; info &#39;&#39;&#39;</span>
         <span class="n">experiment_info_buttons</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
         <span class="n">experiment_info_buttons</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;preamble&#39;</span><span class="p">][</span><span class="s1">&#39;start_button&#39;</span><span class="p">])</span>
@@ -395,7 +398,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="n">experiment_mode_info</span><span class="o">.</span><span class="n">setAlignment</span><span class="p">(</span><span class="n">Qt</span><span class="o">.</span><span class="n">AlignmentFlag</span><span class="o">.</span><span class="n">AlignCenter</span><span class="p">)</span>
         <span class="n">experiment_mode_info</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">experiment_info_buttons</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; experiment &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; experiment &#39;&#39;&#39;</span>
         <span class="n">info</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="n">info</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;exp&#39;</span><span class="p">][</span><span class="s1">&#39;info&#39;</span><span class="p">])</span>
         <span class="n">info</span><span class="o">.</span><span class="n">setAlignment</span><span class="p">(</span><span class="n">Qt</span><span class="o">.</span><span class="n">AlignmentFlag</span><span class="o">.</span><span class="n">AlignCenter</span><span class="p">)</span>
@@ -424,7 +427,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="n">run_experiment</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">quit</span><span class="p">)</span>
         <span class="n">run_experiment</span><span class="o">.</span><span class="n">setAlignment</span><span class="p">(</span><span class="n">Qt</span><span class="o">.</span><span class="n">AlignmentFlag</span><span class="o">.</span><span class="n">AlignCenter</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; finished &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; finished &#39;&#39;&#39;</span>
         <span class="n">finish_experiment</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="n">finish_experiment</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;final&#39;</span><span class="p">][</span><span class="s1">&#39;order_text&#39;</span><span class="p">])</span>
         <span class="n">finish_experiment</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;final&#39;</span><span class="p">][</span><span class="s1">&#39;images&#39;</span><span class="p">])</span>
@@ -441,7 +444,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="c1"># experiment_mode_layout.addWidget(self.experiments_tab)</span>
         <span class="c1"># return experiment_mode_layout</span>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; experiment running functions&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; experiment running functions&#39;&#39;&#39;</span>
 <div class="viewcode-block" id="make_experiment.setup_experiment"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.setup_experiment">[docs]</a>    <span class="k">def</span> <span class="nf">setup_experiment</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">experiments_tab</span><span class="o">.</span><span class="n">setCurrentIndex</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">experiments_tab</span><span class="o">.</span><span class="n">setTabEnabled</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span>
@@ -577,7 +580,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">saved_experiment</span><span class="o">.</span><span class="n">emit</span><span class="p">(</span><span class="n">csv_file</span><span class="p">)</span></div>
 
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; sorting algorithm resource: https://www.geeksforgeeks.org/quick-sort/&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; sorting algorithm resource: https://www.geeksforgeeks.org/quick-sort/&#39;&#39;&#39;</span>
 <div class="viewcode-block" id="make_experiment.quick_sort"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.quick_sort">[docs]</a>    <span class="k">def</span> <span class="nf">quick_sort</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">times_taken</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_quick_sort</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">experiment_transforms</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
@@ -599,7 +602,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
             <span class="bp">self</span><span class="o">.</span><span class="n">_quick_sort</span><span class="p">(</span><span class="n">pi</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">high</span><span class="p">)</span>
 
 <div class="viewcode-block" id="make_experiment.partition"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.partition">[docs]</a>    <span class="k">def</span> <span class="nf">partition</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">low</span><span class="p">,</span> <span class="n">high</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; given an unsorted partition of the array between low and high, order</span>
+        <span class="sd">&#39;&#39;&#39; given an unsorted partition of the array between low and high, order</span>
 <span class="sd">            elements lower than a given pivot point to the left and higher to the right&#39;&#39;&#39;</span>
         <span class="c1"># Choose the end element as pivot</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">high</span> <span class="o">=</span> <span class="n">high</span>
@@ -681,7 +684,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiments</span><span class="p">[</span><span class="s1">&#39;exp&#39;</span><span class="p">][</span><span class="s1">&#39;B&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setObjectName</span><span class="p">(</span>
             <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">image_name</span><span class="si">}</span><span class="s1">-</span><span class="si">{</span><span class="n">save_utils</span><span class="o">.</span><span class="n">make_name_for_trans</span><span class="p">(</span><span class="n">B_trans</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; UI &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; UI &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="make_experiment.init_style"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.init_style">[docs]</a>    <span class="k">def</span> <span class="nf">init_style</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;light&#39;</span><span class="p">,</span> <span class="n">css_file</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
         <span class="k">if</span> <span class="n">css_file</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
             <span class="nb">dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">abspath</span><span class="p">(</span><span class="vm">__file__</span><span class="p">))</span>
@@ -695,7 +698,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="reset_image_widget_to_black"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black">[docs]</a><span class="k">class</span> <span class="nc">reset_image_widget_to_black</span><span class="p">(</span><span class="n">QObject</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; change clicked image to black and pause &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; change clicked image to black and pause &#39;&#39;&#39;</span>
     <span class="n">completed</span> <span class="o">=</span> <span class="n">pyqtSignal</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">time</span><span class="o">=</span><span class="mf">0.1</span><span class="p">):</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/images.html b/docs/_build/html/_modules/IQM_Vis/UI/images.html
index 74e7210..e7fdd75 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/images.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/images.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.images</li>
       <li class="wy-breadcrumbs-aside">
@@ -110,7 +113,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">view_correlation_instance</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_to_specific_trans</span><span class="p">)</span>
 
 <div class="viewcode-block" id="images.init_worker_thread"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.init_worker_thread">[docs]</a>    <span class="k">def</span> <span class="nf">init_worker_thread</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; set up thread for smoother range plot calculation &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; set up thread for smoother range plot calculation &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">range_worker</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">UI</span><span class="o">.</span><span class="n">threads</span><span class="o">.</span><span class="n">get_range_results_worker</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">range_worker_thread</span> <span class="o">=</span> <span class="n">QThread</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">range_worker</span><span class="o">.</span><span class="n">progress</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">update_progress</span><span class="p">)</span>
@@ -124,7 +127,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">range_worker_thread</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">worker_working</span> <span class="o">=</span> <span class="kc">False</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    image updaters</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="c1"># def transform_image(self, image):</span>
@@ -150,7 +153,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
 
                 <span class="n">QApplication</span><span class="o">.</span><span class="n">processEvents</span><span class="p">()</span>   <span class="c1"># make figures become the correct size</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    metric graph updaters</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.redo_plots"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.redo_plots">[docs]</a>    <span class="k">def</span> <span class="nf">redo_plots</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">calc_range</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
@@ -158,7 +161,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics_avg_graph</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">metric_range_graph</span><span class="p">:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">get_metrics_over_all_trans_with_init_values</span><span class="p">()</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    change image in dataset</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.change_preview_images"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_preview_images">[docs]</a>    <span class="k">def</span> <span class="nf">change_preview_images</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ival</span><span class="p">):</span>
@@ -251,7 +254,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
                 <span class="bp">self</span><span class="o">.</span><span class="n">human_experiment_scores</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">human_scores</span></div>
 
 <div class="viewcode-block" id="images.load_new_single_image"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.load_new_single_image">[docs]</a>    <span class="k">def</span> <span class="nf">load_new_single_image</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; change the image we are using &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; change the image we are using &#39;&#39;&#39;</span>
         <span class="c1"># get the file opener for the user</span>
         <span class="k">try</span><span class="p">:</span>
             <span class="n">start_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">expanduser</span><span class="p">(</span><span class="s2">&quot;~&quot;</span><span class="p">)</span>
@@ -275,7 +278,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="images.load_new_images_folder"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.load_new_images_folder">[docs]</a>    <span class="k">def</span> <span class="nf">load_new_images_folder</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; change the image dataset we are using &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; change the image dataset we are using &#39;&#39;&#39;</span>
         <span class="c1"># get the file opener for the user</span>
         <span class="k">try</span><span class="p">:</span>
             <span class="n">start_dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">expanduser</span><span class="p">(</span><span class="s2">&quot;~&quot;</span><span class="p">)</span>
@@ -316,7 +319,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="bp">self</span><span class="o">.</span><span class="n">update_status_bar</span><span class="p">(</span><span class="s1">&#39;Failed to update images&#39;</span><span class="p">,</span> <span class="mi">10000</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="images.load_human_experiment"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.load_human_experiment">[docs]</a>    <span class="k">def</span> <span class="nf">load_human_experiment</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; change the image dataset we are using &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; change the image dataset we are using &#39;&#39;&#39;</span>
         <span class="c1"># get the file opener for the user</span>
         <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">default_save_dir</span><span class="p">):</span>
             <span class="n">start_dir</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_save_dir</span>
@@ -416,7 +419,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">display_metric_correlation_plot</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">tabs</span><span class="p">[</span><span class="s1">&#39;graph&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setCurrentIndex</span><span class="p">(</span><span class="mi">3</span><span class="p">)</span>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    metric updaters</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.display_metrics"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metrics">[docs]</a>    <span class="k">def</span> <span class="nf">display_metrics</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metrics</span><span class="p">,</span> <span class="n">i</span><span class="p">):</span>
@@ -440,7 +443,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="n">text</span> <span class="o">+=</span> <span class="n">key</span> <span class="o">+</span> <span class="s1">&#39;: &#39;</span> <span class="o">+</span> <span class="n">metric</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;info&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="n">text</span><span class="p">)</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    get metric values when adjusting a single transformation value over its range</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.get_metrics_over_all_trans_with_init_values"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.get_metrics_over_all_trans_with_init_values">[docs]</a>    <span class="k">def</span> <span class="nf">get_metrics_over_all_trans_with_init_values</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -457,7 +460,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">request_range_work</span><span class="o">.</span><span class="n">emit</span><span class="p">(</span><span class="n">data</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="images.completed_range_results"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.completed_range_results">[docs]</a>    <span class="k">def</span> <span class="nf">completed_range_results</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">results</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; data results sent from signal from thread worker &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; data results sent from signal from thread worker &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">update_status_bar</span><span class="p">(</span><span class="s1">&#39;Completed Range Results&#39;</span><span class="p">,</span> <span class="mi">3000</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">stopped_range_worker</span><span class="p">()</span>
         <span class="c1"># first check if we have empty results (means we cannot plot) - have changed to accept empty</span>
@@ -479,7 +482,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="bp">self</span><span class="o">.</span><span class="n">display_metric_range_plot</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">display_metric_correlation_plot</span><span class="p">()</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    metric range plot (line plots of range of all sliders)</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.display_metric_range_plot"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metric_range_plot">[docs]</a>    <span class="k">def</span> <span class="nf">display_metric_range_plot</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -527,7 +530,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="bp">self</span><span class="o">.</span><span class="n">metric_range_graph_num</span> <span class="o">=</span> <span class="mi">0</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">display_metric_range_plot</span><span class="p">()</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    metric averaging plots (radar plot)</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.display_radar_plots"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_radar_plots">[docs]</a>    <span class="k">def</span> <span class="nf">display_radar_plots</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -603,7 +606,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">save_path</span><span class="p">)</span>
         <span class="n">gui_utils</span><span class="o">.</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;savefig.directory&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">save_path</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    metric correlation plots</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.display_metric_correlation_plot"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metric_correlation_plot">[docs]</a>    <span class="k">def</span> <span class="nf">display_metric_correlation_plot</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -682,7 +685,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">redo_plots</span><span class="p">(</span><span class="n">calc_range</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div>
 
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    metric image updaters</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.display_metric_images"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.display_metric_images">[docs]</a>    <span class="k">def</span> <span class="nf">display_metric_images</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">metric_images</span><span class="p">,</span> <span class="n">i</span><span class="p">):</span>
@@ -690,7 +693,7 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="n">widget</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metric_images&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
             <span class="n">gui_utils</span><span class="o">.</span><span class="n">change_im</span><span class="p">(</span><span class="n">widget</span><span class="p">,</span> <span class="n">metric_images</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="n">resize</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="p">)</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    thread manegment</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="images.stopped_range_worker"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.stopped_range_worker">[docs]</a>    <span class="k">def</span> <span class="nf">stopped_range_worker</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">signal</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/layout.html b/docs/_build/html/_modules/IQM_Vis/UI/layout.html
index 2b256d2..0b6fc31 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/layout.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/layout.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.layout</li>
       <li class="wy-breadcrumbs-aside">
@@ -116,7 +119,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="k">return</span> <span class="bp">self</span></div>
 
     <span class="k">def</span> <span class="nf">_init_generic_layout</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">        place all the widgets in the window</span>
 <span class="sd">        &#39;&#39;&#39;</span>
         <span class="c1"># sizes</span>
@@ -125,12 +128,12 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="c1"># save window tabs to self</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">tabs</span> <span class="o">=</span> <span class="p">{}</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;image rows displaying image, metric graphs and metric images&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;image rows displaying image, metric graphs and metric images&#39;&#39;&#39;</span>
         <span class="n">image_layouts</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="n">metric_layouts</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="n">graph_layouts</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">:</span>
-<span class="w">            </span><span class="sd">&#39;&#39;&#39;image and transformed image&#39;&#39;&#39;</span>
+            <span class="sd">&#39;&#39;&#39;image and transformed image&#39;&#39;&#39;</span>
             <span class="n">image_layout</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
             <span class="k">for</span> <span class="n">image_name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;images&#39;</span><span class="p">]:</span>
                 <span class="n">single_image</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
@@ -139,7 +142,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
                 <span class="n">image_layout</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">single_image</span><span class="p">)</span>
             <span class="n">image_layouts</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">image_layout</span><span class="p">)</span>
             <span class="n">image_layouts</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
-<span class="w">            </span><span class="sd">&#39;&#39;&#39;metric images&#39;&#39;&#39;</span>
+            <span class="sd">&#39;&#39;&#39;metric images&#39;&#39;&#39;</span>
             <span class="n">metric_layout</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
             <span class="k">for</span> <span class="n">metric_name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metric_images&#39;</span><span class="p">]:</span>
                 <span class="n">single_metric</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
@@ -151,7 +154,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
             <span class="n">metric_layouts</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">metric_layout</span><span class="p">)</span>
             <span class="n">metric_layouts</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
 
-<span class="w">            </span><span class="sd">&#39;&#39;&#39;graphs&#39;&#39;&#39;</span>
+            <span class="sd">&#39;&#39;&#39;graphs&#39;&#39;&#39;</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">tabs</span><span class="p">[</span><span class="s1">&#39;graph&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QTabWidget</span><span class="p">()</span>
             <span class="c1"># &#39;&#39;&#39;metrics graphs&#39;&#39;&#39;</span>
             <span class="n">metric_bar</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
@@ -174,7 +177,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
                 <span class="n">graph</span> <span class="o">=</span> <span class="n">QGridLayout</span><span class="p">()</span>
                 <span class="n">graph</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;range&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">],</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">im_height</span><span class="p">,</span> <span class="n">im_width</span><span class="p">)</span>
                 <span class="n">range_graph</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">graph</span><span class="p">)</span>  <span class="c1"># need for matplotlib? - test this...    (grid)</span>
-<span class="w">                </span><span class="sd">&#39;&#39;&#39;graph controls&#39;&#39;&#39;</span> <span class="c1"># will add to last one since there is one widget to control all</span>
+                <span class="sd">&#39;&#39;&#39;graph controls&#39;&#39;&#39;</span> <span class="c1"># will add to last one since there is one widget to control all</span>
                 <span class="n">graph_controls</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
                 <span class="n">graph_controls</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;prev_metric_graph&#39;</span><span class="p">])</span>
                 <span class="n">graph_controls</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;next_metric_graph&#39;</span><span class="p">])</span>
@@ -189,18 +192,18 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
                 <span class="n">graph</span> <span class="o">=</span> <span class="n">QGridLayout</span><span class="p">()</span>
                 <span class="n">graph</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;correlation&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">],</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">im_height</span><span class="p">,</span> <span class="n">im_width</span><span class="p">)</span>
                 <span class="n">correlation_graph</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">graph</span><span class="p">)</span>  <span class="c1"># need for matplotlib? - test this...    (grid)</span>
-<span class="w">                </span><span class="sd">&#39;&#39;&#39;graph controls&#39;&#39;&#39;</span> <span class="c1"># will add to last one since there is one widget to control all</span>
+                <span class="sd">&#39;&#39;&#39;graph controls&#39;&#39;&#39;</span> <span class="c1"># will add to last one since there is one widget to control all</span>
                 <span class="n">graph_controls</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
                 <span class="n">graph_controls</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;prev_correlation_graph&#39;</span><span class="p">])</span>
                 <span class="n">graph_controls</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;next_correlation_graph&#39;</span><span class="p">])</span>
                 <span class="n">correlation_graph</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">graph_controls</span><span class="p">)</span>
-<span class="w">                </span><span class="sd">&#39;&#39;&#39;load experiment&#39;&#39;&#39;</span>
+                <span class="sd">&#39;&#39;&#39;load experiment&#39;&#39;&#39;</span>
                 <span class="n">correlation_graph</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;load_exp&#39;</span><span class="p">])</span>
                 <span class="n">utils</span><span class="o">.</span><span class="n">add_layout_to_tab</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tabs</span><span class="p">[</span><span class="s1">&#39;graph&#39;</span><span class="p">],</span> <span class="n">correlation_graph</span><span class="p">,</span> <span class="s1">&#39;Correlation&#39;</span><span class="p">)</span>
             <span class="n">graph_layouts</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tabs</span><span class="p">[</span><span class="s1">&#39;graph&#39;</span><span class="p">])</span>
             <span class="n">graph_layouts</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;dataset controls&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;dataset controls&#39;&#39;&#39;</span>
         <span class="c1"># prev/next buttons</span>
         <span class="n">dataset_layout</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">:</span>
@@ -211,7 +214,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
             <span class="n">dataset_layout</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;next_data&#39;</span><span class="p">])</span>
             <span class="n">dataset_layout</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">][</span><span class="s1">&#39;data_num&#39;</span><span class="p">])</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;transform controls&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;transform controls&#39;&#39;&#39;</span>
         <span class="n">image_controls</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="c1"># transform sliders</span>
         <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sliders</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">]:</span>
@@ -233,7 +236,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="n">reset_button</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
         <span class="n">image_controls</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">reset_button</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;metric_param controls&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;metric_param controls&#39;&#39;&#39;</span>
         <span class="n">metric_controls</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sliders</span><span class="p">[</span><span class="s1">&#39;metric_params&#39;</span><span class="p">]:</span>
             <span class="n">inner_metric_layout</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
@@ -248,7 +251,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="n">metric_controls</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">reset_button</span><span class="p">)</span>
         <span class="n">metric_controls</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;settings controls&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;settings controls&#39;&#39;&#39;</span>
         <span class="n">settings_controls</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_settings</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
             <span class="n">inner_layout</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
@@ -261,7 +264,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
             <span class="n">settings_controls</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">inner_layout</span><span class="p">)</span>
         <span class="n">settings_controls</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; experiment controls&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; experiment controls&#39;&#39;&#39;</span>
         <span class="n">experiment_controls</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="c1"># tranformations</span>
         <span class="k">for</span> <span class="n">trans_name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiment_params</span><span class="p">:</span>
@@ -283,7 +286,7 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="n">experiment_button</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
         <span class="n">experiment_controls</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">experiment_button</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;export images&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;export images&#39;&#39;&#39;</span>
         <span class="n">export_controls</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">trans_name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">:</span>
             <span class="n">export_trans</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
@@ -304,20 +307,20 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="n">export_button</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
         <span class="n">export_controls</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">export_button</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; add to parameter controls tab&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; add to parameter controls tab&#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">tabs</span><span class="p">[</span><span class="s1">&#39;slider&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QTabWidget</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">tab_layout</span><span class="p">,</span> <span class="n">tab_name</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">([</span><span class="n">image_controls</span><span class="p">,</span> <span class="n">metric_controls</span><span class="p">,</span> <span class="n">settings_controls</span><span class="p">,</span> <span class="n">experiment_controls</span><span class="p">,</span> <span class="n">export_controls</span><span class="p">],</span>
                                         <span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">,</span> <span class="s1">&#39;metric params&#39;</span><span class="p">,</span> <span class="s1">&#39;image settings&#39;</span><span class="p">,</span> <span class="s1">&#39;experiment&#39;</span><span class="p">,</span> <span class="s1">&#39;export&#39;</span><span class="p">]):</span>
             <span class="n">utils</span><span class="o">.</span><span class="n">add_layout_to_tab</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tabs</span><span class="p">[</span><span class="s1">&#39;slider&#39;</span><span class="p">],</span> <span class="n">tab_layout</span><span class="p">,</span> <span class="n">tab_name</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;re calc graphs button&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;re calc graphs button&#39;&#39;&#39;</span>
         <span class="n">graph_button</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="k">if</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_avg_graph</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">metric_range_graph</span><span class="p">):</span>
             <span class="n">graph_button</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;force_update&#39;</span><span class="p">])</span>
             <span class="n">graph_button</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;check_box&#39;</span><span class="p">][</span><span class="s1">&#39;graph_limits&#39;</span><span class="p">])</span>
             <span class="n">graph_button</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; put the whole layout together &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; put the whole layout together &#39;&#39;&#39;</span>
         <span class="n">image_left_side</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
         <span class="n">image_left_side</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">image_layouts</span><span class="p">)</span>
         <span class="n">image_left_side</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">dataset_layout</span><span class="p">)</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/main.html b/docs/_build/html/_modules/IQM_Vis/UI/main.html
index 436bfe1..5011a25 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/main.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/main.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.main</li>
       <li class="wy-breadcrumbs-aside">
@@ -268,7 +271,7 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
             <span class="c1"># QCoreApplication.quit()</span>
 
 <div class="viewcode-block" id="make_app.get_menu_checkboxes"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.get_menu_checkboxes">[docs]</a>    <span class="k">def</span> <span class="nf">get_menu_checkboxes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; list all trans/metrics in the menu drop downs &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; list all trans/metrics in the menu drop downs &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">menu_options</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;transforms&#39;</span><span class="p">:</span> <span class="p">{},</span>
                              <span class="s1">&#39;metrics&#39;</span><span class="p">:</span> <span class="p">{},</span>
                              <span class="s1">&#39;metric_images&#39;</span><span class="p">:</span> <span class="p">{}}</span>
@@ -339,7 +342,7 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
             <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">menu_options</span><span class="p">[</span><span class="s1">&#39;metric_images&#39;</span><span class="p">][</span><span class="n">metric_image</span><span class="p">]</span><span class="o">.</span><span class="n">isChecked</span><span class="p">():</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">checked_metric_images</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">metric_image</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; update these &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; update these &#39;&#39;&#39;</span>
         <span class="c1"># get any current tabs showing so we can keep them showing on a remake</span>
         <span class="n">tabs_index</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;tabs&#39;</span><span class="p">):</span>
@@ -375,7 +378,7 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
             <span class="bp">self</span><span class="o">.</span><span class="n">correlation_data</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span></div>
 
     <span class="k">def</span> <span class="nf">_single_image_or_dataset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;set whether dataset or single image used for data_store&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;set whether dataset or single image used for data_store&#39;&#39;&#39;</span>
         <span class="k">for</span> <span class="n">data_store</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_stores</span><span class="p">:</span>
             <span class="k">try</span><span class="p">:</span>
                 <span class="n">data_store</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
@@ -399,7 +402,7 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
         <span class="k">return</span> <span class="n">dataset_found</span>
     
 <div class="viewcode-block" id="make_app.change_save_folder"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.change_save_folder">[docs]</a>    <span class="k">def</span> <span class="nf">change_save_folder</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; change the save folder we are using &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; change the save folder we are using &#39;&#39;&#39;</span>
         <span class="c1"># get the file opener for the user</span>
         <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">default_save_dir</span><span class="p">):</span>
             <span class="n">start_dir</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">default_save_dir</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/threads.html b/docs/_build/html/_modules/IQM_Vis/UI/threads.html
index 973defa..b95cfb5 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/threads.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/threads.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.threads</li>
       <li class="wy-breadcrumbs-aside">
@@ -102,7 +105,7 @@ <h1>Source code for IQM_Vis.UI.threads</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="get_range_results_worker.do_work"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.do_work">[docs]</a>    <span class="nd">@pyqtSlot</span><span class="p">(</span><span class="nb">dict</span><span class="p">)</span>
     <span class="k">def</span> <span class="nf">do_work</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
-        <span class="n">t0</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
+        <span class="c1"># t0 = time.time()</span>
 
         <span class="n">metric_over_range_results</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="n">max_val</span> <span class="o">=</span> <span class="mi">0</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/utils.html b/docs/_build/html/_modules/IQM_Vis/UI/utils.html
index ef42777..a553d03 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/utils.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.utils</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/widgets.html b/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
index 2f207bf..59730e1 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.UI.widgets</li>
       <li class="wy-breadcrumbs-aside">
@@ -106,7 +109,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
 <span class="c1"># sub class used by IQM_Vis.main.make_app to initialise widgets and general UI functions for widgets</span>
 <div class="viewcode-block" id="widgets"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets">[docs]</a><span class="k">class</span> <span class="nc">widgets</span><span class="p">():</span>
 <div class="viewcode-block" id="widgets.init_widgets"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.init_widgets">[docs]</a>    <span class="k">def</span> <span class="nf">init_widgets</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">        create all the widgets we need and init params</span>
 <span class="sd">        &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_init_widgets</span><span class="p">()</span>
@@ -114,7 +117,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">_init_image_settings</span><span class="p">()</span></div>
 
     <span class="k">def</span> <span class="nf">_init_widgets</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">        create all the widgets we need and init params</span>
 <span class="sd">        &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">tool_tip_style</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;QToolTip {background-color: black; color: white; border: black solid 1px}&quot;&quot;&quot;</span>
@@ -126,7 +129,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">data_store</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">data_stores</span><span class="p">):</span>   <span class="c1"># create each row of the widgets</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;images&#39;</span><span class="p">:{},</span> <span class="s1">&#39;metrics&#39;</span><span class="p">:{},</span> <span class="s1">&#39;metric_images&#39;</span><span class="p">:{}}</span>
-<span class="w">            </span><span class="sd">&#39;&#39;&#39;image and transformed image&#39;&#39;&#39;</span>
+            <span class="sd">&#39;&#39;&#39;image and transformed image&#39;&#39;&#39;</span>
             <span class="k">for</span> <span class="n">image_name</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;original&#39;</span><span class="p">,</span> <span class="s1">&#39;transformed&#39;</span><span class="p">]:</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;images&#39;</span><span class="p">][</span><span class="n">image_name</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
                 <span class="c1"># image widget</span>
@@ -137,7 +140,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
                 <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;images&#39;</span><span class="p">][</span><span class="n">image_name</span><span class="p">][</span><span class="s1">&#39;label&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setAlignment</span><span class="p">(</span><span class="n">Qt</span><span class="o">.</span><span class="n">AlignmentFlag</span><span class="o">.</span><span class="n">AlignCenter</span><span class="p">)</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;images&#39;</span><span class="p">][</span><span class="n">image_name</span><span class="p">][</span><span class="s1">&#39;label&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="n">image_name</span><span class="p">)</span>
 
-<span class="w">            </span><span class="sd">&#39;&#39;&#39;metric images&#39;&#39;&#39;</span>
+            <span class="sd">&#39;&#39;&#39;metric images&#39;&#39;&#39;</span>
             <span class="k">for</span> <span class="n">metric_image</span> <span class="ow">in</span> <span class="n">data_store</span><span class="o">.</span><span class="n">metric_images</span><span class="p">:</span>
                 <span class="k">if</span> <span class="n">metric_image</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">checked_metric_images</span><span class="p">:</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metric_images&#39;</span><span class="p">][</span><span class="n">metric_image</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
@@ -147,7 +150,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
                     <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metric_images&#39;</span><span class="p">][</span><span class="n">metric_image</span><span class="p">][</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metric_images&#39;</span><span class="p">][</span><span class="n">metric_image</span><span class="p">][</span><span class="s1">&#39;label&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setAlignment</span><span class="p">(</span><span class="n">Qt</span><span class="o">.</span><span class="n">AlignmentFlag</span><span class="o">.</span><span class="n">AlignCenter</span><span class="p">)</span>
 
-<span class="w">            </span><span class="sd">&#39;&#39;&#39;metrics graphs&#39;&#39;&#39;</span>
+            <span class="sd">&#39;&#39;&#39;metrics graphs&#39;&#39;&#39;</span>
             <span class="n">im_pair_name</span> <span class="o">=</span> <span class="n">gui_utils</span><span class="o">.</span><span class="n">get_image_pair_name</span><span class="p">(</span><span class="n">data_store</span><span class="p">)</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;info&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;info&#39;</span><span class="p">][</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLabel</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
@@ -189,7 +192,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
             <span class="bp">self</span><span class="o">.</span><span class="n">widget_row</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="s1">&#39;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;correlation&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setStyleSheet</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tool_tip_style</span><span class="p">)</span>
 
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;buttons&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;buttons&#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;button&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;slider&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;label&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;check_box&#39;</span><span class="p">:</span> <span class="p">{},</span> <span class="s1">&#39;images&#39;</span><span class="p">:</span> <span class="p">{}}</span>
         
         <span class="k">if</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_avg_graph</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">metric_range_graph</span><span class="p">):</span>
@@ -244,10 +247,10 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="c1"># export images button</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;export_images&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;Export Images&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;export_images&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">clicked</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">export_trans_images</span><span class="p">)</span>
-<span class="w">        </span>
+        
 
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;sliders&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;sliders&#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">params_from_sliders</span> <span class="o">=</span> <span class="p">{}</span>
         <span class="k">for</span> <span class="n">param_group</span><span class="p">,</span> <span class="n">slider_group</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sliders</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">params_from_sliders</span><span class="p">[</span><span class="n">param_group</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
@@ -277,7 +280,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
                 <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;slider&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setAlignment</span><span class="p">(</span><span class="n">Qt</span><span class="o">.</span><span class="n">AlignmentFlag</span><span class="o">.</span><span class="n">AlignLeft</span><span class="p">)</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;slider&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">params_from_sliders</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">]))</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; experiment options &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; experiment options &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiment_params</span> <span class="o">=</span> <span class="p">{}</span>
         
         <span class="k">for</span> <span class="n">trans_name</span><span class="p">,</span> <span class="n">deets</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
@@ -316,7 +319,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;exp_change_save&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;Change&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;exp_change_save&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">clicked</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_save_folder</span><span class="p">)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; export options &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; export options &#39;&#39;&#39;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span> <span class="o">=</span> <span class="p">{}</span>
         
         <span class="k">for</span> <span class="n">trans_name</span><span class="p">,</span> <span class="n">deets</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
@@ -356,11 +359,11 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;export_change_save&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">clicked</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_save_folder</span><span class="p">)</span>
 
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    setup/helper functions</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="k">def</span> <span class="nf">_init_sliders</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sliders_dict</span><span class="p">,</span> <span class="n">info_dict</span><span class="p">,</span> <span class="n">param_group</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">        generic initialiser of sliders (will change the dicts input rather than returning - like C++ pointers &amp;)</span>
 <span class="sd">            sliders_dict: holds the slider widgets</span>
 <span class="sd">            info_dict: info to initialise the sliders</span>
@@ -518,7 +521,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">widget_settings</span><span class="p">[</span><span class="s1">&#39;update_button&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">clicked</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">update_image_settings</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">disable_settings_button</span><span class="p">()</span>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    ==================== functions to bind to sliders/widgets ====================</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="c1"># line edit colour based on if valid</span>
@@ -582,7 +585,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
             <span class="bp">self</span><span class="o">.</span><span class="n">plot_data_lim</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_lims</span><span class="p">[</span><span class="s1">&#39;fixed&#39;</span><span class="p">]</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">redo_plots</span><span class="p">(</span><span class="n">calc_range</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    images settings apply</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="widgets.enable_settings_button"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.enable_settings_button">[docs]</a>    <span class="k">def</span> <span class="nf">enable_settings_button</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -597,7 +600,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
 
     
 <div class="viewcode-block" id="widgets.update_image_settings"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.update_image_settings">[docs]</a>    <span class="k">def</span> <span class="nf">update_image_settings</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; button to apply new image settings &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; button to apply new image settings &#39;&#39;&#39;</span>
         <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;range_worker&#39;</span><span class="p">):</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">range_worker</span><span class="o">.</span><span class="n">stop</span><span class="p">()</span>
         <span class="c1"># apply changes to settings</span>
@@ -622,7 +625,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">update_UI</span> <span class="o">=</span> <span class="kc">False</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">disable_settings_button</span><span class="p">()</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    image settings setters</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 
@@ -693,7 +696,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
             <span class="n">txt</span> <span class="o">=</span> <span class="mi">1</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">display_brightness</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">txt</span><span class="p">))</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    status bar</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="widgets.update_progress"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.update_progress">[docs]</a>    <span class="k">def</span> <span class="nf">update_progress</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
@@ -707,11 +710,11 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">time</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">status_bar</span><span class="o">.</span><span class="n">showMessage</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">time</span><span class="p">)</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    export controls</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="widgets.change_text_export_trans"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_text_export_trans">[docs]</a>    <span class="k">def</span> <span class="nf">change_text_export_trans</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; change colour of text when checkbox is pressed &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; change colour of text when checkbox is pressed &#39;&#39;&#39;</span>
         <span class="n">checked</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans</span><span class="p">][</span><span class="s1">&#39;check_box&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isChecked</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">widget</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans</span><span class="p">]:</span>
             <span class="k">if</span> <span class="n">widget</span> <span class="o">==</span> <span class="s1">&#39;check_box&#39;</span><span class="p">:</span>
@@ -771,11 +774,11 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="n">fig</span> <span class="o">=</span> <span class="n">gui_utils</span><span class="o">.</span><span class="n">break_out_mlp</span><span class="p">(</span><span class="n">mpl_canvas</span><span class="p">)</span>
         <span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
 
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    experiments</span>
 <span class="sd">    &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="widgets.change_text_exp_trans"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_text_exp_trans">[docs]</a>    <span class="k">def</span> <span class="nf">change_text_exp_trans</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trans</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39; change colour of text when checkbox is pressed &#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39; change colour of text when checkbox is pressed &#39;&#39;&#39;</span>
         <span class="n">checked</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiment_params</span><span class="p">[</span><span class="n">trans</span><span class="p">][</span><span class="s1">&#39;check_box&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isChecked</span><span class="p">()</span>
         <span class="k">for</span> <span class="n">widget</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_experiment_params</span><span class="p">[</span><span class="n">trans</span><span class="p">]:</span>
             <span class="k">if</span> <span class="n">widget</span> <span class="o">==</span> <span class="s1">&#39;check_box&#39;</span><span class="p">:</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api.html b/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api.html
index 20c4550..3837048 100644
--- a/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api.html
+++ b/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api.html
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
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     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.data_handlers.data_api</li>
       <li class="wy-breadcrumbs-aside">
@@ -110,7 +113,7 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
 
 
 <div class="viewcode-block" id="cache_metric_call"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_metric_call">[docs]</a><span class="k">class</span> <span class="nc">cache_metric_call</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; cache metric fucntions that have been calculated already</span>
+    <span class="sd">&#39;&#39;&#39; cache metric fucntions that have been calculated already</span>
 <span class="sd">     to do this we need to convert numpy arrays to a hashable object (since arrs are mutable) </span>
 <span class="sd">     to achieve this we convert to a bytes array (input to __call__) then load this from buffer</span>
 <span class="sd">     &#39;&#39;&#39;</span>
@@ -128,7 +131,7 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
 
 
 <div class="viewcode-block" id="dataset_holder"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder">[docs]</a><span class="k">class</span> <span class="nc">dataset_holder</span><span class="p">(</span><span class="n">base_dataset_loader</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Stores images and metrics to communicate with the UI via the IQM-Vis data</span>
+    <span class="sd">&#39;&#39;&#39;Stores images and metrics to communicate with the UI via the IQM-Vis data</span>
 <span class="sd">       API.</span>
 
 <span class="sd">       Args:</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api_abstract.html b/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api_abstract.html
index 65d5216..ce10e0f 100644
--- a/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api_abstract.html
+++ b/docs/_build/html/_modules/IQM_Vis/data_handlers/data_api_abstract.html
@@ -12,9 +12,8 @@
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
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     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.data_handlers.data_api_abstract</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/all.html b/docs/_build/html/_modules/IQM_Vis/examples/all.html
index 2fa2953..edea72c 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/all.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/all.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.all</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/dataset.html b/docs/_build/html/_modules/IQM_Vis/examples/dataset.html
index 557dbfd..703cf17 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/dataset.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/dataset.html
@@ -12,9 +12,8 @@
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.dataset</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/dists.html b/docs/_build/html/_modules/IQM_Vis/examples/dists.html
index efd520e..e1a506f 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/dists.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/dists.html
@@ -12,9 +12,8 @@
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.dists</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/experiment.html b/docs/_build/html/_modules/IQM_Vis/examples/experiment.html
index 86cb97a..c10e870 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/experiment.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/experiment.html
@@ -12,9 +12,8 @@
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.experiment</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/kodak.html b/docs/_build/html/_modules/IQM_Vis/examples/kodak.html
index 44a6692..6a44e6f 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/kodak.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/kodak.html
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.kodak</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/multiple.html b/docs/_build/html/_modules/IQM_Vis/examples/multiple.html
index 2c2787c..8694ce5 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/multiple.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/multiple.html
@@ -12,9 +12,8 @@
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.multiple</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/new_api.html b/docs/_build/html/_modules/IQM_Vis/examples/new_api.html
index 3487a9d..5c2eac0 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/new_api.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/new_api.html
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         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.new_api</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/simple.html b/docs/_build/html/_modules/IQM_Vis/examples/simple.html
index 2a8eb48..599d141 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/simple.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/simple.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.examples.simple</li>
       <li class="wy-breadcrumbs-aside">
diff --git a/docs/_build/html/_modules/IQM_Vis/metrics.html b/docs/_build/html/_modules/IQM_Vis/metrics.html
index 18bfab9..bd1f79e 100644
--- a/docs/_build/html/_modules/IQM_Vis/metrics.html
+++ b/docs/_build/html/_modules/IQM_Vis/metrics.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
-        <script src="../../_static/jquery.js"></script>
-        <script src="../../_static/underscore.js"></script>
         <script src="../../_static/doctools.js"></script>
+        <script src="../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.metrics</li>
       <li class="wy-breadcrumbs-aside">
@@ -91,7 +94,7 @@ <h1>Source code for IQM_Vis.metrics</h1><div class="highlight"><pre>
 <span class="kn">from</span> <span class="nn">IQM_Vis.metrics.perceptual_DL</span> <span class="kn">import</span> <span class="n">LPIPS</span><span class="p">,</span> <span class="n">DISTS</span>
 
 <div class="viewcode-block" id="get_all_metrics"><a class="viewcode-back" href="../../IQM_Vis.metrics.html#IQM_Vis.metrics.get_all_metrics">[docs]</a><span class="k">def</span> <span class="nf">get_all_metrics</span><span class="p">():</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; </span>
+    <span class="sd">&#39;&#39;&#39; </span>
 <span class="sd">    Get all available IQMs provided by IQM_Vis </span>
 <span class="sd">    </span>
 <span class="sd">    Return:</span>
@@ -111,7 +114,7 @@ <h1>Source code for IQM_Vis.metrics</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">all_metrics</span></div>
 
 <div class="viewcode-block" id="get_all_metric_images"><a class="viewcode-back" href="../../IQM_Vis.metrics.html#IQM_Vis.metrics.get_all_metric_images">[docs]</a><span class="k">def</span> <span class="nf">get_all_metric_images</span><span class="p">():</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; </span>
+    <span class="sd">&#39;&#39;&#39; </span>
 <span class="sd">    Get all available IQMs provided by IQM_Vis that return an image </span>
 <span class="sd">    </span>
 <span class="sd">    Return:</span>
@@ -127,7 +130,7 @@ <h1>Source code for IQM_Vis.metrics</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">all_metrics</span></div>
 
 <div class="viewcode-block" id="get_all_IQM_params"><a class="viewcode-back" href="../../IQM_Vis.metrics.html#IQM_Vis.metrics.get_all_IQM_params">[docs]</a><span class="k">def</span> <span class="nf">get_all_IQM_params</span><span class="p">():</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; </span>
+    <span class="sd">&#39;&#39;&#39; </span>
 <span class="sd">    Get all available IQMs parameters</span>
 <span class="sd">    </span>
 <span class="sd">    Return:</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/metrics/SSIM/ssim.html b/docs/_build/html/_modules/IQM_Vis/metrics/SSIM/ssim.html
index 7382e7d..e1b4a9d 100644
--- a/docs/_build/html/_modules/IQM_Vis/metrics/SSIM/ssim.html
+++ b/docs/_build/html/_modules/IQM_Vis/metrics/SSIM/ssim.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../../" id="documentation_options" src="../../../../_static/documentation_options.js"></script>
-        <script src="../../../../_static/jquery.js"></script>
-        <script src="../../../../_static/underscore.js"></script>
         <script src="../../../../_static/doctools.js"></script>
+        <script src="../../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../../index.html">Module code</a></li>
           <li class="breadcrumb-item"><a href="../../metrics.html">IQM_Vis.metrics</a></li>
       <li class="breadcrumb-item active">IQM_Vis.metrics.SSIM.ssim</li>
@@ -99,7 +102,7 @@ <h1>Source code for IQM_Vis.metrics.SSIM.ssim</h1><div class="highlight"><pre>
 
 
 <span class="k">def</span> <span class="nf">_fspecial_gauss_1d</span><span class="p">(</span><span class="n">size</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">sigma</span><span class="p">:</span> <span class="nb">float</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tensor</span><span class="p">:</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;Create 1-D gauss kernel</span>
+    <span class="sa">r</span><span class="sd">&quot;&quot;&quot;Create 1-D gauss kernel</span>
 <span class="sd">    Args:</span>
 <span class="sd">        size (int): the size of gauss kernel</span>
 <span class="sd">        sigma (float): sigma of normal distribution</span>
@@ -116,7 +119,7 @@ <h1>Source code for IQM_Vis.metrics.SSIM.ssim</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="gaussian_filter"><a class="viewcode-back" href="../../../../IQM_Vis.metrics.SSIM.html#IQM_Vis.metrics.SSIM.ssim.gaussian_filter">[docs]</a><span class="k">def</span> <span class="nf">gaussian_filter</span><span class="p">(</span><span class="nb">input</span><span class="p">:</span> <span class="n">Tensor</span><span class="p">,</span> <span class="n">win</span><span class="p">:</span> <span class="n">Tensor</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tensor</span><span class="p">:</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot; Blur input with 1-D kernel</span>
+    <span class="sa">r</span><span class="sd">&quot;&quot;&quot; Blur input with 1-D kernel</span>
 <span class="sd">    Args:</span>
 <span class="sd">        input (torch.Tensor): a batch of tensors to be blurred</span>
 <span class="sd">        window (torch.Tensor): 1-D gauss kernel</span>
@@ -152,7 +155,7 @@ <h1>Source code for IQM_Vis.metrics.SSIM.ssim</h1><div class="highlight"><pre>
     <span class="n">size_average</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
     <span class="n">K</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.03</span><span class="p">)</span>
 <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">Tensor</span><span class="p">,</span> <span class="n">Tensor</span><span class="p">]:</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot; Calculate ssim index for X and Y</span>
+    <span class="sa">r</span><span class="sd">&quot;&quot;&quot; Calculate ssim index for X and Y</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        X (torch.Tensor): images</span>
@@ -203,7 +206,7 @@ <h1>Source code for IQM_Vis.metrics.SSIM.ssim</h1><div class="highlight"><pre>
     <span class="n">K</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.03</span><span class="p">),</span>
     <span class="n">nonnegative_ssim</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
 <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tensor</span><span class="p">:</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot; interface of ssim</span>
+    <span class="sa">r</span><span class="sd">&quot;&quot;&quot; interface of ssim</span>
 <span class="sd">    Args:</span>
 <span class="sd">        X (torch.Tensor): a batch of images, (N,C,H,W)</span>
 <span class="sd">        Y (torch.Tensor): a batch of images, (N,C,H,W)</span>
@@ -262,7 +265,7 @@ <h1>Source code for IQM_Vis.metrics.SSIM.ssim</h1><div class="highlight"><pre>
     <span class="n">weights</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
     <span class="n">K</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.03</span><span class="p">)</span>
 <span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tensor</span><span class="p">:</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot; interface of ms-ssim</span>
+    <span class="sa">r</span><span class="sd">&quot;&quot;&quot; interface of ms-ssim</span>
 <span class="sd">    Args:</span>
 <span class="sd">        X (torch.Tensor): a batch of images, (N,C,[T,]H,W)</span>
 <span class="sd">        Y (torch.Tensor): a batch of images, (N,C,[T,]H,W)</span>
@@ -345,7 +348,7 @@ <h1>Source code for IQM_Vis.metrics.SSIM.ssim</h1><div class="highlight"><pre>
         <span class="n">K</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.03</span><span class="p">),</span>
         <span class="n">nonnegative_ssim</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
     <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
-<span class="w">        </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot; class for ssim</span>
+        <span class="sa">r</span><span class="sd">&quot;&quot;&quot; class for ssim</span>
 <span class="sd">        Args:</span>
 <span class="sd">            data_range (float or int, optional): value range of input images. (usually 1.0 or 255)</span>
 <span class="sd">            size_average (bool, optional): if size_average=True, ssim of all images will be averaged as a scalar</span>
@@ -388,7 +391,7 @@ <h1>Source code for IQM_Vis.metrics.SSIM.ssim</h1><div class="highlight"><pre>
         <span class="n">weights</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
         <span class="n">K</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.03</span><span class="p">),</span>
     <span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
-<span class="w">        </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot; class for ms-ssim</span>
+        <span class="sa">r</span><span class="sd">&quot;&quot;&quot; class for ms-ssim</span>
 <span class="sd">        Args:</span>
 <span class="sd">            data_range (float or int, optional): value range of input images. (usually 1.0 or 255)</span>
 <span class="sd">            size_average (bool, optional): if size_average=True, ssim of all images will be averaged as a scalar</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/metrics/non_perceptual.html b/docs/_build/html/_modules/IQM_Vis/metrics/non_perceptual.html
index 3477a6b..8712d8d 100644
--- a/docs/_build/html/_modules/IQM_Vis/metrics/non_perceptual.html
+++ b/docs/_build/html/_modules/IQM_Vis/metrics/non_perceptual.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
           <li class="breadcrumb-item"><a href="../metrics.html">IQM_Vis.metrics</a></li>
       <li class="breadcrumb-item active">IQM_Vis.metrics.non_perceptual</li>
@@ -92,7 +95,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
 <span class="kn">from</span> <span class="nn">IQM_Vis.metrics.metric_utils</span> <span class="kn">import</span> <span class="n">_check_shapes</span>
 
 <div class="viewcode-block" id="MAE"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MAE">[docs]</a><span class="k">class</span> <span class="nc">MAE</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Mean Absolute Error between two images. Images must have the same</span>
+    <span class="sd">&#39;&#39;&#39;Mean Absolute Error between two images. Images must have the same</span>
 <span class="sd">       dimensions</span>
 
 <span class="sd">    Args:</span>
@@ -104,7 +107,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
         <span class="bp">self</span><span class="o">.</span><span class="n">return_image</span> <span class="o">=</span> <span class="n">return_image</span>
 
 <div class="viewcode-block" id="MAE.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MAE.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
@@ -124,7 +127,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
 
 
 <div class="viewcode-block" id="MSE"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MSE">[docs]</a><span class="k">class</span> <span class="nc">MSE</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Mean Squared Error between two images. Images must have the same</span>
+    <span class="sd">&#39;&#39;&#39;Mean Squared Error between two images. Images must have the same</span>
 <span class="sd">       dimensions</span>
 
 <span class="sd">    Args:</span>
@@ -136,7 +139,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
         <span class="bp">self</span><span class="o">.</span><span class="n">return_image</span> <span class="o">=</span> <span class="n">return_image</span>
 
 <div class="viewcode-block" id="MSE.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.MSE.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
@@ -156,7 +159,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
 
 
 <div class="viewcode-block" id="RMSE"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.RMSE">[docs]</a><span class="k">class</span> <span class="nc">RMSE</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Root Mean Squared Error between two images. Images must have the same</span>
+    <span class="sd">&#39;&#39;&#39;Root Mean Squared Error between two images. Images must have the same</span>
 <span class="sd">       dimensions</span>
 
 <span class="sd">    Args:</span>
@@ -168,7 +171,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
         <span class="bp">self</span><span class="o">.</span><span class="n">return_image</span> <span class="o">=</span> <span class="n">return_image</span>
 
 <div class="viewcode-block" id="RMSE.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.RMSE.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
@@ -188,7 +191,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
 
 
 <div class="viewcode-block" id="one_over_PSNR"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.one_over_PSNR">[docs]</a><span class="k">class</span> <span class="nc">one_over_PSNR</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Peak signal to noise ratio - https://en.wikipedia.org/wiki/Peak_signal-to-noise_ratio</span>
+    <span class="sd">&#39;&#39;&#39;Peak signal to noise ratio - https://en.wikipedia.org/wiki/Peak_signal-to-noise_ratio</span>
 <span class="sd">    The score given is normalised between 0, 1 by taking 1/PSNR </span>
 
 <span class="sd">    Args:</span>
@@ -204,7 +207,7 @@ <h1>Source code for IQM_Vis.metrics.non_perceptual</h1><div class="highlight"><p
         <span class="c1"># self.preproccess_function = _numpy_to_torch_image</span>
 
 <div class="viewcode-block" id="one_over_PSNR.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.non_perceptual.one_over_PSNR.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_DL.html b/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_DL.html
index a39665c..7968776 100644
--- a/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_DL.html
+++ b/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_DL.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
           <li class="breadcrumb-item"><a href="../metrics.html">IQM_Vis.metrics</a></li>
       <li class="breadcrumb-item active">IQM_Vis.metrics.perceptual_DL</li>
@@ -95,7 +98,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_DL</h1><div class="highlight"><pr
 
 
 <div class="viewcode-block" id="LPIPS"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.LPIPS">[docs]</a><span class="k">class</span> <span class="nc">LPIPS</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Learned Perceptual Image Patch Similarity between two images.</span>
+    <span class="sd">&#39;&#39;&#39;Learned Perceptual Image Patch Similarity between two images.</span>
 <span class="sd">       Images must have the same dimensions.</span>
 
 <span class="sd">    Args:</span>
@@ -116,7 +119,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_DL</h1><div class="highlight"><pr
         <span class="bp">self</span><span class="o">.</span><span class="n">preproccess_function</span> <span class="o">=</span> <span class="n">_numpy_to_torch_image</span>
 
 <div class="viewcode-block" id="LPIPS.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.LPIPS.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
@@ -148,7 +151,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_DL</h1><div class="highlight"><pr
 
 
 <div class="viewcode-block" id="DISTS"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.DISTS">[docs]</a><span class="k">class</span> <span class="nc">DISTS</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Deep Image Structure and Texture Similarity (DISTS) Metric. Uses the</span>
+    <span class="sd">&#39;&#39;&#39;Deep Image Structure and Texture Similarity (DISTS) Metric. Uses the</span>
 <span class="sd">        code from https://github.com/dingkeyan93/DISTS. Uses the PyTorch backend.</span>
 <span class="sd">        It is robust to texture variance (e.g., evaluating the images generated</span>
 <span class="sd">        by GANs) and mild geometric transformations (e.g., evaluating the image</span>
@@ -163,7 +166,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_DL</h1><div class="highlight"><pr
         <span class="bp">self</span><span class="o">.</span><span class="n">preproccess_function</span> <span class="o">=</span> <span class="n">_numpy_to_torch_image</span>
 
 <div class="viewcode-block" id="DISTS.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_DL.DISTS.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_trad.html b/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_trad.html
index f8cc02f..474bcc8 100644
--- a/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_trad.html
+++ b/docs/_build/html/_modules/IQM_Vis/metrics/perceptual_trad.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
           <li class="breadcrumb-item"><a href="../metrics.html">IQM_Vis.metrics</a></li>
       <li class="breadcrumb-item active">IQM_Vis.metrics.perceptual_trad</li>
@@ -96,7 +99,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_trad</h1><div class="highlight"><
 
 
 <div class="viewcode-block" id="SSIM"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.SSIM">[docs]</a><span class="k">class</span> <span class="nc">SSIM</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Structural Similarity Index Measure between two images. Images must have</span>
+    <span class="sd">&#39;&#39;&#39;Structural Similarity Index Measure between two images. Images must have</span>
 <span class="sd">       the same dimensions. Score given is 1 - SSIM to give the loss/dissimilarity</span>
 
 <span class="sd">    Args:</span>
@@ -112,7 +115,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_trad</h1><div class="highlight"><
         <span class="bp">self</span><span class="o">.</span><span class="n">preproccess_function</span> <span class="o">=</span> <span class="n">_numpy_to_torch_image</span>
 
 <div class="viewcode-block" id="SSIM.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.SSIM.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="n">sigma</span><span class="o">=</span><span class="mf">1.5</span><span class="p">,</span> <span class="n">k1</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">k2</span><span class="o">=</span><span class="mf">0.03</span><span class="p">,</span> <span class="n">ssim_kernel_size</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
@@ -153,7 +156,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_trad</h1><div class="highlight"><
 
 
 <div class="viewcode-block" id="MS_SSIM"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.MS_SSIM">[docs]</a><span class="k">class</span> <span class="nc">MS_SSIM</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Multi-Scale Structural Similarity Index Measure between two images.</span>
+    <span class="sd">&#39;&#39;&#39;Multi-Scale Structural Similarity Index Measure between two images.</span>
 <span class="sd">       Images must have the same dimensions. Score given is 1 - MS_SSIM to give the</span>
 <span class="sd">       loss/dissimilarity.</span>
 <span class="sd">       Note that images of small size, below 180 pixels will have their kernel size</span>
@@ -172,7 +175,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_trad</h1><div class="highlight"><
         <span class="bp">self</span><span class="o">.</span><span class="n">preproccess_function</span> <span class="o">=</span> <span class="n">_numpy_to_torch_image</span>
 
 <div class="viewcode-block" id="MS_SSIM.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.MS_SSIM.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="n">sigma</span><span class="o">=</span><span class="mf">1.5</span><span class="p">,</span> <span class="n">k1</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">k2</span><span class="o">=</span><span class="mf">0.03</span><span class="p">,</span> <span class="n">mssim_kernel_size</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span> <span class="o">**</span> <span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
@@ -255,7 +258,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_trad</h1><div class="highlight"><
 
 
 <div class="viewcode-block" id="NLPD"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.NLPD">[docs]</a><span class="k">class</span> <span class="nc">NLPD</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Normalised Laplacian pyramid</span>
+    <span class="sd">&#39;&#39;&#39;Normalised Laplacian pyramid</span>
 <span class="sd">    Proposed by Valero Laparra et al. https://www.uv.es/lapeva/papers/2016_HVEI.pdf .</span>
 <span class="sd">    NLPD is an image quality metric based on the transformations associated with the </span>
 <span class="sd">    early visual system: local luminance subtraction and local gain control.</span>
@@ -270,7 +273,7 @@ <h1>Source code for IQM_Vis.metrics.perceptual_trad</h1><div class="highlight"><
         <span class="bp">self</span><span class="o">.</span><span class="n">nlpd_k</span> <span class="o">=</span> <span class="mi">1</span>
 
 <div class="viewcode-block" id="NLPD.__call__"><a class="viewcode-back" href="../../../IQM_Vis.metrics.html#IQM_Vis.metrics.perceptual_trad.NLPD.__call__">[docs]</a>    <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">im_ref</span><span class="p">,</span> <span class="n">im_comp</span><span class="p">,</span> <span class="n">nlpd_k</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;When an instance is called</span>
+        <span class="sd">&#39;&#39;&#39;When an instance is called</span>
 
 <span class="sd">        Args:</span>
 <span class="sd">            im_ref (np.array): Reference image</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/transforms.html b/docs/_build/html/_modules/IQM_Vis/transforms.html
index fec9247..8b39dba 100644
--- a/docs/_build/html/_modules/IQM_Vis/transforms.html
+++ b/docs/_build/html/_modules/IQM_Vis/transforms.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
-        <script src="../../_static/jquery.js"></script>
-        <script src="../../_static/underscore.js"></script>
         <script src="../../_static/doctools.js"></script>
+        <script src="../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.transforms</li>
       <li class="wy-breadcrumbs-aside">
@@ -96,7 +99,7 @@ <h1>Source code for IQM_Vis.transforms</h1><div class="highlight"><pre>
 <span class="kn">from</span> <span class="nn">IQM_Vis.transforms.additive_noise</span> <span class="kn">import</span> <span class="p">(</span><span class="n">salt_and_pepper_noise</span><span class="p">,</span> <span class="n">Gaussian_noise</span><span class="p">,</span> <span class="n">noise_hypersphere</span><span class="p">)</span>
 
 <div class="viewcode-block" id="get_all_transforms"><a class="viewcode-back" href="../../IQM_Vis.transforms.html#IQM_Vis.transforms.get_all_transforms">[docs]</a><span class="k">def</span> <span class="nf">get_all_transforms</span><span class="p">():</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    Get all the available transformation/distortions alongside their recommended parameter ranges</span>
 
 <span class="sd">    Returns:</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/transforms/additive_noise.html b/docs/_build/html/_modules/IQM_Vis/transforms/additive_noise.html
index 1e1d196..8c27857 100644
--- a/docs/_build/html/_modules/IQM_Vis/transforms/additive_noise.html
+++ b/docs/_build/html/_modules/IQM_Vis/transforms/additive_noise.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
           <li class="breadcrumb-item"><a href="../transforms.html">IQM_Vis.transforms</a></li>
       <li class="breadcrumb-item active">IQM_Vis.transforms.additive_noise</li>
@@ -117,7 +120,7 @@ <h1>Source code for IQM_Vis.transforms.additive_noise</h1><div class="highlight"
         <span class="k">pass</span>
 
     <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">img</span><span class="p">,</span> <span class="n">param</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">        will return a noisy image with noise level according to &#39;param&#39;</span>
 <span class="sd">        highest noise will be returned if noise level is too low acccording to acceptable_percent</span>
 <span class="sd">        &#39;&#39;&#39;</span>
@@ -128,7 +131,7 @@ <h1>Source code for IQM_Vis.transforms.additive_noise</h1><div class="highlight"
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_call_single</span><span class="p">(</span><span class="n">img</span><span class="p">)</span>
 
     <span class="k">def</span> <span class="nf">_call_single</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">img</span><span class="p">,</span> <span class="n">np</span><span class="o">=</span><span class="n">np</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">        make noisy image until either acceptable percent is reached or max_iter is reached</span>
 <span class="sd">        will return the highest noise level if noise level is too low acccording to acceptable_percent</span>
 <span class="sd">        &#39;&#39;&#39;</span>
@@ -153,7 +156,7 @@ <h1>Source code for IQM_Vis.transforms.additive_noise</h1><div class="highlight"
 
 
 <div class="viewcode-block" id="noise_hypersphere"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.additive_noise.noise_hypersphere">[docs]</a><span class="k">class</span> <span class="nc">noise_hypersphere</span><span class="p">(</span><span class="n">_base_noise</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Add random noise on a hypersphere with radius epsilon. Image is clipped to the range (0, 1)</span>
+    <span class="sd">&#39;&#39;&#39;Add random noise on a hypersphere with radius epsilon. Image is clipped to the range (0, 1)</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to have noise added</span>
@@ -181,7 +184,7 @@ <h1>Source code for IQM_Vis.transforms.additive_noise</h1><div class="highlight"
 
 
 <div class="viewcode-block" id="Gaussian_noise"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.additive_noise.Gaussian_noise">[docs]</a><span class="k">class</span> <span class="nc">Gaussian_noise</span><span class="p">(</span><span class="n">_base_noise</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Add Gaussian noise to image. Image is clipped to the range (0, 1)</span>
+    <span class="sd">&#39;&#39;&#39;Add Gaussian noise to image. Image is clipped to the range (0, 1)</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to have Gaussian noise added</span>
@@ -208,7 +211,7 @@ <h1>Source code for IQM_Vis.transforms.additive_noise</h1><div class="highlight"
     
 
 <div class="viewcode-block" id="salt_and_pepper_noise"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.additive_noise.salt_and_pepper_noise">[docs]</a><span class="k">def</span> <span class="nf">salt_and_pepper_noise</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">prob</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    Add salt and pepper noise to image</span>
 
 <span class="sd">    Args: </span>
diff --git a/docs/_build/html/_modules/IQM_Vis/transforms/affine.html b/docs/_build/html/_modules/IQM_Vis/transforms/affine.html
index 2eb2c0d..35f627f 100644
--- a/docs/_build/html/_modules/IQM_Vis/transforms/affine.html
+++ b/docs/_build/html/_modules/IQM_Vis/transforms/affine.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
           <li class="breadcrumb-item"><a href="../transforms.html">IQM_Vis.transforms</a></li>
       <li class="breadcrumb-item active">IQM_Vis.transforms.affine</li>
@@ -94,7 +97,7 @@ <h1>Source code for IQM_Vis.transforms.affine</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="rotation"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.affine.rotation">[docs]</a><span class="k">def</span> <span class="nf">rotation</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">angle</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Rotate an image around its centre. Uses skimage.transform.rotate. Areas</span>
+    <span class="sd">&#39;&#39;&#39;Rotate an image around its centre. Uses skimage.transform.rotate. Areas</span>
 <span class="sd">    that are rotated beyond the image are filled in with black pixel values</span>
 
 <span class="sd">    Args:</span>
@@ -110,7 +113,7 @@ <h1>Source code for IQM_Vis.transforms.affine</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="x_shift"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.affine.x_shift">[docs]</a><span class="k">def</span> <span class="nf">x_shift</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">x_shift</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Translate image horizontally</span>
+    <span class="sd">&#39;&#39;&#39;Translate image horizontally</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to be shifted</span>
@@ -126,7 +129,7 @@ <h1>Source code for IQM_Vis.transforms.affine</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="y_shift"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.affine.y_shift">[docs]</a><span class="k">def</span> <span class="nf">y_shift</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">y_shift</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Translate image vertically</span>
+    <span class="sd">&#39;&#39;&#39;Translate image vertically</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to be shifted</span>
@@ -142,7 +145,7 @@ <h1>Source code for IQM_Vis.transforms.affine</h1><div class="highlight"><pre>
 
 
 <span class="k">def</span> <span class="nf">_translate_image</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">x_shift</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">y_shift</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Translate image vertically</span>
+    <span class="sd">&#39;&#39;&#39;Translate image vertically</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to be shifted</span>
@@ -179,7 +182,7 @@ <h1>Source code for IQM_Vis.transforms.affine</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="zoom_image"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.affine.zoom_image">[docs]</a><span class="k">def</span> <span class="nf">zoom_image</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">scale_factor</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;digital zoom of image</span>
+    <span class="sd">&#39;&#39;&#39;digital zoom of image</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to be zoomed</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/transforms/effects.html b/docs/_build/html/_modules/IQM_Vis/transforms/effects.html
index c767623..172d4b6 100644
--- a/docs/_build/html/_modules/IQM_Vis/transforms/effects.html
+++ b/docs/_build/html/_modules/IQM_Vis/transforms/effects.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
           <li class="breadcrumb-item"><a href="../transforms.html">IQM_Vis.transforms</a></li>
       <li class="breadcrumb-item active">IQM_Vis.transforms.effects</li>
@@ -97,7 +100,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="brightness"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.brightness">[docs]</a><span class="k">def</span> <span class="nf">brightness</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Adjust image brightness. Image is clipped to the range (0, 1)</span>
+    <span class="sd">&#39;&#39;&#39;Adjust image brightness. Image is clipped to the range (0, 1)</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to have its brightness adjusted</span>
@@ -113,7 +116,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="binary_threshold"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.binary_threshold">[docs]</a><span class="k">def</span> <span class="nf">binary_threshold</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">threshold</span><span class="o">=</span><span class="mi">100</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;conver image to binary at a given threshold</span>
+    <span class="sd">&#39;&#39;&#39;conver image to binary at a given threshold</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to be thresholded</span>
@@ -134,7 +137,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="jpeg_compression"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.jpeg_compression">[docs]</a><span class="k">def</span> <span class="nf">jpeg_compression</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">compression</span><span class="o">=</span><span class="mi">101</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;encode image using jpeg then decode</span>
+    <span class="sd">&#39;&#39;&#39;encode image using jpeg then decode</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to be compressed</span>
@@ -153,7 +156,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <span class="k">def</span> <span class="nf">_encode_compression</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">encoder</span><span class="p">,</span> <span class="n">encode_param</span><span class="p">,</span> <span class="n">uint</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">        generic image encoder for jpeg, png etc</span>
 <span class="sd">        using https://docs.opencv.org/3.4/d4/da8/group__imgcodecs.html to encode/decode</span>
 <span class="sd">        for encode types: https://docs.opencv.org/3.4/d6/d87/imgcodecs_8hpp.html</span>
@@ -176,7 +179,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="contrast"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.contrast">[docs]</a><span class="k">def</span> <span class="nf">contrast</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">contrast</span><span class="o">=</span><span class="mf">1.0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;adjust the contrast of an image</span>
+    <span class="sd">&quot;&quot;&quot;adjust the contrast of an image</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to have contrast adjusted</span>
@@ -198,7 +201,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="hue"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.hue">[docs]</a><span class="k">def</span> <span class="nf">hue</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">h</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;adjust the hue of an image</span>
+    <span class="sd">&quot;&quot;&quot;adjust the hue of an image</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to have hue adjusted</span>
@@ -212,7 +215,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="saturation"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.saturation">[docs]</a><span class="k">def</span> <span class="nf">saturation</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">sat</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;adjust the saturation of an image</span>
+    <span class="sd">&quot;&quot;&quot;adjust the saturation of an image</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to have saturation adjusted</span>
@@ -226,7 +229,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="brightness_hsv"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.brightness_hsv">[docs]</a><span class="k">def</span> <span class="nf">brightness_hsv</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">b</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;adjust the brightness of an image</span>
+    <span class="sd">&quot;&quot;&quot;adjust the brightness of an image</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to have brightness adjusted</span>
@@ -240,7 +243,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <span class="k">def</span> <span class="nf">_adjust_HSV</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">channel</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    adjust hue, saturation or brightness of an image,</span>
 <span class="sd">    image is float between 0, 1 and value is between -1 and 1</span>
 <span class="sd">    channels:</span>
@@ -273,7 +276,7 @@ <h1>Source code for IQM_Vis.transforms.effects</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="blur"><a class="viewcode-back" href="../../../IQM_Vis.transforms.html#IQM_Vis.transforms.effects.blur">[docs]</a><span class="k">def</span> <span class="nf">blur</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;Gaussian Blur on an image</span>
+    <span class="sd">&#39;&#39;&#39;Gaussian Blur on an image</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        image (np.array): image to be rotated</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html b/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html
index 4867b1a..7209bc6 100644
--- a/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html
+++ b/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
-        <script src="../../_static/jquery.js"></script>
-        <script src="../../_static/underscore.js"></script>
         <script src="../../_static/doctools.js"></script>
+        <script src="../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.ui_wrapper</li>
       <li class="wy-breadcrumbs-aside">
@@ -183,7 +186,7 @@ <h1>Source code for IQM_Vis.ui_wrapper</h1><div class="highlight"><pre>
 
 
     <span class="k">def</span> <span class="nf">_check_data_store</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;data store checking&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;data store checking&#39;&#39;&#39;</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_store</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">data_store</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">dataset_holder</span><span class="p">(</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">examples</span><span class="o">.</span><span class="n">images</span><span class="o">.</span><span class="n">DEFAULT_IMAGES</span><span class="p">,</span>
                 <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">get_all_metrics</span><span class="p">(),</span>
@@ -204,7 +207,7 @@ <h1>Source code for IQM_Vis.ui_wrapper</h1><div class="highlight"><pre>
     <span class="k">def</span> <span class="nf">_check_inputs</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_store</span><span class="p">:</span>
             <span class="n">test_datastore_attributes</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;input items that should be dictionaries&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;input items that should be dictionaries&#39;&#39;&#39;</span>
         <span class="n">should_be_dict</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">transformations</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">metric_params</span><span class="p">]</span>
         <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">should_be_dict</span><span class="p">:</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
@@ -214,7 +217,7 @@ <h1>Source code for IQM_Vis.ui_wrapper</h1><div class="highlight"><pre>
             <span class="c1">#     var_name = f&#39;{item=}&#39;.split(&#39;=&#39;)[0]</span>
             <span class="c1">#     warnings.warn(f&#39;make_UI input: {var_name} is empty&#39;)</span>
 
-<span class="w">        </span><span class="sd">&#39;&#39;&#39;extra input option checks&#39;&#39;&#39;</span>
+        <span class="sd">&#39;&#39;&#39;extra input option checks&#39;&#39;&#39;</span>
         <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_info_format</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">str</span><span class="p">:</span>
             <span class="n">var_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_info_format</span><span class="si">=}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;=&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
             <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s1">&#39;make_UI input: &#39;</span><span class="o">+</span><span class="n">var_name</span><span class="o">+</span><span class="s1">&#39; should be a string not &#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metrics_info_format</span><span class="p">)))</span>
@@ -224,7 +227,7 @@ <h1>Source code for IQM_Vis.ui_wrapper</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="test_datastore_attributes"><a class="viewcode-back" href="../../IQM_Vis.html#IQM_Vis.ui_wrapper.test_datastore_attributes">[docs]</a><span class="k">def</span> <span class="nf">test_datastore_attributes</span><span class="p">(</span><span class="n">data_store</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;get the data handler class to make sure its properties are correct&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;get the data handler class to make sure its properties are correct&#39;&#39;&#39;</span>
     <span class="n">obj_name</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span>
     <span class="n">attributes</span> <span class="o">=</span> <span class="p">[</span>
     <span class="p">(</span><span class="s1">&#39;get_reference_image&#39;</span><span class="p">,</span> <span class="s1">&#39;gets the input reference image&#39;</span><span class="p">,</span> <span class="n">types</span><span class="o">.</span><span class="n">MethodType</span><span class="p">),</span>
@@ -264,7 +267,7 @@ <h1>Source code for IQM_Vis.ui_wrapper</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="transform_wrapper"><a class="viewcode-back" href="../../IQM_Vis.html#IQM_Vis.ui_wrapper.transform_wrapper">[docs]</a><span class="k">class</span> <span class="nc">transform_wrapper</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; wrap transforms to make sure they return an image between [0, 1] &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; wrap transforms to make sure they return an image between [0, 1] &#39;&#39;&#39;</span>
     <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">function</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">function</span> <span class="o">=</span> <span class="n">function</span>
 
@@ -281,7 +284,7 @@ <h1>Source code for IQM_Vis.ui_wrapper</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="check_pyqt_install_deps"><a class="viewcode-back" href="../../IQM_Vis.html#IQM_Vis.ui_wrapper.check_pyqt_install_deps">[docs]</a><span class="k">def</span> <span class="nf">check_pyqt_install_deps</span><span class="p">():</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; PyQt6 on linux doesn&#39;t always ship with all the required libraries</span>
+    <span class="sd">&#39;&#39;&#39; PyQt6 on linux doesn&#39;t always ship with all the required libraries</span>
 <span class="sd">        so here we will warn the user if they need to install them, avoiding a crash &#39;&#39;&#39;</span>
     <span class="n">system_info</span> <span class="o">=</span> <span class="n">platform</span><span class="o">.</span><span class="n">system</span><span class="p">()</span>
     <span class="k">if</span> <span class="ow">not</span> <span class="n">system_info</span> <span class="o">==</span> <span class="s2">&quot;Linux&quot;</span><span class="p">:</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/utils/gui_utils.html b/docs/_build/html/_modules/IQM_Vis/utils/gui_utils.html
index 7cf27ea..a2918c8 100644
--- a/docs/_build/html/_modules/IQM_Vis/utils/gui_utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/utils/gui_utils.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.utils.gui_utils</li>
       <li class="wy-breadcrumbs-aside">
@@ -117,7 +120,7 @@ <h1>Source code for IQM_Vis.utils.gui_utils</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="change_im"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.change_im">[docs]</a><span class="k">def</span> <span class="nf">change_im</span><span class="p">(</span><span class="n">widget</span><span class="p">,</span> <span class="n">im</span><span class="p">,</span> <span class="n">resize</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">rgb_brightness</span><span class="o">=</span><span class="mi">250</span><span class="p">,</span> <span class="n">display_brightness</span><span class="o">=</span><span class="mi">250</span><span class="p">,</span> <span class="n">border</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    given a numpy image, changes the given widget Frame</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="c1"># clip image to safe bounds</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/utils/image_utils.html b/docs/_build/html/_modules/IQM_Vis/utils/image_utils.html
index 9c2ebaa..44edbb3 100644
--- a/docs/_build/html/_modules/IQM_Vis/utils/image_utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/utils/image_utils.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.utils.image_utils</li>
       <li class="wy-breadcrumbs-aside">
@@ -98,7 +101,7 @@ <h1>Source code for IQM_Vis.utils.image_utils</h1><div class="highlight"><pre>
 <span class="kn">from</span> <span class="nn">skimage.util</span> <span class="kn">import</span> <span class="n">img_as_ubyte</span>
 
 <div class="viewcode-block" id="get_transform_image"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.image_utils.get_transform_image">[docs]</a><span class="k">def</span> <span class="nf">get_transform_image</span><span class="p">(</span><span class="n">data_store</span><span class="p">,</span> <span class="n">transform_functions</span><span class="p">,</span> <span class="n">transform_params</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;transform image with image post processing</span>
+    <span class="sd">&#39;&#39;&#39;transform image with image post processing</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        data_store: IQM_Vis data_api</span>
@@ -118,7 +121,7 @@ <h1>Source code for IQM_Vis.utils.image_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">image</span></div>
 
 <div class="viewcode-block" id="load_image"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.image_utils.load_image">[docs]</a><span class="k">def</span> <span class="nf">load_image</span><span class="p">(</span><span class="n">image_path</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    load image as RGB float</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">image_path</span><span class="p">):</span>
@@ -132,12 +135,12 @@ <h1>Source code for IQM_Vis.utils.image_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">img</span></div>
 
 <div class="viewcode-block" id="save_image"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.image_utils.save_image">[docs]</a><span class="k">def</span> <span class="nf">save_image</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">path</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; save image as ubyte &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; save image as ubyte &#39;&#39;&#39;</span>
     <span class="n">img</span> <span class="o">=</span> <span class="n">PIL</span><span class="o">.</span><span class="n">Image</span><span class="o">.</span><span class="n">fromarray</span><span class="p">(</span><span class="n">img_as_ubyte</span><span class="p">(</span><span class="n">img</span><span class="p">))</span>
     <span class="n">img</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">path</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="resize_to_longest_side"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.image_utils.resize_to_longest_side">[docs]</a><span class="k">def</span> <span class="nf">resize_to_longest_side</span><span class="p">(</span><span class="n">im</span><span class="p">,</span> <span class="n">side</span><span class="o">=</span><span class="mi">128</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    resize image to longest side</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="n">shape</span> <span class="o">=</span> <span class="n">im</span><span class="o">.</span><span class="n">shape</span>
@@ -151,7 +154,7 @@ <h1>Source code for IQM_Vis.utils.image_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">im</span></div>
 
 <div class="viewcode-block" id="resize_image"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.image_utils.resize_image">[docs]</a><span class="k">def</span> <span class="nf">resize_image</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">128</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    resize image to square or specified size</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">size</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
@@ -166,7 +169,7 @@ <h1>Source code for IQM_Vis.utils.image_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">img</span></div>
 
 <div class="viewcode-block" id="crop_centre"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.image_utils.crop_centre">[docs]</a><span class="k">def</span> <span class="nf">crop_centre</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">scale_factor</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">keep_size</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; crop to the centre of the image, note this will return a small image size</span>
+    <span class="sd">&#39;&#39;&#39; crop to the centre of the image, note this will return a small image size</span>
 <span class="sd">        so it best used as post processing</span>
 
 <span class="sd">    Args:</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/utils/plot_utils.html b/docs/_build/html/_modules/IQM_Vis/utils/plot_utils.html
index 8389dfc..fcc502e 100644
--- a/docs/_build/html/_modules/IQM_Vis/utils/plot_utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/utils/plot_utils.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.utils.plot_utils</li>
       <li class="wy-breadcrumbs-aside">
@@ -262,7 +265,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">values</span></div>
 
 <div class="viewcode-block" id="get_all_single_transform_params"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_all_single_transform_params">[docs]</a><span class="k">def</span> <span class="nf">get_all_single_transform_params</span><span class="p">(</span><span class="n">transforms</span><span class="p">,</span> <span class="n">num_steps</span><span class="o">=</span><span class="mi">11</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; get a list of all the individual transforms with a single parameter value</span>
+    <span class="sd">&#39;&#39;&#39; get a list of all the individual transforms with a single parameter value</span>
 <span class="sd">        useful when doing experiments to make a dataset &#39;&#39;&#39;</span>
     <span class="n">list_of_single_trans</span> <span class="o">=</span> <span class="p">[]</span>
     <span class="k">for</span> <span class="n">trans_name</span><span class="p">,</span> <span class="n">trans_data</span> <span class="ow">in</span> <span class="n">transforms</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>  <span class="c1"># loop over all transformations</span>
@@ -294,7 +297,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">scores</span></div>
 
 <div class="viewcode-block" id="compute_metrics_over_range_single_trans"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.compute_metrics_over_range_single_trans">[docs]</a><span class="k">def</span> <span class="nf">compute_metrics_over_range_single_trans</span><span class="p">(</span><span class="n">data_store</span><span class="p">,</span> <span class="n">transforms</span><span class="p">,</span> <span class="n">metric_params</span><span class="p">,</span> <span class="n">metrics_to_use</span><span class="p">,</span> <span class="n">pbar_signal</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">stop_flag</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">num_steps</span><span class="o">=</span><span class="mi">11</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; compute metrics over a range of trans</span>
+    <span class="sd">&#39;&#39;&#39; compute metrics over a range of trans</span>
 
 <span class="sd">    Args:</span>
 <span class="sd">        data_store: object containing metrics and image</span>
@@ -352,7 +355,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">results</span></div>
 
 <div class="viewcode-block" id="compute_metrics_over_range"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.compute_metrics_over_range">[docs]</a><span class="k">def</span> <span class="nf">compute_metrics_over_range</span><span class="p">(</span><span class="n">data_store</span><span class="p">,</span> <span class="n">transforms</span><span class="p">,</span> <span class="n">transform_values</span><span class="p">,</span> <span class="n">metric_params</span><span class="p">,</span> <span class="n">metrics_to_use</span><span class="p">,</span> <span class="n">pbar_signal</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">stop_flag</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">num_steps</span><span class="o">=</span><span class="mi">11</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    compute metrics over a range of trans (when using non initial values for other transforms)</span>
 <span class="sd">    currently this method is not being used and instead using the simpler compute_metrics_over_range_single_trans</span>
 
@@ -412,7 +415,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">results</span></div>
 
 <div class="viewcode-block" id="get_radar_plots_avg_plots"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_radar_plots_avg_plots">[docs]</a><span class="k">def</span> <span class="nf">get_radar_plots_avg_plots</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">metrics_names</span><span class="p">,</span> <span class="n">transformation_names</span><span class="p">,</span> <span class="n">axes</span><span class="p">,</span> <span class="n">lim</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    plot results on a polar axes -&gt; radar/spider plot</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="n">radar_plt</span> <span class="o">=</span> <span class="n">radar_plotter</span><span class="p">(</span><span class="n">radar_names</span><span class="o">=</span><span class="n">metrics_names</span><span class="p">,</span>
@@ -434,7 +437,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">radar_plt</span></div>
 
 <div class="viewcode-block" id="get_transform_range_plots"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_transform_range_plots">[docs]</a><span class="k">def</span> <span class="nf">get_transform_range_plots</span><span class="p">(</span><span class="n">results</span><span class="p">,</span> <span class="n">transform</span><span class="p">,</span> <span class="n">axes</span><span class="p">,</span> <span class="n">lim</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    plot a single transform range graph of all metrics</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="n">plot</span> <span class="o">=</span> <span class="n">line_plotter</span><span class="p">(</span><span class="n">axes</span><span class="p">,</span> <span class="n">transform</span><span class="p">,</span> <span class="s1">&#39;Values&#39;</span><span class="p">,</span> <span class="n">lim</span><span class="o">=</span><span class="n">lim</span><span class="p">)</span>
@@ -443,7 +446,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">plot</span></div>
 
 <div class="viewcode-block" id="get_correlation_plot"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.get_correlation_plot">[docs]</a><span class="k">def</span> <span class="nf">get_correlation_plot</span><span class="p">(</span><span class="n">human_scores</span><span class="p">,</span> <span class="n">metric_scores</span><span class="p">,</span> <span class="n">axes</span><span class="p">,</span> <span class="n">metric</span><span class="p">,</span> <span class="n">change_trans_value_signal</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;</span>
 <span class="sd">    scatter plot for correlations</span>
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="n">sp</span> <span class="o">=</span> <span class="n">scatter_plotter</span><span class="p">(</span><span class="n">axes</span><span class="p">,</span>
@@ -484,7 +487,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
     <span class="k">return</span> <span class="n">sp</span></div>
 
 <div class="viewcode-block" id="click_scatter"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.click_scatter">[docs]</a><span class="k">def</span> <span class="nf">click_scatter</span><span class="p">(</span><span class="n">_plot</span><span class="p">,</span> <span class="n">change_trans_value_signal</span><span class="p">,</span> <span class="n">event</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; send signal of which data point was clicked &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; send signal of which data point was clicked &#39;&#39;&#39;</span>
     <span class="n">change_trans_value_signal</span><span class="o">.</span><span class="n">emit</span><span class="p">(</span><span class="n">_plot</span><span class="o">.</span><span class="n">annotations</span><span class="p">[</span><span class="n">event</span><span class="o">.</span><span class="n">ind</span><span class="p">[</span><span class="mi">0</span><span class="p">]])</span></div>
 
 <div class="viewcode-block" id="hover_scatter"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.hover_scatter">[docs]</a><span class="k">def</span> <span class="nf">hover_scatter</span><span class="p">(</span><span class="n">_plot</span><span class="p">,</span> <span class="n">annot</span><span class="p">,</span> <span class="n">event</span><span class="p">):</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/utils/save_utils.html b/docs/_build/html/_modules/IQM_Vis/utils/save_utils.html
index d13e886..84bf90a 100644
--- a/docs/_build/html/_modules/IQM_Vis/utils/save_utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/utils/save_utils.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
-        <script src="../../../_static/jquery.js"></script>
-        <script src="../../../_static/underscore.js"></script>
         <script src="../../../_static/doctools.js"></script>
+        <script src="../../../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../../../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../../../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../../../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../../../index.html" class="icon icon-home"></a></li>
+      <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
       <li class="breadcrumb-item active">IQM_Vis.utils.save_utils</li>
       <li class="wy-breadcrumbs-aside">
@@ -135,12 +138,12 @@ <h1>Source code for IQM_Vis.utils.save_utils</h1><div class="highlight"><pre>
 
 <span class="sd">&#39;&#39;&#39; other save helpers &#39;&#39;&#39;</span>
 <div class="viewcode-block" id="save_obj"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_obj">[docs]</a><span class="k">def</span> <span class="nf">save_obj</span><span class="p">(</span><span class="n">pickle_path</span><span class="p">,</span> <span class="n">trans</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; save transforms as pickle file &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; save transforms as pickle file &#39;&#39;&#39;</span>
     <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">pickle_path</span><span class="p">,</span> <span class="s1">&#39;wb&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">file</span><span class="p">:</span>
         <span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">trans</span><span class="p">,</span> <span class="n">file</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="load_obj"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.save_utils.load_obj">[docs]</a><span class="k">def</span> <span class="nf">load_obj</span><span class="p">(</span><span class="n">pickle_path</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39; load trans dict from pkl file &#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39; load trans dict from pkl file &#39;&#39;&#39;</span>
     <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">pickle_path</span><span class="p">):</span>
         <span class="k">return</span> <span class="kc">None</span>
     <span class="k">try</span><span class="p">:</span>
@@ -158,7 +161,7 @@ <h1>Source code for IQM_Vis.utils.save_utils</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="save_and_merge_df_as_csv"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_and_merge_df_as_csv">[docs]</a><span class="k">def</span> <span class="nf">save_and_merge_df_as_csv</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">file</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;df need to be indexed&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;df need to be indexed&#39;&#39;&#39;</span>
     <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">file</span><span class="p">):</span>
         <span class="n">df_saved</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
         <span class="n">index_name</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">name</span>
@@ -168,7 +171,7 @@ <h1>Source code for IQM_Vis.utils.save_utils</h1><div class="highlight"><pre>
 
     
 <div class="viewcode-block" id="save_experiment_results"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.save_utils.save_experiment_results">[docs]</a><span class="k">def</span> <span class="nf">save_experiment_results</span><span class="p">(</span><span class="n">trans_names</span><span class="p">,</span> <span class="n">results_order</span><span class="p">,</span> <span class="n">save_dir</span><span class="p">,</span> <span class="n">times_taken</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">IQM_scores_df</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&#39;&#39;&#39;save all the experiment reults as csvs&#39;&#39;&#39;</span>
+    <span class="sd">&#39;&#39;&#39;save all the experiment reults as csvs&#39;&#39;&#39;</span>
     <span class="c1"># make HIQM scores from ordering : HIQM = pos/num_pos</span>
     <span class="n">results</span> <span class="o">=</span> <span class="p">{}</span>
     <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">trans_name</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">results_order</span><span class="p">):</span>
diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html
index bc7adda..f0c8549 100644
--- a/docs/_build/html/_modules/index.html
+++ b/docs/_build/html/_modules/index.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
-        <script src="../_static/jquery.js"></script>
-        <script src="../_static/underscore.js"></script>
         <script src="../_static/doctools.js"></script>
+        <script src="../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="../_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="../about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home"></a></li>
+      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">Overview: module code</li>
       <li class="wy-breadcrumbs-aside">
       </li>
diff --git a/docs/_build/html/_static/basic.css b/docs/_build/html/_static/basic.css
index bf18350..7577acb 100644
--- a/docs/_build/html/_static/basic.css
+++ b/docs/_build/html/_static/basic.css
@@ -4,7 +4,7 @@
  *
  * Sphinx stylesheet -- basic theme.
  *
- * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -222,7 +222,7 @@ table.modindextable td {
 /* -- general body styles --------------------------------------------------- */
 
 div.body {
-    min-width: 450px;
+    min-width: 360px;
     max-width: 800px;
 }
 
@@ -237,16 +237,6 @@ a.headerlink {
     visibility: hidden;
 }
 
-a.brackets:before,
-span.brackets > a:before{
-    content: "[";
-}
-
-a.brackets:after,
-span.brackets > a:after {
-    content: "]";
-}
-
 h1:hover > a.headerlink,
 h2:hover > a.headerlink,
 h3:hover > a.headerlink,
@@ -335,12 +325,16 @@ p.sidebar-title {
     font-weight: bold;
 }
 
+nav.contents,
+aside.topic,
 div.admonition, div.topic, blockquote {
     clear: left;
 }
 
 /* -- topics ---------------------------------------------------------------- */
 
+nav.contents,
+aside.topic,
 div.topic {
     border: 1px solid #ccc;
     padding: 7px;
@@ -379,6 +373,8 @@ div.body p.centered {
 
 div.sidebar > :last-child,
 aside.sidebar > :last-child,
+nav.contents > :last-child,
+aside.topic > :last-child,
 div.topic > :last-child,
 div.admonition > :last-child {
     margin-bottom: 0;
@@ -386,6 +382,8 @@ div.admonition > :last-child {
 
 div.sidebar::after,
 aside.sidebar::after,
+nav.contents::after,
+aside.topic::after,
 div.topic::after,
 div.admonition::after,
 blockquote::after {
@@ -428,10 +426,6 @@ table.docutils td, table.docutils th {
     border-bottom: 1px solid #aaa;
 }
 
-table.footnote td, table.footnote th {
-    border: 0 !important;
-}
-
 th {
     text-align: left;
     padding-right: 5px;
@@ -615,19 +609,26 @@ ul.simple p {
     margin-bottom: 0;
 }
 
-dl.footnote > dt,
-dl.citation > dt {
+aside.footnote > span,
+div.citation > span {
     float: left;
-    margin-right: 0.5em;
 }
-
-dl.footnote > dd,
-dl.citation > dd {
+aside.footnote > span:last-of-type,
+div.citation > span:last-of-type {
+  padding-right: 0.5em;
+}
+aside.footnote > p {
+  margin-left: 2em;
+}
+div.citation > p {
+  margin-left: 4em;
+}
+aside.footnote > p:last-of-type,
+div.citation > p:last-of-type {
     margin-bottom: 0em;
 }
-
-dl.footnote > dd:after,
-dl.citation > dd:after {
+aside.footnote > p:last-of-type:after,
+div.citation > p:last-of-type:after {
     content: "";
     clear: both;
 }
@@ -644,10 +645,6 @@ dl.field-list > dt {
     padding-right: 5px;
 }
 
-dl.field-list > dt:after {
-    content: ":";
-}
-
 dl.field-list > dd {
     padding-left: 0.5em;
     margin-top: 0em;
diff --git a/docs/_build/html/_static/css/theme.css b/docs/_build/html/_static/css/theme.css
index 09a1af8..c03c88f 100644
--- a/docs/_build/html/_static/css/theme.css
+++ b/docs/_build/html/_static/css/theme.css
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.rst-content aside.footnote p,html.writer-html5 .rst-content div.citation p{font-size:.9rem;line-height:1.2rem;margin-bottom:12px}html.writer-html5 .rst-content aside.citation span.backrefs,html.writer-html5 .rst-content aside.footnote span.backrefs,html.writer-html5 .rst-content div.citation span.backrefs{text-align:left;font-style:italic;margin-left:.65rem;word-break:break-word;word-spacing:-.1rem;max-width:5rem}html.writer-html5 .rst-content aside.citation span.backrefs>a,html.writer-html5 .rst-content aside.footnote span.backrefs>a,html.writer-html5 .rst-content div.citation span.backrefs>a{word-break:keep-all}html.writer-html5 .rst-content aside.citation span.backrefs>a:not(:first-child):before,html.writer-html5 .rst-content aside.footnote span.backrefs>a:not(:first-child):before,html.writer-html5 .rst-content div.citation span.backrefs>a:not(:first-child):before{content:" "}html.writer-html5 .rst-content aside.citation span.label,html.writer-html5 .rst-content aside.footnote span.label,html.writer-html5 .rst-content div.citation span.label{line-height:1.2rem}html.writer-html5 .rst-content aside.citation-list,html.writer-html5 .rst-content aside.footnote-list,html.writer-html5 .rst-content div.citation-list{margin-bottom:24px}html.writer-html5 .rst-content dl.option-list kbd{font-size:.9rem}.rst-content table.docutils.footnote,html.writer-html4 .rst-content table.docutils.citation,html.writer-html5 .rst-content aside.footnote,html.writer-html5 .rst-content aside.footnote-list aside.footnote,html.writer-html5 .rst-content div.citation-list>div.citation,html.writer-html5 .rst-content dl.citation,html.writer-html5 .rst-content dl.footnote{color:grey}.rst-content table.docutils.footnote code,.rst-content table.docutils.footnote tt,html.writer-html4 .rst-content table.docutils.citation code,html.writer-html4 .rst-content table.docutils.citation tt,html.writer-html5 .rst-content aside.footnote-list aside.footnote code,html.writer-html5 .rst-content aside.footnote-list aside.footnote tt,html.writer-html5 .rst-content aside.footnote code,html.writer-html5 .rst-content aside.footnote tt,html.writer-html5 .rst-content div.citation-list>div.citation code,html.writer-html5 .rst-content div.citation-list>div.citation tt,html.writer-html5 .rst-content dl.citation code,html.writer-html5 .rst-content dl.citation tt,html.writer-html5 .rst-content dl.footnote code,html.writer-html5 .rst-content dl.footnote tt{color:#555}.rst-content .wy-table-responsive.citation,.rst-content .wy-table-responsive.footnote{margin-bottom:0}.rst-content .wy-table-responsive.citation+:not(.citation),.rst-content .wy-table-responsive.footnote+:not(.footnote){margin-top:24px}.rst-content .wy-table-responsive.citation:last-child,.rst-content .wy-table-responsive.footnote:last-child{margin-bottom:24px}.rst-content table.docutils th{border-color:#e1e4e5}html.writer-html5 .rst-content table.docutils th{border:1px solid #e1e4e5}html.writer-html5 .rst-content table.docutils td>p,html.writer-html5 .rst-content table.docutils th>p{line-height:1rem;margin-bottom:0;font-size:.9rem}.rst-content table.docutils td .last,.rst-content table.docutils td .last>:last-child{margin-bottom:0}.rst-content table.field-list,.rst-content table.field-list td{border:none}.rst-content table.field-list td p{line-height:inherit}.rst-content table.field-list td>strong{display:inline-block}.rst-content table.field-list .field-name{padding-right:10px;text-align:left;white-space:nowrap}.rst-content table.field-list .field-body{text-align:left}.rst-content code,.rst-content tt{color:#000;font-family:SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,Courier,monospace;padding:2px 5px}.rst-content code big,.rst-content code em,.rst-content tt big,.rst-content tt em{font-size:100%!important;line-height:normal}.rst-content code.literal,.rst-content tt.literal{color:#e74c3c;white-space:normal}.rst-content code.xref,.rst-content tt.xref,a .rst-content code,a .rst-content tt{font-weight:700;color:#404040;overflow-wrap:normal}.rst-content kbd,.rst-content pre,.rst-content samp{font-family:SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier New,Courier,monospace}.rst-content a code,.rst-content a tt{color:#2980b9}.rst-content dl{margin-bottom:24px}.rst-content dl dt{font-weight:700;margin-bottom:12px}.rst-content dl ol,.rst-content dl p,.rst-content dl table,.rst-content dl ul{margin-bottom:12px}.rst-content dl dd{margin:0 0 12px 24px;line-height:24px}.rst-content dl dd>ol:last-child,.rst-content dl dd>p:last-child,.rst-content dl dd>table:last-child,.rst-content dl dd>ul:last-child{margin-bottom:0}html.writer-html4 .rst-content dl:not(.docutils),html.writer-html5 .rst-content dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple){margin-bottom:24px}html.writer-html4 .rst-content dl:not(.docutils)>dt,html.writer-html5 .rst-content dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple)>dt{display:table;margin:6px 0;font-size:90%;line-height:normal;background:#e7f2fa;color:#2980b9;border-top:3px solid #6ab0de;padding:6px;position:relative}html.writer-html4 .rst-content dl:not(.docutils)>dt:before,html.writer-html5 .rst-content dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple)>dt:before{color:#6ab0de}html.writer-html4 .rst-content dl:not(.docutils)>dt .headerlink,html.writer-html5 .rst-content dl[class]:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple)>dt .headerlink{color:#404040;font-size:100%!important}html.writer-html4 .rst-content dl:not(.docutils) dl:not(.option-list):not(.field-list):not(.footnote):not(.citation):not(.glossary):not(.simple)>dt,html.writer-html5 .rst-content 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\ No newline at end of file
diff --git a/docs/_build/html/_static/doctools.js b/docs/_build/html/_static/doctools.js
index e1bfd70..d06a71d 100644
--- a/docs/_build/html/_static/doctools.js
+++ b/docs/_build/html/_static/doctools.js
@@ -2,357 +2,155 @@
  * doctools.js
  * ~~~~~~~~~~~
  *
- * Sphinx JavaScript utilities for all documentation.
+ * Base JavaScript utilities for all Sphinx HTML documentation.
  *
- * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
-
-/**
- * select a different prefix for underscore
- */
-$u = _.noConflict();
-
-/**
- * make the code below compatible with browsers without
- * an installed firebug like debugger
-if (!window.console || !console.firebug) {
-  var names = ["log", "debug", "info", "warn", "error", "assert", "dir",
-    "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace",
-    "profile", "profileEnd"];
-  window.console = {};
-  for (var i = 0; i < names.length; ++i)
-    window.console[names[i]] = function() {};
-}
- */
-
-/**
- * small helper function to urldecode strings
- *
- * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
- */
-jQuery.urldecode = function(x) {
-  if (!x) {
-    return x
-  }
-  return decodeURIComponent(x.replace(/\+/g, ' '));
-};
-
-/**
- * small helper function to urlencode strings
- */
-jQuery.urlencode = encodeURIComponent;
-
-/**
- * This function returns the parsed url parameters of the
- * current request. Multiple values per key are supported,
- * it will always return arrays of strings for the value parts.
- */
-jQuery.getQueryParameters = function(s) {
-  if (typeof s === 'undefined')
-    s = document.location.search;
-  var parts = s.substr(s.indexOf('?') + 1).split('&');
-  var result = {};
-  for (var i = 0; i < parts.length; i++) {
-    var tmp = parts[i].split('=', 2);
-    var key = jQuery.urldecode(tmp[0]);
-    var value = jQuery.urldecode(tmp[1]);
-    if (key in result)
-      result[key].push(value);
-    else
-      result[key] = [value];
-  }
-  return result;
-};
-
-/**
- * highlight a given string on a jquery object by wrapping it in
- * span elements with the given class name.
- */
-jQuery.fn.highlightText = function(text, className) {
-  function highlight(node, addItems) {
-    if (node.nodeType === 3) {
-      var val = node.nodeValue;
-      var pos = val.toLowerCase().indexOf(text);
-      if (pos >= 0 &&
-          !jQuery(node.parentNode).hasClass(className) &&
-          !jQuery(node.parentNode).hasClass("nohighlight")) {
-        var span;
-        var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
-        if (isInSVG) {
-          span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
-        } else {
-          span = document.createElement("span");
-          span.className = className;
-        }
-        span.appendChild(document.createTextNode(val.substr(pos, text.length)));
-        node.parentNode.insertBefore(span, node.parentNode.insertBefore(
-          document.createTextNode(val.substr(pos + text.length)),
-          node.nextSibling));
-        node.nodeValue = val.substr(0, pos);
-        if (isInSVG) {
-          var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
-          var bbox = node.parentElement.getBBox();
-          rect.x.baseVal.value = bbox.x;
-          rect.y.baseVal.value = bbox.y;
-          rect.width.baseVal.value = bbox.width;
-          rect.height.baseVal.value = bbox.height;
-          rect.setAttribute('class', className);
-          addItems.push({
-              "parent": node.parentNode,
-              "target": rect});
-        }
-      }
-    }
-    else if (!jQuery(node).is("button, select, textarea")) {
-      jQuery.each(node.childNodes, function() {
-        highlight(this, addItems);
-      });
-    }
-  }
-  var addItems = [];
-  var result = this.each(function() {
-    highlight(this, addItems);
-  });
-  for (var i = 0; i < addItems.length; ++i) {
-    jQuery(addItems[i].parent).before(addItems[i].target);
+"use strict";
+
+const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
+  "TEXTAREA",
+  "INPUT",
+  "SELECT",
+  "BUTTON",
+]);
+
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
   }
-  return result;
 };
 
-/*
- * backward compatibility for jQuery.browser
- * This will be supported until firefox bug is fixed.
- */
-if (!jQuery.browser) {
-  jQuery.uaMatch = function(ua) {
-    ua = ua.toLowerCase();
-
-    var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
-      /(webkit)[ \/]([\w.]+)/.exec(ua) ||
-      /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
-      /(msie) ([\w.]+)/.exec(ua) ||
-      ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
-      [];
-
-    return {
-      browser: match[ 1 ] || "",
-      version: match[ 2 ] || "0"
-    };
-  };
-  jQuery.browser = {};
-  jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
-}
-
 /**
  * Small JavaScript module for the documentation.
  */
-var Documentation = {
-
-  init : function() {
-    this.fixFirefoxAnchorBug();
-    this.highlightSearchWords();
-    this.initIndexTable();
-    this.initOnKeyListeners();
+const Documentation = {
+  init: () => {
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
   },
 
   /**
    * i18n support
    */
-  TRANSLATIONS : {},
-  PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; },
-  LOCALE : 'unknown',
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
 
   // gettext and ngettext don't access this so that the functions
   // can safely bound to a different name (_ = Documentation.gettext)
-  gettext : function(string) {
-    var translated = Documentation.TRANSLATIONS[string];
-    if (typeof translated === 'undefined')
-      return string;
-    return (typeof translated === 'string') ? translated : translated[0];
-  },
-
-  ngettext : function(singular, plural, n) {
-    var translated = Documentation.TRANSLATIONS[singular];
-    if (typeof translated === 'undefined')
-      return (n == 1) ? singular : plural;
-    return translated[Documentation.PLURALEXPR(n)];
-  },
-
-  addTranslations : function(catalog) {
-    for (var key in catalog.messages)
-      this.TRANSLATIONS[key] = catalog.messages[key];
-    this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')');
-    this.LOCALE = catalog.locale;
-  },
-
-  /**
-   * add context elements like header anchor links
-   */
-  addContextElements : function() {
-    $('div[id] > :header:first').each(function() {
-      $('<a class="headerlink">\u00B6</a>').
-      attr('href', '#' + this.id).
-      attr('title', _('Permalink to this headline')).
-      appendTo(this);
-    });
-    $('dt[id]').each(function() {
-      $('<a class="headerlink">\u00B6</a>').
-      attr('href', '#' + this.id).
-      attr('title', _('Permalink to this definition')).
-      appendTo(this);
-    });
-  },
-
-  /**
-   * workaround a firefox stupidity
-   * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075
-   */
-  fixFirefoxAnchorBug : function() {
-    if (document.location.hash && $.browser.mozilla)
-      window.setTimeout(function() {
-        document.location.href += '';
-      }, 10);
-  },
-
-  /**
-   * highlight the search words provided in the url in the text
-   */
-  highlightSearchWords : function() {
-    var params = $.getQueryParameters();
-    var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : [];
-    if (terms.length) {
-      var body = $('div.body');
-      if (!body.length) {
-        body = $('body');
-      }
-      window.setTimeout(function() {
-        $.each(terms, function() {
-          body.highlightText(this.toLowerCase(), 'highlighted');
-        });
-      }, 10);
-      $('<p class="highlight-link"><a href="javascript:Documentation.' +
-        'hideSearchWords()">' + _('Hide Search Matches') + '</a></p>')
-          .appendTo($('#searchbox'));
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
     }
   },
 
-  /**
-   * init the domain index toggle buttons
-   */
-  initIndexTable : function() {
-    var togglers = $('img.toggler').click(function() {
-      var src = $(this).attr('src');
-      var idnum = $(this).attr('id').substr(7);
-      $('tr.cg-' + idnum).toggle();
-      if (src.substr(-9) === 'minus.png')
-        $(this).attr('src', src.substr(0, src.length-9) + 'plus.png');
-      else
-        $(this).attr('src', src.substr(0, src.length-8) + 'minus.png');
-    }).css('display', '');
-    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) {
-        togglers.click();
-    }
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
   },
 
-  /**
-   * helper function to hide the search marks again
-   */
-  hideSearchWords : function() {
-    $('#searchbox .highlight-link').fadeOut(300);
-    $('span.highlighted').removeClass('highlighted');
-    var url = new URL(window.location);
-    url.searchParams.delete('highlight');
-    window.history.replaceState({}, '', url);
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
   },
 
-   /**
+  /**
    * helper function to focus on search bar
    */
-  focusSearchBar : function() {
-    $('input[name=q]').first().focus();
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
   },
 
   /**
-   * make the url absolute
+   * Initialise the domain index toggle buttons
    */
-  makeURL : function(relativeURL) {
-    return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL;
-  },
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
 
-  /**
-   * get the current relative url
-   */
-  getCurrentURL : function() {
-    var path = document.location.pathname;
-    var parts = path.split(/\//);
-    $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() {
-      if (this === '..')
-        parts.pop();
-    });
-    var url = parts.join('/');
-    return path.substring(url.lastIndexOf('/') + 1, path.length - 1);
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
   },
 
-  initOnKeyListeners: function() {
+  initOnKeyListeners: () => {
     // only install a listener if it is really needed
-    if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
-        !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS)
-        return;
-
-    $(document).keydown(function(event) {
-      var activeElementType = document.activeElement.tagName;
-      // don't navigate when in search box, textarea, dropdown or button
-      if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT'
-          && activeElementType !== 'BUTTON') {
-        if (event.altKey || event.ctrlKey || event.metaKey)
-          return;
-
-          if (!event.shiftKey) {
-            switch (event.key) {
-              case 'ArrowLeft':
-                if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS)
-                  break;
-                var prevHref = $('link[rel="prev"]').prop('href');
-                if (prevHref) {
-                  window.location.href = prevHref;
-                  return false;
-                }
-                break;
-              case 'ArrowRight':
-                if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS)
-                  break;
-                var nextHref = $('link[rel="next"]').prop('href');
-                if (nextHref) {
-                  window.location.href = nextHref;
-                  return false;
-                }
-                break;
-              case 'Escape':
-                if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS)
-                  break;
-                Documentation.hideSearchWords();
-                return false;
-          }
-        }
-
-        // some keyboard layouts may need Shift to get /
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.altKey || event.ctrlKey || event.metaKey) return;
+
+      if (!event.shiftKey) {
         switch (event.key) {
-          case '/':
-            if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS)
-              break;
-            Documentation.focusSearchBar();
-            return false;
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
+            }
+            break;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
+            }
+            break;
         }
       }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
     });
-  }
+  },
 };
 
 // quick alias for translations
-_ = Documentation.gettext;
+const _ = Documentation.gettext;
 
-$(document).ready(function() {
-  Documentation.init();
-});
+_ready(Documentation.init);
diff --git a/docs/_build/html/_static/documentation_options.js b/docs/_build/html/_static/documentation_options.js
index 3fa5231..4c7b1ee 100644
--- a/docs/_build/html/_static/documentation_options.js
+++ b/docs/_build/html/_static/documentation_options.js
@@ -1,7 +1,7 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
     VERSION: '0.2',
-    LANGUAGE: 'None',
+    LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
     FILE_SUFFIX: '.html',
diff --git a/docs/_build/html/_static/jquery-3.5.1.js b/docs/_build/html/_static/jquery-3.5.1.js
deleted file mode 100644
index 5093733..0000000
--- a/docs/_build/html/_static/jquery-3.5.1.js
+++ /dev/null
@@ -1,10872 +0,0 @@
-/*!
- * jQuery JavaScript Library v3.5.1
- * https://jquery.com/
- *
- * Includes Sizzle.js
- * https://sizzlejs.com/
- *
- * Copyright JS Foundation and other contributors
- * Released under the MIT license
- * https://jquery.org/license
- *
- * Date: 2020-05-04T22:49Z
- */
-( function( global, factory ) {
-
-	"use strict";
-
-	if ( typeof module === "object" && typeof module.exports === "object" ) {
-
-		// For CommonJS and CommonJS-like environments where a proper `window`
-		// is present, execute the factory and get jQuery.
-		// For environments that do not have a `window` with a `document`
-		// (such as Node.js), expose a factory as module.exports.
-		// This accentuates the need for the creation of a real `window`.
-		// e.g. var jQuery = require("jquery")(window);
-		// See ticket #14549 for more info.
-		module.exports = global.document ?
-			factory( global, true ) :
-			function( w ) {
-				if ( !w.document ) {
-					throw new Error( "jQuery requires a window with a document" );
-				}
-				return factory( w );
-			};
-	} else {
-		factory( global );
-	}
-
-// Pass this if window is not defined yet
-} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) {
-
-// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1
-// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode
-// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common
-// enough that all such attempts are guarded in a try block.
-"use strict";
-
-var arr = [];
-
-var getProto = Object.getPrototypeOf;
-
-var slice = arr.slice;
-
-var flat = arr.flat ? function( array ) {
-	return arr.flat.call( array );
-} : function( array ) {
-	return arr.concat.apply( [], array );
-};
-
-
-var push = arr.push;
-
-var indexOf = arr.indexOf;
-
-var class2type = {};
-
-var toString = class2type.toString;
-
-var hasOwn = class2type.hasOwnProperty;
-
-var fnToString = hasOwn.toString;
-
-var ObjectFunctionString = fnToString.call( Object );
-
-var support = {};
-
-var isFunction = function isFunction( obj ) {
-
-      // Support: Chrome <=57, Firefox <=52
-      // In some browsers, typeof returns "function" for HTML <object> elements
-      // (i.e., `typeof document.createElement( "object" ) === "function"`).
-      // We don't want to classify *any* DOM node as a function.
-      return typeof obj === "function" && typeof obj.nodeType !== "number";
-  };
-
-
-var isWindow = function isWindow( obj ) {
-		return obj != null && obj === obj.window;
-	};
-
-
-var document = window.document;
-
-
-
-	var preservedScriptAttributes = {
-		type: true,
-		src: true,
-		nonce: true,
-		noModule: true
-	};
-
-	function DOMEval( code, node, doc ) {
-		doc = doc || document;
-
-		var i, val,
-			script = doc.createElement( "script" );
-
-		script.text = code;
-		if ( node ) {
-			for ( i in preservedScriptAttributes ) {
-
-				// Support: Firefox 64+, Edge 18+
-				// Some browsers don't support the "nonce" property on scripts.
-				// On the other hand, just using `getAttribute` is not enough as
-				// the `nonce` attribute is reset to an empty string whenever it
-				// becomes browsing-context connected.
-				// See https://github.com/whatwg/html/issues/2369
-				// See https://html.spec.whatwg.org/#nonce-attributes
-				// The `node.getAttribute` check was added for the sake of
-				// `jQuery.globalEval` so that it can fake a nonce-containing node
-				// via an object.
-				val = node[ i ] || node.getAttribute && node.getAttribute( i );
-				if ( val ) {
-					script.setAttribute( i, val );
-				}
-			}
-		}
-		doc.head.appendChild( script ).parentNode.removeChild( script );
-	}
-
-
-function toType( obj ) {
-	if ( obj == null ) {
-		return obj + "";
-	}
-
-	// Support: Android <=2.3 only (functionish RegExp)
-	return typeof obj === "object" || typeof obj === "function" ?
-		class2type[ toString.call( obj ) ] || "object" :
-		typeof obj;
-}
-/* global Symbol */
-// Defining this global in .eslintrc.json would create a danger of using the global
-// unguarded in another place, it seems safer to define global only for this module
-
-
-
-var
-	version = "3.5.1",
-
-	// Define a local copy of jQuery
-	jQuery = function( selector, context ) {
-
-		// The jQuery object is actually just the init constructor 'enhanced'
-		// Need init if jQuery is called (just allow error to be thrown if not included)
-		return new jQuery.fn.init( selector, context );
-	};
-
-jQuery.fn = jQuery.prototype = {
-
-	// The current version of jQuery being used
-	jquery: version,
-
-	constructor: jQuery,
-
-	// The default length of a jQuery object is 0
-	length: 0,
-
-	toArray: function() {
-		return slice.call( this );
-	},
-
-	// Get the Nth element in the matched element set OR
-	// Get the whole matched element set as a clean array
-	get: function( num ) {
-
-		// Return all the elements in a clean array
-		if ( num == null ) {
-			return slice.call( this );
-		}
-
-		// Return just the one element from the set
-		return num < 0 ? this[ num + this.length ] : this[ num ];
-	},
-
-	// Take an array of elements and push it onto the stack
-	// (returning the new matched element set)
-	pushStack: function( elems ) {
-
-		// Build a new jQuery matched element set
-		var ret = jQuery.merge( this.constructor(), elems );
-
-		// Add the old object onto the stack (as a reference)
-		ret.prevObject = this;
-
-		// Return the newly-formed element set
-		return ret;
-	},
-
-	// Execute a callback for every element in the matched set.
-	each: function( callback ) {
-		return jQuery.each( this, callback );
-	},
-
-	map: function( callback ) {
-		return this.pushStack( jQuery.map( this, function( elem, i ) {
-			return callback.call( elem, i, elem );
-		} ) );
-	},
-
-	slice: function() {
-		return this.pushStack( slice.apply( this, arguments ) );
-	},
-
-	first: function() {
-		return this.eq( 0 );
-	},
-
-	last: function() {
-		return this.eq( -1 );
-	},
-
-	even: function() {
-		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
-			return ( i + 1 ) % 2;
-		} ) );
-	},
-
-	odd: function() {
-		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
-			return i % 2;
-		} ) );
-	},
-
-	eq: function( i ) {
-		var len = this.length,
-			j = +i + ( i < 0 ? len : 0 );
-		return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] );
-	},
-
-	end: function() {
-		return this.prevObject || this.constructor();
-	},
-
-	// For internal use only.
-	// Behaves like an Array's method, not like a jQuery method.
-	push: push,
-	sort: arr.sort,
-	splice: arr.splice
-};
-
-jQuery.extend = jQuery.fn.extend = function() {
-	var options, name, src, copy, copyIsArray, clone,
-		target = arguments[ 0 ] || {},
-		i = 1,
-		length = arguments.length,
-		deep = false;
-
-	// Handle a deep copy situation
-	if ( typeof target === "boolean" ) {
-		deep = target;
-
-		// Skip the boolean and the target
-		target = arguments[ i ] || {};
-		i++;
-	}
-
-	// Handle case when target is a string or something (possible in deep copy)
-	if ( typeof target !== "object" && !isFunction( target ) ) {
-		target = {};
-	}
-
-	// Extend jQuery itself if only one argument is passed
-	if ( i === length ) {
-		target = this;
-		i--;
-	}
-
-	for ( ; i < length; i++ ) {
-
-		// Only deal with non-null/undefined values
-		if ( ( options = arguments[ i ] ) != null ) {
-
-			// Extend the base object
-			for ( name in options ) {
-				copy = options[ name ];
-
-				// Prevent Object.prototype pollution
-				// Prevent never-ending loop
-				if ( name === "__proto__" || target === copy ) {
-					continue;
-				}
-
-				// Recurse if we're merging plain objects or arrays
-				if ( deep && copy && ( jQuery.isPlainObject( copy ) ||
-					( copyIsArray = Array.isArray( copy ) ) ) ) {
-					src = target[ name ];
-
-					// Ensure proper type for the source value
-					if ( copyIsArray && !Array.isArray( src ) ) {
-						clone = [];
-					} else if ( !copyIsArray && !jQuery.isPlainObject( src ) ) {
-						clone = {};
-					} else {
-						clone = src;
-					}
-					copyIsArray = false;
-
-					// Never move original objects, clone them
-					target[ name ] = jQuery.extend( deep, clone, copy );
-
-				// Don't bring in undefined values
-				} else if ( copy !== undefined ) {
-					target[ name ] = copy;
-				}
-			}
-		}
-	}
-
-	// Return the modified object
-	return target;
-};
-
-jQuery.extend( {
-
-	// Unique for each copy of jQuery on the page
-	expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ),
-
-	// Assume jQuery is ready without the ready module
-	isReady: true,
-
-	error: function( msg ) {
-		throw new Error( msg );
-	},
-
-	noop: function() {},
-
-	isPlainObject: function( obj ) {
-		var proto, Ctor;
-
-		// Detect obvious negatives
-		// Use toString instead of jQuery.type to catch host objects
-		if ( !obj || toString.call( obj ) !== "[object Object]" ) {
-			return false;
-		}
-
-		proto = getProto( obj );
-
-		// Objects with no prototype (e.g., `Object.create( null )`) are plain
-		if ( !proto ) {
-			return true;
-		}
-
-		// Objects with prototype are plain iff they were constructed by a global Object function
-		Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor;
-		return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString;
-	},
-
-	isEmptyObject: function( obj ) {
-		var name;
-
-		for ( name in obj ) {
-			return false;
-		}
-		return true;
-	},
-
-	// Evaluates a script in a provided context; falls back to the global one
-	// if not specified.
-	globalEval: function( code, options, doc ) {
-		DOMEval( code, { nonce: options && options.nonce }, doc );
-	},
-
-	each: function( obj, callback ) {
-		var length, i = 0;
-
-		if ( isArrayLike( obj ) ) {
-			length = obj.length;
-			for ( ; i < length; i++ ) {
-				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
-					break;
-				}
-			}
-		} else {
-			for ( i in obj ) {
-				if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) {
-					break;
-				}
-			}
-		}
-
-		return obj;
-	},
-
-	// results is for internal usage only
-	makeArray: function( arr, results ) {
-		var ret = results || [];
-
-		if ( arr != null ) {
-			if ( isArrayLike( Object( arr ) ) ) {
-				jQuery.merge( ret,
-					typeof arr === "string" ?
-					[ arr ] : arr
-				);
-			} else {
-				push.call( ret, arr );
-			}
-		}
-
-		return ret;
-	},
-
-	inArray: function( elem, arr, i ) {
-		return arr == null ? -1 : indexOf.call( arr, elem, i );
-	},
-
-	// Support: Android <=4.0 only, PhantomJS 1 only
-	// push.apply(_, arraylike) throws on ancient WebKit
-	merge: function( first, second ) {
-		var len = +second.length,
-			j = 0,
-			i = first.length;
-
-		for ( ; j < len; j++ ) {
-			first[ i++ ] = second[ j ];
-		}
-
-		first.length = i;
-
-		return first;
-	},
-
-	grep: function( elems, callback, invert ) {
-		var callbackInverse,
-			matches = [],
-			i = 0,
-			length = elems.length,
-			callbackExpect = !invert;
-
-		// Go through the array, only saving the items
-		// that pass the validator function
-		for ( ; i < length; i++ ) {
-			callbackInverse = !callback( elems[ i ], i );
-			if ( callbackInverse !== callbackExpect ) {
-				matches.push( elems[ i ] );
-			}
-		}
-
-		return matches;
-	},
-
-	// arg is for internal usage only
-	map: function( elems, callback, arg ) {
-		var length, value,
-			i = 0,
-			ret = [];
-
-		// Go through the array, translating each of the items to their new values
-		if ( isArrayLike( elems ) ) {
-			length = elems.length;
-			for ( ; i < length; i++ ) {
-				value = callback( elems[ i ], i, arg );
-
-				if ( value != null ) {
-					ret.push( value );
-				}
-			}
-
-		// Go through every key on the object,
-		} else {
-			for ( i in elems ) {
-				value = callback( elems[ i ], i, arg );
-
-				if ( value != null ) {
-					ret.push( value );
-				}
-			}
-		}
-
-		// Flatten any nested arrays
-		return flat( ret );
-	},
-
-	// A global GUID counter for objects
-	guid: 1,
-
-	// jQuery.support is not used in Core but other projects attach their
-	// properties to it so it needs to exist.
-	support: support
-} );
-
-if ( typeof Symbol === "function" ) {
-	jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ];
-}
-
-// Populate the class2type map
-jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ),
-function( _i, name ) {
-	class2type[ "[object " + name + "]" ] = name.toLowerCase();
-} );
-
-function isArrayLike( obj ) {
-
-	// Support: real iOS 8.2 only (not reproducible in simulator)
-	// `in` check used to prevent JIT error (gh-2145)
-	// hasOwn isn't used here due to false negatives
-	// regarding Nodelist length in IE
-	var length = !!obj && "length" in obj && obj.length,
-		type = toType( obj );
-
-	if ( isFunction( obj ) || isWindow( obj ) ) {
-		return false;
-	}
-
-	return type === "array" || length === 0 ||
-		typeof length === "number" && length > 0 && ( length - 1 ) in obj;
-}
-var Sizzle =
-/*!
- * Sizzle CSS Selector Engine v2.3.5
- * https://sizzlejs.com/
- *
- * Copyright JS Foundation and other contributors
- * Released under the MIT license
- * https://js.foundation/
- *
- * Date: 2020-03-14
- */
-( function( window ) {
-var i,
-	support,
-	Expr,
-	getText,
-	isXML,
-	tokenize,
-	compile,
-	select,
-	outermostContext,
-	sortInput,
-	hasDuplicate,
-
-	// Local document vars
-	setDocument,
-	document,
-	docElem,
-	documentIsHTML,
-	rbuggyQSA,
-	rbuggyMatches,
-	matches,
-	contains,
-
-	// Instance-specific data
-	expando = "sizzle" + 1 * new Date(),
-	preferredDoc = window.document,
-	dirruns = 0,
-	done = 0,
-	classCache = createCache(),
-	tokenCache = createCache(),
-	compilerCache = createCache(),
-	nonnativeSelectorCache = createCache(),
-	sortOrder = function( a, b ) {
-		if ( a === b ) {
-			hasDuplicate = true;
-		}
-		return 0;
-	},
-
-	// Instance methods
-	hasOwn = ( {} ).hasOwnProperty,
-	arr = [],
-	pop = arr.pop,
-	pushNative = arr.push,
-	push = arr.push,
-	slice = arr.slice,
-
-	// Use a stripped-down indexOf as it's faster than native
-	// https://jsperf.com/thor-indexof-vs-for/5
-	indexOf = function( list, elem ) {
-		var i = 0,
-			len = list.length;
-		for ( ; i < len; i++ ) {
-			if ( list[ i ] === elem ) {
-				return i;
-			}
-		}
-		return -1;
-	},
-
-	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" +
-		"ismap|loop|multiple|open|readonly|required|scoped",
-
-	// Regular expressions
-
-	// http://www.w3.org/TR/css3-selectors/#whitespace
-	whitespace = "[\\x20\\t\\r\\n\\f]",
-
-	// https://www.w3.org/TR/css-syntax-3/#ident-token-diagram
-	identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace +
-		"?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+",
-
-	// Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors
-	attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace +
-
-		// Operator (capture 2)
-		"*([*^$|!~]?=)" + whitespace +
-
-		// "Attribute values must be CSS identifiers [capture 5]
-		// or strings [capture 3 or capture 4]"
-		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" +
-		whitespace + "*\\]",
-
-	pseudos = ":(" + identifier + ")(?:\\((" +
-
-		// To reduce the number of selectors needing tokenize in the preFilter, prefer arguments:
-		// 1. quoted (capture 3; capture 4 or capture 5)
-		"('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" +
-
-		// 2. simple (capture 6)
-		"((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" +
-
-		// 3. anything else (capture 2)
-		".*" +
-		")\\)|)",
-
-	// Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter
-	rwhitespace = new RegExp( whitespace + "+", "g" ),
-	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" +
-		whitespace + "+$", "g" ),
-
-	rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ),
-	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace +
-		"*" ),
-	rdescend = new RegExp( whitespace + "|>" ),
-
-	rpseudo = new RegExp( pseudos ),
-	ridentifier = new RegExp( "^" + identifier + "$" ),
-
-	matchExpr = {
-		"ID": new RegExp( "^#(" + identifier + ")" ),
-		"CLASS": new RegExp( "^\\.(" + identifier + ")" ),
-		"TAG": new RegExp( "^(" + identifier + "|[*])" ),
-		"ATTR": new RegExp( "^" + attributes ),
-		"PSEUDO": new RegExp( "^" + pseudos ),
-		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" +
-			whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" +
-			whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
-		"bool": new RegExp( "^(?:" + booleans + ")$", "i" ),
-
-		// For use in libraries implementing .is()
-		// We use this for POS matching in `select`
-		"needsContext": new RegExp( "^" + whitespace +
-			"*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace +
-			"*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
-	},
-
-	rhtml = /HTML$/i,
-	rinputs = /^(?:input|select|textarea|button)$/i,
-	rheader = /^h\d$/i,
-
-	rnative = /^[^{]+\{\s*\[native \w/,
-
-	// Easily-parseable/retrievable ID or TAG or CLASS selectors
-	rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/,
-
-	rsibling = /[+~]/,
-
-	// CSS escapes
-	// http://www.w3.org/TR/CSS21/syndata.html#escaped-characters
-	runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ),
-	funescape = function( escape, nonHex ) {
-		var high = "0x" + escape.slice( 1 ) - 0x10000;
-
-		return nonHex ?
-
-			// Strip the backslash prefix from a non-hex escape sequence
-			nonHex :
-
-			// Replace a hexadecimal escape sequence with the encoded Unicode code point
-			// Support: IE <=11+
-			// For values outside the Basic Multilingual Plane (BMP), manually construct a
-			// surrogate pair
-			high < 0 ?
-				String.fromCharCode( high + 0x10000 ) :
-				String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 );
-	},
-
-	// CSS string/identifier serialization
-	// https://drafts.csswg.org/cssom/#common-serializing-idioms
-	rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g,
-	fcssescape = function( ch, asCodePoint ) {
-		if ( asCodePoint ) {
-
-			// U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER
-			if ( ch === "\0" ) {
-				return "\uFFFD";
-			}
-
-			// Control characters and (dependent upon position) numbers get escaped as code points
-			return ch.slice( 0, -1 ) + "\\" +
-				ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " ";
-		}
-
-		// Other potentially-special ASCII characters get backslash-escaped
-		return "\\" + ch;
-	},
-
-	// Used for iframes
-	// See setDocument()
-	// Removing the function wrapper causes a "Permission Denied"
-	// error in IE
-	unloadHandler = function() {
-		setDocument();
-	},
-
-	inDisabledFieldset = addCombinator(
-		function( elem ) {
-			return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset";
-		},
-		{ dir: "parentNode", next: "legend" }
-	);
-
-// Optimize for push.apply( _, NodeList )
-try {
-	push.apply(
-		( arr = slice.call( preferredDoc.childNodes ) ),
-		preferredDoc.childNodes
-	);
-
-	// Support: Android<4.0
-	// Detect silently failing push.apply
-	// eslint-disable-next-line no-unused-expressions
-	arr[ preferredDoc.childNodes.length ].nodeType;
-} catch ( e ) {
-	push = { apply: arr.length ?
-
-		// Leverage slice if possible
-		function( target, els ) {
-			pushNative.apply( target, slice.call( els ) );
-		} :
-
-		// Support: IE<9
-		// Otherwise append directly
-		function( target, els ) {
-			var j = target.length,
-				i = 0;
-
-			// Can't trust NodeList.length
-			while ( ( target[ j++ ] = els[ i++ ] ) ) {}
-			target.length = j - 1;
-		}
-	};
-}
-
-function Sizzle( selector, context, results, seed ) {
-	var m, i, elem, nid, match, groups, newSelector,
-		newContext = context && context.ownerDocument,
-
-		// nodeType defaults to 9, since context defaults to document
-		nodeType = context ? context.nodeType : 9;
-
-	results = results || [];
-
-	// Return early from calls with invalid selector or context
-	if ( typeof selector !== "string" || !selector ||
-		nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) {
-
-		return results;
-	}
-
-	// Try to shortcut find operations (as opposed to filters) in HTML documents
-	if ( !seed ) {
-		setDocument( context );
-		context = context || document;
-
-		if ( documentIsHTML ) {
-
-			// If the selector is sufficiently simple, try using a "get*By*" DOM method
-			// (excepting DocumentFragment context, where the methods don't exist)
-			if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) {
-
-				// ID selector
-				if ( ( m = match[ 1 ] ) ) {
-
-					// Document context
-					if ( nodeType === 9 ) {
-						if ( ( elem = context.getElementById( m ) ) ) {
-
-							// Support: IE, Opera, Webkit
-							// TODO: identify versions
-							// getElementById can match elements by name instead of ID
-							if ( elem.id === m ) {
-								results.push( elem );
-								return results;
-							}
-						} else {
-							return results;
-						}
-
-					// Element context
-					} else {
-
-						// Support: IE, Opera, Webkit
-						// TODO: identify versions
-						// getElementById can match elements by name instead of ID
-						if ( newContext && ( elem = newContext.getElementById( m ) ) &&
-							contains( context, elem ) &&
-							elem.id === m ) {
-
-							results.push( elem );
-							return results;
-						}
-					}
-
-				// Type selector
-				} else if ( match[ 2 ] ) {
-					push.apply( results, context.getElementsByTagName( selector ) );
-					return results;
-
-				// Class selector
-				} else if ( ( m = match[ 3 ] ) && support.getElementsByClassName &&
-					context.getElementsByClassName ) {
-
-					push.apply( results, context.getElementsByClassName( m ) );
-					return results;
-				}
-			}
-
-			// Take advantage of querySelectorAll
-			if ( support.qsa &&
-				!nonnativeSelectorCache[ selector + " " ] &&
-				( !rbuggyQSA || !rbuggyQSA.test( selector ) ) &&
-
-				// Support: IE 8 only
-				// Exclude object elements
-				( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) {
-
-				newSelector = selector;
-				newContext = context;
-
-				// qSA considers elements outside a scoping root when evaluating child or
-				// descendant combinators, which is not what we want.
-				// In such cases, we work around the behavior by prefixing every selector in the
-				// list with an ID selector referencing the scope context.
-				// The technique has to be used as well when a leading combinator is used
-				// as such selectors are not recognized by querySelectorAll.
-				// Thanks to Andrew Dupont for this technique.
-				if ( nodeType === 1 &&
-					( rdescend.test( selector ) || rcombinators.test( selector ) ) ) {
-
-					// Expand context for sibling selectors
-					newContext = rsibling.test( selector ) && testContext( context.parentNode ) ||
-						context;
-
-					// We can use :scope instead of the ID hack if the browser
-					// supports it & if we're not changing the context.
-					if ( newContext !== context || !support.scope ) {
-
-						// Capture the context ID, setting it first if necessary
-						if ( ( nid = context.getAttribute( "id" ) ) ) {
-							nid = nid.replace( rcssescape, fcssescape );
-						} else {
-							context.setAttribute( "id", ( nid = expando ) );
-						}
-					}
-
-					// Prefix every selector in the list
-					groups = tokenize( selector );
-					i = groups.length;
-					while ( i-- ) {
-						groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " +
-							toSelector( groups[ i ] );
-					}
-					newSelector = groups.join( "," );
-				}
-
-				try {
-					push.apply( results,
-						newContext.querySelectorAll( newSelector )
-					);
-					return results;
-				} catch ( qsaError ) {
-					nonnativeSelectorCache( selector, true );
-				} finally {
-					if ( nid === expando ) {
-						context.removeAttribute( "id" );
-					}
-				}
-			}
-		}
-	}
-
-	// All others
-	return select( selector.replace( rtrim, "$1" ), context, results, seed );
-}
-
-/**
- * Create key-value caches of limited size
- * @returns {function(string, object)} Returns the Object data after storing it on itself with
- *	property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength)
- *	deleting the oldest entry
- */
-function createCache() {
-	var keys = [];
-
-	function cache( key, value ) {
-
-		// Use (key + " ") to avoid collision with native prototype properties (see Issue #157)
-		if ( keys.push( key + " " ) > Expr.cacheLength ) {
-
-			// Only keep the most recent entries
-			delete cache[ keys.shift() ];
-		}
-		return ( cache[ key + " " ] = value );
-	}
-	return cache;
-}
-
-/**
- * Mark a function for special use by Sizzle
- * @param {Function} fn The function to mark
- */
-function markFunction( fn ) {
-	fn[ expando ] = true;
-	return fn;
-}
-
-/**
- * Support testing using an element
- * @param {Function} fn Passed the created element and returns a boolean result
- */
-function assert( fn ) {
-	var el = document.createElement( "fieldset" );
-
-	try {
-		return !!fn( el );
-	} catch ( e ) {
-		return false;
-	} finally {
-
-		// Remove from its parent by default
-		if ( el.parentNode ) {
-			el.parentNode.removeChild( el );
-		}
-
-		// release memory in IE
-		el = null;
-	}
-}
-
-/**
- * Adds the same handler for all of the specified attrs
- * @param {String} attrs Pipe-separated list of attributes
- * @param {Function} handler The method that will be applied
- */
-function addHandle( attrs, handler ) {
-	var arr = attrs.split( "|" ),
-		i = arr.length;
-
-	while ( i-- ) {
-		Expr.attrHandle[ arr[ i ] ] = handler;
-	}
-}
-
-/**
- * Checks document order of two siblings
- * @param {Element} a
- * @param {Element} b
- * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b
- */
-function siblingCheck( a, b ) {
-	var cur = b && a,
-		diff = cur && a.nodeType === 1 && b.nodeType === 1 &&
-			a.sourceIndex - b.sourceIndex;
-
-	// Use IE sourceIndex if available on both nodes
-	if ( diff ) {
-		return diff;
-	}
-
-	// Check if b follows a
-	if ( cur ) {
-		while ( ( cur = cur.nextSibling ) ) {
-			if ( cur === b ) {
-				return -1;
-			}
-		}
-	}
-
-	return a ? 1 : -1;
-}
-
-/**
- * Returns a function to use in pseudos for input types
- * @param {String} type
- */
-function createInputPseudo( type ) {
-	return function( elem ) {
-		var name = elem.nodeName.toLowerCase();
-		return name === "input" && elem.type === type;
-	};
-}
-
-/**
- * Returns a function to use in pseudos for buttons
- * @param {String} type
- */
-function createButtonPseudo( type ) {
-	return function( elem ) {
-		var name = elem.nodeName.toLowerCase();
-		return ( name === "input" || name === "button" ) && elem.type === type;
-	};
-}
-
-/**
- * Returns a function to use in pseudos for :enabled/:disabled
- * @param {Boolean} disabled true for :disabled; false for :enabled
- */
-function createDisabledPseudo( disabled ) {
-
-	// Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable
-	return function( elem ) {
-
-		// Only certain elements can match :enabled or :disabled
-		// https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled
-		// https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled
-		if ( "form" in elem ) {
-
-			// Check for inherited disabledness on relevant non-disabled elements:
-			// * listed form-associated elements in a disabled fieldset
-			//   https://html.spec.whatwg.org/multipage/forms.html#category-listed
-			//   https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled
-			// * option elements in a disabled optgroup
-			//   https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled
-			// All such elements have a "form" property.
-			if ( elem.parentNode && elem.disabled === false ) {
-
-				// Option elements defer to a parent optgroup if present
-				if ( "label" in elem ) {
-					if ( "label" in elem.parentNode ) {
-						return elem.parentNode.disabled === disabled;
-					} else {
-						return elem.disabled === disabled;
-					}
-				}
-
-				// Support: IE 6 - 11
-				// Use the isDisabled shortcut property to check for disabled fieldset ancestors
-				return elem.isDisabled === disabled ||
-
-					// Where there is no isDisabled, check manually
-					/* jshint -W018 */
-					elem.isDisabled !== !disabled &&
-					inDisabledFieldset( elem ) === disabled;
-			}
-
-			return elem.disabled === disabled;
-
-		// Try to winnow out elements that can't be disabled before trusting the disabled property.
-		// Some victims get caught in our net (label, legend, menu, track), but it shouldn't
-		// even exist on them, let alone have a boolean value.
-		} else if ( "label" in elem ) {
-			return elem.disabled === disabled;
-		}
-
-		// Remaining elements are neither :enabled nor :disabled
-		return false;
-	};
-}
-
-/**
- * Returns a function to use in pseudos for positionals
- * @param {Function} fn
- */
-function createPositionalPseudo( fn ) {
-	return markFunction( function( argument ) {
-		argument = +argument;
-		return markFunction( function( seed, matches ) {
-			var j,
-				matchIndexes = fn( [], seed.length, argument ),
-				i = matchIndexes.length;
-
-			// Match elements found at the specified indexes
-			while ( i-- ) {
-				if ( seed[ ( j = matchIndexes[ i ] ) ] ) {
-					seed[ j ] = !( matches[ j ] = seed[ j ] );
-				}
-			}
-		} );
-	} );
-}
-
-/**
- * Checks a node for validity as a Sizzle context
- * @param {Element|Object=} context
- * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value
- */
-function testContext( context ) {
-	return context && typeof context.getElementsByTagName !== "undefined" && context;
-}
-
-// Expose support vars for convenience
-support = Sizzle.support = {};
-
-/**
- * Detects XML nodes
- * @param {Element|Object} elem An element or a document
- * @returns {Boolean} True iff elem is a non-HTML XML node
- */
-isXML = Sizzle.isXML = function( elem ) {
-	var namespace = elem.namespaceURI,
-		docElem = ( elem.ownerDocument || elem ).documentElement;
-
-	// Support: IE <=8
-	// Assume HTML when documentElement doesn't yet exist, such as inside loading iframes
-	// https://bugs.jquery.com/ticket/4833
-	return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" );
-};
-
-/**
- * Sets document-related variables once based on the current document
- * @param {Element|Object} [doc] An element or document object to use to set the document
- * @returns {Object} Returns the current document
- */
-setDocument = Sizzle.setDocument = function( node ) {
-	var hasCompare, subWindow,
-		doc = node ? node.ownerDocument || node : preferredDoc;
-
-	// Return early if doc is invalid or already selected
-	// Support: IE 11+, Edge 17 - 18+
-	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-	// two documents; shallow comparisons work.
-	// eslint-disable-next-line eqeqeq
-	if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) {
-		return document;
-	}
-
-	// Update global variables
-	document = doc;
-	docElem = document.documentElement;
-	documentIsHTML = !isXML( document );
-
-	// Support: IE 9 - 11+, Edge 12 - 18+
-	// Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936)
-	// Support: IE 11+, Edge 17 - 18+
-	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-	// two documents; shallow comparisons work.
-	// eslint-disable-next-line eqeqeq
-	if ( preferredDoc != document &&
-		( subWindow = document.defaultView ) && subWindow.top !== subWindow ) {
-
-		// Support: IE 11, Edge
-		if ( subWindow.addEventListener ) {
-			subWindow.addEventListener( "unload", unloadHandler, false );
-
-		// Support: IE 9 - 10 only
-		} else if ( subWindow.attachEvent ) {
-			subWindow.attachEvent( "onunload", unloadHandler );
-		}
-	}
-
-	// Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only,
-	// Safari 4 - 5 only, Opera <=11.6 - 12.x only
-	// IE/Edge & older browsers don't support the :scope pseudo-class.
-	// Support: Safari 6.0 only
-	// Safari 6.0 supports :scope but it's an alias of :root there.
-	support.scope = assert( function( el ) {
-		docElem.appendChild( el ).appendChild( document.createElement( "div" ) );
-		return typeof el.querySelectorAll !== "undefined" &&
-			!el.querySelectorAll( ":scope fieldset div" ).length;
-	} );
-
-	/* Attributes
-	---------------------------------------------------------------------- */
-
-	// Support: IE<8
-	// Verify that getAttribute really returns attributes and not properties
-	// (excepting IE8 booleans)
-	support.attributes = assert( function( el ) {
-		el.className = "i";
-		return !el.getAttribute( "className" );
-	} );
-
-	/* getElement(s)By*
-	---------------------------------------------------------------------- */
-
-	// Check if getElementsByTagName("*") returns only elements
-	support.getElementsByTagName = assert( function( el ) {
-		el.appendChild( document.createComment( "" ) );
-		return !el.getElementsByTagName( "*" ).length;
-	} );
-
-	// Support: IE<9
-	support.getElementsByClassName = rnative.test( document.getElementsByClassName );
-
-	// Support: IE<10
-	// Check if getElementById returns elements by name
-	// The broken getElementById methods don't pick up programmatically-set names,
-	// so use a roundabout getElementsByName test
-	support.getById = assert( function( el ) {
-		docElem.appendChild( el ).id = expando;
-		return !document.getElementsByName || !document.getElementsByName( expando ).length;
-	} );
-
-	// ID filter and find
-	if ( support.getById ) {
-		Expr.filter[ "ID" ] = function( id ) {
-			var attrId = id.replace( runescape, funescape );
-			return function( elem ) {
-				return elem.getAttribute( "id" ) === attrId;
-			};
-		};
-		Expr.find[ "ID" ] = function( id, context ) {
-			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
-				var elem = context.getElementById( id );
-				return elem ? [ elem ] : [];
-			}
-		};
-	} else {
-		Expr.filter[ "ID" ] =  function( id ) {
-			var attrId = id.replace( runescape, funescape );
-			return function( elem ) {
-				var node = typeof elem.getAttributeNode !== "undefined" &&
-					elem.getAttributeNode( "id" );
-				return node && node.value === attrId;
-			};
-		};
-
-		// Support: IE 6 - 7 only
-		// getElementById is not reliable as a find shortcut
-		Expr.find[ "ID" ] = function( id, context ) {
-			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
-				var node, i, elems,
-					elem = context.getElementById( id );
-
-				if ( elem ) {
-
-					// Verify the id attribute
-					node = elem.getAttributeNode( "id" );
-					if ( node && node.value === id ) {
-						return [ elem ];
-					}
-
-					// Fall back on getElementsByName
-					elems = context.getElementsByName( id );
-					i = 0;
-					while ( ( elem = elems[ i++ ] ) ) {
-						node = elem.getAttributeNode( "id" );
-						if ( node && node.value === id ) {
-							return [ elem ];
-						}
-					}
-				}
-
-				return [];
-			}
-		};
-	}
-
-	// Tag
-	Expr.find[ "TAG" ] = support.getElementsByTagName ?
-		function( tag, context ) {
-			if ( typeof context.getElementsByTagName !== "undefined" ) {
-				return context.getElementsByTagName( tag );
-
-			// DocumentFragment nodes don't have gEBTN
-			} else if ( support.qsa ) {
-				return context.querySelectorAll( tag );
-			}
-		} :
-
-		function( tag, context ) {
-			var elem,
-				tmp = [],
-				i = 0,
-
-				// By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too
-				results = context.getElementsByTagName( tag );
-
-			// Filter out possible comments
-			if ( tag === "*" ) {
-				while ( ( elem = results[ i++ ] ) ) {
-					if ( elem.nodeType === 1 ) {
-						tmp.push( elem );
-					}
-				}
-
-				return tmp;
-			}
-			return results;
-		};
-
-	// Class
-	Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) {
-		if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) {
-			return context.getElementsByClassName( className );
-		}
-	};
-
-	/* QSA/matchesSelector
-	---------------------------------------------------------------------- */
-
-	// QSA and matchesSelector support
-
-	// matchesSelector(:active) reports false when true (IE9/Opera 11.5)
-	rbuggyMatches = [];
-
-	// qSa(:focus) reports false when true (Chrome 21)
-	// We allow this because of a bug in IE8/9 that throws an error
-	// whenever `document.activeElement` is accessed on an iframe
-	// So, we allow :focus to pass through QSA all the time to avoid the IE error
-	// See https://bugs.jquery.com/ticket/13378
-	rbuggyQSA = [];
-
-	if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) {
-
-		// Build QSA regex
-		// Regex strategy adopted from Diego Perini
-		assert( function( el ) {
-
-			var input;
-
-			// Select is set to empty string on purpose
-			// This is to test IE's treatment of not explicitly
-			// setting a boolean content attribute,
-			// since its presence should be enough
-			// https://bugs.jquery.com/ticket/12359
-			docElem.appendChild( el ).innerHTML = "<a id='" + expando + "'></a>" +
-				"<select id='" + expando + "-\r\\' msallowcapture=''>" +
-				"<option selected=''></option></select>";
-
-			// Support: IE8, Opera 11-12.16
-			// Nothing should be selected when empty strings follow ^= or $= or *=
-			// The test attribute must be unknown in Opera but "safe" for WinRT
-			// https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section
-			if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) {
-				rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" );
-			}
-
-			// Support: IE8
-			// Boolean attributes and "value" are not treated correctly
-			if ( !el.querySelectorAll( "[selected]" ).length ) {
-				rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" );
-			}
-
-			// Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+
-			if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) {
-				rbuggyQSA.push( "~=" );
-			}
-
-			// Support: IE 11+, Edge 15 - 18+
-			// IE 11/Edge don't find elements on a `[name='']` query in some cases.
-			// Adding a temporary attribute to the document before the selection works
-			// around the issue.
-			// Interestingly, IE 10 & older don't seem to have the issue.
-			input = document.createElement( "input" );
-			input.setAttribute( "name", "" );
-			el.appendChild( input );
-			if ( !el.querySelectorAll( "[name='']" ).length ) {
-				rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" +
-					whitespace + "*(?:''|\"\")" );
-			}
-
-			// Webkit/Opera - :checked should return selected option elements
-			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
-			// IE8 throws error here and will not see later tests
-			if ( !el.querySelectorAll( ":checked" ).length ) {
-				rbuggyQSA.push( ":checked" );
-			}
-
-			// Support: Safari 8+, iOS 8+
-			// https://bugs.webkit.org/show_bug.cgi?id=136851
-			// In-page `selector#id sibling-combinator selector` fails
-			if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) {
-				rbuggyQSA.push( ".#.+[+~]" );
-			}
-
-			// Support: Firefox <=3.6 - 5 only
-			// Old Firefox doesn't throw on a badly-escaped identifier.
-			el.querySelectorAll( "\\\f" );
-			rbuggyQSA.push( "[\\r\\n\\f]" );
-		} );
-
-		assert( function( el ) {
-			el.innerHTML = "<a href='' disabled='disabled'></a>" +
-				"<select disabled='disabled'><option/></select>";
-
-			// Support: Windows 8 Native Apps
-			// The type and name attributes are restricted during .innerHTML assignment
-			var input = document.createElement( "input" );
-			input.setAttribute( "type", "hidden" );
-			el.appendChild( input ).setAttribute( "name", "D" );
-
-			// Support: IE8
-			// Enforce case-sensitivity of name attribute
-			if ( el.querySelectorAll( "[name=d]" ).length ) {
-				rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" );
-			}
-
-			// FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled)
-			// IE8 throws error here and will not see later tests
-			if ( el.querySelectorAll( ":enabled" ).length !== 2 ) {
-				rbuggyQSA.push( ":enabled", ":disabled" );
-			}
-
-			// Support: IE9-11+
-			// IE's :disabled selector does not pick up the children of disabled fieldsets
-			docElem.appendChild( el ).disabled = true;
-			if ( el.querySelectorAll( ":disabled" ).length !== 2 ) {
-				rbuggyQSA.push( ":enabled", ":disabled" );
-			}
-
-			// Support: Opera 10 - 11 only
-			// Opera 10-11 does not throw on post-comma invalid pseudos
-			el.querySelectorAll( "*,:x" );
-			rbuggyQSA.push( ",.*:" );
-		} );
-	}
-
-	if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches ||
-		docElem.webkitMatchesSelector ||
-		docElem.mozMatchesSelector ||
-		docElem.oMatchesSelector ||
-		docElem.msMatchesSelector ) ) ) ) {
-
-		assert( function( el ) {
-
-			// Check to see if it's possible to do matchesSelector
-			// on a disconnected node (IE 9)
-			support.disconnectedMatch = matches.call( el, "*" );
-
-			// This should fail with an exception
-			// Gecko does not error, returns false instead
-			matches.call( el, "[s!='']:x" );
-			rbuggyMatches.push( "!=", pseudos );
-		} );
-	}
-
-	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) );
-	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) );
-
-	/* Contains
-	---------------------------------------------------------------------- */
-	hasCompare = rnative.test( docElem.compareDocumentPosition );
-
-	// Element contains another
-	// Purposefully self-exclusive
-	// As in, an element does not contain itself
-	contains = hasCompare || rnative.test( docElem.contains ) ?
-		function( a, b ) {
-			var adown = a.nodeType === 9 ? a.documentElement : a,
-				bup = b && b.parentNode;
-			return a === bup || !!( bup && bup.nodeType === 1 && (
-				adown.contains ?
-					adown.contains( bup ) :
-					a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16
-			) );
-		} :
-		function( a, b ) {
-			if ( b ) {
-				while ( ( b = b.parentNode ) ) {
-					if ( b === a ) {
-						return true;
-					}
-				}
-			}
-			return false;
-		};
-
-	/* Sorting
-	---------------------------------------------------------------------- */
-
-	// Document order sorting
-	sortOrder = hasCompare ?
-	function( a, b ) {
-
-		// Flag for duplicate removal
-		if ( a === b ) {
-			hasDuplicate = true;
-			return 0;
-		}
-
-		// Sort on method existence if only one input has compareDocumentPosition
-		var compare = !a.compareDocumentPosition - !b.compareDocumentPosition;
-		if ( compare ) {
-			return compare;
-		}
-
-		// Calculate position if both inputs belong to the same document
-		// Support: IE 11+, Edge 17 - 18+
-		// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-		// two documents; shallow comparisons work.
-		// eslint-disable-next-line eqeqeq
-		compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ?
-			a.compareDocumentPosition( b ) :
-
-			// Otherwise we know they are disconnected
-			1;
-
-		// Disconnected nodes
-		if ( compare & 1 ||
-			( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) {
-
-			// Choose the first element that is related to our preferred document
-			// Support: IE 11+, Edge 17 - 18+
-			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-			// two documents; shallow comparisons work.
-			// eslint-disable-next-line eqeqeq
-			if ( a == document || a.ownerDocument == preferredDoc &&
-				contains( preferredDoc, a ) ) {
-				return -1;
-			}
-
-			// Support: IE 11+, Edge 17 - 18+
-			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-			// two documents; shallow comparisons work.
-			// eslint-disable-next-line eqeqeq
-			if ( b == document || b.ownerDocument == preferredDoc &&
-				contains( preferredDoc, b ) ) {
-				return 1;
-			}
-
-			// Maintain original order
-			return sortInput ?
-				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
-				0;
-		}
-
-		return compare & 4 ? -1 : 1;
-	} :
-	function( a, b ) {
-
-		// Exit early if the nodes are identical
-		if ( a === b ) {
-			hasDuplicate = true;
-			return 0;
-		}
-
-		var cur,
-			i = 0,
-			aup = a.parentNode,
-			bup = b.parentNode,
-			ap = [ a ],
-			bp = [ b ];
-
-		// Parentless nodes are either documents or disconnected
-		if ( !aup || !bup ) {
-
-			// Support: IE 11+, Edge 17 - 18+
-			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-			// two documents; shallow comparisons work.
-			/* eslint-disable eqeqeq */
-			return a == document ? -1 :
-				b == document ? 1 :
-				/* eslint-enable eqeqeq */
-				aup ? -1 :
-				bup ? 1 :
-				sortInput ?
-				( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) :
-				0;
-
-		// If the nodes are siblings, we can do a quick check
-		} else if ( aup === bup ) {
-			return siblingCheck( a, b );
-		}
-
-		// Otherwise we need full lists of their ancestors for comparison
-		cur = a;
-		while ( ( cur = cur.parentNode ) ) {
-			ap.unshift( cur );
-		}
-		cur = b;
-		while ( ( cur = cur.parentNode ) ) {
-			bp.unshift( cur );
-		}
-
-		// Walk down the tree looking for a discrepancy
-		while ( ap[ i ] === bp[ i ] ) {
-			i++;
-		}
-
-		return i ?
-
-			// Do a sibling check if the nodes have a common ancestor
-			siblingCheck( ap[ i ], bp[ i ] ) :
-
-			// Otherwise nodes in our document sort first
-			// Support: IE 11+, Edge 17 - 18+
-			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-			// two documents; shallow comparisons work.
-			/* eslint-disable eqeqeq */
-			ap[ i ] == preferredDoc ? -1 :
-			bp[ i ] == preferredDoc ? 1 :
-			/* eslint-enable eqeqeq */
-			0;
-	};
-
-	return document;
-};
-
-Sizzle.matches = function( expr, elements ) {
-	return Sizzle( expr, null, null, elements );
-};
-
-Sizzle.matchesSelector = function( elem, expr ) {
-	setDocument( elem );
-
-	if ( support.matchesSelector && documentIsHTML &&
-		!nonnativeSelectorCache[ expr + " " ] &&
-		( !rbuggyMatches || !rbuggyMatches.test( expr ) ) &&
-		( !rbuggyQSA     || !rbuggyQSA.test( expr ) ) ) {
-
-		try {
-			var ret = matches.call( elem, expr );
-
-			// IE 9's matchesSelector returns false on disconnected nodes
-			if ( ret || support.disconnectedMatch ||
-
-				// As well, disconnected nodes are said to be in a document
-				// fragment in IE 9
-				elem.document && elem.document.nodeType !== 11 ) {
-				return ret;
-			}
-		} catch ( e ) {
-			nonnativeSelectorCache( expr, true );
-		}
-	}
-
-	return Sizzle( expr, document, null, [ elem ] ).length > 0;
-};
-
-Sizzle.contains = function( context, elem ) {
-
-	// Set document vars if needed
-	// Support: IE 11+, Edge 17 - 18+
-	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-	// two documents; shallow comparisons work.
-	// eslint-disable-next-line eqeqeq
-	if ( ( context.ownerDocument || context ) != document ) {
-		setDocument( context );
-	}
-	return contains( context, elem );
-};
-
-Sizzle.attr = function( elem, name ) {
-
-	// Set document vars if needed
-	// Support: IE 11+, Edge 17 - 18+
-	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-	// two documents; shallow comparisons work.
-	// eslint-disable-next-line eqeqeq
-	if ( ( elem.ownerDocument || elem ) != document ) {
-		setDocument( elem );
-	}
-
-	var fn = Expr.attrHandle[ name.toLowerCase() ],
-
-		// Don't get fooled by Object.prototype properties (jQuery #13807)
-		val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ?
-			fn( elem, name, !documentIsHTML ) :
-			undefined;
-
-	return val !== undefined ?
-		val :
-		support.attributes || !documentIsHTML ?
-			elem.getAttribute( name ) :
-			( val = elem.getAttributeNode( name ) ) && val.specified ?
-				val.value :
-				null;
-};
-
-Sizzle.escape = function( sel ) {
-	return ( sel + "" ).replace( rcssescape, fcssescape );
-};
-
-Sizzle.error = function( msg ) {
-	throw new Error( "Syntax error, unrecognized expression: " + msg );
-};
-
-/**
- * Document sorting and removing duplicates
- * @param {ArrayLike} results
- */
-Sizzle.uniqueSort = function( results ) {
-	var elem,
-		duplicates = [],
-		j = 0,
-		i = 0;
-
-	// Unless we *know* we can detect duplicates, assume their presence
-	hasDuplicate = !support.detectDuplicates;
-	sortInput = !support.sortStable && results.slice( 0 );
-	results.sort( sortOrder );
-
-	if ( hasDuplicate ) {
-		while ( ( elem = results[ i++ ] ) ) {
-			if ( elem === results[ i ] ) {
-				j = duplicates.push( i );
-			}
-		}
-		while ( j-- ) {
-			results.splice( duplicates[ j ], 1 );
-		}
-	}
-
-	// Clear input after sorting to release objects
-	// See https://github.com/jquery/sizzle/pull/225
-	sortInput = null;
-
-	return results;
-};
-
-/**
- * Utility function for retrieving the text value of an array of DOM nodes
- * @param {Array|Element} elem
- */
-getText = Sizzle.getText = function( elem ) {
-	var node,
-		ret = "",
-		i = 0,
-		nodeType = elem.nodeType;
-
-	if ( !nodeType ) {
-
-		// If no nodeType, this is expected to be an array
-		while ( ( node = elem[ i++ ] ) ) {
-
-			// Do not traverse comment nodes
-			ret += getText( node );
-		}
-	} else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) {
-
-		// Use textContent for elements
-		// innerText usage removed for consistency of new lines (jQuery #11153)
-		if ( typeof elem.textContent === "string" ) {
-			return elem.textContent;
-		} else {
-
-			// Traverse its children
-			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
-				ret += getText( elem );
-			}
-		}
-	} else if ( nodeType === 3 || nodeType === 4 ) {
-		return elem.nodeValue;
-	}
-
-	// Do not include comment or processing instruction nodes
-
-	return ret;
-};
-
-Expr = Sizzle.selectors = {
-
-	// Can be adjusted by the user
-	cacheLength: 50,
-
-	createPseudo: markFunction,
-
-	match: matchExpr,
-
-	attrHandle: {},
-
-	find: {},
-
-	relative: {
-		">": { dir: "parentNode", first: true },
-		" ": { dir: "parentNode" },
-		"+": { dir: "previousSibling", first: true },
-		"~": { dir: "previousSibling" }
-	},
-
-	preFilter: {
-		"ATTR": function( match ) {
-			match[ 1 ] = match[ 1 ].replace( runescape, funescape );
-
-			// Move the given value to match[3] whether quoted or unquoted
-			match[ 3 ] = ( match[ 3 ] || match[ 4 ] ||
-				match[ 5 ] || "" ).replace( runescape, funescape );
-
-			if ( match[ 2 ] === "~=" ) {
-				match[ 3 ] = " " + match[ 3 ] + " ";
-			}
-
-			return match.slice( 0, 4 );
-		},
-
-		"CHILD": function( match ) {
-
-			/* matches from matchExpr["CHILD"]
-				1 type (only|nth|...)
-				2 what (child|of-type)
-				3 argument (even|odd|\d*|\d*n([+-]\d+)?|...)
-				4 xn-component of xn+y argument ([+-]?\d*n|)
-				5 sign of xn-component
-				6 x of xn-component
-				7 sign of y-component
-				8 y of y-component
-			*/
-			match[ 1 ] = match[ 1 ].toLowerCase();
-
-			if ( match[ 1 ].slice( 0, 3 ) === "nth" ) {
-
-				// nth-* requires argument
-				if ( !match[ 3 ] ) {
-					Sizzle.error( match[ 0 ] );
-				}
-
-				// numeric x and y parameters for Expr.filter.CHILD
-				// remember that false/true cast respectively to 0/1
-				match[ 4 ] = +( match[ 4 ] ?
-					match[ 5 ] + ( match[ 6 ] || 1 ) :
-					2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) );
-				match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" );
-
-				// other types prohibit arguments
-			} else if ( match[ 3 ] ) {
-				Sizzle.error( match[ 0 ] );
-			}
-
-			return match;
-		},
-
-		"PSEUDO": function( match ) {
-			var excess,
-				unquoted = !match[ 6 ] && match[ 2 ];
-
-			if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) {
-				return null;
-			}
-
-			// Accept quoted arguments as-is
-			if ( match[ 3 ] ) {
-				match[ 2 ] = match[ 4 ] || match[ 5 ] || "";
-
-			// Strip excess characters from unquoted arguments
-			} else if ( unquoted && rpseudo.test( unquoted ) &&
-
-				// Get excess from tokenize (recursively)
-				( excess = tokenize( unquoted, true ) ) &&
-
-				// advance to the next closing parenthesis
-				( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) {
-
-				// excess is a negative index
-				match[ 0 ] = match[ 0 ].slice( 0, excess );
-				match[ 2 ] = unquoted.slice( 0, excess );
-			}
-
-			// Return only captures needed by the pseudo filter method (type and argument)
-			return match.slice( 0, 3 );
-		}
-	},
-
-	filter: {
-
-		"TAG": function( nodeNameSelector ) {
-			var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase();
-			return nodeNameSelector === "*" ?
-				function() {
-					return true;
-				} :
-				function( elem ) {
-					return elem.nodeName && elem.nodeName.toLowerCase() === nodeName;
-				};
-		},
-
-		"CLASS": function( className ) {
-			var pattern = classCache[ className + " " ];
-
-			return pattern ||
-				( pattern = new RegExp( "(^|" + whitespace +
-					")" + className + "(" + whitespace + "|$)" ) ) && classCache(
-						className, function( elem ) {
-							return pattern.test(
-								typeof elem.className === "string" && elem.className ||
-								typeof elem.getAttribute !== "undefined" &&
-									elem.getAttribute( "class" ) ||
-								""
-							);
-				} );
-		},
-
-		"ATTR": function( name, operator, check ) {
-			return function( elem ) {
-				var result = Sizzle.attr( elem, name );
-
-				if ( result == null ) {
-					return operator === "!=";
-				}
-				if ( !operator ) {
-					return true;
-				}
-
-				result += "";
-
-				/* eslint-disable max-len */
-
-				return operator === "=" ? result === check :
-					operator === "!=" ? result !== check :
-					operator === "^=" ? check && result.indexOf( check ) === 0 :
-					operator === "*=" ? check && result.indexOf( check ) > -1 :
-					operator === "$=" ? check && result.slice( -check.length ) === check :
-					operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 :
-					operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" :
-					false;
-				/* eslint-enable max-len */
-
-			};
-		},
-
-		"CHILD": function( type, what, _argument, first, last ) {
-			var simple = type.slice( 0, 3 ) !== "nth",
-				forward = type.slice( -4 ) !== "last",
-				ofType = what === "of-type";
-
-			return first === 1 && last === 0 ?
-
-				// Shortcut for :nth-*(n)
-				function( elem ) {
-					return !!elem.parentNode;
-				} :
-
-				function( elem, _context, xml ) {
-					var cache, uniqueCache, outerCache, node, nodeIndex, start,
-						dir = simple !== forward ? "nextSibling" : "previousSibling",
-						parent = elem.parentNode,
-						name = ofType && elem.nodeName.toLowerCase(),
-						useCache = !xml && !ofType,
-						diff = false;
-
-					if ( parent ) {
-
-						// :(first|last|only)-(child|of-type)
-						if ( simple ) {
-							while ( dir ) {
-								node = elem;
-								while ( ( node = node[ dir ] ) ) {
-									if ( ofType ?
-										node.nodeName.toLowerCase() === name :
-										node.nodeType === 1 ) {
-
-										return false;
-									}
-								}
-
-								// Reverse direction for :only-* (if we haven't yet done so)
-								start = dir = type === "only" && !start && "nextSibling";
-							}
-							return true;
-						}
-
-						start = [ forward ? parent.firstChild : parent.lastChild ];
-
-						// non-xml :nth-child(...) stores cache data on `parent`
-						if ( forward && useCache ) {
-
-							// Seek `elem` from a previously-cached index
-
-							// ...in a gzip-friendly way
-							node = parent;
-							outerCache = node[ expando ] || ( node[ expando ] = {} );
-
-							// Support: IE <9 only
-							// Defend against cloned attroperties (jQuery gh-1709)
-							uniqueCache = outerCache[ node.uniqueID ] ||
-								( outerCache[ node.uniqueID ] = {} );
-
-							cache = uniqueCache[ type ] || [];
-							nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
-							diff = nodeIndex && cache[ 2 ];
-							node = nodeIndex && parent.childNodes[ nodeIndex ];
-
-							while ( ( node = ++nodeIndex && node && node[ dir ] ||
-
-								// Fallback to seeking `elem` from the start
-								( diff = nodeIndex = 0 ) || start.pop() ) ) {
-
-								// When found, cache indexes on `parent` and break
-								if ( node.nodeType === 1 && ++diff && node === elem ) {
-									uniqueCache[ type ] = [ dirruns, nodeIndex, diff ];
-									break;
-								}
-							}
-
-						} else {
-
-							// Use previously-cached element index if available
-							if ( useCache ) {
-
-								// ...in a gzip-friendly way
-								node = elem;
-								outerCache = node[ expando ] || ( node[ expando ] = {} );
-
-								// Support: IE <9 only
-								// Defend against cloned attroperties (jQuery gh-1709)
-								uniqueCache = outerCache[ node.uniqueID ] ||
-									( outerCache[ node.uniqueID ] = {} );
-
-								cache = uniqueCache[ type ] || [];
-								nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
-								diff = nodeIndex;
-							}
-
-							// xml :nth-child(...)
-							// or :nth-last-child(...) or :nth(-last)?-of-type(...)
-							if ( diff === false ) {
-
-								// Use the same loop as above to seek `elem` from the start
-								while ( ( node = ++nodeIndex && node && node[ dir ] ||
-									( diff = nodeIndex = 0 ) || start.pop() ) ) {
-
-									if ( ( ofType ?
-										node.nodeName.toLowerCase() === name :
-										node.nodeType === 1 ) &&
-										++diff ) {
-
-										// Cache the index of each encountered element
-										if ( useCache ) {
-											outerCache = node[ expando ] ||
-												( node[ expando ] = {} );
-
-											// Support: IE <9 only
-											// Defend against cloned attroperties (jQuery gh-1709)
-											uniqueCache = outerCache[ node.uniqueID ] ||
-												( outerCache[ node.uniqueID ] = {} );
-
-											uniqueCache[ type ] = [ dirruns, diff ];
-										}
-
-										if ( node === elem ) {
-											break;
-										}
-									}
-								}
-							}
-						}
-
-						// Incorporate the offset, then check against cycle size
-						diff -= last;
-						return diff === first || ( diff % first === 0 && diff / first >= 0 );
-					}
-				};
-		},
-
-		"PSEUDO": function( pseudo, argument ) {
-
-			// pseudo-class names are case-insensitive
-			// http://www.w3.org/TR/selectors/#pseudo-classes
-			// Prioritize by case sensitivity in case custom pseudos are added with uppercase letters
-			// Remember that setFilters inherits from pseudos
-			var args,
-				fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] ||
-					Sizzle.error( "unsupported pseudo: " + pseudo );
-
-			// The user may use createPseudo to indicate that
-			// arguments are needed to create the filter function
-			// just as Sizzle does
-			if ( fn[ expando ] ) {
-				return fn( argument );
-			}
-
-			// But maintain support for old signatures
-			if ( fn.length > 1 ) {
-				args = [ pseudo, pseudo, "", argument ];
-				return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ?
-					markFunction( function( seed, matches ) {
-						var idx,
-							matched = fn( seed, argument ),
-							i = matched.length;
-						while ( i-- ) {
-							idx = indexOf( seed, matched[ i ] );
-							seed[ idx ] = !( matches[ idx ] = matched[ i ] );
-						}
-					} ) :
-					function( elem ) {
-						return fn( elem, 0, args );
-					};
-			}
-
-			return fn;
-		}
-	},
-
-	pseudos: {
-
-		// Potentially complex pseudos
-		"not": markFunction( function( selector ) {
-
-			// Trim the selector passed to compile
-			// to avoid treating leading and trailing
-			// spaces as combinators
-			var input = [],
-				results = [],
-				matcher = compile( selector.replace( rtrim, "$1" ) );
-
-			return matcher[ expando ] ?
-				markFunction( function( seed, matches, _context, xml ) {
-					var elem,
-						unmatched = matcher( seed, null, xml, [] ),
-						i = seed.length;
-
-					// Match elements unmatched by `matcher`
-					while ( i-- ) {
-						if ( ( elem = unmatched[ i ] ) ) {
-							seed[ i ] = !( matches[ i ] = elem );
-						}
-					}
-				} ) :
-				function( elem, _context, xml ) {
-					input[ 0 ] = elem;
-					matcher( input, null, xml, results );
-
-					// Don't keep the element (issue #299)
-					input[ 0 ] = null;
-					return !results.pop();
-				};
-		} ),
-
-		"has": markFunction( function( selector ) {
-			return function( elem ) {
-				return Sizzle( selector, elem ).length > 0;
-			};
-		} ),
-
-		"contains": markFunction( function( text ) {
-			text = text.replace( runescape, funescape );
-			return function( elem ) {
-				return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1;
-			};
-		} ),
-
-		// "Whether an element is represented by a :lang() selector
-		// is based solely on the element's language value
-		// being equal to the identifier C,
-		// or beginning with the identifier C immediately followed by "-".
-		// The matching of C against the element's language value is performed case-insensitively.
-		// The identifier C does not have to be a valid language name."
-		// http://www.w3.org/TR/selectors/#lang-pseudo
-		"lang": markFunction( function( lang ) {
-
-			// lang value must be a valid identifier
-			if ( !ridentifier.test( lang || "" ) ) {
-				Sizzle.error( "unsupported lang: " + lang );
-			}
-			lang = lang.replace( runescape, funescape ).toLowerCase();
-			return function( elem ) {
-				var elemLang;
-				do {
-					if ( ( elemLang = documentIsHTML ?
-						elem.lang :
-						elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) {
-
-						elemLang = elemLang.toLowerCase();
-						return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0;
-					}
-				} while ( ( elem = elem.parentNode ) && elem.nodeType === 1 );
-				return false;
-			};
-		} ),
-
-		// Miscellaneous
-		"target": function( elem ) {
-			var hash = window.location && window.location.hash;
-			return hash && hash.slice( 1 ) === elem.id;
-		},
-
-		"root": function( elem ) {
-			return elem === docElem;
-		},
-
-		"focus": function( elem ) {
-			return elem === document.activeElement &&
-				( !document.hasFocus || document.hasFocus() ) &&
-				!!( elem.type || elem.href || ~elem.tabIndex );
-		},
-
-		// Boolean properties
-		"enabled": createDisabledPseudo( false ),
-		"disabled": createDisabledPseudo( true ),
-
-		"checked": function( elem ) {
-
-			// In CSS3, :checked should return both checked and selected elements
-			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
-			var nodeName = elem.nodeName.toLowerCase();
-			return ( nodeName === "input" && !!elem.checked ) ||
-				( nodeName === "option" && !!elem.selected );
-		},
-
-		"selected": function( elem ) {
-
-			// Accessing this property makes selected-by-default
-			// options in Safari work properly
-			if ( elem.parentNode ) {
-				// eslint-disable-next-line no-unused-expressions
-				elem.parentNode.selectedIndex;
-			}
-
-			return elem.selected === true;
-		},
-
-		// Contents
-		"empty": function( elem ) {
-
-			// http://www.w3.org/TR/selectors/#empty-pseudo
-			// :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5),
-			//   but not by others (comment: 8; processing instruction: 7; etc.)
-			// nodeType < 6 works because attributes (2) do not appear as children
-			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
-				if ( elem.nodeType < 6 ) {
-					return false;
-				}
-			}
-			return true;
-		},
-
-		"parent": function( elem ) {
-			return !Expr.pseudos[ "empty" ]( elem );
-		},
-
-		// Element/input types
-		"header": function( elem ) {
-			return rheader.test( elem.nodeName );
-		},
-
-		"input": function( elem ) {
-			return rinputs.test( elem.nodeName );
-		},
-
-		"button": function( elem ) {
-			var name = elem.nodeName.toLowerCase();
-			return name === "input" && elem.type === "button" || name === "button";
-		},
-
-		"text": function( elem ) {
-			var attr;
-			return elem.nodeName.toLowerCase() === "input" &&
-				elem.type === "text" &&
-
-				// Support: IE<8
-				// New HTML5 attribute values (e.g., "search") appear with elem.type === "text"
-				( ( attr = elem.getAttribute( "type" ) ) == null ||
-					attr.toLowerCase() === "text" );
-		},
-
-		// Position-in-collection
-		"first": createPositionalPseudo( function() {
-			return [ 0 ];
-		} ),
-
-		"last": createPositionalPseudo( function( _matchIndexes, length ) {
-			return [ length - 1 ];
-		} ),
-
-		"eq": createPositionalPseudo( function( _matchIndexes, length, argument ) {
-			return [ argument < 0 ? argument + length : argument ];
-		} ),
-
-		"even": createPositionalPseudo( function( matchIndexes, length ) {
-			var i = 0;
-			for ( ; i < length; i += 2 ) {
-				matchIndexes.push( i );
-			}
-			return matchIndexes;
-		} ),
-
-		"odd": createPositionalPseudo( function( matchIndexes, length ) {
-			var i = 1;
-			for ( ; i < length; i += 2 ) {
-				matchIndexes.push( i );
-			}
-			return matchIndexes;
-		} ),
-
-		"lt": createPositionalPseudo( function( matchIndexes, length, argument ) {
-			var i = argument < 0 ?
-				argument + length :
-				argument > length ?
-					length :
-					argument;
-			for ( ; --i >= 0; ) {
-				matchIndexes.push( i );
-			}
-			return matchIndexes;
-		} ),
-
-		"gt": createPositionalPseudo( function( matchIndexes, length, argument ) {
-			var i = argument < 0 ? argument + length : argument;
-			for ( ; ++i < length; ) {
-				matchIndexes.push( i );
-			}
-			return matchIndexes;
-		} )
-	}
-};
-
-Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ];
-
-// Add button/input type pseudos
-for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) {
-	Expr.pseudos[ i ] = createInputPseudo( i );
-}
-for ( i in { submit: true, reset: true } ) {
-	Expr.pseudos[ i ] = createButtonPseudo( i );
-}
-
-// Easy API for creating new setFilters
-function setFilters() {}
-setFilters.prototype = Expr.filters = Expr.pseudos;
-Expr.setFilters = new setFilters();
-
-tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
-	var matched, match, tokens, type,
-		soFar, groups, preFilters,
-		cached = tokenCache[ selector + " " ];
-
-	if ( cached ) {
-		return parseOnly ? 0 : cached.slice( 0 );
-	}
-
-	soFar = selector;
-	groups = [];
-	preFilters = Expr.preFilter;
-
-	while ( soFar ) {
-
-		// Comma and first run
-		if ( !matched || ( match = rcomma.exec( soFar ) ) ) {
-			if ( match ) {
-
-				// Don't consume trailing commas as valid
-				soFar = soFar.slice( match[ 0 ].length ) || soFar;
-			}
-			groups.push( ( tokens = [] ) );
-		}
-
-		matched = false;
-
-		// Combinators
-		if ( ( match = rcombinators.exec( soFar ) ) ) {
-			matched = match.shift();
-			tokens.push( {
-				value: matched,
-
-				// Cast descendant combinators to space
-				type: match[ 0 ].replace( rtrim, " " )
-			} );
-			soFar = soFar.slice( matched.length );
-		}
-
-		// Filters
-		for ( type in Expr.filter ) {
-			if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] ||
-				( match = preFilters[ type ]( match ) ) ) ) {
-				matched = match.shift();
-				tokens.push( {
-					value: matched,
-					type: type,
-					matches: match
-				} );
-				soFar = soFar.slice( matched.length );
-			}
-		}
-
-		if ( !matched ) {
-			break;
-		}
-	}
-
-	// Return the length of the invalid excess
-	// if we're just parsing
-	// Otherwise, throw an error or return tokens
-	return parseOnly ?
-		soFar.length :
-		soFar ?
-			Sizzle.error( selector ) :
-
-			// Cache the tokens
-			tokenCache( selector, groups ).slice( 0 );
-};
-
-function toSelector( tokens ) {
-	var i = 0,
-		len = tokens.length,
-		selector = "";
-	for ( ; i < len; i++ ) {
-		selector += tokens[ i ].value;
-	}
-	return selector;
-}
-
-function addCombinator( matcher, combinator, base ) {
-	var dir = combinator.dir,
-		skip = combinator.next,
-		key = skip || dir,
-		checkNonElements = base && key === "parentNode",
-		doneName = done++;
-
-	return combinator.first ?
-
-		// Check against closest ancestor/preceding element
-		function( elem, context, xml ) {
-			while ( ( elem = elem[ dir ] ) ) {
-				if ( elem.nodeType === 1 || checkNonElements ) {
-					return matcher( elem, context, xml );
-				}
-			}
-			return false;
-		} :
-
-		// Check against all ancestor/preceding elements
-		function( elem, context, xml ) {
-			var oldCache, uniqueCache, outerCache,
-				newCache = [ dirruns, doneName ];
-
-			// We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching
-			if ( xml ) {
-				while ( ( elem = elem[ dir ] ) ) {
-					if ( elem.nodeType === 1 || checkNonElements ) {
-						if ( matcher( elem, context, xml ) ) {
-							return true;
-						}
-					}
-				}
-			} else {
-				while ( ( elem = elem[ dir ] ) ) {
-					if ( elem.nodeType === 1 || checkNonElements ) {
-						outerCache = elem[ expando ] || ( elem[ expando ] = {} );
-
-						// Support: IE <9 only
-						// Defend against cloned attroperties (jQuery gh-1709)
-						uniqueCache = outerCache[ elem.uniqueID ] ||
-							( outerCache[ elem.uniqueID ] = {} );
-
-						if ( skip && skip === elem.nodeName.toLowerCase() ) {
-							elem = elem[ dir ] || elem;
-						} else if ( ( oldCache = uniqueCache[ key ] ) &&
-							oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) {
-
-							// Assign to newCache so results back-propagate to previous elements
-							return ( newCache[ 2 ] = oldCache[ 2 ] );
-						} else {
-
-							// Reuse newcache so results back-propagate to previous elements
-							uniqueCache[ key ] = newCache;
-
-							// A match means we're done; a fail means we have to keep checking
-							if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) {
-								return true;
-							}
-						}
-					}
-				}
-			}
-			return false;
-		};
-}
-
-function elementMatcher( matchers ) {
-	return matchers.length > 1 ?
-		function( elem, context, xml ) {
-			var i = matchers.length;
-			while ( i-- ) {
-				if ( !matchers[ i ]( elem, context, xml ) ) {
-					return false;
-				}
-			}
-			return true;
-		} :
-		matchers[ 0 ];
-}
-
-function multipleContexts( selector, contexts, results ) {
-	var i = 0,
-		len = contexts.length;
-	for ( ; i < len; i++ ) {
-		Sizzle( selector, contexts[ i ], results );
-	}
-	return results;
-}
-
-function condense( unmatched, map, filter, context, xml ) {
-	var elem,
-		newUnmatched = [],
-		i = 0,
-		len = unmatched.length,
-		mapped = map != null;
-
-	for ( ; i < len; i++ ) {
-		if ( ( elem = unmatched[ i ] ) ) {
-			if ( !filter || filter( elem, context, xml ) ) {
-				newUnmatched.push( elem );
-				if ( mapped ) {
-					map.push( i );
-				}
-			}
-		}
-	}
-
-	return newUnmatched;
-}
-
-function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) {
-	if ( postFilter && !postFilter[ expando ] ) {
-		postFilter = setMatcher( postFilter );
-	}
-	if ( postFinder && !postFinder[ expando ] ) {
-		postFinder = setMatcher( postFinder, postSelector );
-	}
-	return markFunction( function( seed, results, context, xml ) {
-		var temp, i, elem,
-			preMap = [],
-			postMap = [],
-			preexisting = results.length,
-
-			// Get initial elements from seed or context
-			elems = seed || multipleContexts(
-				selector || "*",
-				context.nodeType ? [ context ] : context,
-				[]
-			),
-
-			// Prefilter to get matcher input, preserving a map for seed-results synchronization
-			matcherIn = preFilter && ( seed || !selector ) ?
-				condense( elems, preMap, preFilter, context, xml ) :
-				elems,
-
-			matcherOut = matcher ?
-
-				// If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results,
-				postFinder || ( seed ? preFilter : preexisting || postFilter ) ?
-
-					// ...intermediate processing is necessary
-					[] :
-
-					// ...otherwise use results directly
-					results :
-				matcherIn;
-
-		// Find primary matches
-		if ( matcher ) {
-			matcher( matcherIn, matcherOut, context, xml );
-		}
-
-		// Apply postFilter
-		if ( postFilter ) {
-			temp = condense( matcherOut, postMap );
-			postFilter( temp, [], context, xml );
-
-			// Un-match failing elements by moving them back to matcherIn
-			i = temp.length;
-			while ( i-- ) {
-				if ( ( elem = temp[ i ] ) ) {
-					matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem );
-				}
-			}
-		}
-
-		if ( seed ) {
-			if ( postFinder || preFilter ) {
-				if ( postFinder ) {
-
-					// Get the final matcherOut by condensing this intermediate into postFinder contexts
-					temp = [];
-					i = matcherOut.length;
-					while ( i-- ) {
-						if ( ( elem = matcherOut[ i ] ) ) {
-
-							// Restore matcherIn since elem is not yet a final match
-							temp.push( ( matcherIn[ i ] = elem ) );
-						}
-					}
-					postFinder( null, ( matcherOut = [] ), temp, xml );
-				}
-
-				// Move matched elements from seed to results to keep them synchronized
-				i = matcherOut.length;
-				while ( i-- ) {
-					if ( ( elem = matcherOut[ i ] ) &&
-						( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) {
-
-						seed[ temp ] = !( results[ temp ] = elem );
-					}
-				}
-			}
-
-		// Add elements to results, through postFinder if defined
-		} else {
-			matcherOut = condense(
-				matcherOut === results ?
-					matcherOut.splice( preexisting, matcherOut.length ) :
-					matcherOut
-			);
-			if ( postFinder ) {
-				postFinder( null, results, matcherOut, xml );
-			} else {
-				push.apply( results, matcherOut );
-			}
-		}
-	} );
-}
-
-function matcherFromTokens( tokens ) {
-	var checkContext, matcher, j,
-		len = tokens.length,
-		leadingRelative = Expr.relative[ tokens[ 0 ].type ],
-		implicitRelative = leadingRelative || Expr.relative[ " " ],
-		i = leadingRelative ? 1 : 0,
-
-		// The foundational matcher ensures that elements are reachable from top-level context(s)
-		matchContext = addCombinator( function( elem ) {
-			return elem === checkContext;
-		}, implicitRelative, true ),
-		matchAnyContext = addCombinator( function( elem ) {
-			return indexOf( checkContext, elem ) > -1;
-		}, implicitRelative, true ),
-		matchers = [ function( elem, context, xml ) {
-			var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || (
-				( checkContext = context ).nodeType ?
-					matchContext( elem, context, xml ) :
-					matchAnyContext( elem, context, xml ) );
-
-			// Avoid hanging onto element (issue #299)
-			checkContext = null;
-			return ret;
-		} ];
-
-	for ( ; i < len; i++ ) {
-		if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) {
-			matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ];
-		} else {
-			matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches );
-
-			// Return special upon seeing a positional matcher
-			if ( matcher[ expando ] ) {
-
-				// Find the next relative operator (if any) for proper handling
-				j = ++i;
-				for ( ; j < len; j++ ) {
-					if ( Expr.relative[ tokens[ j ].type ] ) {
-						break;
-					}
-				}
-				return setMatcher(
-					i > 1 && elementMatcher( matchers ),
-					i > 1 && toSelector(
-
-					// If the preceding token was a descendant combinator, insert an implicit any-element `*`
-					tokens
-						.slice( 0, i - 1 )
-						.concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } )
-					).replace( rtrim, "$1" ),
-					matcher,
-					i < j && matcherFromTokens( tokens.slice( i, j ) ),
-					j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ),
-					j < len && toSelector( tokens )
-				);
-			}
-			matchers.push( matcher );
-		}
-	}
-
-	return elementMatcher( matchers );
-}
-
-function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
-	var bySet = setMatchers.length > 0,
-		byElement = elementMatchers.length > 0,
-		superMatcher = function( seed, context, xml, results, outermost ) {
-			var elem, j, matcher,
-				matchedCount = 0,
-				i = "0",
-				unmatched = seed && [],
-				setMatched = [],
-				contextBackup = outermostContext,
-
-				// We must always have either seed elements or outermost context
-				elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ),
-
-				// Use integer dirruns iff this is the outermost matcher
-				dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ),
-				len = elems.length;
-
-			if ( outermost ) {
-
-				// Support: IE 11+, Edge 17 - 18+
-				// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-				// two documents; shallow comparisons work.
-				// eslint-disable-next-line eqeqeq
-				outermostContext = context == document || context || outermost;
-			}
-
-			// Add elements passing elementMatchers directly to results
-			// Support: IE<9, Safari
-			// Tolerate NodeList properties (IE: "length"; Safari: <number>) matching elements by id
-			for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) {
-				if ( byElement && elem ) {
-					j = 0;
-
-					// Support: IE 11+, Edge 17 - 18+
-					// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
-					// two documents; shallow comparisons work.
-					// eslint-disable-next-line eqeqeq
-					if ( !context && elem.ownerDocument != document ) {
-						setDocument( elem );
-						xml = !documentIsHTML;
-					}
-					while ( ( matcher = elementMatchers[ j++ ] ) ) {
-						if ( matcher( elem, context || document, xml ) ) {
-							results.push( elem );
-							break;
-						}
-					}
-					if ( outermost ) {
-						dirruns = dirrunsUnique;
-					}
-				}
-
-				// Track unmatched elements for set filters
-				if ( bySet ) {
-
-					// They will have gone through all possible matchers
-					if ( ( elem = !matcher && elem ) ) {
-						matchedCount--;
-					}
-
-					// Lengthen the array for every element, matched or not
-					if ( seed ) {
-						unmatched.push( elem );
-					}
-				}
-			}
-
-			// `i` is now the count of elements visited above, and adding it to `matchedCount`
-			// makes the latter nonnegative.
-			matchedCount += i;
-
-			// Apply set filters to unmatched elements
-			// NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount`
-			// equals `i`), unless we didn't visit _any_ elements in the above loop because we have
-			// no element matchers and no seed.
-			// Incrementing an initially-string "0" `i` allows `i` to remain a string only in that
-			// case, which will result in a "00" `matchedCount` that differs from `i` but is also
-			// numerically zero.
-			if ( bySet && i !== matchedCount ) {
-				j = 0;
-				while ( ( matcher = setMatchers[ j++ ] ) ) {
-					matcher( unmatched, setMatched, context, xml );
-				}
-
-				if ( seed ) {
-
-					// Reintegrate element matches to eliminate the need for sorting
-					if ( matchedCount > 0 ) {
-						while ( i-- ) {
-							if ( !( unmatched[ i ] || setMatched[ i ] ) ) {
-								setMatched[ i ] = pop.call( results );
-							}
-						}
-					}
-
-					// Discard index placeholder values to get only actual matches
-					setMatched = condense( setMatched );
-				}
-
-				// Add matches to results
-				push.apply( results, setMatched );
-
-				// Seedless set matches succeeding multiple successful matchers stipulate sorting
-				if ( outermost && !seed && setMatched.length > 0 &&
-					( matchedCount + setMatchers.length ) > 1 ) {
-
-					Sizzle.uniqueSort( results );
-				}
-			}
-
-			// Override manipulation of globals by nested matchers
-			if ( outermost ) {
-				dirruns = dirrunsUnique;
-				outermostContext = contextBackup;
-			}
-
-			return unmatched;
-		};
-
-	return bySet ?
-		markFunction( superMatcher ) :
-		superMatcher;
-}
-
-compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
-	var i,
-		setMatchers = [],
-		elementMatchers = [],
-		cached = compilerCache[ selector + " " ];
-
-	if ( !cached ) {
-
-		// Generate a function of recursive functions that can be used to check each element
-		if ( !match ) {
-			match = tokenize( selector );
-		}
-		i = match.length;
-		while ( i-- ) {
-			cached = matcherFromTokens( match[ i ] );
-			if ( cached[ expando ] ) {
-				setMatchers.push( cached );
-			} else {
-				elementMatchers.push( cached );
-			}
-		}
-
-		// Cache the compiled function
-		cached = compilerCache(
-			selector,
-			matcherFromGroupMatchers( elementMatchers, setMatchers )
-		);
-
-		// Save selector and tokenization
-		cached.selector = selector;
-	}
-	return cached;
-};
-
-/**
- * A low-level selection function that works with Sizzle's compiled
- *  selector functions
- * @param {String|Function} selector A selector or a pre-compiled
- *  selector function built with Sizzle.compile
- * @param {Element} context
- * @param {Array} [results]
- * @param {Array} [seed] A set of elements to match against
- */
-select = Sizzle.select = function( selector, context, results, seed ) {
-	var i, tokens, token, type, find,
-		compiled = typeof selector === "function" && selector,
-		match = !seed && tokenize( ( selector = compiled.selector || selector ) );
-
-	results = results || [];
-
-	// Try to minimize operations if there is only one selector in the list and no seed
-	// (the latter of which guarantees us context)
-	if ( match.length === 1 ) {
-
-		// Reduce context if the leading compound selector is an ID
-		tokens = match[ 0 ] = match[ 0 ].slice( 0 );
-		if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" &&
-			context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) {
-
-			context = ( Expr.find[ "ID" ]( token.matches[ 0 ]
-				.replace( runescape, funescape ), context ) || [] )[ 0 ];
-			if ( !context ) {
-				return results;
-
-			// Precompiled matchers will still verify ancestry, so step up a level
-			} else if ( compiled ) {
-				context = context.parentNode;
-			}
-
-			selector = selector.slice( tokens.shift().value.length );
-		}
-
-		// Fetch a seed set for right-to-left matching
-		i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length;
-		while ( i-- ) {
-			token = tokens[ i ];
-
-			// Abort if we hit a combinator
-			if ( Expr.relative[ ( type = token.type ) ] ) {
-				break;
-			}
-			if ( ( find = Expr.find[ type ] ) ) {
-
-				// Search, expanding context for leading sibling combinators
-				if ( ( seed = find(
-					token.matches[ 0 ].replace( runescape, funescape ),
-					rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) ||
-						context
-				) ) ) {
-
-					// If seed is empty or no tokens remain, we can return early
-					tokens.splice( i, 1 );
-					selector = seed.length && toSelector( tokens );
-					if ( !selector ) {
-						push.apply( results, seed );
-						return results;
-					}
-
-					break;
-				}
-			}
-		}
-	}
-
-	// Compile and execute a filtering function if one is not provided
-	// Provide `match` to avoid retokenization if we modified the selector above
-	( compiled || compile( selector, match ) )(
-		seed,
-		context,
-		!documentIsHTML,
-		results,
-		!context || rsibling.test( selector ) && testContext( context.parentNode ) || context
-	);
-	return results;
-};
-
-// One-time assignments
-
-// Sort stability
-support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando;
-
-// Support: Chrome 14-35+
-// Always assume duplicates if they aren't passed to the comparison function
-support.detectDuplicates = !!hasDuplicate;
-
-// Initialize against the default document
-setDocument();
-
-// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27)
-// Detached nodes confoundingly follow *each other*
-support.sortDetached = assert( function( el ) {
-
-	// Should return 1, but returns 4 (following)
-	return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1;
-} );
-
-// Support: IE<8
-// Prevent attribute/property "interpolation"
-// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
-if ( !assert( function( el ) {
-	el.innerHTML = "<a href='#'></a>";
-	return el.firstChild.getAttribute( "href" ) === "#";
-} ) ) {
-	addHandle( "type|href|height|width", function( elem, name, isXML ) {
-		if ( !isXML ) {
-			return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 );
-		}
-	} );
-}
-
-// Support: IE<9
-// Use defaultValue in place of getAttribute("value")
-if ( !support.attributes || !assert( function( el ) {
-	el.innerHTML = "<input/>";
-	el.firstChild.setAttribute( "value", "" );
-	return el.firstChild.getAttribute( "value" ) === "";
-} ) ) {
-	addHandle( "value", function( elem, _name, isXML ) {
-		if ( !isXML && elem.nodeName.toLowerCase() === "input" ) {
-			return elem.defaultValue;
-		}
-	} );
-}
-
-// Support: IE<9
-// Use getAttributeNode to fetch booleans when getAttribute lies
-if ( !assert( function( el ) {
-	return el.getAttribute( "disabled" ) == null;
-} ) ) {
-	addHandle( booleans, function( elem, name, isXML ) {
-		var val;
-		if ( !isXML ) {
-			return elem[ name ] === true ? name.toLowerCase() :
-				( val = elem.getAttributeNode( name ) ) && val.specified ?
-					val.value :
-					null;
-		}
-	} );
-}
-
-return Sizzle;
-
-} )( window );
-
-
-
-jQuery.find = Sizzle;
-jQuery.expr = Sizzle.selectors;
-
-// Deprecated
-jQuery.expr[ ":" ] = jQuery.expr.pseudos;
-jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort;
-jQuery.text = Sizzle.getText;
-jQuery.isXMLDoc = Sizzle.isXML;
-jQuery.contains = Sizzle.contains;
-jQuery.escapeSelector = Sizzle.escape;
-
-
-
-
-var dir = function( elem, dir, until ) {
-	var matched = [],
-		truncate = until !== undefined;
-
-	while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) {
-		if ( elem.nodeType === 1 ) {
-			if ( truncate && jQuery( elem ).is( until ) ) {
-				break;
-			}
-			matched.push( elem );
-		}
-	}
-	return matched;
-};
-
-
-var siblings = function( n, elem ) {
-	var matched = [];
-
-	for ( ; n; n = n.nextSibling ) {
-		if ( n.nodeType === 1 && n !== elem ) {
-			matched.push( n );
-		}
-	}
-
-	return matched;
-};
-
-
-var rneedsContext = jQuery.expr.match.needsContext;
-
-
-
-function nodeName( elem, name ) {
-
-  return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
-
-};
-var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i );
-
-
-
-// Implement the identical functionality for filter and not
-function winnow( elements, qualifier, not ) {
-	if ( isFunction( qualifier ) ) {
-		return jQuery.grep( elements, function( elem, i ) {
-			return !!qualifier.call( elem, i, elem ) !== not;
-		} );
-	}
-
-	// Single element
-	if ( qualifier.nodeType ) {
-		return jQuery.grep( elements, function( elem ) {
-			return ( elem === qualifier ) !== not;
-		} );
-	}
-
-	// Arraylike of elements (jQuery, arguments, Array)
-	if ( typeof qualifier !== "string" ) {
-		return jQuery.grep( elements, function( elem ) {
-			return ( indexOf.call( qualifier, elem ) > -1 ) !== not;
-		} );
-	}
-
-	// Filtered directly for both simple and complex selectors
-	return jQuery.filter( qualifier, elements, not );
-}
-
-jQuery.filter = function( expr, elems, not ) {
-	var elem = elems[ 0 ];
-
-	if ( not ) {
-		expr = ":not(" + expr + ")";
-	}
-
-	if ( elems.length === 1 && elem.nodeType === 1 ) {
-		return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : [];
-	}
-
-	return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) {
-		return elem.nodeType === 1;
-	} ) );
-};
-
-jQuery.fn.extend( {
-	find: function( selector ) {
-		var i, ret,
-			len = this.length,
-			self = this;
-
-		if ( typeof selector !== "string" ) {
-			return this.pushStack( jQuery( selector ).filter( function() {
-				for ( i = 0; i < len; i++ ) {
-					if ( jQuery.contains( self[ i ], this ) ) {
-						return true;
-					}
-				}
-			} ) );
-		}
-
-		ret = this.pushStack( [] );
-
-		for ( i = 0; i < len; i++ ) {
-			jQuery.find( selector, self[ i ], ret );
-		}
-
-		return len > 1 ? jQuery.uniqueSort( ret ) : ret;
-	},
-	filter: function( selector ) {
-		return this.pushStack( winnow( this, selector || [], false ) );
-	},
-	not: function( selector ) {
-		return this.pushStack( winnow( this, selector || [], true ) );
-	},
-	is: function( selector ) {
-		return !!winnow(
-			this,
-
-			// If this is a positional/relative selector, check membership in the returned set
-			// so $("p:first").is("p:last") won't return true for a doc with two "p".
-			typeof selector === "string" && rneedsContext.test( selector ) ?
-				jQuery( selector ) :
-				selector || [],
-			false
-		).length;
-	}
-} );
-
-
-// Initialize a jQuery object
-
-
-// A central reference to the root jQuery(document)
-var rootjQuery,
-
-	// A simple way to check for HTML strings
-	// Prioritize #id over <tag> to avoid XSS via location.hash (#9521)
-	// Strict HTML recognition (#11290: must start with <)
-	// Shortcut simple #id case for speed
-	rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/,
-
-	init = jQuery.fn.init = function( selector, context, root ) {
-		var match, elem;
-
-		// HANDLE: $(""), $(null), $(undefined), $(false)
-		if ( !selector ) {
-			return this;
-		}
-
-		// Method init() accepts an alternate rootjQuery
-		// so migrate can support jQuery.sub (gh-2101)
-		root = root || rootjQuery;
-
-		// Handle HTML strings
-		if ( typeof selector === "string" ) {
-			if ( selector[ 0 ] === "<" &&
-				selector[ selector.length - 1 ] === ">" &&
-				selector.length >= 3 ) {
-
-				// Assume that strings that start and end with <> are HTML and skip the regex check
-				match = [ null, selector, null ];
-
-			} else {
-				match = rquickExpr.exec( selector );
-			}
-
-			// Match html or make sure no context is specified for #id
-			if ( match && ( match[ 1 ] || !context ) ) {
-
-				// HANDLE: $(html) -> $(array)
-				if ( match[ 1 ] ) {
-					context = context instanceof jQuery ? context[ 0 ] : context;
-
-					// Option to run scripts is true for back-compat
-					// Intentionally let the error be thrown if parseHTML is not present
-					jQuery.merge( this, jQuery.parseHTML(
-						match[ 1 ],
-						context && context.nodeType ? context.ownerDocument || context : document,
-						true
-					) );
-
-					// HANDLE: $(html, props)
-					if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) {
-						for ( match in context ) {
-
-							// Properties of context are called as methods if possible
-							if ( isFunction( this[ match ] ) ) {
-								this[ match ]( context[ match ] );
-
-							// ...and otherwise set as attributes
-							} else {
-								this.attr( match, context[ match ] );
-							}
-						}
-					}
-
-					return this;
-
-				// HANDLE: $(#id)
-				} else {
-					elem = document.getElementById( match[ 2 ] );
-
-					if ( elem ) {
-
-						// Inject the element directly into the jQuery object
-						this[ 0 ] = elem;
-						this.length = 1;
-					}
-					return this;
-				}
-
-			// HANDLE: $(expr, $(...))
-			} else if ( !context || context.jquery ) {
-				return ( context || root ).find( selector );
-
-			// HANDLE: $(expr, context)
-			// (which is just equivalent to: $(context).find(expr)
-			} else {
-				return this.constructor( context ).find( selector );
-			}
-
-		// HANDLE: $(DOMElement)
-		} else if ( selector.nodeType ) {
-			this[ 0 ] = selector;
-			this.length = 1;
-			return this;
-
-		// HANDLE: $(function)
-		// Shortcut for document ready
-		} else if ( isFunction( selector ) ) {
-			return root.ready !== undefined ?
-				root.ready( selector ) :
-
-				// Execute immediately if ready is not present
-				selector( jQuery );
-		}
-
-		return jQuery.makeArray( selector, this );
-	};
-
-// Give the init function the jQuery prototype for later instantiation
-init.prototype = jQuery.fn;
-
-// Initialize central reference
-rootjQuery = jQuery( document );
-
-
-var rparentsprev = /^(?:parents|prev(?:Until|All))/,
-
-	// Methods guaranteed to produce a unique set when starting from a unique set
-	guaranteedUnique = {
-		children: true,
-		contents: true,
-		next: true,
-		prev: true
-	};
-
-jQuery.fn.extend( {
-	has: function( target ) {
-		var targets = jQuery( target, this ),
-			l = targets.length;
-
-		return this.filter( function() {
-			var i = 0;
-			for ( ; i < l; i++ ) {
-				if ( jQuery.contains( this, targets[ i ] ) ) {
-					return true;
-				}
-			}
-		} );
-	},
-
-	closest: function( selectors, context ) {
-		var cur,
-			i = 0,
-			l = this.length,
-			matched = [],
-			targets = typeof selectors !== "string" && jQuery( selectors );
-
-		// Positional selectors never match, since there's no _selection_ context
-		if ( !rneedsContext.test( selectors ) ) {
-			for ( ; i < l; i++ ) {
-				for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) {
-
-					// Always skip document fragments
-					if ( cur.nodeType < 11 && ( targets ?
-						targets.index( cur ) > -1 :
-
-						// Don't pass non-elements to Sizzle
-						cur.nodeType === 1 &&
-							jQuery.find.matchesSelector( cur, selectors ) ) ) {
-
-						matched.push( cur );
-						break;
-					}
-				}
-			}
-		}
-
-		return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched );
-	},
-
-	// Determine the position of an element within the set
-	index: function( elem ) {
-
-		// No argument, return index in parent
-		if ( !elem ) {
-			return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1;
-		}
-
-		// Index in selector
-		if ( typeof elem === "string" ) {
-			return indexOf.call( jQuery( elem ), this[ 0 ] );
-		}
-
-		// Locate the position of the desired element
-		return indexOf.call( this,
-
-			// If it receives a jQuery object, the first element is used
-			elem.jquery ? elem[ 0 ] : elem
-		);
-	},
-
-	add: function( selector, context ) {
-		return this.pushStack(
-			jQuery.uniqueSort(
-				jQuery.merge( this.get(), jQuery( selector, context ) )
-			)
-		);
-	},
-
-	addBack: function( selector ) {
-		return this.add( selector == null ?
-			this.prevObject : this.prevObject.filter( selector )
-		);
-	}
-} );
-
-function sibling( cur, dir ) {
-	while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {}
-	return cur;
-}
-
-jQuery.each( {
-	parent: function( elem ) {
-		var parent = elem.parentNode;
-		return parent && parent.nodeType !== 11 ? parent : null;
-	},
-	parents: function( elem ) {
-		return dir( elem, "parentNode" );
-	},
-	parentsUntil: function( elem, _i, until ) {
-		return dir( elem, "parentNode", until );
-	},
-	next: function( elem ) {
-		return sibling( elem, "nextSibling" );
-	},
-	prev: function( elem ) {
-		return sibling( elem, "previousSibling" );
-	},
-	nextAll: function( elem ) {
-		return dir( elem, "nextSibling" );
-	},
-	prevAll: function( elem ) {
-		return dir( elem, "previousSibling" );
-	},
-	nextUntil: function( elem, _i, until ) {
-		return dir( elem, "nextSibling", until );
-	},
-	prevUntil: function( elem, _i, until ) {
-		return dir( elem, "previousSibling", until );
-	},
-	siblings: function( elem ) {
-		return siblings( ( elem.parentNode || {} ).firstChild, elem );
-	},
-	children: function( elem ) {
-		return siblings( elem.firstChild );
-	},
-	contents: function( elem ) {
-		if ( elem.contentDocument != null &&
-
-			// Support: IE 11+
-			// <object> elements with no `data` attribute has an object
-			// `contentDocument` with a `null` prototype.
-			getProto( elem.contentDocument ) ) {
-
-			return elem.contentDocument;
-		}
-
-		// Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only
-		// Treat the template element as a regular one in browsers that
-		// don't support it.
-		if ( nodeName( elem, "template" ) ) {
-			elem = elem.content || elem;
-		}
-
-		return jQuery.merge( [], elem.childNodes );
-	}
-}, function( name, fn ) {
-	jQuery.fn[ name ] = function( until, selector ) {
-		var matched = jQuery.map( this, fn, until );
-
-		if ( name.slice( -5 ) !== "Until" ) {
-			selector = until;
-		}
-
-		if ( selector && typeof selector === "string" ) {
-			matched = jQuery.filter( selector, matched );
-		}
-
-		if ( this.length > 1 ) {
-
-			// Remove duplicates
-			if ( !guaranteedUnique[ name ] ) {
-				jQuery.uniqueSort( matched );
-			}
-
-			// Reverse order for parents* and prev-derivatives
-			if ( rparentsprev.test( name ) ) {
-				matched.reverse();
-			}
-		}
-
-		return this.pushStack( matched );
-	};
-} );
-var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g );
-
-
-
-// Convert String-formatted options into Object-formatted ones
-function createOptions( options ) {
-	var object = {};
-	jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) {
-		object[ flag ] = true;
-	} );
-	return object;
-}
-
-/*
- * Create a callback list using the following parameters:
- *
- *	options: an optional list of space-separated options that will change how
- *			the callback list behaves or a more traditional option object
- *
- * By default a callback list will act like an event callback list and can be
- * "fired" multiple times.
- *
- * Possible options:
- *
- *	once:			will ensure the callback list can only be fired once (like a Deferred)
- *
- *	memory:			will keep track of previous values and will call any callback added
- *					after the list has been fired right away with the latest "memorized"
- *					values (like a Deferred)
- *
- *	unique:			will ensure a callback can only be added once (no duplicate in the list)
- *
- *	stopOnFalse:	interrupt callings when a callback returns false
- *
- */
-jQuery.Callbacks = function( options ) {
-
-	// Convert options from String-formatted to Object-formatted if needed
-	// (we check in cache first)
-	options = typeof options === "string" ?
-		createOptions( options ) :
-		jQuery.extend( {}, options );
-
-	var // Flag to know if list is currently firing
-		firing,
-
-		// Last fire value for non-forgettable lists
-		memory,
-
-		// Flag to know if list was already fired
-		fired,
-
-		// Flag to prevent firing
-		locked,
-
-		// Actual callback list
-		list = [],
-
-		// Queue of execution data for repeatable lists
-		queue = [],
-
-		// Index of currently firing callback (modified by add/remove as needed)
-		firingIndex = -1,
-
-		// Fire callbacks
-		fire = function() {
-
-			// Enforce single-firing
-			locked = locked || options.once;
-
-			// Execute callbacks for all pending executions,
-			// respecting firingIndex overrides and runtime changes
-			fired = firing = true;
-			for ( ; queue.length; firingIndex = -1 ) {
-				memory = queue.shift();
-				while ( ++firingIndex < list.length ) {
-
-					// Run callback and check for early termination
-					if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false &&
-						options.stopOnFalse ) {
-
-						// Jump to end and forget the data so .add doesn't re-fire
-						firingIndex = list.length;
-						memory = false;
-					}
-				}
-			}
-
-			// Forget the data if we're done with it
-			if ( !options.memory ) {
-				memory = false;
-			}
-
-			firing = false;
-
-			// Clean up if we're done firing for good
-			if ( locked ) {
-
-				// Keep an empty list if we have data for future add calls
-				if ( memory ) {
-					list = [];
-
-				// Otherwise, this object is spent
-				} else {
-					list = "";
-				}
-			}
-		},
-
-		// Actual Callbacks object
-		self = {
-
-			// Add a callback or a collection of callbacks to the list
-			add: function() {
-				if ( list ) {
-
-					// If we have memory from a past run, we should fire after adding
-					if ( memory && !firing ) {
-						firingIndex = list.length - 1;
-						queue.push( memory );
-					}
-
-					( function add( args ) {
-						jQuery.each( args, function( _, arg ) {
-							if ( isFunction( arg ) ) {
-								if ( !options.unique || !self.has( arg ) ) {
-									list.push( arg );
-								}
-							} else if ( arg && arg.length && toType( arg ) !== "string" ) {
-
-								// Inspect recursively
-								add( arg );
-							}
-						} );
-					} )( arguments );
-
-					if ( memory && !firing ) {
-						fire();
-					}
-				}
-				return this;
-			},
-
-			// Remove a callback from the list
-			remove: function() {
-				jQuery.each( arguments, function( _, arg ) {
-					var index;
-					while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) {
-						list.splice( index, 1 );
-
-						// Handle firing indexes
-						if ( index <= firingIndex ) {
-							firingIndex--;
-						}
-					}
-				} );
-				return this;
-			},
-
-			// Check if a given callback is in the list.
-			// If no argument is given, return whether or not list has callbacks attached.
-			has: function( fn ) {
-				return fn ?
-					jQuery.inArray( fn, list ) > -1 :
-					list.length > 0;
-			},
-
-			// Remove all callbacks from the list
-			empty: function() {
-				if ( list ) {
-					list = [];
-				}
-				return this;
-			},
-
-			// Disable .fire and .add
-			// Abort any current/pending executions
-			// Clear all callbacks and values
-			disable: function() {
-				locked = queue = [];
-				list = memory = "";
-				return this;
-			},
-			disabled: function() {
-				return !list;
-			},
-
-			// Disable .fire
-			// Also disable .add unless we have memory (since it would have no effect)
-			// Abort any pending executions
-			lock: function() {
-				locked = queue = [];
-				if ( !memory && !firing ) {
-					list = memory = "";
-				}
-				return this;
-			},
-			locked: function() {
-				return !!locked;
-			},
-
-			// Call all callbacks with the given context and arguments
-			fireWith: function( context, args ) {
-				if ( !locked ) {
-					args = args || [];
-					args = [ context, args.slice ? args.slice() : args ];
-					queue.push( args );
-					if ( !firing ) {
-						fire();
-					}
-				}
-				return this;
-			},
-
-			// Call all the callbacks with the given arguments
-			fire: function() {
-				self.fireWith( this, arguments );
-				return this;
-			},
-
-			// To know if the callbacks have already been called at least once
-			fired: function() {
-				return !!fired;
-			}
-		};
-
-	return self;
-};
-
-
-function Identity( v ) {
-	return v;
-}
-function Thrower( ex ) {
-	throw ex;
-}
-
-function adoptValue( value, resolve, reject, noValue ) {
-	var method;
-
-	try {
-
-		// Check for promise aspect first to privilege synchronous behavior
-		if ( value && isFunction( ( method = value.promise ) ) ) {
-			method.call( value ).done( resolve ).fail( reject );
-
-		// Other thenables
-		} else if ( value && isFunction( ( method = value.then ) ) ) {
-			method.call( value, resolve, reject );
-
-		// Other non-thenables
-		} else {
-
-			// Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer:
-			// * false: [ value ].slice( 0 ) => resolve( value )
-			// * true: [ value ].slice( 1 ) => resolve()
-			resolve.apply( undefined, [ value ].slice( noValue ) );
-		}
-
-	// For Promises/A+, convert exceptions into rejections
-	// Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in
-	// Deferred#then to conditionally suppress rejection.
-	} catch ( value ) {
-
-		// Support: Android 4.0 only
-		// Strict mode functions invoked without .call/.apply get global-object context
-		reject.apply( undefined, [ value ] );
-	}
-}
-
-jQuery.extend( {
-
-	Deferred: function( func ) {
-		var tuples = [
-
-				// action, add listener, callbacks,
-				// ... .then handlers, argument index, [final state]
-				[ "notify", "progress", jQuery.Callbacks( "memory" ),
-					jQuery.Callbacks( "memory" ), 2 ],
-				[ "resolve", "done", jQuery.Callbacks( "once memory" ),
-					jQuery.Callbacks( "once memory" ), 0, "resolved" ],
-				[ "reject", "fail", jQuery.Callbacks( "once memory" ),
-					jQuery.Callbacks( "once memory" ), 1, "rejected" ]
-			],
-			state = "pending",
-			promise = {
-				state: function() {
-					return state;
-				},
-				always: function() {
-					deferred.done( arguments ).fail( arguments );
-					return this;
-				},
-				"catch": function( fn ) {
-					return promise.then( null, fn );
-				},
-
-				// Keep pipe for back-compat
-				pipe: function( /* fnDone, fnFail, fnProgress */ ) {
-					var fns = arguments;
-
-					return jQuery.Deferred( function( newDefer ) {
-						jQuery.each( tuples, function( _i, tuple ) {
-
-							// Map tuples (progress, done, fail) to arguments (done, fail, progress)
-							var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ];
-
-							// deferred.progress(function() { bind to newDefer or newDefer.notify })
-							// deferred.done(function() { bind to newDefer or newDefer.resolve })
-							// deferred.fail(function() { bind to newDefer or newDefer.reject })
-							deferred[ tuple[ 1 ] ]( function() {
-								var returned = fn && fn.apply( this, arguments );
-								if ( returned && isFunction( returned.promise ) ) {
-									returned.promise()
-										.progress( newDefer.notify )
-										.done( newDefer.resolve )
-										.fail( newDefer.reject );
-								} else {
-									newDefer[ tuple[ 0 ] + "With" ](
-										this,
-										fn ? [ returned ] : arguments
-									);
-								}
-							} );
-						} );
-						fns = null;
-					} ).promise();
-				},
-				then: function( onFulfilled, onRejected, onProgress ) {
-					var maxDepth = 0;
-					function resolve( depth, deferred, handler, special ) {
-						return function() {
-							var that = this,
-								args = arguments,
-								mightThrow = function() {
-									var returned, then;
-
-									// Support: Promises/A+ section 2.3.3.3.3
-									// https://promisesaplus.com/#point-59
-									// Ignore double-resolution attempts
-									if ( depth < maxDepth ) {
-										return;
-									}
-
-									returned = handler.apply( that, args );
-
-									// Support: Promises/A+ section 2.3.1
-									// https://promisesaplus.com/#point-48
-									if ( returned === deferred.promise() ) {
-										throw new TypeError( "Thenable self-resolution" );
-									}
-
-									// Support: Promises/A+ sections 2.3.3.1, 3.5
-									// https://promisesaplus.com/#point-54
-									// https://promisesaplus.com/#point-75
-									// Retrieve `then` only once
-									then = returned &&
-
-										// Support: Promises/A+ section 2.3.4
-										// https://promisesaplus.com/#point-64
-										// Only check objects and functions for thenability
-										( typeof returned === "object" ||
-											typeof returned === "function" ) &&
-										returned.then;
-
-									// Handle a returned thenable
-									if ( isFunction( then ) ) {
-
-										// Special processors (notify) just wait for resolution
-										if ( special ) {
-											then.call(
-												returned,
-												resolve( maxDepth, deferred, Identity, special ),
-												resolve( maxDepth, deferred, Thrower, special )
-											);
-
-										// Normal processors (resolve) also hook into progress
-										} else {
-
-											// ...and disregard older resolution values
-											maxDepth++;
-
-											then.call(
-												returned,
-												resolve( maxDepth, deferred, Identity, special ),
-												resolve( maxDepth, deferred, Thrower, special ),
-												resolve( maxDepth, deferred, Identity,
-													deferred.notifyWith )
-											);
-										}
-
-									// Handle all other returned values
-									} else {
-
-										// Only substitute handlers pass on context
-										// and multiple values (non-spec behavior)
-										if ( handler !== Identity ) {
-											that = undefined;
-											args = [ returned ];
-										}
-
-										// Process the value(s)
-										// Default process is resolve
-										( special || deferred.resolveWith )( that, args );
-									}
-								},
-
-								// Only normal processors (resolve) catch and reject exceptions
-								process = special ?
-									mightThrow :
-									function() {
-										try {
-											mightThrow();
-										} catch ( e ) {
-
-											if ( jQuery.Deferred.exceptionHook ) {
-												jQuery.Deferred.exceptionHook( e,
-													process.stackTrace );
-											}
-
-											// Support: Promises/A+ section 2.3.3.3.4.1
-											// https://promisesaplus.com/#point-61
-											// Ignore post-resolution exceptions
-											if ( depth + 1 >= maxDepth ) {
-
-												// Only substitute handlers pass on context
-												// and multiple values (non-spec behavior)
-												if ( handler !== Thrower ) {
-													that = undefined;
-													args = [ e ];
-												}
-
-												deferred.rejectWith( that, args );
-											}
-										}
-									};
-
-							// Support: Promises/A+ section 2.3.3.3.1
-							// https://promisesaplus.com/#point-57
-							// Re-resolve promises immediately to dodge false rejection from
-							// subsequent errors
-							if ( depth ) {
-								process();
-							} else {
-
-								// Call an optional hook to record the stack, in case of exception
-								// since it's otherwise lost when execution goes async
-								if ( jQuery.Deferred.getStackHook ) {
-									process.stackTrace = jQuery.Deferred.getStackHook();
-								}
-								window.setTimeout( process );
-							}
-						};
-					}
-
-					return jQuery.Deferred( function( newDefer ) {
-
-						// progress_handlers.add( ... )
-						tuples[ 0 ][ 3 ].add(
-							resolve(
-								0,
-								newDefer,
-								isFunction( onProgress ) ?
-									onProgress :
-									Identity,
-								newDefer.notifyWith
-							)
-						);
-
-						// fulfilled_handlers.add( ... )
-						tuples[ 1 ][ 3 ].add(
-							resolve(
-								0,
-								newDefer,
-								isFunction( onFulfilled ) ?
-									onFulfilled :
-									Identity
-							)
-						);
-
-						// rejected_handlers.add( ... )
-						tuples[ 2 ][ 3 ].add(
-							resolve(
-								0,
-								newDefer,
-								isFunction( onRejected ) ?
-									onRejected :
-									Thrower
-							)
-						);
-					} ).promise();
-				},
-
-				// Get a promise for this deferred
-				// If obj is provided, the promise aspect is added to the object
-				promise: function( obj ) {
-					return obj != null ? jQuery.extend( obj, promise ) : promise;
-				}
-			},
-			deferred = {};
-
-		// Add list-specific methods
-		jQuery.each( tuples, function( i, tuple ) {
-			var list = tuple[ 2 ],
-				stateString = tuple[ 5 ];
-
-			// promise.progress = list.add
-			// promise.done = list.add
-			// promise.fail = list.add
-			promise[ tuple[ 1 ] ] = list.add;
-
-			// Handle state
-			if ( stateString ) {
-				list.add(
-					function() {
-
-						// state = "resolved" (i.e., fulfilled)
-						// state = "rejected"
-						state = stateString;
-					},
-
-					// rejected_callbacks.disable
-					// fulfilled_callbacks.disable
-					tuples[ 3 - i ][ 2 ].disable,
-
-					// rejected_handlers.disable
-					// fulfilled_handlers.disable
-					tuples[ 3 - i ][ 3 ].disable,
-
-					// progress_callbacks.lock
-					tuples[ 0 ][ 2 ].lock,
-
-					// progress_handlers.lock
-					tuples[ 0 ][ 3 ].lock
-				);
-			}
-
-			// progress_handlers.fire
-			// fulfilled_handlers.fire
-			// rejected_handlers.fire
-			list.add( tuple[ 3 ].fire );
-
-			// deferred.notify = function() { deferred.notifyWith(...) }
-			// deferred.resolve = function() { deferred.resolveWith(...) }
-			// deferred.reject = function() { deferred.rejectWith(...) }
-			deferred[ tuple[ 0 ] ] = function() {
-				deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments );
-				return this;
-			};
-
-			// deferred.notifyWith = list.fireWith
-			// deferred.resolveWith = list.fireWith
-			// deferred.rejectWith = list.fireWith
-			deferred[ tuple[ 0 ] + "With" ] = list.fireWith;
-		} );
-
-		// Make the deferred a promise
-		promise.promise( deferred );
-
-		// Call given func if any
-		if ( func ) {
-			func.call( deferred, deferred );
-		}
-
-		// All done!
-		return deferred;
-	},
-
-	// Deferred helper
-	when: function( singleValue ) {
-		var
-
-			// count of uncompleted subordinates
-			remaining = arguments.length,
-
-			// count of unprocessed arguments
-			i = remaining,
-
-			// subordinate fulfillment data
-			resolveContexts = Array( i ),
-			resolveValues = slice.call( arguments ),
-
-			// the master Deferred
-			master = jQuery.Deferred(),
-
-			// subordinate callback factory
-			updateFunc = function( i ) {
-				return function( value ) {
-					resolveContexts[ i ] = this;
-					resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value;
-					if ( !( --remaining ) ) {
-						master.resolveWith( resolveContexts, resolveValues );
-					}
-				};
-			};
-
-		// Single- and empty arguments are adopted like Promise.resolve
-		if ( remaining <= 1 ) {
-			adoptValue( singleValue, master.done( updateFunc( i ) ).resolve, master.reject,
-				!remaining );
-
-			// Use .then() to unwrap secondary thenables (cf. gh-3000)
-			if ( master.state() === "pending" ||
-				isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) {
-
-				return master.then();
-			}
-		}
-
-		// Multiple arguments are aggregated like Promise.all array elements
-		while ( i-- ) {
-			adoptValue( resolveValues[ i ], updateFunc( i ), master.reject );
-		}
-
-		return master.promise();
-	}
-} );
-
-
-// These usually indicate a programmer mistake during development,
-// warn about them ASAP rather than swallowing them by default.
-var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/;
-
-jQuery.Deferred.exceptionHook = function( error, stack ) {
-
-	// Support: IE 8 - 9 only
-	// Console exists when dev tools are open, which can happen at any time
-	if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) {
-		window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack );
-	}
-};
-
-
-
-
-jQuery.readyException = function( error ) {
-	window.setTimeout( function() {
-		throw error;
-	} );
-};
-
-
-
-
-// The deferred used on DOM ready
-var readyList = jQuery.Deferred();
-
-jQuery.fn.ready = function( fn ) {
-
-	readyList
-		.then( fn )
-
-		// Wrap jQuery.readyException in a function so that the lookup
-		// happens at the time of error handling instead of callback
-		// registration.
-		.catch( function( error ) {
-			jQuery.readyException( error );
-		} );
-
-	return this;
-};
-
-jQuery.extend( {
-
-	// Is the DOM ready to be used? Set to true once it occurs.
-	isReady: false,
-
-	// A counter to track how many items to wait for before
-	// the ready event fires. See #6781
-	readyWait: 1,
-
-	// Handle when the DOM is ready
-	ready: function( wait ) {
-
-		// Abort if there are pending holds or we're already ready
-		if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) {
-			return;
-		}
-
-		// Remember that the DOM is ready
-		jQuery.isReady = true;
-
-		// If a normal DOM Ready event fired, decrement, and wait if need be
-		if ( wait !== true && --jQuery.readyWait > 0 ) {
-			return;
-		}
-
-		// If there are functions bound, to execute
-		readyList.resolveWith( document, [ jQuery ] );
-	}
-} );
-
-jQuery.ready.then = readyList.then;
-
-// The ready event handler and self cleanup method
-function completed() {
-	document.removeEventListener( "DOMContentLoaded", completed );
-	window.removeEventListener( "load", completed );
-	jQuery.ready();
-}
-
-// Catch cases where $(document).ready() is called
-// after the browser event has already occurred.
-// Support: IE <=9 - 10 only
-// Older IE sometimes signals "interactive" too soon
-if ( document.readyState === "complete" ||
-	( document.readyState !== "loading" && !document.documentElement.doScroll ) ) {
-
-	// Handle it asynchronously to allow scripts the opportunity to delay ready
-	window.setTimeout( jQuery.ready );
-
-} else {
-
-	// Use the handy event callback
-	document.addEventListener( "DOMContentLoaded", completed );
-
-	// A fallback to window.onload, that will always work
-	window.addEventListener( "load", completed );
-}
-
-
-
-
-// Multifunctional method to get and set values of a collection
-// The value/s can optionally be executed if it's a function
-var access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
-	var i = 0,
-		len = elems.length,
-		bulk = key == null;
-
-	// Sets many values
-	if ( toType( key ) === "object" ) {
-		chainable = true;
-		for ( i in key ) {
-			access( elems, fn, i, key[ i ], true, emptyGet, raw );
-		}
-
-	// Sets one value
-	} else if ( value !== undefined ) {
-		chainable = true;
-
-		if ( !isFunction( value ) ) {
-			raw = true;
-		}
-
-		if ( bulk ) {
-
-			// Bulk operations run against the entire set
-			if ( raw ) {
-				fn.call( elems, value );
-				fn = null;
-
-			// ...except when executing function values
-			} else {
-				bulk = fn;
-				fn = function( elem, _key, value ) {
-					return bulk.call( jQuery( elem ), value );
-				};
-			}
-		}
-
-		if ( fn ) {
-			for ( ; i < len; i++ ) {
-				fn(
-					elems[ i ], key, raw ?
-					value :
-					value.call( elems[ i ], i, fn( elems[ i ], key ) )
-				);
-			}
-		}
-	}
-
-	if ( chainable ) {
-		return elems;
-	}
-
-	// Gets
-	if ( bulk ) {
-		return fn.call( elems );
-	}
-
-	return len ? fn( elems[ 0 ], key ) : emptyGet;
-};
-
-
-// Matches dashed string for camelizing
-var rmsPrefix = /^-ms-/,
-	rdashAlpha = /-([a-z])/g;
-
-// Used by camelCase as callback to replace()
-function fcamelCase( _all, letter ) {
-	return letter.toUpperCase();
-}
-
-// Convert dashed to camelCase; used by the css and data modules
-// Support: IE <=9 - 11, Edge 12 - 15
-// Microsoft forgot to hump their vendor prefix (#9572)
-function camelCase( string ) {
-	return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase );
-}
-var acceptData = function( owner ) {
-
-	// Accepts only:
-	//  - Node
-	//    - Node.ELEMENT_NODE
-	//    - Node.DOCUMENT_NODE
-	//  - Object
-	//    - Any
-	return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType );
-};
-
-
-
-
-function Data() {
-	this.expando = jQuery.expando + Data.uid++;
-}
-
-Data.uid = 1;
-
-Data.prototype = {
-
-	cache: function( owner ) {
-
-		// Check if the owner object already has a cache
-		var value = owner[ this.expando ];
-
-		// If not, create one
-		if ( !value ) {
-			value = {};
-
-			// We can accept data for non-element nodes in modern browsers,
-			// but we should not, see #8335.
-			// Always return an empty object.
-			if ( acceptData( owner ) ) {
-
-				// If it is a node unlikely to be stringify-ed or looped over
-				// use plain assignment
-				if ( owner.nodeType ) {
-					owner[ this.expando ] = value;
-
-				// Otherwise secure it in a non-enumerable property
-				// configurable must be true to allow the property to be
-				// deleted when data is removed
-				} else {
-					Object.defineProperty( owner, this.expando, {
-						value: value,
-						configurable: true
-					} );
-				}
-			}
-		}
-
-		return value;
-	},
-	set: function( owner, data, value ) {
-		var prop,
-			cache = this.cache( owner );
-
-		// Handle: [ owner, key, value ] args
-		// Always use camelCase key (gh-2257)
-		if ( typeof data === "string" ) {
-			cache[ camelCase( data ) ] = value;
-
-		// Handle: [ owner, { properties } ] args
-		} else {
-
-			// Copy the properties one-by-one to the cache object
-			for ( prop in data ) {
-				cache[ camelCase( prop ) ] = data[ prop ];
-			}
-		}
-		return cache;
-	},
-	get: function( owner, key ) {
-		return key === undefined ?
-			this.cache( owner ) :
-
-			// Always use camelCase key (gh-2257)
-			owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ];
-	},
-	access: function( owner, key, value ) {
-
-		// In cases where either:
-		//
-		//   1. No key was specified
-		//   2. A string key was specified, but no value provided
-		//
-		// Take the "read" path and allow the get method to determine
-		// which value to return, respectively either:
-		//
-		//   1. The entire cache object
-		//   2. The data stored at the key
-		//
-		if ( key === undefined ||
-				( ( key && typeof key === "string" ) && value === undefined ) ) {
-
-			return this.get( owner, key );
-		}
-
-		// When the key is not a string, or both a key and value
-		// are specified, set or extend (existing objects) with either:
-		//
-		//   1. An object of properties
-		//   2. A key and value
-		//
-		this.set( owner, key, value );
-
-		// Since the "set" path can have two possible entry points
-		// return the expected data based on which path was taken[*]
-		return value !== undefined ? value : key;
-	},
-	remove: function( owner, key ) {
-		var i,
-			cache = owner[ this.expando ];
-
-		if ( cache === undefined ) {
-			return;
-		}
-
-		if ( key !== undefined ) {
-
-			// Support array or space separated string of keys
-			if ( Array.isArray( key ) ) {
-
-				// If key is an array of keys...
-				// We always set camelCase keys, so remove that.
-				key = key.map( camelCase );
-			} else {
-				key = camelCase( key );
-
-				// If a key with the spaces exists, use it.
-				// Otherwise, create an array by matching non-whitespace
-				key = key in cache ?
-					[ key ] :
-					( key.match( rnothtmlwhite ) || [] );
-			}
-
-			i = key.length;
-
-			while ( i-- ) {
-				delete cache[ key[ i ] ];
-			}
-		}
-
-		// Remove the expando if there's no more data
-		if ( key === undefined || jQuery.isEmptyObject( cache ) ) {
-
-			// Support: Chrome <=35 - 45
-			// Webkit & Blink performance suffers when deleting properties
-			// from DOM nodes, so set to undefined instead
-			// https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted)
-			if ( owner.nodeType ) {
-				owner[ this.expando ] = undefined;
-			} else {
-				delete owner[ this.expando ];
-			}
-		}
-	},
-	hasData: function( owner ) {
-		var cache = owner[ this.expando ];
-		return cache !== undefined && !jQuery.isEmptyObject( cache );
-	}
-};
-var dataPriv = new Data();
-
-var dataUser = new Data();
-
-
-
-//	Implementation Summary
-//
-//	1. Enforce API surface and semantic compatibility with 1.9.x branch
-//	2. Improve the module's maintainability by reducing the storage
-//		paths to a single mechanism.
-//	3. Use the same single mechanism to support "private" and "user" data.
-//	4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData)
-//	5. Avoid exposing implementation details on user objects (eg. expando properties)
-//	6. Provide a clear path for implementation upgrade to WeakMap in 2014
-
-var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/,
-	rmultiDash = /[A-Z]/g;
-
-function getData( data ) {
-	if ( data === "true" ) {
-		return true;
-	}
-
-	if ( data === "false" ) {
-		return false;
-	}
-
-	if ( data === "null" ) {
-		return null;
-	}
-
-	// Only convert to a number if it doesn't change the string
-	if ( data === +data + "" ) {
-		return +data;
-	}
-
-	if ( rbrace.test( data ) ) {
-		return JSON.parse( data );
-	}
-
-	return data;
-}
-
-function dataAttr( elem, key, data ) {
-	var name;
-
-	// If nothing was found internally, try to fetch any
-	// data from the HTML5 data-* attribute
-	if ( data === undefined && elem.nodeType === 1 ) {
-		name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase();
-		data = elem.getAttribute( name );
-
-		if ( typeof data === "string" ) {
-			try {
-				data = getData( data );
-			} catch ( e ) {}
-
-			// Make sure we set the data so it isn't changed later
-			dataUser.set( elem, key, data );
-		} else {
-			data = undefined;
-		}
-	}
-	return data;
-}
-
-jQuery.extend( {
-	hasData: function( elem ) {
-		return dataUser.hasData( elem ) || dataPriv.hasData( elem );
-	},
-
-	data: function( elem, name, data ) {
-		return dataUser.access( elem, name, data );
-	},
-
-	removeData: function( elem, name ) {
-		dataUser.remove( elem, name );
-	},
-
-	// TODO: Now that all calls to _data and _removeData have been replaced
-	// with direct calls to dataPriv methods, these can be deprecated.
-	_data: function( elem, name, data ) {
-		return dataPriv.access( elem, name, data );
-	},
-
-	_removeData: function( elem, name ) {
-		dataPriv.remove( elem, name );
-	}
-} );
-
-jQuery.fn.extend( {
-	data: function( key, value ) {
-		var i, name, data,
-			elem = this[ 0 ],
-			attrs = elem && elem.attributes;
-
-		// Gets all values
-		if ( key === undefined ) {
-			if ( this.length ) {
-				data = dataUser.get( elem );
-
-				if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) {
-					i = attrs.length;
-					while ( i-- ) {
-
-						// Support: IE 11 only
-						// The attrs elements can be null (#14894)
-						if ( attrs[ i ] ) {
-							name = attrs[ i ].name;
-							if ( name.indexOf( "data-" ) === 0 ) {
-								name = camelCase( name.slice( 5 ) );
-								dataAttr( elem, name, data[ name ] );
-							}
-						}
-					}
-					dataPriv.set( elem, "hasDataAttrs", true );
-				}
-			}
-
-			return data;
-		}
-
-		// Sets multiple values
-		if ( typeof key === "object" ) {
-			return this.each( function() {
-				dataUser.set( this, key );
-			} );
-		}
-
-		return access( this, function( value ) {
-			var data;
-
-			// The calling jQuery object (element matches) is not empty
-			// (and therefore has an element appears at this[ 0 ]) and the
-			// `value` parameter was not undefined. An empty jQuery object
-			// will result in `undefined` for elem = this[ 0 ] which will
-			// throw an exception if an attempt to read a data cache is made.
-			if ( elem && value === undefined ) {
-
-				// Attempt to get data from the cache
-				// The key will always be camelCased in Data
-				data = dataUser.get( elem, key );
-				if ( data !== undefined ) {
-					return data;
-				}
-
-				// Attempt to "discover" the data in
-				// HTML5 custom data-* attrs
-				data = dataAttr( elem, key );
-				if ( data !== undefined ) {
-					return data;
-				}
-
-				// We tried really hard, but the data doesn't exist.
-				return;
-			}
-
-			// Set the data...
-			this.each( function() {
-
-				// We always store the camelCased key
-				dataUser.set( this, key, value );
-			} );
-		}, null, value, arguments.length > 1, null, true );
-	},
-
-	removeData: function( key ) {
-		return this.each( function() {
-			dataUser.remove( this, key );
-		} );
-	}
-} );
-
-
-jQuery.extend( {
-	queue: function( elem, type, data ) {
-		var queue;
-
-		if ( elem ) {
-			type = ( type || "fx" ) + "queue";
-			queue = dataPriv.get( elem, type );
-
-			// Speed up dequeue by getting out quickly if this is just a lookup
-			if ( data ) {
-				if ( !queue || Array.isArray( data ) ) {
-					queue = dataPriv.access( elem, type, jQuery.makeArray( data ) );
-				} else {
-					queue.push( data );
-				}
-			}
-			return queue || [];
-		}
-	},
-
-	dequeue: function( elem, type ) {
-		type = type || "fx";
-
-		var queue = jQuery.queue( elem, type ),
-			startLength = queue.length,
-			fn = queue.shift(),
-			hooks = jQuery._queueHooks( elem, type ),
-			next = function() {
-				jQuery.dequeue( elem, type );
-			};
-
-		// If the fx queue is dequeued, always remove the progress sentinel
-		if ( fn === "inprogress" ) {
-			fn = queue.shift();
-			startLength--;
-		}
-
-		if ( fn ) {
-
-			// Add a progress sentinel to prevent the fx queue from being
-			// automatically dequeued
-			if ( type === "fx" ) {
-				queue.unshift( "inprogress" );
-			}
-
-			// Clear up the last queue stop function
-			delete hooks.stop;
-			fn.call( elem, next, hooks );
-		}
-
-		if ( !startLength && hooks ) {
-			hooks.empty.fire();
-		}
-	},
-
-	// Not public - generate a queueHooks object, or return the current one
-	_queueHooks: function( elem, type ) {
-		var key = type + "queueHooks";
-		return dataPriv.get( elem, key ) || dataPriv.access( elem, key, {
-			empty: jQuery.Callbacks( "once memory" ).add( function() {
-				dataPriv.remove( elem, [ type + "queue", key ] );
-			} )
-		} );
-	}
-} );
-
-jQuery.fn.extend( {
-	queue: function( type, data ) {
-		var setter = 2;
-
-		if ( typeof type !== "string" ) {
-			data = type;
-			type = "fx";
-			setter--;
-		}
-
-		if ( arguments.length < setter ) {
-			return jQuery.queue( this[ 0 ], type );
-		}
-
-		return data === undefined ?
-			this :
-			this.each( function() {
-				var queue = jQuery.queue( this, type, data );
-
-				// Ensure a hooks for this queue
-				jQuery._queueHooks( this, type );
-
-				if ( type === "fx" && queue[ 0 ] !== "inprogress" ) {
-					jQuery.dequeue( this, type );
-				}
-			} );
-	},
-	dequeue: function( type ) {
-		return this.each( function() {
-			jQuery.dequeue( this, type );
-		} );
-	},
-	clearQueue: function( type ) {
-		return this.queue( type || "fx", [] );
-	},
-
-	// Get a promise resolved when queues of a certain type
-	// are emptied (fx is the type by default)
-	promise: function( type, obj ) {
-		var tmp,
-			count = 1,
-			defer = jQuery.Deferred(),
-			elements = this,
-			i = this.length,
-			resolve = function() {
-				if ( !( --count ) ) {
-					defer.resolveWith( elements, [ elements ] );
-				}
-			};
-
-		if ( typeof type !== "string" ) {
-			obj = type;
-			type = undefined;
-		}
-		type = type || "fx";
-
-		while ( i-- ) {
-			tmp = dataPriv.get( elements[ i ], type + "queueHooks" );
-			if ( tmp && tmp.empty ) {
-				count++;
-				tmp.empty.add( resolve );
-			}
-		}
-		resolve();
-		return defer.promise( obj );
-	}
-} );
-var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source;
-
-var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" );
-
-
-var cssExpand = [ "Top", "Right", "Bottom", "Left" ];
-
-var documentElement = document.documentElement;
-
-
-
-	var isAttached = function( elem ) {
-			return jQuery.contains( elem.ownerDocument, elem );
-		},
-		composed = { composed: true };
-
-	// Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only
-	// Check attachment across shadow DOM boundaries when possible (gh-3504)
-	// Support: iOS 10.0-10.2 only
-	// Early iOS 10 versions support `attachShadow` but not `getRootNode`,
-	// leading to errors. We need to check for `getRootNode`.
-	if ( documentElement.getRootNode ) {
-		isAttached = function( elem ) {
-			return jQuery.contains( elem.ownerDocument, elem ) ||
-				elem.getRootNode( composed ) === elem.ownerDocument;
-		};
-	}
-var isHiddenWithinTree = function( elem, el ) {
-
-		// isHiddenWithinTree might be called from jQuery#filter function;
-		// in that case, element will be second argument
-		elem = el || elem;
-
-		// Inline style trumps all
-		return elem.style.display === "none" ||
-			elem.style.display === "" &&
-
-			// Otherwise, check computed style
-			// Support: Firefox <=43 - 45
-			// Disconnected elements can have computed display: none, so first confirm that elem is
-			// in the document.
-			isAttached( elem ) &&
-
-			jQuery.css( elem, "display" ) === "none";
-	};
-
-
-
-function adjustCSS( elem, prop, valueParts, tween ) {
-	var adjusted, scale,
-		maxIterations = 20,
-		currentValue = tween ?
-			function() {
-				return tween.cur();
-			} :
-			function() {
-				return jQuery.css( elem, prop, "" );
-			},
-		initial = currentValue(),
-		unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ),
-
-		// Starting value computation is required for potential unit mismatches
-		initialInUnit = elem.nodeType &&
-			( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) &&
-			rcssNum.exec( jQuery.css( elem, prop ) );
-
-	if ( initialInUnit && initialInUnit[ 3 ] !== unit ) {
-
-		// Support: Firefox <=54
-		// Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144)
-		initial = initial / 2;
-
-		// Trust units reported by jQuery.css
-		unit = unit || initialInUnit[ 3 ];
-
-		// Iteratively approximate from a nonzero starting point
-		initialInUnit = +initial || 1;
-
-		while ( maxIterations-- ) {
-
-			// Evaluate and update our best guess (doubling guesses that zero out).
-			// Finish if the scale equals or crosses 1 (making the old*new product non-positive).
-			jQuery.style( elem, prop, initialInUnit + unit );
-			if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) {
-				maxIterations = 0;
-			}
-			initialInUnit = initialInUnit / scale;
-
-		}
-
-		initialInUnit = initialInUnit * 2;
-		jQuery.style( elem, prop, initialInUnit + unit );
-
-		// Make sure we update the tween properties later on
-		valueParts = valueParts || [];
-	}
-
-	if ( valueParts ) {
-		initialInUnit = +initialInUnit || +initial || 0;
-
-		// Apply relative offset (+=/-=) if specified
-		adjusted = valueParts[ 1 ] ?
-			initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] :
-			+valueParts[ 2 ];
-		if ( tween ) {
-			tween.unit = unit;
-			tween.start = initialInUnit;
-			tween.end = adjusted;
-		}
-	}
-	return adjusted;
-}
-
-
-var defaultDisplayMap = {};
-
-function getDefaultDisplay( elem ) {
-	var temp,
-		doc = elem.ownerDocument,
-		nodeName = elem.nodeName,
-		display = defaultDisplayMap[ nodeName ];
-
-	if ( display ) {
-		return display;
-	}
-
-	temp = doc.body.appendChild( doc.createElement( nodeName ) );
-	display = jQuery.css( temp, "display" );
-
-	temp.parentNode.removeChild( temp );
-
-	if ( display === "none" ) {
-		display = "block";
-	}
-	defaultDisplayMap[ nodeName ] = display;
-
-	return display;
-}
-
-function showHide( elements, show ) {
-	var display, elem,
-		values = [],
-		index = 0,
-		length = elements.length;
-
-	// Determine new display value for elements that need to change
-	for ( ; index < length; index++ ) {
-		elem = elements[ index ];
-		if ( !elem.style ) {
-			continue;
-		}
-
-		display = elem.style.display;
-		if ( show ) {
-
-			// Since we force visibility upon cascade-hidden elements, an immediate (and slow)
-			// check is required in this first loop unless we have a nonempty display value (either
-			// inline or about-to-be-restored)
-			if ( display === "none" ) {
-				values[ index ] = dataPriv.get( elem, "display" ) || null;
-				if ( !values[ index ] ) {
-					elem.style.display = "";
-				}
-			}
-			if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) {
-				values[ index ] = getDefaultDisplay( elem );
-			}
-		} else {
-			if ( display !== "none" ) {
-				values[ index ] = "none";
-
-				// Remember what we're overwriting
-				dataPriv.set( elem, "display", display );
-			}
-		}
-	}
-
-	// Set the display of the elements in a second loop to avoid constant reflow
-	for ( index = 0; index < length; index++ ) {
-		if ( values[ index ] != null ) {
-			elements[ index ].style.display = values[ index ];
-		}
-	}
-
-	return elements;
-}
-
-jQuery.fn.extend( {
-	show: function() {
-		return showHide( this, true );
-	},
-	hide: function() {
-		return showHide( this );
-	},
-	toggle: function( state ) {
-		if ( typeof state === "boolean" ) {
-			return state ? this.show() : this.hide();
-		}
-
-		return this.each( function() {
-			if ( isHiddenWithinTree( this ) ) {
-				jQuery( this ).show();
-			} else {
-				jQuery( this ).hide();
-			}
-		} );
-	}
-} );
-var rcheckableType = ( /^(?:checkbox|radio)$/i );
-
-var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i );
-
-var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i );
-
-
-
-( function() {
-	var fragment = document.createDocumentFragment(),
-		div = fragment.appendChild( document.createElement( "div" ) ),
-		input = document.createElement( "input" );
-
-	// Support: Android 4.0 - 4.3 only
-	// Check state lost if the name is set (#11217)
-	// Support: Windows Web Apps (WWA)
-	// `name` and `type` must use .setAttribute for WWA (#14901)
-	input.setAttribute( "type", "radio" );
-	input.setAttribute( "checked", "checked" );
-	input.setAttribute( "name", "t" );
-
-	div.appendChild( input );
-
-	// Support: Android <=4.1 only
-	// Older WebKit doesn't clone checked state correctly in fragments
-	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
-
-	// Support: IE <=11 only
-	// Make sure textarea (and checkbox) defaultValue is properly cloned
-	div.innerHTML = "<textarea>x</textarea>";
-	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
-
-	// Support: IE <=9 only
-	// IE <=9 replaces <option> tags with their contents when inserted outside of
-	// the select element.
-	div.innerHTML = "<option></option>";
-	support.option = !!div.lastChild;
-} )();
-
-
-// We have to close these tags to support XHTML (#13200)
-var wrapMap = {
-
-	// XHTML parsers do not magically insert elements in the
-	// same way that tag soup parsers do. So we cannot shorten
-	// this by omitting <tbody> or other required elements.
-	thead: [ 1, "<table>", "</table>" ],
-	col: [ 2, "<table><colgroup>", "</colgroup></table>" ],
-	tr: [ 2, "<table><tbody>", "</tbody></table>" ],
-	td: [ 3, "<table><tbody><tr>", "</tr></tbody></table>" ],
-
-	_default: [ 0, "", "" ]
-};
-
-wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead;
-wrapMap.th = wrapMap.td;
-
-// Support: IE <=9 only
-if ( !support.option ) {
-	wrapMap.optgroup = wrapMap.option = [ 1, "<select multiple='multiple'>", "</select>" ];
-}
-
-
-function getAll( context, tag ) {
-
-	// Support: IE <=9 - 11 only
-	// Use typeof to avoid zero-argument method invocation on host objects (#15151)
-	var ret;
-
-	if ( typeof context.getElementsByTagName !== "undefined" ) {
-		ret = context.getElementsByTagName( tag || "*" );
-
-	} else if ( typeof context.querySelectorAll !== "undefined" ) {
-		ret = context.querySelectorAll( tag || "*" );
-
-	} else {
-		ret = [];
-	}
-
-	if ( tag === undefined || tag && nodeName( context, tag ) ) {
-		return jQuery.merge( [ context ], ret );
-	}
-
-	return ret;
-}
-
-
-// Mark scripts as having already been evaluated
-function setGlobalEval( elems, refElements ) {
-	var i = 0,
-		l = elems.length;
-
-	for ( ; i < l; i++ ) {
-		dataPriv.set(
-			elems[ i ],
-			"globalEval",
-			!refElements || dataPriv.get( refElements[ i ], "globalEval" )
-		);
-	}
-}
-
-
-var rhtml = /<|&#?\w+;/;
-
-function buildFragment( elems, context, scripts, selection, ignored ) {
-	var elem, tmp, tag, wrap, attached, j,
-		fragment = context.createDocumentFragment(),
-		nodes = [],
-		i = 0,
-		l = elems.length;
-
-	for ( ; i < l; i++ ) {
-		elem = elems[ i ];
-
-		if ( elem || elem === 0 ) {
-
-			// Add nodes directly
-			if ( toType( elem ) === "object" ) {
-
-				// Support: Android <=4.0 only, PhantomJS 1 only
-				// push.apply(_, arraylike) throws on ancient WebKit
-				jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem );
-
-			// Convert non-html into a text node
-			} else if ( !rhtml.test( elem ) ) {
-				nodes.push( context.createTextNode( elem ) );
-
-			// Convert html into DOM nodes
-			} else {
-				tmp = tmp || fragment.appendChild( context.createElement( "div" ) );
-
-				// Deserialize a standard representation
-				tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase();
-				wrap = wrapMap[ tag ] || wrapMap._default;
-				tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ];
-
-				// Descend through wrappers to the right content
-				j = wrap[ 0 ];
-				while ( j-- ) {
-					tmp = tmp.lastChild;
-				}
-
-				// Support: Android <=4.0 only, PhantomJS 1 only
-				// push.apply(_, arraylike) throws on ancient WebKit
-				jQuery.merge( nodes, tmp.childNodes );
-
-				// Remember the top-level container
-				tmp = fragment.firstChild;
-
-				// Ensure the created nodes are orphaned (#12392)
-				tmp.textContent = "";
-			}
-		}
-	}
-
-	// Remove wrapper from fragment
-	fragment.textContent = "";
-
-	i = 0;
-	while ( ( elem = nodes[ i++ ] ) ) {
-
-		// Skip elements already in the context collection (trac-4087)
-		if ( selection && jQuery.inArray( elem, selection ) > -1 ) {
-			if ( ignored ) {
-				ignored.push( elem );
-			}
-			continue;
-		}
-
-		attached = isAttached( elem );
-
-		// Append to fragment
-		tmp = getAll( fragment.appendChild( elem ), "script" );
-
-		// Preserve script evaluation history
-		if ( attached ) {
-			setGlobalEval( tmp );
-		}
-
-		// Capture executables
-		if ( scripts ) {
-			j = 0;
-			while ( ( elem = tmp[ j++ ] ) ) {
-				if ( rscriptType.test( elem.type || "" ) ) {
-					scripts.push( elem );
-				}
-			}
-		}
-	}
-
-	return fragment;
-}
-
-
-var
-	rkeyEvent = /^key/,
-	rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/,
-	rtypenamespace = /^([^.]*)(?:\.(.+)|)/;
-
-function returnTrue() {
-	return true;
-}
-
-function returnFalse() {
-	return false;
-}
-
-// Support: IE <=9 - 11+
-// focus() and blur() are asynchronous, except when they are no-op.
-// So expect focus to be synchronous when the element is already active,
-// and blur to be synchronous when the element is not already active.
-// (focus and blur are always synchronous in other supported browsers,
-// this just defines when we can count on it).
-function expectSync( elem, type ) {
-	return ( elem === safeActiveElement() ) === ( type === "focus" );
-}
-
-// Support: IE <=9 only
-// Accessing document.activeElement can throw unexpectedly
-// https://bugs.jquery.com/ticket/13393
-function safeActiveElement() {
-	try {
-		return document.activeElement;
-	} catch ( err ) { }
-}
-
-function on( elem, types, selector, data, fn, one ) {
-	var origFn, type;
-
-	// Types can be a map of types/handlers
-	if ( typeof types === "object" ) {
-
-		// ( types-Object, selector, data )
-		if ( typeof selector !== "string" ) {
-
-			// ( types-Object, data )
-			data = data || selector;
-			selector = undefined;
-		}
-		for ( type in types ) {
-			on( elem, type, selector, data, types[ type ], one );
-		}
-		return elem;
-	}
-
-	if ( data == null && fn == null ) {
-
-		// ( types, fn )
-		fn = selector;
-		data = selector = undefined;
-	} else if ( fn == null ) {
-		if ( typeof selector === "string" ) {
-
-			// ( types, selector, fn )
-			fn = data;
-			data = undefined;
-		} else {
-
-			// ( types, data, fn )
-			fn = data;
-			data = selector;
-			selector = undefined;
-		}
-	}
-	if ( fn === false ) {
-		fn = returnFalse;
-	} else if ( !fn ) {
-		return elem;
-	}
-
-	if ( one === 1 ) {
-		origFn = fn;
-		fn = function( event ) {
-
-			// Can use an empty set, since event contains the info
-			jQuery().off( event );
-			return origFn.apply( this, arguments );
-		};
-
-		// Use same guid so caller can remove using origFn
-		fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ );
-	}
-	return elem.each( function() {
-		jQuery.event.add( this, types, fn, data, selector );
-	} );
-}
-
-/*
- * Helper functions for managing events -- not part of the public interface.
- * Props to Dean Edwards' addEvent library for many of the ideas.
- */
-jQuery.event = {
-
-	global: {},
-
-	add: function( elem, types, handler, data, selector ) {
-
-		var handleObjIn, eventHandle, tmp,
-			events, t, handleObj,
-			special, handlers, type, namespaces, origType,
-			elemData = dataPriv.get( elem );
-
-		// Only attach events to objects that accept data
-		if ( !acceptData( elem ) ) {
-			return;
-		}
-
-		// Caller can pass in an object of custom data in lieu of the handler
-		if ( handler.handler ) {
-			handleObjIn = handler;
-			handler = handleObjIn.handler;
-			selector = handleObjIn.selector;
-		}
-
-		// Ensure that invalid selectors throw exceptions at attach time
-		// Evaluate against documentElement in case elem is a non-element node (e.g., document)
-		if ( selector ) {
-			jQuery.find.matchesSelector( documentElement, selector );
-		}
-
-		// Make sure that the handler has a unique ID, used to find/remove it later
-		if ( !handler.guid ) {
-			handler.guid = jQuery.guid++;
-		}
-
-		// Init the element's event structure and main handler, if this is the first
-		if ( !( events = elemData.events ) ) {
-			events = elemData.events = Object.create( null );
-		}
-		if ( !( eventHandle = elemData.handle ) ) {
-			eventHandle = elemData.handle = function( e ) {
-
-				// Discard the second event of a jQuery.event.trigger() and
-				// when an event is called after a page has unloaded
-				return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ?
-					jQuery.event.dispatch.apply( elem, arguments ) : undefined;
-			};
-		}
-
-		// Handle multiple events separated by a space
-		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
-		t = types.length;
-		while ( t-- ) {
-			tmp = rtypenamespace.exec( types[ t ] ) || [];
-			type = origType = tmp[ 1 ];
-			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
-
-			// There *must* be a type, no attaching namespace-only handlers
-			if ( !type ) {
-				continue;
-			}
-
-			// If event changes its type, use the special event handlers for the changed type
-			special = jQuery.event.special[ type ] || {};
-
-			// If selector defined, determine special event api type, otherwise given type
-			type = ( selector ? special.delegateType : special.bindType ) || type;
-
-			// Update special based on newly reset type
-			special = jQuery.event.special[ type ] || {};
-
-			// handleObj is passed to all event handlers
-			handleObj = jQuery.extend( {
-				type: type,
-				origType: origType,
-				data: data,
-				handler: handler,
-				guid: handler.guid,
-				selector: selector,
-				needsContext: selector && jQuery.expr.match.needsContext.test( selector ),
-				namespace: namespaces.join( "." )
-			}, handleObjIn );
-
-			// Init the event handler queue if we're the first
-			if ( !( handlers = events[ type ] ) ) {
-				handlers = events[ type ] = [];
-				handlers.delegateCount = 0;
-
-				// Only use addEventListener if the special events handler returns false
-				if ( !special.setup ||
-					special.setup.call( elem, data, namespaces, eventHandle ) === false ) {
-
-					if ( elem.addEventListener ) {
-						elem.addEventListener( type, eventHandle );
-					}
-				}
-			}
-
-			if ( special.add ) {
-				special.add.call( elem, handleObj );
-
-				if ( !handleObj.handler.guid ) {
-					handleObj.handler.guid = handler.guid;
-				}
-			}
-
-			// Add to the element's handler list, delegates in front
-			if ( selector ) {
-				handlers.splice( handlers.delegateCount++, 0, handleObj );
-			} else {
-				handlers.push( handleObj );
-			}
-
-			// Keep track of which events have ever been used, for event optimization
-			jQuery.event.global[ type ] = true;
-		}
-
-	},
-
-	// Detach an event or set of events from an element
-	remove: function( elem, types, handler, selector, mappedTypes ) {
-
-		var j, origCount, tmp,
-			events, t, handleObj,
-			special, handlers, type, namespaces, origType,
-			elemData = dataPriv.hasData( elem ) && dataPriv.get( elem );
-
-		if ( !elemData || !( events = elemData.events ) ) {
-			return;
-		}
-
-		// Once for each type.namespace in types; type may be omitted
-		types = ( types || "" ).match( rnothtmlwhite ) || [ "" ];
-		t = types.length;
-		while ( t-- ) {
-			tmp = rtypenamespace.exec( types[ t ] ) || [];
-			type = origType = tmp[ 1 ];
-			namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort();
-
-			// Unbind all events (on this namespace, if provided) for the element
-			if ( !type ) {
-				for ( type in events ) {
-					jQuery.event.remove( elem, type + types[ t ], handler, selector, true );
-				}
-				continue;
-			}
-
-			special = jQuery.event.special[ type ] || {};
-			type = ( selector ? special.delegateType : special.bindType ) || type;
-			handlers = events[ type ] || [];
-			tmp = tmp[ 2 ] &&
-				new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" );
-
-			// Remove matching events
-			origCount = j = handlers.length;
-			while ( j-- ) {
-				handleObj = handlers[ j ];
-
-				if ( ( mappedTypes || origType === handleObj.origType ) &&
-					( !handler || handler.guid === handleObj.guid ) &&
-					( !tmp || tmp.test( handleObj.namespace ) ) &&
-					( !selector || selector === handleObj.selector ||
-						selector === "**" && handleObj.selector ) ) {
-					handlers.splice( j, 1 );
-
-					if ( handleObj.selector ) {
-						handlers.delegateCount--;
-					}
-					if ( special.remove ) {
-						special.remove.call( elem, handleObj );
-					}
-				}
-			}
-
-			// Remove generic event handler if we removed something and no more handlers exist
-			// (avoids potential for endless recursion during removal of special event handlers)
-			if ( origCount && !handlers.length ) {
-				if ( !special.teardown ||
-					special.teardown.call( elem, namespaces, elemData.handle ) === false ) {
-
-					jQuery.removeEvent( elem, type, elemData.handle );
-				}
-
-				delete events[ type ];
-			}
-		}
-
-		// Remove data and the expando if it's no longer used
-		if ( jQuery.isEmptyObject( events ) ) {
-			dataPriv.remove( elem, "handle events" );
-		}
-	},
-
-	dispatch: function( nativeEvent ) {
-
-		var i, j, ret, matched, handleObj, handlerQueue,
-			args = new Array( arguments.length ),
-
-			// Make a writable jQuery.Event from the native event object
-			event = jQuery.event.fix( nativeEvent ),
-
-			handlers = (
-					dataPriv.get( this, "events" ) || Object.create( null )
-				)[ event.type ] || [],
-			special = jQuery.event.special[ event.type ] || {};
-
-		// Use the fix-ed jQuery.Event rather than the (read-only) native event
-		args[ 0 ] = event;
-
-		for ( i = 1; i < arguments.length; i++ ) {
-			args[ i ] = arguments[ i ];
-		}
-
-		event.delegateTarget = this;
-
-		// Call the preDispatch hook for the mapped type, and let it bail if desired
-		if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) {
-			return;
-		}
-
-		// Determine handlers
-		handlerQueue = jQuery.event.handlers.call( this, event, handlers );
-
-		// Run delegates first; they may want to stop propagation beneath us
-		i = 0;
-		while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) {
-			event.currentTarget = matched.elem;
-
-			j = 0;
-			while ( ( handleObj = matched.handlers[ j++ ] ) &&
-				!event.isImmediatePropagationStopped() ) {
-
-				// If the event is namespaced, then each handler is only invoked if it is
-				// specially universal or its namespaces are a superset of the event's.
-				if ( !event.rnamespace || handleObj.namespace === false ||
-					event.rnamespace.test( handleObj.namespace ) ) {
-
-					event.handleObj = handleObj;
-					event.data = handleObj.data;
-
-					ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle ||
-						handleObj.handler ).apply( matched.elem, args );
-
-					if ( ret !== undefined ) {
-						if ( ( event.result = ret ) === false ) {
-							event.preventDefault();
-							event.stopPropagation();
-						}
-					}
-				}
-			}
-		}
-
-		// Call the postDispatch hook for the mapped type
-		if ( special.postDispatch ) {
-			special.postDispatch.call( this, event );
-		}
-
-		return event.result;
-	},
-
-	handlers: function( event, handlers ) {
-		var i, handleObj, sel, matchedHandlers, matchedSelectors,
-			handlerQueue = [],
-			delegateCount = handlers.delegateCount,
-			cur = event.target;
-
-		// Find delegate handlers
-		if ( delegateCount &&
-
-			// Support: IE <=9
-			// Black-hole SVG <use> instance trees (trac-13180)
-			cur.nodeType &&
-
-			// Support: Firefox <=42
-			// Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861)
-			// https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click
-			// Support: IE 11 only
-			// ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343)
-			!( event.type === "click" && event.button >= 1 ) ) {
-
-			for ( ; cur !== this; cur = cur.parentNode || this ) {
-
-				// Don't check non-elements (#13208)
-				// Don't process clicks on disabled elements (#6911, #8165, #11382, #11764)
-				if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) {
-					matchedHandlers = [];
-					matchedSelectors = {};
-					for ( i = 0; i < delegateCount; i++ ) {
-						handleObj = handlers[ i ];
-
-						// Don't conflict with Object.prototype properties (#13203)
-						sel = handleObj.selector + " ";
-
-						if ( matchedSelectors[ sel ] === undefined ) {
-							matchedSelectors[ sel ] = handleObj.needsContext ?
-								jQuery( sel, this ).index( cur ) > -1 :
-								jQuery.find( sel, this, null, [ cur ] ).length;
-						}
-						if ( matchedSelectors[ sel ] ) {
-							matchedHandlers.push( handleObj );
-						}
-					}
-					if ( matchedHandlers.length ) {
-						handlerQueue.push( { elem: cur, handlers: matchedHandlers } );
-					}
-				}
-			}
-		}
-
-		// Add the remaining (directly-bound) handlers
-		cur = this;
-		if ( delegateCount < handlers.length ) {
-			handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } );
-		}
-
-		return handlerQueue;
-	},
-
-	addProp: function( name, hook ) {
-		Object.defineProperty( jQuery.Event.prototype, name, {
-			enumerable: true,
-			configurable: true,
-
-			get: isFunction( hook ) ?
-				function() {
-					if ( this.originalEvent ) {
-							return hook( this.originalEvent );
-					}
-				} :
-				function() {
-					if ( this.originalEvent ) {
-							return this.originalEvent[ name ];
-					}
-				},
-
-			set: function( value ) {
-				Object.defineProperty( this, name, {
-					enumerable: true,
-					configurable: true,
-					writable: true,
-					value: value
-				} );
-			}
-		} );
-	},
-
-	fix: function( originalEvent ) {
-		return originalEvent[ jQuery.expando ] ?
-			originalEvent :
-			new jQuery.Event( originalEvent );
-	},
-
-	special: {
-		load: {
-
-			// Prevent triggered image.load events from bubbling to window.load
-			noBubble: true
-		},
-		click: {
-
-			// Utilize native event to ensure correct state for checkable inputs
-			setup: function( data ) {
-
-				// For mutual compressibility with _default, replace `this` access with a local var.
-				// `|| data` is dead code meant only to preserve the variable through minification.
-				var el = this || data;
-
-				// Claim the first handler
-				if ( rcheckableType.test( el.type ) &&
-					el.click && nodeName( el, "input" ) ) {
-
-					// dataPriv.set( el, "click", ... )
-					leverageNative( el, "click", returnTrue );
-				}
-
-				// Return false to allow normal processing in the caller
-				return false;
-			},
-			trigger: function( data ) {
-
-				// For mutual compressibility with _default, replace `this` access with a local var.
-				// `|| data` is dead code meant only to preserve the variable through minification.
-				var el = this || data;
-
-				// Force setup before triggering a click
-				if ( rcheckableType.test( el.type ) &&
-					el.click && nodeName( el, "input" ) ) {
-
-					leverageNative( el, "click" );
-				}
-
-				// Return non-false to allow normal event-path propagation
-				return true;
-			},
-
-			// For cross-browser consistency, suppress native .click() on links
-			// Also prevent it if we're currently inside a leveraged native-event stack
-			_default: function( event ) {
-				var target = event.target;
-				return rcheckableType.test( target.type ) &&
-					target.click && nodeName( target, "input" ) &&
-					dataPriv.get( target, "click" ) ||
-					nodeName( target, "a" );
-			}
-		},
-
-		beforeunload: {
-			postDispatch: function( event ) {
-
-				// Support: Firefox 20+
-				// Firefox doesn't alert if the returnValue field is not set.
-				if ( event.result !== undefined && event.originalEvent ) {
-					event.originalEvent.returnValue = event.result;
-				}
-			}
-		}
-	}
-};
-
-// Ensure the presence of an event listener that handles manually-triggered
-// synthetic events by interrupting progress until reinvoked in response to
-// *native* events that it fires directly, ensuring that state changes have
-// already occurred before other listeners are invoked.
-function leverageNative( el, type, expectSync ) {
-
-	// Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add
-	if ( !expectSync ) {
-		if ( dataPriv.get( el, type ) === undefined ) {
-			jQuery.event.add( el, type, returnTrue );
-		}
-		return;
-	}
-
-	// Register the controller as a special universal handler for all event namespaces
-	dataPriv.set( el, type, false );
-	jQuery.event.add( el, type, {
-		namespace: false,
-		handler: function( event ) {
-			var notAsync, result,
-				saved = dataPriv.get( this, type );
-
-			if ( ( event.isTrigger & 1 ) && this[ type ] ) {
-
-				// Interrupt processing of the outer synthetic .trigger()ed event
-				// Saved data should be false in such cases, but might be a leftover capture object
-				// from an async native handler (gh-4350)
-				if ( !saved.length ) {
-
-					// Store arguments for use when handling the inner native event
-					// There will always be at least one argument (an event object), so this array
-					// will not be confused with a leftover capture object.
-					saved = slice.call( arguments );
-					dataPriv.set( this, type, saved );
-
-					// Trigger the native event and capture its result
-					// Support: IE <=9 - 11+
-					// focus() and blur() are asynchronous
-					notAsync = expectSync( this, type );
-					this[ type ]();
-					result = dataPriv.get( this, type );
-					if ( saved !== result || notAsync ) {
-						dataPriv.set( this, type, false );
-					} else {
-						result = {};
-					}
-					if ( saved !== result ) {
-
-						// Cancel the outer synthetic event
-						event.stopImmediatePropagation();
-						event.preventDefault();
-						return result.value;
-					}
-
-				// If this is an inner synthetic event for an event with a bubbling surrogate
-				// (focus or blur), assume that the surrogate already propagated from triggering the
-				// native event and prevent that from happening again here.
-				// This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the
-				// bubbling surrogate propagates *after* the non-bubbling base), but that seems
-				// less bad than duplication.
-				} else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) {
-					event.stopPropagation();
-				}
-
-			// If this is a native event triggered above, everything is now in order
-			// Fire an inner synthetic event with the original arguments
-			} else if ( saved.length ) {
-
-				// ...and capture the result
-				dataPriv.set( this, type, {
-					value: jQuery.event.trigger(
-
-						// Support: IE <=9 - 11+
-						// Extend with the prototype to reset the above stopImmediatePropagation()
-						jQuery.extend( saved[ 0 ], jQuery.Event.prototype ),
-						saved.slice( 1 ),
-						this
-					)
-				} );
-
-				// Abort handling of the native event
-				event.stopImmediatePropagation();
-			}
-		}
-	} );
-}
-
-jQuery.removeEvent = function( elem, type, handle ) {
-
-	// This "if" is needed for plain objects
-	if ( elem.removeEventListener ) {
-		elem.removeEventListener( type, handle );
-	}
-};
-
-jQuery.Event = function( src, props ) {
-
-	// Allow instantiation without the 'new' keyword
-	if ( !( this instanceof jQuery.Event ) ) {
-		return new jQuery.Event( src, props );
-	}
-
-	// Event object
-	if ( src && src.type ) {
-		this.originalEvent = src;
-		this.type = src.type;
-
-		// Events bubbling up the document may have been marked as prevented
-		// by a handler lower down the tree; reflect the correct value.
-		this.isDefaultPrevented = src.defaultPrevented ||
-				src.defaultPrevented === undefined &&
-
-				// Support: Android <=2.3 only
-				src.returnValue === false ?
-			returnTrue :
-			returnFalse;
-
-		// Create target properties
-		// Support: Safari <=6 - 7 only
-		// Target should not be a text node (#504, #13143)
-		this.target = ( src.target && src.target.nodeType === 3 ) ?
-			src.target.parentNode :
-			src.target;
-
-		this.currentTarget = src.currentTarget;
-		this.relatedTarget = src.relatedTarget;
-
-	// Event type
-	} else {
-		this.type = src;
-	}
-
-	// Put explicitly provided properties onto the event object
-	if ( props ) {
-		jQuery.extend( this, props );
-	}
-
-	// Create a timestamp if incoming event doesn't have one
-	this.timeStamp = src && src.timeStamp || Date.now();
-
-	// Mark it as fixed
-	this[ jQuery.expando ] = true;
-};
-
-// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding
-// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html
-jQuery.Event.prototype = {
-	constructor: jQuery.Event,
-	isDefaultPrevented: returnFalse,
-	isPropagationStopped: returnFalse,
-	isImmediatePropagationStopped: returnFalse,
-	isSimulated: false,
-
-	preventDefault: function() {
-		var e = this.originalEvent;
-
-		this.isDefaultPrevented = returnTrue;
-
-		if ( e && !this.isSimulated ) {
-			e.preventDefault();
-		}
-	},
-	stopPropagation: function() {
-		var e = this.originalEvent;
-
-		this.isPropagationStopped = returnTrue;
-
-		if ( e && !this.isSimulated ) {
-			e.stopPropagation();
-		}
-	},
-	stopImmediatePropagation: function() {
-		var e = this.originalEvent;
-
-		this.isImmediatePropagationStopped = returnTrue;
-
-		if ( e && !this.isSimulated ) {
-			e.stopImmediatePropagation();
-		}
-
-		this.stopPropagation();
-	}
-};
-
-// Includes all common event props including KeyEvent and MouseEvent specific props
-jQuery.each( {
-	altKey: true,
-	bubbles: true,
-	cancelable: true,
-	changedTouches: true,
-	ctrlKey: true,
-	detail: true,
-	eventPhase: true,
-	metaKey: true,
-	pageX: true,
-	pageY: true,
-	shiftKey: true,
-	view: true,
-	"char": true,
-	code: true,
-	charCode: true,
-	key: true,
-	keyCode: true,
-	button: true,
-	buttons: true,
-	clientX: true,
-	clientY: true,
-	offsetX: true,
-	offsetY: true,
-	pointerId: true,
-	pointerType: true,
-	screenX: true,
-	screenY: true,
-	targetTouches: true,
-	toElement: true,
-	touches: true,
-
-	which: function( event ) {
-		var button = event.button;
-
-		// Add which for key events
-		if ( event.which == null && rkeyEvent.test( event.type ) ) {
-			return event.charCode != null ? event.charCode : event.keyCode;
-		}
-
-		// Add which for click: 1 === left; 2 === middle; 3 === right
-		if ( !event.which && button !== undefined && rmouseEvent.test( event.type ) ) {
-			if ( button & 1 ) {
-				return 1;
-			}
-
-			if ( button & 2 ) {
-				return 3;
-			}
-
-			if ( button & 4 ) {
-				return 2;
-			}
-
-			return 0;
-		}
-
-		return event.which;
-	}
-}, jQuery.event.addProp );
-
-jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) {
-	jQuery.event.special[ type ] = {
-
-		// Utilize native event if possible so blur/focus sequence is correct
-		setup: function() {
-
-			// Claim the first handler
-			// dataPriv.set( this, "focus", ... )
-			// dataPriv.set( this, "blur", ... )
-			leverageNative( this, type, expectSync );
-
-			// Return false to allow normal processing in the caller
-			return false;
-		},
-		trigger: function() {
-
-			// Force setup before trigger
-			leverageNative( this, type );
-
-			// Return non-false to allow normal event-path propagation
-			return true;
-		},
-
-		delegateType: delegateType
-	};
-} );
-
-// Create mouseenter/leave events using mouseover/out and event-time checks
-// so that event delegation works in jQuery.
-// Do the same for pointerenter/pointerleave and pointerover/pointerout
-//
-// Support: Safari 7 only
-// Safari sends mouseenter too often; see:
-// https://bugs.chromium.org/p/chromium/issues/detail?id=470258
-// for the description of the bug (it existed in older Chrome versions as well).
-jQuery.each( {
-	mouseenter: "mouseover",
-	mouseleave: "mouseout",
-	pointerenter: "pointerover",
-	pointerleave: "pointerout"
-}, function( orig, fix ) {
-	jQuery.event.special[ orig ] = {
-		delegateType: fix,
-		bindType: fix,
-
-		handle: function( event ) {
-			var ret,
-				target = this,
-				related = event.relatedTarget,
-				handleObj = event.handleObj;
-
-			// For mouseenter/leave call the handler if related is outside the target.
-			// NB: No relatedTarget if the mouse left/entered the browser window
-			if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) {
-				event.type = handleObj.origType;
-				ret = handleObj.handler.apply( this, arguments );
-				event.type = fix;
-			}
-			return ret;
-		}
-	};
-} );
-
-jQuery.fn.extend( {
-
-	on: function( types, selector, data, fn ) {
-		return on( this, types, selector, data, fn );
-	},
-	one: function( types, selector, data, fn ) {
-		return on( this, types, selector, data, fn, 1 );
-	},
-	off: function( types, selector, fn ) {
-		var handleObj, type;
-		if ( types && types.preventDefault && types.handleObj ) {
-
-			// ( event )  dispatched jQuery.Event
-			handleObj = types.handleObj;
-			jQuery( types.delegateTarget ).off(
-				handleObj.namespace ?
-					handleObj.origType + "." + handleObj.namespace :
-					handleObj.origType,
-				handleObj.selector,
-				handleObj.handler
-			);
-			return this;
-		}
-		if ( typeof types === "object" ) {
-
-			// ( types-object [, selector] )
-			for ( type in types ) {
-				this.off( type, selector, types[ type ] );
-			}
-			return this;
-		}
-		if ( selector === false || typeof selector === "function" ) {
-
-			// ( types [, fn] )
-			fn = selector;
-			selector = undefined;
-		}
-		if ( fn === false ) {
-			fn = returnFalse;
-		}
-		return this.each( function() {
-			jQuery.event.remove( this, types, fn, selector );
-		} );
-	}
-} );
-
-
-var
-
-	// Support: IE <=10 - 11, Edge 12 - 13 only
-	// In IE/Edge using regex groups here causes severe slowdowns.
-	// See https://connect.microsoft.com/IE/feedback/details/1736512/
-	rnoInnerhtml = /<script|<style|<link/i,
-
-	// checked="checked" or checked
-	rchecked = /checked\s*(?:[^=]|=\s*.checked.)/i,
-	rcleanScript = /^\s*<!(?:\[CDATA\[|--)|(?:\]\]|--)>\s*$/g;
-
-// Prefer a tbody over its parent table for containing new rows
-function manipulationTarget( elem, content ) {
-	if ( nodeName( elem, "table" ) &&
-		nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) {
-
-		return jQuery( elem ).children( "tbody" )[ 0 ] || elem;
-	}
-
-	return elem;
-}
-
-// Replace/restore the type attribute of script elements for safe DOM manipulation
-function disableScript( elem ) {
-	elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type;
-	return elem;
-}
-function restoreScript( elem ) {
-	if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) {
-		elem.type = elem.type.slice( 5 );
-	} else {
-		elem.removeAttribute( "type" );
-	}
-
-	return elem;
-}
-
-function cloneCopyEvent( src, dest ) {
-	var i, l, type, pdataOld, udataOld, udataCur, events;
-
-	if ( dest.nodeType !== 1 ) {
-		return;
-	}
-
-	// 1. Copy private data: events, handlers, etc.
-	if ( dataPriv.hasData( src ) ) {
-		pdataOld = dataPriv.get( src );
-		events = pdataOld.events;
-
-		if ( events ) {
-			dataPriv.remove( dest, "handle events" );
-
-			for ( type in events ) {
-				for ( i = 0, l = events[ type ].length; i < l; i++ ) {
-					jQuery.event.add( dest, type, events[ type ][ i ] );
-				}
-			}
-		}
-	}
-
-	// 2. Copy user data
-	if ( dataUser.hasData( src ) ) {
-		udataOld = dataUser.access( src );
-		udataCur = jQuery.extend( {}, udataOld );
-
-		dataUser.set( dest, udataCur );
-	}
-}
-
-// Fix IE bugs, see support tests
-function fixInput( src, dest ) {
-	var nodeName = dest.nodeName.toLowerCase();
-
-	// Fails to persist the checked state of a cloned checkbox or radio button.
-	if ( nodeName === "input" && rcheckableType.test( src.type ) ) {
-		dest.checked = src.checked;
-
-	// Fails to return the selected option to the default selected state when cloning options
-	} else if ( nodeName === "input" || nodeName === "textarea" ) {
-		dest.defaultValue = src.defaultValue;
-	}
-}
-
-function domManip( collection, args, callback, ignored ) {
-
-	// Flatten any nested arrays
-	args = flat( args );
-
-	var fragment, first, scripts, hasScripts, node, doc,
-		i = 0,
-		l = collection.length,
-		iNoClone = l - 1,
-		value = args[ 0 ],
-		valueIsFunction = isFunction( value );
-
-	// We can't cloneNode fragments that contain checked, in WebKit
-	if ( valueIsFunction ||
-			( l > 1 && typeof value === "string" &&
-				!support.checkClone && rchecked.test( value ) ) ) {
-		return collection.each( function( index ) {
-			var self = collection.eq( index );
-			if ( valueIsFunction ) {
-				args[ 0 ] = value.call( this, index, self.html() );
-			}
-			domManip( self, args, callback, ignored );
-		} );
-	}
-
-	if ( l ) {
-		fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored );
-		first = fragment.firstChild;
-
-		if ( fragment.childNodes.length === 1 ) {
-			fragment = first;
-		}
-
-		// Require either new content or an interest in ignored elements to invoke the callback
-		if ( first || ignored ) {
-			scripts = jQuery.map( getAll( fragment, "script" ), disableScript );
-			hasScripts = scripts.length;
-
-			// Use the original fragment for the last item
-			// instead of the first because it can end up
-			// being emptied incorrectly in certain situations (#8070).
-			for ( ; i < l; i++ ) {
-				node = fragment;
-
-				if ( i !== iNoClone ) {
-					node = jQuery.clone( node, true, true );
-
-					// Keep references to cloned scripts for later restoration
-					if ( hasScripts ) {
-
-						// Support: Android <=4.0 only, PhantomJS 1 only
-						// push.apply(_, arraylike) throws on ancient WebKit
-						jQuery.merge( scripts, getAll( node, "script" ) );
-					}
-				}
-
-				callback.call( collection[ i ], node, i );
-			}
-
-			if ( hasScripts ) {
-				doc = scripts[ scripts.length - 1 ].ownerDocument;
-
-				// Reenable scripts
-				jQuery.map( scripts, restoreScript );
-
-				// Evaluate executable scripts on first document insertion
-				for ( i = 0; i < hasScripts; i++ ) {
-					node = scripts[ i ];
-					if ( rscriptType.test( node.type || "" ) &&
-						!dataPriv.access( node, "globalEval" ) &&
-						jQuery.contains( doc, node ) ) {
-
-						if ( node.src && ( node.type || "" ).toLowerCase()  !== "module" ) {
-
-							// Optional AJAX dependency, but won't run scripts if not present
-							if ( jQuery._evalUrl && !node.noModule ) {
-								jQuery._evalUrl( node.src, {
-									nonce: node.nonce || node.getAttribute( "nonce" )
-								}, doc );
-							}
-						} else {
-							DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc );
-						}
-					}
-				}
-			}
-		}
-	}
-
-	return collection;
-}
-
-function remove( elem, selector, keepData ) {
-	var node,
-		nodes = selector ? jQuery.filter( selector, elem ) : elem,
-		i = 0;
-
-	for ( ; ( node = nodes[ i ] ) != null; i++ ) {
-		if ( !keepData && node.nodeType === 1 ) {
-			jQuery.cleanData( getAll( node ) );
-		}
-
-		if ( node.parentNode ) {
-			if ( keepData && isAttached( node ) ) {
-				setGlobalEval( getAll( node, "script" ) );
-			}
-			node.parentNode.removeChild( node );
-		}
-	}
-
-	return elem;
-}
-
-jQuery.extend( {
-	htmlPrefilter: function( html ) {
-		return html;
-	},
-
-	clone: function( elem, dataAndEvents, deepDataAndEvents ) {
-		var i, l, srcElements, destElements,
-			clone = elem.cloneNode( true ),
-			inPage = isAttached( elem );
-
-		// Fix IE cloning issues
-		if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) &&
-				!jQuery.isXMLDoc( elem ) ) {
-
-			// We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2
-			destElements = getAll( clone );
-			srcElements = getAll( elem );
-
-			for ( i = 0, l = srcElements.length; i < l; i++ ) {
-				fixInput( srcElements[ i ], destElements[ i ] );
-			}
-		}
-
-		// Copy the events from the original to the clone
-		if ( dataAndEvents ) {
-			if ( deepDataAndEvents ) {
-				srcElements = srcElements || getAll( elem );
-				destElements = destElements || getAll( clone );
-
-				for ( i = 0, l = srcElements.length; i < l; i++ ) {
-					cloneCopyEvent( srcElements[ i ], destElements[ i ] );
-				}
-			} else {
-				cloneCopyEvent( elem, clone );
-			}
-		}
-
-		// Preserve script evaluation history
-		destElements = getAll( clone, "script" );
-		if ( destElements.length > 0 ) {
-			setGlobalEval( destElements, !inPage && getAll( elem, "script" ) );
-		}
-
-		// Return the cloned set
-		return clone;
-	},
-
-	cleanData: function( elems ) {
-		var data, elem, type,
-			special = jQuery.event.special,
-			i = 0;
-
-		for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) {
-			if ( acceptData( elem ) ) {
-				if ( ( data = elem[ dataPriv.expando ] ) ) {
-					if ( data.events ) {
-						for ( type in data.events ) {
-							if ( special[ type ] ) {
-								jQuery.event.remove( elem, type );
-
-							// This is a shortcut to avoid jQuery.event.remove's overhead
-							} else {
-								jQuery.removeEvent( elem, type, data.handle );
-							}
-						}
-					}
-
-					// Support: Chrome <=35 - 45+
-					// Assign undefined instead of using delete, see Data#remove
-					elem[ dataPriv.expando ] = undefined;
-				}
-				if ( elem[ dataUser.expando ] ) {
-
-					// Support: Chrome <=35 - 45+
-					// Assign undefined instead of using delete, see Data#remove
-					elem[ dataUser.expando ] = undefined;
-				}
-			}
-		}
-	}
-} );
-
-jQuery.fn.extend( {
-	detach: function( selector ) {
-		return remove( this, selector, true );
-	},
-
-	remove: function( selector ) {
-		return remove( this, selector );
-	},
-
-	text: function( value ) {
-		return access( this, function( value ) {
-			return value === undefined ?
-				jQuery.text( this ) :
-				this.empty().each( function() {
-					if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
-						this.textContent = value;
-					}
-				} );
-		}, null, value, arguments.length );
-	},
-
-	append: function() {
-		return domManip( this, arguments, function( elem ) {
-			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
-				var target = manipulationTarget( this, elem );
-				target.appendChild( elem );
-			}
-		} );
-	},
-
-	prepend: function() {
-		return domManip( this, arguments, function( elem ) {
-			if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) {
-				var target = manipulationTarget( this, elem );
-				target.insertBefore( elem, target.firstChild );
-			}
-		} );
-	},
-
-	before: function() {
-		return domManip( this, arguments, function( elem ) {
-			if ( this.parentNode ) {
-				this.parentNode.insertBefore( elem, this );
-			}
-		} );
-	},
-
-	after: function() {
-		return domManip( this, arguments, function( elem ) {
-			if ( this.parentNode ) {
-				this.parentNode.insertBefore( elem, this.nextSibling );
-			}
-		} );
-	},
-
-	empty: function() {
-		var elem,
-			i = 0;
-
-		for ( ; ( elem = this[ i ] ) != null; i++ ) {
-			if ( elem.nodeType === 1 ) {
-
-				// Prevent memory leaks
-				jQuery.cleanData( getAll( elem, false ) );
-
-				// Remove any remaining nodes
-				elem.textContent = "";
-			}
-		}
-
-		return this;
-	},
-
-	clone: function( dataAndEvents, deepDataAndEvents ) {
-		dataAndEvents = dataAndEvents == null ? false : dataAndEvents;
-		deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents;
-
-		return this.map( function() {
-			return jQuery.clone( this, dataAndEvents, deepDataAndEvents );
-		} );
-	},
-
-	html: function( value ) {
-		return access( this, function( value ) {
-			var elem = this[ 0 ] || {},
-				i = 0,
-				l = this.length;
-
-			if ( value === undefined && elem.nodeType === 1 ) {
-				return elem.innerHTML;
-			}
-
-			// See if we can take a shortcut and just use innerHTML
-			if ( typeof value === "string" && !rnoInnerhtml.test( value ) &&
-				!wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) {
-
-				value = jQuery.htmlPrefilter( value );
-
-				try {
-					for ( ; i < l; i++ ) {
-						elem = this[ i ] || {};
-
-						// Remove element nodes and prevent memory leaks
-						if ( elem.nodeType === 1 ) {
-							jQuery.cleanData( getAll( elem, false ) );
-							elem.innerHTML = value;
-						}
-					}
-
-					elem = 0;
-
-				// If using innerHTML throws an exception, use the fallback method
-				} catch ( e ) {}
-			}
-
-			if ( elem ) {
-				this.empty().append( value );
-			}
-		}, null, value, arguments.length );
-	},
-
-	replaceWith: function() {
-		var ignored = [];
-
-		// Make the changes, replacing each non-ignored context element with the new content
-		return domManip( this, arguments, function( elem ) {
-			var parent = this.parentNode;
-
-			if ( jQuery.inArray( this, ignored ) < 0 ) {
-				jQuery.cleanData( getAll( this ) );
-				if ( parent ) {
-					parent.replaceChild( elem, this );
-				}
-			}
-
-		// Force callback invocation
-		}, ignored );
-	}
-} );
-
-jQuery.each( {
-	appendTo: "append",
-	prependTo: "prepend",
-	insertBefore: "before",
-	insertAfter: "after",
-	replaceAll: "replaceWith"
-}, function( name, original ) {
-	jQuery.fn[ name ] = function( selector ) {
-		var elems,
-			ret = [],
-			insert = jQuery( selector ),
-			last = insert.length - 1,
-			i = 0;
-
-		for ( ; i <= last; i++ ) {
-			elems = i === last ? this : this.clone( true );
-			jQuery( insert[ i ] )[ original ]( elems );
-
-			// Support: Android <=4.0 only, PhantomJS 1 only
-			// .get() because push.apply(_, arraylike) throws on ancient WebKit
-			push.apply( ret, elems.get() );
-		}
-
-		return this.pushStack( ret );
-	};
-} );
-var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" );
-
-var getStyles = function( elem ) {
-
-		// Support: IE <=11 only, Firefox <=30 (#15098, #14150)
-		// IE throws on elements created in popups
-		// FF meanwhile throws on frame elements through "defaultView.getComputedStyle"
-		var view = elem.ownerDocument.defaultView;
-
-		if ( !view || !view.opener ) {
-			view = window;
-		}
-
-		return view.getComputedStyle( elem );
-	};
-
-var swap = function( elem, options, callback ) {
-	var ret, name,
-		old = {};
-
-	// Remember the old values, and insert the new ones
-	for ( name in options ) {
-		old[ name ] = elem.style[ name ];
-		elem.style[ name ] = options[ name ];
-	}
-
-	ret = callback.call( elem );
-
-	// Revert the old values
-	for ( name in options ) {
-		elem.style[ name ] = old[ name ];
-	}
-
-	return ret;
-};
-
-
-var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
-
-
-
-( function() {
-
-	// Executing both pixelPosition & boxSizingReliable tests require only one layout
-	// so they're executed at the same time to save the second computation.
-	function computeStyleTests() {
-
-		// This is a singleton, we need to execute it only once
-		if ( !div ) {
-			return;
-		}
-
-		container.style.cssText = "position:absolute;left:-11111px;width:60px;" +
-			"margin-top:1px;padding:0;border:0";
-		div.style.cssText =
-			"position:relative;display:block;box-sizing:border-box;overflow:scroll;" +
-			"margin:auto;border:1px;padding:1px;" +
-			"width:60%;top:1%";
-		documentElement.appendChild( container ).appendChild( div );
-
-		var divStyle = window.getComputedStyle( div );
-		pixelPositionVal = divStyle.top !== "1%";
-
-		// Support: Android 4.0 - 4.3 only, Firefox <=3 - 44
-		reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12;
-
-		// Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3
-		// Some styles come back with percentage values, even though they shouldn't
-		div.style.right = "60%";
-		pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36;
-
-		// Support: IE 9 - 11 only
-		// Detect misreporting of content dimensions for box-sizing:border-box elements
-		boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36;
-
-		// Support: IE 9 only
-		// Detect overflow:scroll screwiness (gh-3699)
-		// Support: Chrome <=64
-		// Don't get tricked when zoom affects offsetWidth (gh-4029)
-		div.style.position = "absolute";
-		scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12;
-
-		documentElement.removeChild( container );
-
-		// Nullify the div so it wouldn't be stored in the memory and
-		// it will also be a sign that checks already performed
-		div = null;
-	}
-
-	function roundPixelMeasures( measure ) {
-		return Math.round( parseFloat( measure ) );
-	}
-
-	var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal,
-		reliableTrDimensionsVal, reliableMarginLeftVal,
-		container = document.createElement( "div" ),
-		div = document.createElement( "div" );
-
-	// Finish early in limited (non-browser) environments
-	if ( !div.style ) {
-		return;
-	}
-
-	// Support: IE <=9 - 11 only
-	// Style of cloned element affects source element cloned (#8908)
-	div.style.backgroundClip = "content-box";
-	div.cloneNode( true ).style.backgroundClip = "";
-	support.clearCloneStyle = div.style.backgroundClip === "content-box";
-
-	jQuery.extend( support, {
-		boxSizingReliable: function() {
-			computeStyleTests();
-			return boxSizingReliableVal;
-		},
-		pixelBoxStyles: function() {
-			computeStyleTests();
-			return pixelBoxStylesVal;
-		},
-		pixelPosition: function() {
-			computeStyleTests();
-			return pixelPositionVal;
-		},
-		reliableMarginLeft: function() {
-			computeStyleTests();
-			return reliableMarginLeftVal;
-		},
-		scrollboxSize: function() {
-			computeStyleTests();
-			return scrollboxSizeVal;
-		},
-
-		// Support: IE 9 - 11+, Edge 15 - 18+
-		// IE/Edge misreport `getComputedStyle` of table rows with width/height
-		// set in CSS while `offset*` properties report correct values.
-		// Behavior in IE 9 is more subtle than in newer versions & it passes
-		// some versions of this test; make sure not to make it pass there!
-		reliableTrDimensions: function() {
-			var table, tr, trChild, trStyle;
-			if ( reliableTrDimensionsVal == null ) {
-				table = document.createElement( "table" );
-				tr = document.createElement( "tr" );
-				trChild = document.createElement( "div" );
-
-				table.style.cssText = "position:absolute;left:-11111px";
-				tr.style.height = "1px";
-				trChild.style.height = "9px";
-
-				documentElement
-					.appendChild( table )
-					.appendChild( tr )
-					.appendChild( trChild );
-
-				trStyle = window.getComputedStyle( tr );
-				reliableTrDimensionsVal = parseInt( trStyle.height ) > 3;
-
-				documentElement.removeChild( table );
-			}
-			return reliableTrDimensionsVal;
-		}
-	} );
-} )();
-
-
-function curCSS( elem, name, computed ) {
-	var width, minWidth, maxWidth, ret,
-
-		// Support: Firefox 51+
-		// Retrieving style before computed somehow
-		// fixes an issue with getting wrong values
-		// on detached elements
-		style = elem.style;
-
-	computed = computed || getStyles( elem );
-
-	// getPropertyValue is needed for:
-	//   .css('filter') (IE 9 only, #12537)
-	//   .css('--customProperty) (#3144)
-	if ( computed ) {
-		ret = computed.getPropertyValue( name ) || computed[ name ];
-
-		if ( ret === "" && !isAttached( elem ) ) {
-			ret = jQuery.style( elem, name );
-		}
-
-		// A tribute to the "awesome hack by Dean Edwards"
-		// Android Browser returns percentage for some values,
-		// but width seems to be reliably pixels.
-		// This is against the CSSOM draft spec:
-		// https://drafts.csswg.org/cssom/#resolved-values
-		if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) {
-
-			// Remember the original values
-			width = style.width;
-			minWidth = style.minWidth;
-			maxWidth = style.maxWidth;
-
-			// Put in the new values to get a computed value out
-			style.minWidth = style.maxWidth = style.width = ret;
-			ret = computed.width;
-
-			// Revert the changed values
-			style.width = width;
-			style.minWidth = minWidth;
-			style.maxWidth = maxWidth;
-		}
-	}
-
-	return ret !== undefined ?
-
-		// Support: IE <=9 - 11 only
-		// IE returns zIndex value as an integer.
-		ret + "" :
-		ret;
-}
-
-
-function addGetHookIf( conditionFn, hookFn ) {
-
-	// Define the hook, we'll check on the first run if it's really needed.
-	return {
-		get: function() {
-			if ( conditionFn() ) {
-
-				// Hook not needed (or it's not possible to use it due
-				// to missing dependency), remove it.
-				delete this.get;
-				return;
-			}
-
-			// Hook needed; redefine it so that the support test is not executed again.
-			return ( this.get = hookFn ).apply( this, arguments );
-		}
-	};
-}
-
-
-var cssPrefixes = [ "Webkit", "Moz", "ms" ],
-	emptyStyle = document.createElement( "div" ).style,
-	vendorProps = {};
-
-// Return a vendor-prefixed property or undefined
-function vendorPropName( name ) {
-
-	// Check for vendor prefixed names
-	var capName = name[ 0 ].toUpperCase() + name.slice( 1 ),
-		i = cssPrefixes.length;
-
-	while ( i-- ) {
-		name = cssPrefixes[ i ] + capName;
-		if ( name in emptyStyle ) {
-			return name;
-		}
-	}
-}
-
-// Return a potentially-mapped jQuery.cssProps or vendor prefixed property
-function finalPropName( name ) {
-	var final = jQuery.cssProps[ name ] || vendorProps[ name ];
-
-	if ( final ) {
-		return final;
-	}
-	if ( name in emptyStyle ) {
-		return name;
-	}
-	return vendorProps[ name ] = vendorPropName( name ) || name;
-}
-
-
-var
-
-	// Swappable if display is none or starts with table
-	// except "table", "table-cell", or "table-caption"
-	// See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display
-	rdisplayswap = /^(none|table(?!-c[ea]).+)/,
-	rcustomProp = /^--/,
-	cssShow = { position: "absolute", visibility: "hidden", display: "block" },
-	cssNormalTransform = {
-		letterSpacing: "0",
-		fontWeight: "400"
-	};
-
-function setPositiveNumber( _elem, value, subtract ) {
-
-	// Any relative (+/-) values have already been
-	// normalized at this point
-	var matches = rcssNum.exec( value );
-	return matches ?
-
-		// Guard against undefined "subtract", e.g., when used as in cssHooks
-		Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) :
-		value;
-}
-
-function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) {
-	var i = dimension === "width" ? 1 : 0,
-		extra = 0,
-		delta = 0;
-
-	// Adjustment may not be necessary
-	if ( box === ( isBorderBox ? "border" : "content" ) ) {
-		return 0;
-	}
-
-	for ( ; i < 4; i += 2 ) {
-
-		// Both box models exclude margin
-		if ( box === "margin" ) {
-			delta += jQuery.css( elem, box + cssExpand[ i ], true, styles );
-		}
-
-		// If we get here with a content-box, we're seeking "padding" or "border" or "margin"
-		if ( !isBorderBox ) {
-
-			// Add padding
-			delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
-
-			// For "border" or "margin", add border
-			if ( box !== "padding" ) {
-				delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
-
-			// But still keep track of it otherwise
-			} else {
-				extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
-			}
-
-		// If we get here with a border-box (content + padding + border), we're seeking "content" or
-		// "padding" or "margin"
-		} else {
-
-			// For "content", subtract padding
-			if ( box === "content" ) {
-				delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles );
-			}
-
-			// For "content" or "padding", subtract border
-			if ( box !== "margin" ) {
-				delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles );
-			}
-		}
-	}
-
-	// Account for positive content-box scroll gutter when requested by providing computedVal
-	if ( !isBorderBox && computedVal >= 0 ) {
-
-		// offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border
-		// Assuming integer scroll gutter, subtract the rest and round down
-		delta += Math.max( 0, Math.ceil(
-			elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
-			computedVal -
-			delta -
-			extra -
-			0.5
-
-		// If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter
-		// Use an explicit zero to avoid NaN (gh-3964)
-		) ) || 0;
-	}
-
-	return delta;
-}
-
-function getWidthOrHeight( elem, dimension, extra ) {
-
-	// Start with computed style
-	var styles = getStyles( elem ),
-
-		// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322).
-		// Fake content-box until we know it's needed to know the true value.
-		boxSizingNeeded = !support.boxSizingReliable() || extra,
-		isBorderBox = boxSizingNeeded &&
-			jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
-		valueIsBorderBox = isBorderBox,
-
-		val = curCSS( elem, dimension, styles ),
-		offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 );
-
-	// Support: Firefox <=54
-	// Return a confounding non-pixel value or feign ignorance, as appropriate.
-	if ( rnumnonpx.test( val ) ) {
-		if ( !extra ) {
-			return val;
-		}
-		val = "auto";
-	}
-
-
-	// Support: IE 9 - 11 only
-	// Use offsetWidth/offsetHeight for when box sizing is unreliable.
-	// In those cases, the computed value can be trusted to be border-box.
-	if ( ( !support.boxSizingReliable() && isBorderBox ||
-
-		// Support: IE 10 - 11+, Edge 15 - 18+
-		// IE/Edge misreport `getComputedStyle` of table rows with width/height
-		// set in CSS while `offset*` properties report correct values.
-		// Interestingly, in some cases IE 9 doesn't suffer from this issue.
-		!support.reliableTrDimensions() && nodeName( elem, "tr" ) ||
-
-		// Fall back to offsetWidth/offsetHeight when value is "auto"
-		// This happens for inline elements with no explicit setting (gh-3571)
-		val === "auto" ||
-
-		// Support: Android <=4.1 - 4.3 only
-		// Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602)
-		!parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) &&
-
-		// Make sure the element is visible & connected
-		elem.getClientRects().length ) {
-
-		isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box";
-
-		// Where available, offsetWidth/offsetHeight approximate border box dimensions.
-		// Where not available (e.g., SVG), assume unreliable box-sizing and interpret the
-		// retrieved value as a content box dimension.
-		valueIsBorderBox = offsetProp in elem;
-		if ( valueIsBorderBox ) {
-			val = elem[ offsetProp ];
-		}
-	}
-
-	// Normalize "" and auto
-	val = parseFloat( val ) || 0;
-
-	// Adjust for the element's box model
-	return ( val +
-		boxModelAdjustment(
-			elem,
-			dimension,
-			extra || ( isBorderBox ? "border" : "content" ),
-			valueIsBorderBox,
-			styles,
-
-			// Provide the current computed size to request scroll gutter calculation (gh-3589)
-			val
-		)
-	) + "px";
-}
-
-jQuery.extend( {
-
-	// Add in style property hooks for overriding the default
-	// behavior of getting and setting a style property
-	cssHooks: {
-		opacity: {
-			get: function( elem, computed ) {
-				if ( computed ) {
-
-					// We should always get a number back from opacity
-					var ret = curCSS( elem, "opacity" );
-					return ret === "" ? "1" : ret;
-				}
-			}
-		}
-	},
-
-	// Don't automatically add "px" to these possibly-unitless properties
-	cssNumber: {
-		"animationIterationCount": true,
-		"columnCount": true,
-		"fillOpacity": true,
-		"flexGrow": true,
-		"flexShrink": true,
-		"fontWeight": true,
-		"gridArea": true,
-		"gridColumn": true,
-		"gridColumnEnd": true,
-		"gridColumnStart": true,
-		"gridRow": true,
-		"gridRowEnd": true,
-		"gridRowStart": true,
-		"lineHeight": true,
-		"opacity": true,
-		"order": true,
-		"orphans": true,
-		"widows": true,
-		"zIndex": true,
-		"zoom": true
-	},
-
-	// Add in properties whose names you wish to fix before
-	// setting or getting the value
-	cssProps: {},
-
-	// Get and set the style property on a DOM Node
-	style: function( elem, name, value, extra ) {
-
-		// Don't set styles on text and comment nodes
-		if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) {
-			return;
-		}
-
-		// Make sure that we're working with the right name
-		var ret, type, hooks,
-			origName = camelCase( name ),
-			isCustomProp = rcustomProp.test( name ),
-			style = elem.style;
-
-		// Make sure that we're working with the right name. We don't
-		// want to query the value if it is a CSS custom property
-		// since they are user-defined.
-		if ( !isCustomProp ) {
-			name = finalPropName( origName );
-		}
-
-		// Gets hook for the prefixed version, then unprefixed version
-		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
-
-		// Check if we're setting a value
-		if ( value !== undefined ) {
-			type = typeof value;
-
-			// Convert "+=" or "-=" to relative numbers (#7345)
-			if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) {
-				value = adjustCSS( elem, name, ret );
-
-				// Fixes bug #9237
-				type = "number";
-			}
-
-			// Make sure that null and NaN values aren't set (#7116)
-			if ( value == null || value !== value ) {
-				return;
-			}
-
-			// If a number was passed in, add the unit (except for certain CSS properties)
-			// The isCustomProp check can be removed in jQuery 4.0 when we only auto-append
-			// "px" to a few hardcoded values.
-			if ( type === "number" && !isCustomProp ) {
-				value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" );
-			}
-
-			// background-* props affect original clone's values
-			if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) {
-				style[ name ] = "inherit";
-			}
-
-			// If a hook was provided, use that value, otherwise just set the specified value
-			if ( !hooks || !( "set" in hooks ) ||
-				( value = hooks.set( elem, value, extra ) ) !== undefined ) {
-
-				if ( isCustomProp ) {
-					style.setProperty( name, value );
-				} else {
-					style[ name ] = value;
-				}
-			}
-
-		} else {
-
-			// If a hook was provided get the non-computed value from there
-			if ( hooks && "get" in hooks &&
-				( ret = hooks.get( elem, false, extra ) ) !== undefined ) {
-
-				return ret;
-			}
-
-			// Otherwise just get the value from the style object
-			return style[ name ];
-		}
-	},
-
-	css: function( elem, name, extra, styles ) {
-		var val, num, hooks,
-			origName = camelCase( name ),
-			isCustomProp = rcustomProp.test( name );
-
-		// Make sure that we're working with the right name. We don't
-		// want to modify the value if it is a CSS custom property
-		// since they are user-defined.
-		if ( !isCustomProp ) {
-			name = finalPropName( origName );
-		}
-
-		// Try prefixed name followed by the unprefixed name
-		hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ];
-
-		// If a hook was provided get the computed value from there
-		if ( hooks && "get" in hooks ) {
-			val = hooks.get( elem, true, extra );
-		}
-
-		// Otherwise, if a way to get the computed value exists, use that
-		if ( val === undefined ) {
-			val = curCSS( elem, name, styles );
-		}
-
-		// Convert "normal" to computed value
-		if ( val === "normal" && name in cssNormalTransform ) {
-			val = cssNormalTransform[ name ];
-		}
-
-		// Make numeric if forced or a qualifier was provided and val looks numeric
-		if ( extra === "" || extra ) {
-			num = parseFloat( val );
-			return extra === true || isFinite( num ) ? num || 0 : val;
-		}
-
-		return val;
-	}
-} );
-
-jQuery.each( [ "height", "width" ], function( _i, dimension ) {
-	jQuery.cssHooks[ dimension ] = {
-		get: function( elem, computed, extra ) {
-			if ( computed ) {
-
-				// Certain elements can have dimension info if we invisibly show them
-				// but it must have a current display style that would benefit
-				return rdisplayswap.test( jQuery.css( elem, "display" ) ) &&
-
-					// Support: Safari 8+
-					// Table columns in Safari have non-zero offsetWidth & zero
-					// getBoundingClientRect().width unless display is changed.
-					// Support: IE <=11 only
-					// Running getBoundingClientRect on a disconnected node
-					// in IE throws an error.
-					( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ?
-						swap( elem, cssShow, function() {
-							return getWidthOrHeight( elem, dimension, extra );
-						} ) :
-						getWidthOrHeight( elem, dimension, extra );
-			}
-		},
-
-		set: function( elem, value, extra ) {
-			var matches,
-				styles = getStyles( elem ),
-
-				// Only read styles.position if the test has a chance to fail
-				// to avoid forcing a reflow.
-				scrollboxSizeBuggy = !support.scrollboxSize() &&
-					styles.position === "absolute",
-
-				// To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991)
-				boxSizingNeeded = scrollboxSizeBuggy || extra,
-				isBorderBox = boxSizingNeeded &&
-					jQuery.css( elem, "boxSizing", false, styles ) === "border-box",
-				subtract = extra ?
-					boxModelAdjustment(
-						elem,
-						dimension,
-						extra,
-						isBorderBox,
-						styles
-					) :
-					0;
-
-			// Account for unreliable border-box dimensions by comparing offset* to computed and
-			// faking a content-box to get border and padding (gh-3699)
-			if ( isBorderBox && scrollboxSizeBuggy ) {
-				subtract -= Math.ceil(
-					elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] -
-					parseFloat( styles[ dimension ] ) -
-					boxModelAdjustment( elem, dimension, "border", false, styles ) -
-					0.5
-				);
-			}
-
-			// Convert to pixels if value adjustment is needed
-			if ( subtract && ( matches = rcssNum.exec( value ) ) &&
-				( matches[ 3 ] || "px" ) !== "px" ) {
-
-				elem.style[ dimension ] = value;
-				value = jQuery.css( elem, dimension );
-			}
-
-			return setPositiveNumber( elem, value, subtract );
-		}
-	};
-} );
-
-jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft,
-	function( elem, computed ) {
-		if ( computed ) {
-			return ( parseFloat( curCSS( elem, "marginLeft" ) ) ||
-				elem.getBoundingClientRect().left -
-					swap( elem, { marginLeft: 0 }, function() {
-						return elem.getBoundingClientRect().left;
-					} )
-				) + "px";
-		}
-	}
-);
-
-// These hooks are used by animate to expand properties
-jQuery.each( {
-	margin: "",
-	padding: "",
-	border: "Width"
-}, function( prefix, suffix ) {
-	jQuery.cssHooks[ prefix + suffix ] = {
-		expand: function( value ) {
-			var i = 0,
-				expanded = {},
-
-				// Assumes a single number if not a string
-				parts = typeof value === "string" ? value.split( " " ) : [ value ];
-
-			for ( ; i < 4; i++ ) {
-				expanded[ prefix + cssExpand[ i ] + suffix ] =
-					parts[ i ] || parts[ i - 2 ] || parts[ 0 ];
-			}
-
-			return expanded;
-		}
-	};
-
-	if ( prefix !== "margin" ) {
-		jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber;
-	}
-} );
-
-jQuery.fn.extend( {
-	css: function( name, value ) {
-		return access( this, function( elem, name, value ) {
-			var styles, len,
-				map = {},
-				i = 0;
-
-			if ( Array.isArray( name ) ) {
-				styles = getStyles( elem );
-				len = name.length;
-
-				for ( ; i < len; i++ ) {
-					map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles );
-				}
-
-				return map;
-			}
-
-			return value !== undefined ?
-				jQuery.style( elem, name, value ) :
-				jQuery.css( elem, name );
-		}, name, value, arguments.length > 1 );
-	}
-} );
-
-
-function Tween( elem, options, prop, end, easing ) {
-	return new Tween.prototype.init( elem, options, prop, end, easing );
-}
-jQuery.Tween = Tween;
-
-Tween.prototype = {
-	constructor: Tween,
-	init: function( elem, options, prop, end, easing, unit ) {
-		this.elem = elem;
-		this.prop = prop;
-		this.easing = easing || jQuery.easing._default;
-		this.options = options;
-		this.start = this.now = this.cur();
-		this.end = end;
-		this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" );
-	},
-	cur: function() {
-		var hooks = Tween.propHooks[ this.prop ];
-
-		return hooks && hooks.get ?
-			hooks.get( this ) :
-			Tween.propHooks._default.get( this );
-	},
-	run: function( percent ) {
-		var eased,
-			hooks = Tween.propHooks[ this.prop ];
-
-		if ( this.options.duration ) {
-			this.pos = eased = jQuery.easing[ this.easing ](
-				percent, this.options.duration * percent, 0, 1, this.options.duration
-			);
-		} else {
-			this.pos = eased = percent;
-		}
-		this.now = ( this.end - this.start ) * eased + this.start;
-
-		if ( this.options.step ) {
-			this.options.step.call( this.elem, this.now, this );
-		}
-
-		if ( hooks && hooks.set ) {
-			hooks.set( this );
-		} else {
-			Tween.propHooks._default.set( this );
-		}
-		return this;
-	}
-};
-
-Tween.prototype.init.prototype = Tween.prototype;
-
-Tween.propHooks = {
-	_default: {
-		get: function( tween ) {
-			var result;
-
-			// Use a property on the element directly when it is not a DOM element,
-			// or when there is no matching style property that exists.
-			if ( tween.elem.nodeType !== 1 ||
-				tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) {
-				return tween.elem[ tween.prop ];
-			}
-
-			// Passing an empty string as a 3rd parameter to .css will automatically
-			// attempt a parseFloat and fallback to a string if the parse fails.
-			// Simple values such as "10px" are parsed to Float;
-			// complex values such as "rotate(1rad)" are returned as-is.
-			result = jQuery.css( tween.elem, tween.prop, "" );
-
-			// Empty strings, null, undefined and "auto" are converted to 0.
-			return !result || result === "auto" ? 0 : result;
-		},
-		set: function( tween ) {
-
-			// Use step hook for back compat.
-			// Use cssHook if its there.
-			// Use .style if available and use plain properties where available.
-			if ( jQuery.fx.step[ tween.prop ] ) {
-				jQuery.fx.step[ tween.prop ]( tween );
-			} else if ( tween.elem.nodeType === 1 && (
-					jQuery.cssHooks[ tween.prop ] ||
-					tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) {
-				jQuery.style( tween.elem, tween.prop, tween.now + tween.unit );
-			} else {
-				tween.elem[ tween.prop ] = tween.now;
-			}
-		}
-	}
-};
-
-// Support: IE <=9 only
-// Panic based approach to setting things on disconnected nodes
-Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = {
-	set: function( tween ) {
-		if ( tween.elem.nodeType && tween.elem.parentNode ) {
-			tween.elem[ tween.prop ] = tween.now;
-		}
-	}
-};
-
-jQuery.easing = {
-	linear: function( p ) {
-		return p;
-	},
-	swing: function( p ) {
-		return 0.5 - Math.cos( p * Math.PI ) / 2;
-	},
-	_default: "swing"
-};
-
-jQuery.fx = Tween.prototype.init;
-
-// Back compat <1.8 extension point
-jQuery.fx.step = {};
-
-
-
-
-var
-	fxNow, inProgress,
-	rfxtypes = /^(?:toggle|show|hide)$/,
-	rrun = /queueHooks$/;
-
-function schedule() {
-	if ( inProgress ) {
-		if ( document.hidden === false && window.requestAnimationFrame ) {
-			window.requestAnimationFrame( schedule );
-		} else {
-			window.setTimeout( schedule, jQuery.fx.interval );
-		}
-
-		jQuery.fx.tick();
-	}
-}
-
-// Animations created synchronously will run synchronously
-function createFxNow() {
-	window.setTimeout( function() {
-		fxNow = undefined;
-	} );
-	return ( fxNow = Date.now() );
-}
-
-// Generate parameters to create a standard animation
-function genFx( type, includeWidth ) {
-	var which,
-		i = 0,
-		attrs = { height: type };
-
-	// If we include width, step value is 1 to do all cssExpand values,
-	// otherwise step value is 2 to skip over Left and Right
-	includeWidth = includeWidth ? 1 : 0;
-	for ( ; i < 4; i += 2 - includeWidth ) {
-		which = cssExpand[ i ];
-		attrs[ "margin" + which ] = attrs[ "padding" + which ] = type;
-	}
-
-	if ( includeWidth ) {
-		attrs.opacity = attrs.width = type;
-	}
-
-	return attrs;
-}
-
-function createTween( value, prop, animation ) {
-	var tween,
-		collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ),
-		index = 0,
-		length = collection.length;
-	for ( ; index < length; index++ ) {
-		if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) {
-
-			// We're done with this property
-			return tween;
-		}
-	}
-}
-
-function defaultPrefilter( elem, props, opts ) {
-	var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display,
-		isBox = "width" in props || "height" in props,
-		anim = this,
-		orig = {},
-		style = elem.style,
-		hidden = elem.nodeType && isHiddenWithinTree( elem ),
-		dataShow = dataPriv.get( elem, "fxshow" );
-
-	// Queue-skipping animations hijack the fx hooks
-	if ( !opts.queue ) {
-		hooks = jQuery._queueHooks( elem, "fx" );
-		if ( hooks.unqueued == null ) {
-			hooks.unqueued = 0;
-			oldfire = hooks.empty.fire;
-			hooks.empty.fire = function() {
-				if ( !hooks.unqueued ) {
-					oldfire();
-				}
-			};
-		}
-		hooks.unqueued++;
-
-		anim.always( function() {
-
-			// Ensure the complete handler is called before this completes
-			anim.always( function() {
-				hooks.unqueued--;
-				if ( !jQuery.queue( elem, "fx" ).length ) {
-					hooks.empty.fire();
-				}
-			} );
-		} );
-	}
-
-	// Detect show/hide animations
-	for ( prop in props ) {
-		value = props[ prop ];
-		if ( rfxtypes.test( value ) ) {
-			delete props[ prop ];
-			toggle = toggle || value === "toggle";
-			if ( value === ( hidden ? "hide" : "show" ) ) {
-
-				// Pretend to be hidden if this is a "show" and
-				// there is still data from a stopped show/hide
-				if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) {
-					hidden = true;
-
-				// Ignore all other no-op show/hide data
-				} else {
-					continue;
-				}
-			}
-			orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop );
-		}
-	}
-
-	// Bail out if this is a no-op like .hide().hide()
-	propTween = !jQuery.isEmptyObject( props );
-	if ( !propTween && jQuery.isEmptyObject( orig ) ) {
-		return;
-	}
-
-	// Restrict "overflow" and "display" styles during box animations
-	if ( isBox && elem.nodeType === 1 ) {
-
-		// Support: IE <=9 - 11, Edge 12 - 15
-		// Record all 3 overflow attributes because IE does not infer the shorthand
-		// from identically-valued overflowX and overflowY and Edge just mirrors
-		// the overflowX value there.
-		opts.overflow = [ style.overflow, style.overflowX, style.overflowY ];
-
-		// Identify a display type, preferring old show/hide data over the CSS cascade
-		restoreDisplay = dataShow && dataShow.display;
-		if ( restoreDisplay == null ) {
-			restoreDisplay = dataPriv.get( elem, "display" );
-		}
-		display = jQuery.css( elem, "display" );
-		if ( display === "none" ) {
-			if ( restoreDisplay ) {
-				display = restoreDisplay;
-			} else {
-
-				// Get nonempty value(s) by temporarily forcing visibility
-				showHide( [ elem ], true );
-				restoreDisplay = elem.style.display || restoreDisplay;
-				display = jQuery.css( elem, "display" );
-				showHide( [ elem ] );
-			}
-		}
-
-		// Animate inline elements as inline-block
-		if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) {
-			if ( jQuery.css( elem, "float" ) === "none" ) {
-
-				// Restore the original display value at the end of pure show/hide animations
-				if ( !propTween ) {
-					anim.done( function() {
-						style.display = restoreDisplay;
-					} );
-					if ( restoreDisplay == null ) {
-						display = style.display;
-						restoreDisplay = display === "none" ? "" : display;
-					}
-				}
-				style.display = "inline-block";
-			}
-		}
-	}
-
-	if ( opts.overflow ) {
-		style.overflow = "hidden";
-		anim.always( function() {
-			style.overflow = opts.overflow[ 0 ];
-			style.overflowX = opts.overflow[ 1 ];
-			style.overflowY = opts.overflow[ 2 ];
-		} );
-	}
-
-	// Implement show/hide animations
-	propTween = false;
-	for ( prop in orig ) {
-
-		// General show/hide setup for this element animation
-		if ( !propTween ) {
-			if ( dataShow ) {
-				if ( "hidden" in dataShow ) {
-					hidden = dataShow.hidden;
-				}
-			} else {
-				dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } );
-			}
-
-			// Store hidden/visible for toggle so `.stop().toggle()` "reverses"
-			if ( toggle ) {
-				dataShow.hidden = !hidden;
-			}
-
-			// Show elements before animating them
-			if ( hidden ) {
-				showHide( [ elem ], true );
-			}
-
-			/* eslint-disable no-loop-func */
-
-			anim.done( function() {
-
-			/* eslint-enable no-loop-func */
-
-				// The final step of a "hide" animation is actually hiding the element
-				if ( !hidden ) {
-					showHide( [ elem ] );
-				}
-				dataPriv.remove( elem, "fxshow" );
-				for ( prop in orig ) {
-					jQuery.style( elem, prop, orig[ prop ] );
-				}
-			} );
-		}
-
-		// Per-property setup
-		propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim );
-		if ( !( prop in dataShow ) ) {
-			dataShow[ prop ] = propTween.start;
-			if ( hidden ) {
-				propTween.end = propTween.start;
-				propTween.start = 0;
-			}
-		}
-	}
-}
-
-function propFilter( props, specialEasing ) {
-	var index, name, easing, value, hooks;
-
-	// camelCase, specialEasing and expand cssHook pass
-	for ( index in props ) {
-		name = camelCase( index );
-		easing = specialEasing[ name ];
-		value = props[ index ];
-		if ( Array.isArray( value ) ) {
-			easing = value[ 1 ];
-			value = props[ index ] = value[ 0 ];
-		}
-
-		if ( index !== name ) {
-			props[ name ] = value;
-			delete props[ index ];
-		}
-
-		hooks = jQuery.cssHooks[ name ];
-		if ( hooks && "expand" in hooks ) {
-			value = hooks.expand( value );
-			delete props[ name ];
-
-			// Not quite $.extend, this won't overwrite existing keys.
-			// Reusing 'index' because we have the correct "name"
-			for ( index in value ) {
-				if ( !( index in props ) ) {
-					props[ index ] = value[ index ];
-					specialEasing[ index ] = easing;
-				}
-			}
-		} else {
-			specialEasing[ name ] = easing;
-		}
-	}
-}
-
-function Animation( elem, properties, options ) {
-	var result,
-		stopped,
-		index = 0,
-		length = Animation.prefilters.length,
-		deferred = jQuery.Deferred().always( function() {
-
-			// Don't match elem in the :animated selector
-			delete tick.elem;
-		} ),
-		tick = function() {
-			if ( stopped ) {
-				return false;
-			}
-			var currentTime = fxNow || createFxNow(),
-				remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ),
-
-				// Support: Android 2.3 only
-				// Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497)
-				temp = remaining / animation.duration || 0,
-				percent = 1 - temp,
-				index = 0,
-				length = animation.tweens.length;
-
-			for ( ; index < length; index++ ) {
-				animation.tweens[ index ].run( percent );
-			}
-
-			deferred.notifyWith( elem, [ animation, percent, remaining ] );
-
-			// If there's more to do, yield
-			if ( percent < 1 && length ) {
-				return remaining;
-			}
-
-			// If this was an empty animation, synthesize a final progress notification
-			if ( !length ) {
-				deferred.notifyWith( elem, [ animation, 1, 0 ] );
-			}
-
-			// Resolve the animation and report its conclusion
-			deferred.resolveWith( elem, [ animation ] );
-			return false;
-		},
-		animation = deferred.promise( {
-			elem: elem,
-			props: jQuery.extend( {}, properties ),
-			opts: jQuery.extend( true, {
-				specialEasing: {},
-				easing: jQuery.easing._default
-			}, options ),
-			originalProperties: properties,
-			originalOptions: options,
-			startTime: fxNow || createFxNow(),
-			duration: options.duration,
-			tweens: [],
-			createTween: function( prop, end ) {
-				var tween = jQuery.Tween( elem, animation.opts, prop, end,
-						animation.opts.specialEasing[ prop ] || animation.opts.easing );
-				animation.tweens.push( tween );
-				return tween;
-			},
-			stop: function( gotoEnd ) {
-				var index = 0,
-
-					// If we are going to the end, we want to run all the tweens
-					// otherwise we skip this part
-					length = gotoEnd ? animation.tweens.length : 0;
-				if ( stopped ) {
-					return this;
-				}
-				stopped = true;
-				for ( ; index < length; index++ ) {
-					animation.tweens[ index ].run( 1 );
-				}
-
-				// Resolve when we played the last frame; otherwise, reject
-				if ( gotoEnd ) {
-					deferred.notifyWith( elem, [ animation, 1, 0 ] );
-					deferred.resolveWith( elem, [ animation, gotoEnd ] );
-				} else {
-					deferred.rejectWith( elem, [ animation, gotoEnd ] );
-				}
-				return this;
-			}
-		} ),
-		props = animation.props;
-
-	propFilter( props, animation.opts.specialEasing );
-
-	for ( ; index < length; index++ ) {
-		result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts );
-		if ( result ) {
-			if ( isFunction( result.stop ) ) {
-				jQuery._queueHooks( animation.elem, animation.opts.queue ).stop =
-					result.stop.bind( result );
-			}
-			return result;
-		}
-	}
-
-	jQuery.map( props, createTween, animation );
-
-	if ( isFunction( animation.opts.start ) ) {
-		animation.opts.start.call( elem, animation );
-	}
-
-	// Attach callbacks from options
-	animation
-		.progress( animation.opts.progress )
-		.done( animation.opts.done, animation.opts.complete )
-		.fail( animation.opts.fail )
-		.always( animation.opts.always );
-
-	jQuery.fx.timer(
-		jQuery.extend( tick, {
-			elem: elem,
-			anim: animation,
-			queue: animation.opts.queue
-		} )
-	);
-
-	return animation;
-}
-
-jQuery.Animation = jQuery.extend( Animation, {
-
-	tweeners: {
-		"*": [ function( prop, value ) {
-			var tween = this.createTween( prop, value );
-			adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween );
-			return tween;
-		} ]
-	},
-
-	tweener: function( props, callback ) {
-		if ( isFunction( props ) ) {
-			callback = props;
-			props = [ "*" ];
-		} else {
-			props = props.match( rnothtmlwhite );
-		}
-
-		var prop,
-			index = 0,
-			length = props.length;
-
-		for ( ; index < length; index++ ) {
-			prop = props[ index ];
-			Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || [];
-			Animation.tweeners[ prop ].unshift( callback );
-		}
-	},
-
-	prefilters: [ defaultPrefilter ],
-
-	prefilter: function( callback, prepend ) {
-		if ( prepend ) {
-			Animation.prefilters.unshift( callback );
-		} else {
-			Animation.prefilters.push( callback );
-		}
-	}
-} );
-
-jQuery.speed = function( speed, easing, fn ) {
-	var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : {
-		complete: fn || !fn && easing ||
-			isFunction( speed ) && speed,
-		duration: speed,
-		easing: fn && easing || easing && !isFunction( easing ) && easing
-	};
-
-	// Go to the end state if fx are off
-	if ( jQuery.fx.off ) {
-		opt.duration = 0;
-
-	} else {
-		if ( typeof opt.duration !== "number" ) {
-			if ( opt.duration in jQuery.fx.speeds ) {
-				opt.duration = jQuery.fx.speeds[ opt.duration ];
-
-			} else {
-				opt.duration = jQuery.fx.speeds._default;
-			}
-		}
-	}
-
-	// Normalize opt.queue - true/undefined/null -> "fx"
-	if ( opt.queue == null || opt.queue === true ) {
-		opt.queue = "fx";
-	}
-
-	// Queueing
-	opt.old = opt.complete;
-
-	opt.complete = function() {
-		if ( isFunction( opt.old ) ) {
-			opt.old.call( this );
-		}
-
-		if ( opt.queue ) {
-			jQuery.dequeue( this, opt.queue );
-		}
-	};
-
-	return opt;
-};
-
-jQuery.fn.extend( {
-	fadeTo: function( speed, to, easing, callback ) {
-
-		// Show any hidden elements after setting opacity to 0
-		return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show()
-
-			// Animate to the value specified
-			.end().animate( { opacity: to }, speed, easing, callback );
-	},
-	animate: function( prop, speed, easing, callback ) {
-		var empty = jQuery.isEmptyObject( prop ),
-			optall = jQuery.speed( speed, easing, callback ),
-			doAnimation = function() {
-
-				// Operate on a copy of prop so per-property easing won't be lost
-				var anim = Animation( this, jQuery.extend( {}, prop ), optall );
-
-				// Empty animations, or finishing resolves immediately
-				if ( empty || dataPriv.get( this, "finish" ) ) {
-					anim.stop( true );
-				}
-			};
-			doAnimation.finish = doAnimation;
-
-		return empty || optall.queue === false ?
-			this.each( doAnimation ) :
-			this.queue( optall.queue, doAnimation );
-	},
-	stop: function( type, clearQueue, gotoEnd ) {
-		var stopQueue = function( hooks ) {
-			var stop = hooks.stop;
-			delete hooks.stop;
-			stop( gotoEnd );
-		};
-
-		if ( typeof type !== "string" ) {
-			gotoEnd = clearQueue;
-			clearQueue = type;
-			type = undefined;
-		}
-		if ( clearQueue ) {
-			this.queue( type || "fx", [] );
-		}
-
-		return this.each( function() {
-			var dequeue = true,
-				index = type != null && type + "queueHooks",
-				timers = jQuery.timers,
-				data = dataPriv.get( this );
-
-			if ( index ) {
-				if ( data[ index ] && data[ index ].stop ) {
-					stopQueue( data[ index ] );
-				}
-			} else {
-				for ( index in data ) {
-					if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) {
-						stopQueue( data[ index ] );
-					}
-				}
-			}
-
-			for ( index = timers.length; index--; ) {
-				if ( timers[ index ].elem === this &&
-					( type == null || timers[ index ].queue === type ) ) {
-
-					timers[ index ].anim.stop( gotoEnd );
-					dequeue = false;
-					timers.splice( index, 1 );
-				}
-			}
-
-			// Start the next in the queue if the last step wasn't forced.
-			// Timers currently will call their complete callbacks, which
-			// will dequeue but only if they were gotoEnd.
-			if ( dequeue || !gotoEnd ) {
-				jQuery.dequeue( this, type );
-			}
-		} );
-	},
-	finish: function( type ) {
-		if ( type !== false ) {
-			type = type || "fx";
-		}
-		return this.each( function() {
-			var index,
-				data = dataPriv.get( this ),
-				queue = data[ type + "queue" ],
-				hooks = data[ type + "queueHooks" ],
-				timers = jQuery.timers,
-				length = queue ? queue.length : 0;
-
-			// Enable finishing flag on private data
-			data.finish = true;
-
-			// Empty the queue first
-			jQuery.queue( this, type, [] );
-
-			if ( hooks && hooks.stop ) {
-				hooks.stop.call( this, true );
-			}
-
-			// Look for any active animations, and finish them
-			for ( index = timers.length; index--; ) {
-				if ( timers[ index ].elem === this && timers[ index ].queue === type ) {
-					timers[ index ].anim.stop( true );
-					timers.splice( index, 1 );
-				}
-			}
-
-			// Look for any animations in the old queue and finish them
-			for ( index = 0; index < length; index++ ) {
-				if ( queue[ index ] && queue[ index ].finish ) {
-					queue[ index ].finish.call( this );
-				}
-			}
-
-			// Turn off finishing flag
-			delete data.finish;
-		} );
-	}
-} );
-
-jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) {
-	var cssFn = jQuery.fn[ name ];
-	jQuery.fn[ name ] = function( speed, easing, callback ) {
-		return speed == null || typeof speed === "boolean" ?
-			cssFn.apply( this, arguments ) :
-			this.animate( genFx( name, true ), speed, easing, callback );
-	};
-} );
-
-// Generate shortcuts for custom animations
-jQuery.each( {
-	slideDown: genFx( "show" ),
-	slideUp: genFx( "hide" ),
-	slideToggle: genFx( "toggle" ),
-	fadeIn: { opacity: "show" },
-	fadeOut: { opacity: "hide" },
-	fadeToggle: { opacity: "toggle" }
-}, function( name, props ) {
-	jQuery.fn[ name ] = function( speed, easing, callback ) {
-		return this.animate( props, speed, easing, callback );
-	};
-} );
-
-jQuery.timers = [];
-jQuery.fx.tick = function() {
-	var timer,
-		i = 0,
-		timers = jQuery.timers;
-
-	fxNow = Date.now();
-
-	for ( ; i < timers.length; i++ ) {
-		timer = timers[ i ];
-
-		// Run the timer and safely remove it when done (allowing for external removal)
-		if ( !timer() && timers[ i ] === timer ) {
-			timers.splice( i--, 1 );
-		}
-	}
-
-	if ( !timers.length ) {
-		jQuery.fx.stop();
-	}
-	fxNow = undefined;
-};
-
-jQuery.fx.timer = function( timer ) {
-	jQuery.timers.push( timer );
-	jQuery.fx.start();
-};
-
-jQuery.fx.interval = 13;
-jQuery.fx.start = function() {
-	if ( inProgress ) {
-		return;
-	}
-
-	inProgress = true;
-	schedule();
-};
-
-jQuery.fx.stop = function() {
-	inProgress = null;
-};
-
-jQuery.fx.speeds = {
-	slow: 600,
-	fast: 200,
-
-	// Default speed
-	_default: 400
-};
-
-
-// Based off of the plugin by Clint Helfers, with permission.
-// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/
-jQuery.fn.delay = function( time, type ) {
-	time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time;
-	type = type || "fx";
-
-	return this.queue( type, function( next, hooks ) {
-		var timeout = window.setTimeout( next, time );
-		hooks.stop = function() {
-			window.clearTimeout( timeout );
-		};
-	} );
-};
-
-
-( function() {
-	var input = document.createElement( "input" ),
-		select = document.createElement( "select" ),
-		opt = select.appendChild( document.createElement( "option" ) );
-
-	input.type = "checkbox";
-
-	// Support: Android <=4.3 only
-	// Default value for a checkbox should be "on"
-	support.checkOn = input.value !== "";
-
-	// Support: IE <=11 only
-	// Must access selectedIndex to make default options select
-	support.optSelected = opt.selected;
-
-	// Support: IE <=11 only
-	// An input loses its value after becoming a radio
-	input = document.createElement( "input" );
-	input.value = "t";
-	input.type = "radio";
-	support.radioValue = input.value === "t";
-} )();
-
-
-var boolHook,
-	attrHandle = jQuery.expr.attrHandle;
-
-jQuery.fn.extend( {
-	attr: function( name, value ) {
-		return access( this, jQuery.attr, name, value, arguments.length > 1 );
-	},
-
-	removeAttr: function( name ) {
-		return this.each( function() {
-			jQuery.removeAttr( this, name );
-		} );
-	}
-} );
-
-jQuery.extend( {
-	attr: function( elem, name, value ) {
-		var ret, hooks,
-			nType = elem.nodeType;
-
-		// Don't get/set attributes on text, comment and attribute nodes
-		if ( nType === 3 || nType === 8 || nType === 2 ) {
-			return;
-		}
-
-		// Fallback to prop when attributes are not supported
-		if ( typeof elem.getAttribute === "undefined" ) {
-			return jQuery.prop( elem, name, value );
-		}
-
-		// Attribute hooks are determined by the lowercase version
-		// Grab necessary hook if one is defined
-		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
-			hooks = jQuery.attrHooks[ name.toLowerCase() ] ||
-				( jQuery.expr.match.bool.test( name ) ? boolHook : undefined );
-		}
-
-		if ( value !== undefined ) {
-			if ( value === null ) {
-				jQuery.removeAttr( elem, name );
-				return;
-			}
-
-			if ( hooks && "set" in hooks &&
-				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
-				return ret;
-			}
-
-			elem.setAttribute( name, value + "" );
-			return value;
-		}
-
-		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
-			return ret;
-		}
-
-		ret = jQuery.find.attr( elem, name );
-
-		// Non-existent attributes return null, we normalize to undefined
-		return ret == null ? undefined : ret;
-	},
-
-	attrHooks: {
-		type: {
-			set: function( elem, value ) {
-				if ( !support.radioValue && value === "radio" &&
-					nodeName( elem, "input" ) ) {
-					var val = elem.value;
-					elem.setAttribute( "type", value );
-					if ( val ) {
-						elem.value = val;
-					}
-					return value;
-				}
-			}
-		}
-	},
-
-	removeAttr: function( elem, value ) {
-		var name,
-			i = 0,
-
-			// Attribute names can contain non-HTML whitespace characters
-			// https://html.spec.whatwg.org/multipage/syntax.html#attributes-2
-			attrNames = value && value.match( rnothtmlwhite );
-
-		if ( attrNames && elem.nodeType === 1 ) {
-			while ( ( name = attrNames[ i++ ] ) ) {
-				elem.removeAttribute( name );
-			}
-		}
-	}
-} );
-
-// Hooks for boolean attributes
-boolHook = {
-	set: function( elem, value, name ) {
-		if ( value === false ) {
-
-			// Remove boolean attributes when set to false
-			jQuery.removeAttr( elem, name );
-		} else {
-			elem.setAttribute( name, name );
-		}
-		return name;
-	}
-};
-
-jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) {
-	var getter = attrHandle[ name ] || jQuery.find.attr;
-
-	attrHandle[ name ] = function( elem, name, isXML ) {
-		var ret, handle,
-			lowercaseName = name.toLowerCase();
-
-		if ( !isXML ) {
-
-			// Avoid an infinite loop by temporarily removing this function from the getter
-			handle = attrHandle[ lowercaseName ];
-			attrHandle[ lowercaseName ] = ret;
-			ret = getter( elem, name, isXML ) != null ?
-				lowercaseName :
-				null;
-			attrHandle[ lowercaseName ] = handle;
-		}
-		return ret;
-	};
-} );
-
-
-
-
-var rfocusable = /^(?:input|select|textarea|button)$/i,
-	rclickable = /^(?:a|area)$/i;
-
-jQuery.fn.extend( {
-	prop: function( name, value ) {
-		return access( this, jQuery.prop, name, value, arguments.length > 1 );
-	},
-
-	removeProp: function( name ) {
-		return this.each( function() {
-			delete this[ jQuery.propFix[ name ] || name ];
-		} );
-	}
-} );
-
-jQuery.extend( {
-	prop: function( elem, name, value ) {
-		var ret, hooks,
-			nType = elem.nodeType;
-
-		// Don't get/set properties on text, comment and attribute nodes
-		if ( nType === 3 || nType === 8 || nType === 2 ) {
-			return;
-		}
-
-		if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) {
-
-			// Fix name and attach hooks
-			name = jQuery.propFix[ name ] || name;
-			hooks = jQuery.propHooks[ name ];
-		}
-
-		if ( value !== undefined ) {
-			if ( hooks && "set" in hooks &&
-				( ret = hooks.set( elem, value, name ) ) !== undefined ) {
-				return ret;
-			}
-
-			return ( elem[ name ] = value );
-		}
-
-		if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) {
-			return ret;
-		}
-
-		return elem[ name ];
-	},
-
-	propHooks: {
-		tabIndex: {
-			get: function( elem ) {
-
-				// Support: IE <=9 - 11 only
-				// elem.tabIndex doesn't always return the
-				// correct value when it hasn't been explicitly set
-				// https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/
-				// Use proper attribute retrieval(#12072)
-				var tabindex = jQuery.find.attr( elem, "tabindex" );
-
-				if ( tabindex ) {
-					return parseInt( tabindex, 10 );
-				}
-
-				if (
-					rfocusable.test( elem.nodeName ) ||
-					rclickable.test( elem.nodeName ) &&
-					elem.href
-				) {
-					return 0;
-				}
-
-				return -1;
-			}
-		}
-	},
-
-	propFix: {
-		"for": "htmlFor",
-		"class": "className"
-	}
-} );
-
-// Support: IE <=11 only
-// Accessing the selectedIndex property
-// forces the browser to respect setting selected
-// on the option
-// The getter ensures a default option is selected
-// when in an optgroup
-// eslint rule "no-unused-expressions" is disabled for this code
-// since it considers such accessions noop
-if ( !support.optSelected ) {
-	jQuery.propHooks.selected = {
-		get: function( elem ) {
-
-			/* eslint no-unused-expressions: "off" */
-
-			var parent = elem.parentNode;
-			if ( parent && parent.parentNode ) {
-				parent.parentNode.selectedIndex;
-			}
-			return null;
-		},
-		set: function( elem ) {
-
-			/* eslint no-unused-expressions: "off" */
-
-			var parent = elem.parentNode;
-			if ( parent ) {
-				parent.selectedIndex;
-
-				if ( parent.parentNode ) {
-					parent.parentNode.selectedIndex;
-				}
-			}
-		}
-	};
-}
-
-jQuery.each( [
-	"tabIndex",
-	"readOnly",
-	"maxLength",
-	"cellSpacing",
-	"cellPadding",
-	"rowSpan",
-	"colSpan",
-	"useMap",
-	"frameBorder",
-	"contentEditable"
-], function() {
-	jQuery.propFix[ this.toLowerCase() ] = this;
-} );
-
-
-
-
-	// Strip and collapse whitespace according to HTML spec
-	// https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace
-	function stripAndCollapse( value ) {
-		var tokens = value.match( rnothtmlwhite ) || [];
-		return tokens.join( " " );
-	}
-
-
-function getClass( elem ) {
-	return elem.getAttribute && elem.getAttribute( "class" ) || "";
-}
-
-function classesToArray( value ) {
-	if ( Array.isArray( value ) ) {
-		return value;
-	}
-	if ( typeof value === "string" ) {
-		return value.match( rnothtmlwhite ) || [];
-	}
-	return [];
-}
-
-jQuery.fn.extend( {
-	addClass: function( value ) {
-		var classes, elem, cur, curValue, clazz, j, finalValue,
-			i = 0;
-
-		if ( isFunction( value ) ) {
-			return this.each( function( j ) {
-				jQuery( this ).addClass( value.call( this, j, getClass( this ) ) );
-			} );
-		}
-
-		classes = classesToArray( value );
-
-		if ( classes.length ) {
-			while ( ( elem = this[ i++ ] ) ) {
-				curValue = getClass( elem );
-				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
-
-				if ( cur ) {
-					j = 0;
-					while ( ( clazz = classes[ j++ ] ) ) {
-						if ( cur.indexOf( " " + clazz + " " ) < 0 ) {
-							cur += clazz + " ";
-						}
-					}
-
-					// Only assign if different to avoid unneeded rendering.
-					finalValue = stripAndCollapse( cur );
-					if ( curValue !== finalValue ) {
-						elem.setAttribute( "class", finalValue );
-					}
-				}
-			}
-		}
-
-		return this;
-	},
-
-	removeClass: function( value ) {
-		var classes, elem, cur, curValue, clazz, j, finalValue,
-			i = 0;
-
-		if ( isFunction( value ) ) {
-			return this.each( function( j ) {
-				jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) );
-			} );
-		}
-
-		if ( !arguments.length ) {
-			return this.attr( "class", "" );
-		}
-
-		classes = classesToArray( value );
-
-		if ( classes.length ) {
-			while ( ( elem = this[ i++ ] ) ) {
-				curValue = getClass( elem );
-
-				// This expression is here for better compressibility (see addClass)
-				cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " );
-
-				if ( cur ) {
-					j = 0;
-					while ( ( clazz = classes[ j++ ] ) ) {
-
-						// Remove *all* instances
-						while ( cur.indexOf( " " + clazz + " " ) > -1 ) {
-							cur = cur.replace( " " + clazz + " ", " " );
-						}
-					}
-
-					// Only assign if different to avoid unneeded rendering.
-					finalValue = stripAndCollapse( cur );
-					if ( curValue !== finalValue ) {
-						elem.setAttribute( "class", finalValue );
-					}
-				}
-			}
-		}
-
-		return this;
-	},
-
-	toggleClass: function( value, stateVal ) {
-		var type = typeof value,
-			isValidValue = type === "string" || Array.isArray( value );
-
-		if ( typeof stateVal === "boolean" && isValidValue ) {
-			return stateVal ? this.addClass( value ) : this.removeClass( value );
-		}
-
-		if ( isFunction( value ) ) {
-			return this.each( function( i ) {
-				jQuery( this ).toggleClass(
-					value.call( this, i, getClass( this ), stateVal ),
-					stateVal
-				);
-			} );
-		}
-
-		return this.each( function() {
-			var className, i, self, classNames;
-
-			if ( isValidValue ) {
-
-				// Toggle individual class names
-				i = 0;
-				self = jQuery( this );
-				classNames = classesToArray( value );
-
-				while ( ( className = classNames[ i++ ] ) ) {
-
-					// Check each className given, space separated list
-					if ( self.hasClass( className ) ) {
-						self.removeClass( className );
-					} else {
-						self.addClass( className );
-					}
-				}
-
-			// Toggle whole class name
-			} else if ( value === undefined || type === "boolean" ) {
-				className = getClass( this );
-				if ( className ) {
-
-					// Store className if set
-					dataPriv.set( this, "__className__", className );
-				}
-
-				// If the element has a class name or if we're passed `false`,
-				// then remove the whole classname (if there was one, the above saved it).
-				// Otherwise bring back whatever was previously saved (if anything),
-				// falling back to the empty string if nothing was stored.
-				if ( this.setAttribute ) {
-					this.setAttribute( "class",
-						className || value === false ?
-						"" :
-						dataPriv.get( this, "__className__" ) || ""
-					);
-				}
-			}
-		} );
-	},
-
-	hasClass: function( selector ) {
-		var className, elem,
-			i = 0;
-
-		className = " " + selector + " ";
-		while ( ( elem = this[ i++ ] ) ) {
-			if ( elem.nodeType === 1 &&
-				( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) {
-					return true;
-			}
-		}
-
-		return false;
-	}
-} );
-
-
-
-
-var rreturn = /\r/g;
-
-jQuery.fn.extend( {
-	val: function( value ) {
-		var hooks, ret, valueIsFunction,
-			elem = this[ 0 ];
-
-		if ( !arguments.length ) {
-			if ( elem ) {
-				hooks = jQuery.valHooks[ elem.type ] ||
-					jQuery.valHooks[ elem.nodeName.toLowerCase() ];
-
-				if ( hooks &&
-					"get" in hooks &&
-					( ret = hooks.get( elem, "value" ) ) !== undefined
-				) {
-					return ret;
-				}
-
-				ret = elem.value;
-
-				// Handle most common string cases
-				if ( typeof ret === "string" ) {
-					return ret.replace( rreturn, "" );
-				}
-
-				// Handle cases where value is null/undef or number
-				return ret == null ? "" : ret;
-			}
-
-			return;
-		}
-
-		valueIsFunction = isFunction( value );
-
-		return this.each( function( i ) {
-			var val;
-
-			if ( this.nodeType !== 1 ) {
-				return;
-			}
-
-			if ( valueIsFunction ) {
-				val = value.call( this, i, jQuery( this ).val() );
-			} else {
-				val = value;
-			}
-
-			// Treat null/undefined as ""; convert numbers to string
-			if ( val == null ) {
-				val = "";
-
-			} else if ( typeof val === "number" ) {
-				val += "";
-
-			} else if ( Array.isArray( val ) ) {
-				val = jQuery.map( val, function( value ) {
-					return value == null ? "" : value + "";
-				} );
-			}
-
-			hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ];
-
-			// If set returns undefined, fall back to normal setting
-			if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) {
-				this.value = val;
-			}
-		} );
-	}
-} );
-
-jQuery.extend( {
-	valHooks: {
-		option: {
-			get: function( elem ) {
-
-				var val = jQuery.find.attr( elem, "value" );
-				return val != null ?
-					val :
-
-					// Support: IE <=10 - 11 only
-					// option.text throws exceptions (#14686, #14858)
-					// Strip and collapse whitespace
-					// https://html.spec.whatwg.org/#strip-and-collapse-whitespace
-					stripAndCollapse( jQuery.text( elem ) );
-			}
-		},
-		select: {
-			get: function( elem ) {
-				var value, option, i,
-					options = elem.options,
-					index = elem.selectedIndex,
-					one = elem.type === "select-one",
-					values = one ? null : [],
-					max = one ? index + 1 : options.length;
-
-				if ( index < 0 ) {
-					i = max;
-
-				} else {
-					i = one ? index : 0;
-				}
-
-				// Loop through all the selected options
-				for ( ; i < max; i++ ) {
-					option = options[ i ];
-
-					// Support: IE <=9 only
-					// IE8-9 doesn't update selected after form reset (#2551)
-					if ( ( option.selected || i === index ) &&
-
-							// Don't return options that are disabled or in a disabled optgroup
-							!option.disabled &&
-							( !option.parentNode.disabled ||
-								!nodeName( option.parentNode, "optgroup" ) ) ) {
-
-						// Get the specific value for the option
-						value = jQuery( option ).val();
-
-						// We don't need an array for one selects
-						if ( one ) {
-							return value;
-						}
-
-						// Multi-Selects return an array
-						values.push( value );
-					}
-				}
-
-				return values;
-			},
-
-			set: function( elem, value ) {
-				var optionSet, option,
-					options = elem.options,
-					values = jQuery.makeArray( value ),
-					i = options.length;
-
-				while ( i-- ) {
-					option = options[ i ];
-
-					/* eslint-disable no-cond-assign */
-
-					if ( option.selected =
-						jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1
-					) {
-						optionSet = true;
-					}
-
-					/* eslint-enable no-cond-assign */
-				}
-
-				// Force browsers to behave consistently when non-matching value is set
-				if ( !optionSet ) {
-					elem.selectedIndex = -1;
-				}
-				return values;
-			}
-		}
-	}
-} );
-
-// Radios and checkboxes getter/setter
-jQuery.each( [ "radio", "checkbox" ], function() {
-	jQuery.valHooks[ this ] = {
-		set: function( elem, value ) {
-			if ( Array.isArray( value ) ) {
-				return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 );
-			}
-		}
-	};
-	if ( !support.checkOn ) {
-		jQuery.valHooks[ this ].get = function( elem ) {
-			return elem.getAttribute( "value" ) === null ? "on" : elem.value;
-		};
-	}
-} );
-
-
-
-
-// Return jQuery for attributes-only inclusion
-
-
-support.focusin = "onfocusin" in window;
-
-
-var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/,
-	stopPropagationCallback = function( e ) {
-		e.stopPropagation();
-	};
-
-jQuery.extend( jQuery.event, {
-
-	trigger: function( event, data, elem, onlyHandlers ) {
-
-		var i, cur, tmp, bubbleType, ontype, handle, special, lastElement,
-			eventPath = [ elem || document ],
-			type = hasOwn.call( event, "type" ) ? event.type : event,
-			namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : [];
-
-		cur = lastElement = tmp = elem = elem || document;
-
-		// Don't do events on text and comment nodes
-		if ( elem.nodeType === 3 || elem.nodeType === 8 ) {
-			return;
-		}
-
-		// focus/blur morphs to focusin/out; ensure we're not firing them right now
-		if ( rfocusMorph.test( type + jQuery.event.triggered ) ) {
-			return;
-		}
-
-		if ( type.indexOf( "." ) > -1 ) {
-
-			// Namespaced trigger; create a regexp to match event type in handle()
-			namespaces = type.split( "." );
-			type = namespaces.shift();
-			namespaces.sort();
-		}
-		ontype = type.indexOf( ":" ) < 0 && "on" + type;
-
-		// Caller can pass in a jQuery.Event object, Object, or just an event type string
-		event = event[ jQuery.expando ] ?
-			event :
-			new jQuery.Event( type, typeof event === "object" && event );
-
-		// Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true)
-		event.isTrigger = onlyHandlers ? 2 : 3;
-		event.namespace = namespaces.join( "." );
-		event.rnamespace = event.namespace ?
-			new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) :
-			null;
-
-		// Clean up the event in case it is being reused
-		event.result = undefined;
-		if ( !event.target ) {
-			event.target = elem;
-		}
-
-		// Clone any incoming data and prepend the event, creating the handler arg list
-		data = data == null ?
-			[ event ] :
-			jQuery.makeArray( data, [ event ] );
-
-		// Allow special events to draw outside the lines
-		special = jQuery.event.special[ type ] || {};
-		if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) {
-			return;
-		}
-
-		// Determine event propagation path in advance, per W3C events spec (#9951)
-		// Bubble up to document, then to window; watch for a global ownerDocument var (#9724)
-		if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) {
-
-			bubbleType = special.delegateType || type;
-			if ( !rfocusMorph.test( bubbleType + type ) ) {
-				cur = cur.parentNode;
-			}
-			for ( ; cur; cur = cur.parentNode ) {
-				eventPath.push( cur );
-				tmp = cur;
-			}
-
-			// Only add window if we got to document (e.g., not plain obj or detached DOM)
-			if ( tmp === ( elem.ownerDocument || document ) ) {
-				eventPath.push( tmp.defaultView || tmp.parentWindow || window );
-			}
-		}
-
-		// Fire handlers on the event path
-		i = 0;
-		while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) {
-			lastElement = cur;
-			event.type = i > 1 ?
-				bubbleType :
-				special.bindType || type;
-
-			// jQuery handler
-			handle = (
-					dataPriv.get( cur, "events" ) || Object.create( null )
-				)[ event.type ] &&
-				dataPriv.get( cur, "handle" );
-			if ( handle ) {
-				handle.apply( cur, data );
-			}
-
-			// Native handler
-			handle = ontype && cur[ ontype ];
-			if ( handle && handle.apply && acceptData( cur ) ) {
-				event.result = handle.apply( cur, data );
-				if ( event.result === false ) {
-					event.preventDefault();
-				}
-			}
-		}
-		event.type = type;
-
-		// If nobody prevented the default action, do it now
-		if ( !onlyHandlers && !event.isDefaultPrevented() ) {
-
-			if ( ( !special._default ||
-				special._default.apply( eventPath.pop(), data ) === false ) &&
-				acceptData( elem ) ) {
-
-				// Call a native DOM method on the target with the same name as the event.
-				// Don't do default actions on window, that's where global variables be (#6170)
-				if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) {
-
-					// Don't re-trigger an onFOO event when we call its FOO() method
-					tmp = elem[ ontype ];
-
-					if ( tmp ) {
-						elem[ ontype ] = null;
-					}
-
-					// Prevent re-triggering of the same event, since we already bubbled it above
-					jQuery.event.triggered = type;
-
-					if ( event.isPropagationStopped() ) {
-						lastElement.addEventListener( type, stopPropagationCallback );
-					}
-
-					elem[ type ]();
-
-					if ( event.isPropagationStopped() ) {
-						lastElement.removeEventListener( type, stopPropagationCallback );
-					}
-
-					jQuery.event.triggered = undefined;
-
-					if ( tmp ) {
-						elem[ ontype ] = tmp;
-					}
-				}
-			}
-		}
-
-		return event.result;
-	},
-
-	// Piggyback on a donor event to simulate a different one
-	// Used only for `focus(in | out)` events
-	simulate: function( type, elem, event ) {
-		var e = jQuery.extend(
-			new jQuery.Event(),
-			event,
-			{
-				type: type,
-				isSimulated: true
-			}
-		);
-
-		jQuery.event.trigger( e, null, elem );
-	}
-
-} );
-
-jQuery.fn.extend( {
-
-	trigger: function( type, data ) {
-		return this.each( function() {
-			jQuery.event.trigger( type, data, this );
-		} );
-	},
-	triggerHandler: function( type, data ) {
-		var elem = this[ 0 ];
-		if ( elem ) {
-			return jQuery.event.trigger( type, data, elem, true );
-		}
-	}
-} );
-
-
-// Support: Firefox <=44
-// Firefox doesn't have focus(in | out) events
-// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787
-//
-// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1
-// focus(in | out) events fire after focus & blur events,
-// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order
-// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857
-if ( !support.focusin ) {
-	jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) {
-
-		// Attach a single capturing handler on the document while someone wants focusin/focusout
-		var handler = function( event ) {
-			jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) );
-		};
-
-		jQuery.event.special[ fix ] = {
-			setup: function() {
-
-				// Handle: regular nodes (via `this.ownerDocument`), window
-				// (via `this.document`) & document (via `this`).
-				var doc = this.ownerDocument || this.document || this,
-					attaches = dataPriv.access( doc, fix );
-
-				if ( !attaches ) {
-					doc.addEventListener( orig, handler, true );
-				}
-				dataPriv.access( doc, fix, ( attaches || 0 ) + 1 );
-			},
-			teardown: function() {
-				var doc = this.ownerDocument || this.document || this,
-					attaches = dataPriv.access( doc, fix ) - 1;
-
-				if ( !attaches ) {
-					doc.removeEventListener( orig, handler, true );
-					dataPriv.remove( doc, fix );
-
-				} else {
-					dataPriv.access( doc, fix, attaches );
-				}
-			}
-		};
-	} );
-}
-var location = window.location;
-
-var nonce = { guid: Date.now() };
-
-var rquery = ( /\?/ );
-
-
-
-// Cross-browser xml parsing
-jQuery.parseXML = function( data ) {
-	var xml;
-	if ( !data || typeof data !== "string" ) {
-		return null;
-	}
-
-	// Support: IE 9 - 11 only
-	// IE throws on parseFromString with invalid input.
-	try {
-		xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" );
-	} catch ( e ) {
-		xml = undefined;
-	}
-
-	if ( !xml || xml.getElementsByTagName( "parsererror" ).length ) {
-		jQuery.error( "Invalid XML: " + data );
-	}
-	return xml;
-};
-
-
-var
-	rbracket = /\[\]$/,
-	rCRLF = /\r?\n/g,
-	rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i,
-	rsubmittable = /^(?:input|select|textarea|keygen)/i;
-
-function buildParams( prefix, obj, traditional, add ) {
-	var name;
-
-	if ( Array.isArray( obj ) ) {
-
-		// Serialize array item.
-		jQuery.each( obj, function( i, v ) {
-			if ( traditional || rbracket.test( prefix ) ) {
-
-				// Treat each array item as a scalar.
-				add( prefix, v );
-
-			} else {
-
-				// Item is non-scalar (array or object), encode its numeric index.
-				buildParams(
-					prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]",
-					v,
-					traditional,
-					add
-				);
-			}
-		} );
-
-	} else if ( !traditional && toType( obj ) === "object" ) {
-
-		// Serialize object item.
-		for ( name in obj ) {
-			buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add );
-		}
-
-	} else {
-
-		// Serialize scalar item.
-		add( prefix, obj );
-	}
-}
-
-// Serialize an array of form elements or a set of
-// key/values into a query string
-jQuery.param = function( a, traditional ) {
-	var prefix,
-		s = [],
-		add = function( key, valueOrFunction ) {
-
-			// If value is a function, invoke it and use its return value
-			var value = isFunction( valueOrFunction ) ?
-				valueOrFunction() :
-				valueOrFunction;
-
-			s[ s.length ] = encodeURIComponent( key ) + "=" +
-				encodeURIComponent( value == null ? "" : value );
-		};
-
-	if ( a == null ) {
-		return "";
-	}
-
-	// If an array was passed in, assume that it is an array of form elements.
-	if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) {
-
-		// Serialize the form elements
-		jQuery.each( a, function() {
-			add( this.name, this.value );
-		} );
-
-	} else {
-
-		// If traditional, encode the "old" way (the way 1.3.2 or older
-		// did it), otherwise encode params recursively.
-		for ( prefix in a ) {
-			buildParams( prefix, a[ prefix ], traditional, add );
-		}
-	}
-
-	// Return the resulting serialization
-	return s.join( "&" );
-};
-
-jQuery.fn.extend( {
-	serialize: function() {
-		return jQuery.param( this.serializeArray() );
-	},
-	serializeArray: function() {
-		return this.map( function() {
-
-			// Can add propHook for "elements" to filter or add form elements
-			var elements = jQuery.prop( this, "elements" );
-			return elements ? jQuery.makeArray( elements ) : this;
-		} )
-		.filter( function() {
-			var type = this.type;
-
-			// Use .is( ":disabled" ) so that fieldset[disabled] works
-			return this.name && !jQuery( this ).is( ":disabled" ) &&
-				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
-				( this.checked || !rcheckableType.test( type ) );
-		} )
-		.map( function( _i, elem ) {
-			var val = jQuery( this ).val();
-
-			if ( val == null ) {
-				return null;
-			}
-
-			if ( Array.isArray( val ) ) {
-				return jQuery.map( val, function( val ) {
-					return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
-				} );
-			}
-
-			return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) };
-		} ).get();
-	}
-} );
-
-
-var
-	r20 = /%20/g,
-	rhash = /#.*$/,
-	rantiCache = /([?&])_=[^&]*/,
-	rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg,
-
-	// #7653, #8125, #8152: local protocol detection
-	rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/,
-	rnoContent = /^(?:GET|HEAD)$/,
-	rprotocol = /^\/\//,
-
-	/* Prefilters
-	 * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example)
-	 * 2) These are called:
-	 *    - BEFORE asking for a transport
-	 *    - AFTER param serialization (s.data is a string if s.processData is true)
-	 * 3) key is the dataType
-	 * 4) the catchall symbol "*" can be used
-	 * 5) execution will start with transport dataType and THEN continue down to "*" if needed
-	 */
-	prefilters = {},
-
-	/* Transports bindings
-	 * 1) key is the dataType
-	 * 2) the catchall symbol "*" can be used
-	 * 3) selection will start with transport dataType and THEN go to "*" if needed
-	 */
-	transports = {},
-
-	// Avoid comment-prolog char sequence (#10098); must appease lint and evade compression
-	allTypes = "*/".concat( "*" ),
-
-	// Anchor tag for parsing the document origin
-	originAnchor = document.createElement( "a" );
-	originAnchor.href = location.href;
-
-// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport
-function addToPrefiltersOrTransports( structure ) {
-
-	// dataTypeExpression is optional and defaults to "*"
-	return function( dataTypeExpression, func ) {
-
-		if ( typeof dataTypeExpression !== "string" ) {
-			func = dataTypeExpression;
-			dataTypeExpression = "*";
-		}
-
-		var dataType,
-			i = 0,
-			dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || [];
-
-		if ( isFunction( func ) ) {
-
-			// For each dataType in the dataTypeExpression
-			while ( ( dataType = dataTypes[ i++ ] ) ) {
-
-				// Prepend if requested
-				if ( dataType[ 0 ] === "+" ) {
-					dataType = dataType.slice( 1 ) || "*";
-					( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func );
-
-				// Otherwise append
-				} else {
-					( structure[ dataType ] = structure[ dataType ] || [] ).push( func );
-				}
-			}
-		}
-	};
-}
-
-// Base inspection function for prefilters and transports
-function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) {
-
-	var inspected = {},
-		seekingTransport = ( structure === transports );
-
-	function inspect( dataType ) {
-		var selected;
-		inspected[ dataType ] = true;
-		jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) {
-			var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR );
-			if ( typeof dataTypeOrTransport === "string" &&
-				!seekingTransport && !inspected[ dataTypeOrTransport ] ) {
-
-				options.dataTypes.unshift( dataTypeOrTransport );
-				inspect( dataTypeOrTransport );
-				return false;
-			} else if ( seekingTransport ) {
-				return !( selected = dataTypeOrTransport );
-			}
-		} );
-		return selected;
-	}
-
-	return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" );
-}
-
-// A special extend for ajax options
-// that takes "flat" options (not to be deep extended)
-// Fixes #9887
-function ajaxExtend( target, src ) {
-	var key, deep,
-		flatOptions = jQuery.ajaxSettings.flatOptions || {};
-
-	for ( key in src ) {
-		if ( src[ key ] !== undefined ) {
-			( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ];
-		}
-	}
-	if ( deep ) {
-		jQuery.extend( true, target, deep );
-	}
-
-	return target;
-}
-
-/* Handles responses to an ajax request:
- * - finds the right dataType (mediates between content-type and expected dataType)
- * - returns the corresponding response
- */
-function ajaxHandleResponses( s, jqXHR, responses ) {
-
-	var ct, type, finalDataType, firstDataType,
-		contents = s.contents,
-		dataTypes = s.dataTypes;
-
-	// Remove auto dataType and get content-type in the process
-	while ( dataTypes[ 0 ] === "*" ) {
-		dataTypes.shift();
-		if ( ct === undefined ) {
-			ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" );
-		}
-	}
-
-	// Check if we're dealing with a known content-type
-	if ( ct ) {
-		for ( type in contents ) {
-			if ( contents[ type ] && contents[ type ].test( ct ) ) {
-				dataTypes.unshift( type );
-				break;
-			}
-		}
-	}
-
-	// Check to see if we have a response for the expected dataType
-	if ( dataTypes[ 0 ] in responses ) {
-		finalDataType = dataTypes[ 0 ];
-	} else {
-
-		// Try convertible dataTypes
-		for ( type in responses ) {
-			if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) {
-				finalDataType = type;
-				break;
-			}
-			if ( !firstDataType ) {
-				firstDataType = type;
-			}
-		}
-
-		// Or just use first one
-		finalDataType = finalDataType || firstDataType;
-	}
-
-	// If we found a dataType
-	// We add the dataType to the list if needed
-	// and return the corresponding response
-	if ( finalDataType ) {
-		if ( finalDataType !== dataTypes[ 0 ] ) {
-			dataTypes.unshift( finalDataType );
-		}
-		return responses[ finalDataType ];
-	}
-}
-
-/* Chain conversions given the request and the original response
- * Also sets the responseXXX fields on the jqXHR instance
- */
-function ajaxConvert( s, response, jqXHR, isSuccess ) {
-	var conv2, current, conv, tmp, prev,
-		converters = {},
-
-		// Work with a copy of dataTypes in case we need to modify it for conversion
-		dataTypes = s.dataTypes.slice();
-
-	// Create converters map with lowercased keys
-	if ( dataTypes[ 1 ] ) {
-		for ( conv in s.converters ) {
-			converters[ conv.toLowerCase() ] = s.converters[ conv ];
-		}
-	}
-
-	current = dataTypes.shift();
-
-	// Convert to each sequential dataType
-	while ( current ) {
-
-		if ( s.responseFields[ current ] ) {
-			jqXHR[ s.responseFields[ current ] ] = response;
-		}
-
-		// Apply the dataFilter if provided
-		if ( !prev && isSuccess && s.dataFilter ) {
-			response = s.dataFilter( response, s.dataType );
-		}
-
-		prev = current;
-		current = dataTypes.shift();
-
-		if ( current ) {
-
-			// There's only work to do if current dataType is non-auto
-			if ( current === "*" ) {
-
-				current = prev;
-
-			// Convert response if prev dataType is non-auto and differs from current
-			} else if ( prev !== "*" && prev !== current ) {
-
-				// Seek a direct converter
-				conv = converters[ prev + " " + current ] || converters[ "* " + current ];
-
-				// If none found, seek a pair
-				if ( !conv ) {
-					for ( conv2 in converters ) {
-
-						// If conv2 outputs current
-						tmp = conv2.split( " " );
-						if ( tmp[ 1 ] === current ) {
-
-							// If prev can be converted to accepted input
-							conv = converters[ prev + " " + tmp[ 0 ] ] ||
-								converters[ "* " + tmp[ 0 ] ];
-							if ( conv ) {
-
-								// Condense equivalence converters
-								if ( conv === true ) {
-									conv = converters[ conv2 ];
-
-								// Otherwise, insert the intermediate dataType
-								} else if ( converters[ conv2 ] !== true ) {
-									current = tmp[ 0 ];
-									dataTypes.unshift( tmp[ 1 ] );
-								}
-								break;
-							}
-						}
-					}
-				}
-
-				// Apply converter (if not an equivalence)
-				if ( conv !== true ) {
-
-					// Unless errors are allowed to bubble, catch and return them
-					if ( conv && s.throws ) {
-						response = conv( response );
-					} else {
-						try {
-							response = conv( response );
-						} catch ( e ) {
-							return {
-								state: "parsererror",
-								error: conv ? e : "No conversion from " + prev + " to " + current
-							};
-						}
-					}
-				}
-			}
-		}
-	}
-
-	return { state: "success", data: response };
-}
-
-jQuery.extend( {
-
-	// Counter for holding the number of active queries
-	active: 0,
-
-	// Last-Modified header cache for next request
-	lastModified: {},
-	etag: {},
-
-	ajaxSettings: {
-		url: location.href,
-		type: "GET",
-		isLocal: rlocalProtocol.test( location.protocol ),
-		global: true,
-		processData: true,
-		async: true,
-		contentType: "application/x-www-form-urlencoded; charset=UTF-8",
-
-		/*
-		timeout: 0,
-		data: null,
-		dataType: null,
-		username: null,
-		password: null,
-		cache: null,
-		throws: false,
-		traditional: false,
-		headers: {},
-		*/
-
-		accepts: {
-			"*": allTypes,
-			text: "text/plain",
-			html: "text/html",
-			xml: "application/xml, text/xml",
-			json: "application/json, text/javascript"
-		},
-
-		contents: {
-			xml: /\bxml\b/,
-			html: /\bhtml/,
-			json: /\bjson\b/
-		},
-
-		responseFields: {
-			xml: "responseXML",
-			text: "responseText",
-			json: "responseJSON"
-		},
-
-		// Data converters
-		// Keys separate source (or catchall "*") and destination types with a single space
-		converters: {
-
-			// Convert anything to text
-			"* text": String,
-
-			// Text to html (true = no transformation)
-			"text html": true,
-
-			// Evaluate text as a json expression
-			"text json": JSON.parse,
-
-			// Parse text as xml
-			"text xml": jQuery.parseXML
-		},
-
-		// For options that shouldn't be deep extended:
-		// you can add your own custom options here if
-		// and when you create one that shouldn't be
-		// deep extended (see ajaxExtend)
-		flatOptions: {
-			url: true,
-			context: true
-		}
-	},
-
-	// Creates a full fledged settings object into target
-	// with both ajaxSettings and settings fields.
-	// If target is omitted, writes into ajaxSettings.
-	ajaxSetup: function( target, settings ) {
-		return settings ?
-
-			// Building a settings object
-			ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) :
-
-			// Extending ajaxSettings
-			ajaxExtend( jQuery.ajaxSettings, target );
-	},
-
-	ajaxPrefilter: addToPrefiltersOrTransports( prefilters ),
-	ajaxTransport: addToPrefiltersOrTransports( transports ),
-
-	// Main method
-	ajax: function( url, options ) {
-
-		// If url is an object, simulate pre-1.5 signature
-		if ( typeof url === "object" ) {
-			options = url;
-			url = undefined;
-		}
-
-		// Force options to be an object
-		options = options || {};
-
-		var transport,
-
-			// URL without anti-cache param
-			cacheURL,
-
-			// Response headers
-			responseHeadersString,
-			responseHeaders,
-
-			// timeout handle
-			timeoutTimer,
-
-			// Url cleanup var
-			urlAnchor,
-
-			// Request state (becomes false upon send and true upon completion)
-			completed,
-
-			// To know if global events are to be dispatched
-			fireGlobals,
-
-			// Loop variable
-			i,
-
-			// uncached part of the url
-			uncached,
-
-			// Create the final options object
-			s = jQuery.ajaxSetup( {}, options ),
-
-			// Callbacks context
-			callbackContext = s.context || s,
-
-			// Context for global events is callbackContext if it is a DOM node or jQuery collection
-			globalEventContext = s.context &&
-				( callbackContext.nodeType || callbackContext.jquery ) ?
-					jQuery( callbackContext ) :
-					jQuery.event,
-
-			// Deferreds
-			deferred = jQuery.Deferred(),
-			completeDeferred = jQuery.Callbacks( "once memory" ),
-
-			// Status-dependent callbacks
-			statusCode = s.statusCode || {},
-
-			// Headers (they are sent all at once)
-			requestHeaders = {},
-			requestHeadersNames = {},
-
-			// Default abort message
-			strAbort = "canceled",
-
-			// Fake xhr
-			jqXHR = {
-				readyState: 0,
-
-				// Builds headers hashtable if needed
-				getResponseHeader: function( key ) {
-					var match;
-					if ( completed ) {
-						if ( !responseHeaders ) {
-							responseHeaders = {};
-							while ( ( match = rheaders.exec( responseHeadersString ) ) ) {
-								responseHeaders[ match[ 1 ].toLowerCase() + " " ] =
-									( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] )
-										.concat( match[ 2 ] );
-							}
-						}
-						match = responseHeaders[ key.toLowerCase() + " " ];
-					}
-					return match == null ? null : match.join( ", " );
-				},
-
-				// Raw string
-				getAllResponseHeaders: function() {
-					return completed ? responseHeadersString : null;
-				},
-
-				// Caches the header
-				setRequestHeader: function( name, value ) {
-					if ( completed == null ) {
-						name = requestHeadersNames[ name.toLowerCase() ] =
-							requestHeadersNames[ name.toLowerCase() ] || name;
-						requestHeaders[ name ] = value;
-					}
-					return this;
-				},
-
-				// Overrides response content-type header
-				overrideMimeType: function( type ) {
-					if ( completed == null ) {
-						s.mimeType = type;
-					}
-					return this;
-				},
-
-				// Status-dependent callbacks
-				statusCode: function( map ) {
-					var code;
-					if ( map ) {
-						if ( completed ) {
-
-							// Execute the appropriate callbacks
-							jqXHR.always( map[ jqXHR.status ] );
-						} else {
-
-							// Lazy-add the new callbacks in a way that preserves old ones
-							for ( code in map ) {
-								statusCode[ code ] = [ statusCode[ code ], map[ code ] ];
-							}
-						}
-					}
-					return this;
-				},
-
-				// Cancel the request
-				abort: function( statusText ) {
-					var finalText = statusText || strAbort;
-					if ( transport ) {
-						transport.abort( finalText );
-					}
-					done( 0, finalText );
-					return this;
-				}
-			};
-
-		// Attach deferreds
-		deferred.promise( jqXHR );
-
-		// Add protocol if not provided (prefilters might expect it)
-		// Handle falsy url in the settings object (#10093: consistency with old signature)
-		// We also use the url parameter if available
-		s.url = ( ( url || s.url || location.href ) + "" )
-			.replace( rprotocol, location.protocol + "//" );
-
-		// Alias method option to type as per ticket #12004
-		s.type = options.method || options.type || s.method || s.type;
-
-		// Extract dataTypes list
-		s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ];
-
-		// A cross-domain request is in order when the origin doesn't match the current origin.
-		if ( s.crossDomain == null ) {
-			urlAnchor = document.createElement( "a" );
-
-			// Support: IE <=8 - 11, Edge 12 - 15
-			// IE throws exception on accessing the href property if url is malformed,
-			// e.g. http://example.com:80x/
-			try {
-				urlAnchor.href = s.url;
-
-				// Support: IE <=8 - 11 only
-				// Anchor's host property isn't correctly set when s.url is relative
-				urlAnchor.href = urlAnchor.href;
-				s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !==
-					urlAnchor.protocol + "//" + urlAnchor.host;
-			} catch ( e ) {
-
-				// If there is an error parsing the URL, assume it is crossDomain,
-				// it can be rejected by the transport if it is invalid
-				s.crossDomain = true;
-			}
-		}
-
-		// Convert data if not already a string
-		if ( s.data && s.processData && typeof s.data !== "string" ) {
-			s.data = jQuery.param( s.data, s.traditional );
-		}
-
-		// Apply prefilters
-		inspectPrefiltersOrTransports( prefilters, s, options, jqXHR );
-
-		// If request was aborted inside a prefilter, stop there
-		if ( completed ) {
-			return jqXHR;
-		}
-
-		// We can fire global events as of now if asked to
-		// Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118)
-		fireGlobals = jQuery.event && s.global;
-
-		// Watch for a new set of requests
-		if ( fireGlobals && jQuery.active++ === 0 ) {
-			jQuery.event.trigger( "ajaxStart" );
-		}
-
-		// Uppercase the type
-		s.type = s.type.toUpperCase();
-
-		// Determine if request has content
-		s.hasContent = !rnoContent.test( s.type );
-
-		// Save the URL in case we're toying with the If-Modified-Since
-		// and/or If-None-Match header later on
-		// Remove hash to simplify url manipulation
-		cacheURL = s.url.replace( rhash, "" );
-
-		// More options handling for requests with no content
-		if ( !s.hasContent ) {
-
-			// Remember the hash so we can put it back
-			uncached = s.url.slice( cacheURL.length );
-
-			// If data is available and should be processed, append data to url
-			if ( s.data && ( s.processData || typeof s.data === "string" ) ) {
-				cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data;
-
-				// #9682: remove data so that it's not used in an eventual retry
-				delete s.data;
-			}
-
-			// Add or update anti-cache param if needed
-			if ( s.cache === false ) {
-				cacheURL = cacheURL.replace( rantiCache, "$1" );
-				uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) +
-					uncached;
-			}
-
-			// Put hash and anti-cache on the URL that will be requested (gh-1732)
-			s.url = cacheURL + uncached;
-
-		// Change '%20' to '+' if this is encoded form body content (gh-2658)
-		} else if ( s.data && s.processData &&
-			( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) {
-			s.data = s.data.replace( r20, "+" );
-		}
-
-		// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
-		if ( s.ifModified ) {
-			if ( jQuery.lastModified[ cacheURL ] ) {
-				jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] );
-			}
-			if ( jQuery.etag[ cacheURL ] ) {
-				jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] );
-			}
-		}
-
-		// Set the correct header, if data is being sent
-		if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) {
-			jqXHR.setRequestHeader( "Content-Type", s.contentType );
-		}
-
-		// Set the Accepts header for the server, depending on the dataType
-		jqXHR.setRequestHeader(
-			"Accept",
-			s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ?
-				s.accepts[ s.dataTypes[ 0 ] ] +
-					( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) :
-				s.accepts[ "*" ]
-		);
-
-		// Check for headers option
-		for ( i in s.headers ) {
-			jqXHR.setRequestHeader( i, s.headers[ i ] );
-		}
-
-		// Allow custom headers/mimetypes and early abort
-		if ( s.beforeSend &&
-			( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) {
-
-			// Abort if not done already and return
-			return jqXHR.abort();
-		}
-
-		// Aborting is no longer a cancellation
-		strAbort = "abort";
-
-		// Install callbacks on deferreds
-		completeDeferred.add( s.complete );
-		jqXHR.done( s.success );
-		jqXHR.fail( s.error );
-
-		// Get transport
-		transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR );
-
-		// If no transport, we auto-abort
-		if ( !transport ) {
-			done( -1, "No Transport" );
-		} else {
-			jqXHR.readyState = 1;
-
-			// Send global event
-			if ( fireGlobals ) {
-				globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] );
-			}
-
-			// If request was aborted inside ajaxSend, stop there
-			if ( completed ) {
-				return jqXHR;
-			}
-
-			// Timeout
-			if ( s.async && s.timeout > 0 ) {
-				timeoutTimer = window.setTimeout( function() {
-					jqXHR.abort( "timeout" );
-				}, s.timeout );
-			}
-
-			try {
-				completed = false;
-				transport.send( requestHeaders, done );
-			} catch ( e ) {
-
-				// Rethrow post-completion exceptions
-				if ( completed ) {
-					throw e;
-				}
-
-				// Propagate others as results
-				done( -1, e );
-			}
-		}
-
-		// Callback for when everything is done
-		function done( status, nativeStatusText, responses, headers ) {
-			var isSuccess, success, error, response, modified,
-				statusText = nativeStatusText;
-
-			// Ignore repeat invocations
-			if ( completed ) {
-				return;
-			}
-
-			completed = true;
-
-			// Clear timeout if it exists
-			if ( timeoutTimer ) {
-				window.clearTimeout( timeoutTimer );
-			}
-
-			// Dereference transport for early garbage collection
-			// (no matter how long the jqXHR object will be used)
-			transport = undefined;
-
-			// Cache response headers
-			responseHeadersString = headers || "";
-
-			// Set readyState
-			jqXHR.readyState = status > 0 ? 4 : 0;
-
-			// Determine if successful
-			isSuccess = status >= 200 && status < 300 || status === 304;
-
-			// Get response data
-			if ( responses ) {
-				response = ajaxHandleResponses( s, jqXHR, responses );
-			}
-
-			// Use a noop converter for missing script
-			if ( !isSuccess && jQuery.inArray( "script", s.dataTypes ) > -1 ) {
-				s.converters[ "text script" ] = function() {};
-			}
-
-			// Convert no matter what (that way responseXXX fields are always set)
-			response = ajaxConvert( s, response, jqXHR, isSuccess );
-
-			// If successful, handle type chaining
-			if ( isSuccess ) {
-
-				// Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode.
-				if ( s.ifModified ) {
-					modified = jqXHR.getResponseHeader( "Last-Modified" );
-					if ( modified ) {
-						jQuery.lastModified[ cacheURL ] = modified;
-					}
-					modified = jqXHR.getResponseHeader( "etag" );
-					if ( modified ) {
-						jQuery.etag[ cacheURL ] = modified;
-					}
-				}
-
-				// if no content
-				if ( status === 204 || s.type === "HEAD" ) {
-					statusText = "nocontent";
-
-				// if not modified
-				} else if ( status === 304 ) {
-					statusText = "notmodified";
-
-				// If we have data, let's convert it
-				} else {
-					statusText = response.state;
-					success = response.data;
-					error = response.error;
-					isSuccess = !error;
-				}
-			} else {
-
-				// Extract error from statusText and normalize for non-aborts
-				error = statusText;
-				if ( status || !statusText ) {
-					statusText = "error";
-					if ( status < 0 ) {
-						status = 0;
-					}
-				}
-			}
-
-			// Set data for the fake xhr object
-			jqXHR.status = status;
-			jqXHR.statusText = ( nativeStatusText || statusText ) + "";
-
-			// Success/Error
-			if ( isSuccess ) {
-				deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] );
-			} else {
-				deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] );
-			}
-
-			// Status-dependent callbacks
-			jqXHR.statusCode( statusCode );
-			statusCode = undefined;
-
-			if ( fireGlobals ) {
-				globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError",
-					[ jqXHR, s, isSuccess ? success : error ] );
-			}
-
-			// Complete
-			completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] );
-
-			if ( fireGlobals ) {
-				globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] );
-
-				// Handle the global AJAX counter
-				if ( !( --jQuery.active ) ) {
-					jQuery.event.trigger( "ajaxStop" );
-				}
-			}
-		}
-
-		return jqXHR;
-	},
-
-	getJSON: function( url, data, callback ) {
-		return jQuery.get( url, data, callback, "json" );
-	},
-
-	getScript: function( url, callback ) {
-		return jQuery.get( url, undefined, callback, "script" );
-	}
-} );
-
-jQuery.each( [ "get", "post" ], function( _i, method ) {
-	jQuery[ method ] = function( url, data, callback, type ) {
-
-		// Shift arguments if data argument was omitted
-		if ( isFunction( data ) ) {
-			type = type || callback;
-			callback = data;
-			data = undefined;
-		}
-
-		// The url can be an options object (which then must have .url)
-		return jQuery.ajax( jQuery.extend( {
-			url: url,
-			type: method,
-			dataType: type,
-			data: data,
-			success: callback
-		}, jQuery.isPlainObject( url ) && url ) );
-	};
-} );
-
-jQuery.ajaxPrefilter( function( s ) {
-	var i;
-	for ( i in s.headers ) {
-		if ( i.toLowerCase() === "content-type" ) {
-			s.contentType = s.headers[ i ] || "";
-		}
-	}
-} );
-
-
-jQuery._evalUrl = function( url, options, doc ) {
-	return jQuery.ajax( {
-		url: url,
-
-		// Make this explicit, since user can override this through ajaxSetup (#11264)
-		type: "GET",
-		dataType: "script",
-		cache: true,
-		async: false,
-		global: false,
-
-		// Only evaluate the response if it is successful (gh-4126)
-		// dataFilter is not invoked for failure responses, so using it instead
-		// of the default converter is kludgy but it works.
-		converters: {
-			"text script": function() {}
-		},
-		dataFilter: function( response ) {
-			jQuery.globalEval( response, options, doc );
-		}
-	} );
-};
-
-
-jQuery.fn.extend( {
-	wrapAll: function( html ) {
-		var wrap;
-
-		if ( this[ 0 ] ) {
-			if ( isFunction( html ) ) {
-				html = html.call( this[ 0 ] );
-			}
-
-			// The elements to wrap the target around
-			wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true );
-
-			if ( this[ 0 ].parentNode ) {
-				wrap.insertBefore( this[ 0 ] );
-			}
-
-			wrap.map( function() {
-				var elem = this;
-
-				while ( elem.firstElementChild ) {
-					elem = elem.firstElementChild;
-				}
-
-				return elem;
-			} ).append( this );
-		}
-
-		return this;
-	},
-
-	wrapInner: function( html ) {
-		if ( isFunction( html ) ) {
-			return this.each( function( i ) {
-				jQuery( this ).wrapInner( html.call( this, i ) );
-			} );
-		}
-
-		return this.each( function() {
-			var self = jQuery( this ),
-				contents = self.contents();
-
-			if ( contents.length ) {
-				contents.wrapAll( html );
-
-			} else {
-				self.append( html );
-			}
-		} );
-	},
-
-	wrap: function( html ) {
-		var htmlIsFunction = isFunction( html );
-
-		return this.each( function( i ) {
-			jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html );
-		} );
-	},
-
-	unwrap: function( selector ) {
-		this.parent( selector ).not( "body" ).each( function() {
-			jQuery( this ).replaceWith( this.childNodes );
-		} );
-		return this;
-	}
-} );
-
-
-jQuery.expr.pseudos.hidden = function( elem ) {
-	return !jQuery.expr.pseudos.visible( elem );
-};
-jQuery.expr.pseudos.visible = function( elem ) {
-	return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length );
-};
-
-
-
-
-jQuery.ajaxSettings.xhr = function() {
-	try {
-		return new window.XMLHttpRequest();
-	} catch ( e ) {}
-};
-
-var xhrSuccessStatus = {
-
-		// File protocol always yields status code 0, assume 200
-		0: 200,
-
-		// Support: IE <=9 only
-		// #1450: sometimes IE returns 1223 when it should be 204
-		1223: 204
-	},
-	xhrSupported = jQuery.ajaxSettings.xhr();
-
-support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported );
-support.ajax = xhrSupported = !!xhrSupported;
-
-jQuery.ajaxTransport( function( options ) {
-	var callback, errorCallback;
-
-	// Cross domain only allowed if supported through XMLHttpRequest
-	if ( support.cors || xhrSupported && !options.crossDomain ) {
-		return {
-			send: function( headers, complete ) {
-				var i,
-					xhr = options.xhr();
-
-				xhr.open(
-					options.type,
-					options.url,
-					options.async,
-					options.username,
-					options.password
-				);
-
-				// Apply custom fields if provided
-				if ( options.xhrFields ) {
-					for ( i in options.xhrFields ) {
-						xhr[ i ] = options.xhrFields[ i ];
-					}
-				}
-
-				// Override mime type if needed
-				if ( options.mimeType && xhr.overrideMimeType ) {
-					xhr.overrideMimeType( options.mimeType );
-				}
-
-				// X-Requested-With header
-				// For cross-domain requests, seeing as conditions for a preflight are
-				// akin to a jigsaw puzzle, we simply never set it to be sure.
-				// (it can always be set on a per-request basis or even using ajaxSetup)
-				// For same-domain requests, won't change header if already provided.
-				if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) {
-					headers[ "X-Requested-With" ] = "XMLHttpRequest";
-				}
-
-				// Set headers
-				for ( i in headers ) {
-					xhr.setRequestHeader( i, headers[ i ] );
-				}
-
-				// Callback
-				callback = function( type ) {
-					return function() {
-						if ( callback ) {
-							callback = errorCallback = xhr.onload =
-								xhr.onerror = xhr.onabort = xhr.ontimeout =
-									xhr.onreadystatechange = null;
-
-							if ( type === "abort" ) {
-								xhr.abort();
-							} else if ( type === "error" ) {
-
-								// Support: IE <=9 only
-								// On a manual native abort, IE9 throws
-								// errors on any property access that is not readyState
-								if ( typeof xhr.status !== "number" ) {
-									complete( 0, "error" );
-								} else {
-									complete(
-
-										// File: protocol always yields status 0; see #8605, #14207
-										xhr.status,
-										xhr.statusText
-									);
-								}
-							} else {
-								complete(
-									xhrSuccessStatus[ xhr.status ] || xhr.status,
-									xhr.statusText,
-
-									// Support: IE <=9 only
-									// IE9 has no XHR2 but throws on binary (trac-11426)
-									// For XHR2 non-text, let the caller handle it (gh-2498)
-									( xhr.responseType || "text" ) !== "text"  ||
-									typeof xhr.responseText !== "string" ?
-										{ binary: xhr.response } :
-										{ text: xhr.responseText },
-									xhr.getAllResponseHeaders()
-								);
-							}
-						}
-					};
-				};
-
-				// Listen to events
-				xhr.onload = callback();
-				errorCallback = xhr.onerror = xhr.ontimeout = callback( "error" );
-
-				// Support: IE 9 only
-				// Use onreadystatechange to replace onabort
-				// to handle uncaught aborts
-				if ( xhr.onabort !== undefined ) {
-					xhr.onabort = errorCallback;
-				} else {
-					xhr.onreadystatechange = function() {
-
-						// Check readyState before timeout as it changes
-						if ( xhr.readyState === 4 ) {
-
-							// Allow onerror to be called first,
-							// but that will not handle a native abort
-							// Also, save errorCallback to a variable
-							// as xhr.onerror cannot be accessed
-							window.setTimeout( function() {
-								if ( callback ) {
-									errorCallback();
-								}
-							} );
-						}
-					};
-				}
-
-				// Create the abort callback
-				callback = callback( "abort" );
-
-				try {
-
-					// Do send the request (this may raise an exception)
-					xhr.send( options.hasContent && options.data || null );
-				} catch ( e ) {
-
-					// #14683: Only rethrow if this hasn't been notified as an error yet
-					if ( callback ) {
-						throw e;
-					}
-				}
-			},
-
-			abort: function() {
-				if ( callback ) {
-					callback();
-				}
-			}
-		};
-	}
-} );
-
-
-
-
-// Prevent auto-execution of scripts when no explicit dataType was provided (See gh-2432)
-jQuery.ajaxPrefilter( function( s ) {
-	if ( s.crossDomain ) {
-		s.contents.script = false;
-	}
-} );
-
-// Install script dataType
-jQuery.ajaxSetup( {
-	accepts: {
-		script: "text/javascript, application/javascript, " +
-			"application/ecmascript, application/x-ecmascript"
-	},
-	contents: {
-		script: /\b(?:java|ecma)script\b/
-	},
-	converters: {
-		"text script": function( text ) {
-			jQuery.globalEval( text );
-			return text;
-		}
-	}
-} );
-
-// Handle cache's special case and crossDomain
-jQuery.ajaxPrefilter( "script", function( s ) {
-	if ( s.cache === undefined ) {
-		s.cache = false;
-	}
-	if ( s.crossDomain ) {
-		s.type = "GET";
-	}
-} );
-
-// Bind script tag hack transport
-jQuery.ajaxTransport( "script", function( s ) {
-
-	// This transport only deals with cross domain or forced-by-attrs requests
-	if ( s.crossDomain || s.scriptAttrs ) {
-		var script, callback;
-		return {
-			send: function( _, complete ) {
-				script = jQuery( "<script>" )
-					.attr( s.scriptAttrs || {} )
-					.prop( { charset: s.scriptCharset, src: s.url } )
-					.on( "load error", callback = function( evt ) {
-						script.remove();
-						callback = null;
-						if ( evt ) {
-							complete( evt.type === "error" ? 404 : 200, evt.type );
-						}
-					} );
-
-				// Use native DOM manipulation to avoid our domManip AJAX trickery
-				document.head.appendChild( script[ 0 ] );
-			},
-			abort: function() {
-				if ( callback ) {
-					callback();
-				}
-			}
-		};
-	}
-} );
-
-
-
-
-var oldCallbacks = [],
-	rjsonp = /(=)\?(?=&|$)|\?\?/;
-
-// Default jsonp settings
-jQuery.ajaxSetup( {
-	jsonp: "callback",
-	jsonpCallback: function() {
-		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce.guid++ ) );
-		this[ callback ] = true;
-		return callback;
-	}
-} );
-
-// Detect, normalize options and install callbacks for jsonp requests
-jQuery.ajaxPrefilter( "json jsonp", function( s, originalSettings, jqXHR ) {
-
-	var callbackName, overwritten, responseContainer,
-		jsonProp = s.jsonp !== false && ( rjsonp.test( s.url ) ?
-			"url" :
-			typeof s.data === "string" &&
-				( s.contentType || "" )
-					.indexOf( "application/x-www-form-urlencoded" ) === 0 &&
-				rjsonp.test( s.data ) && "data"
-		);
-
-	// Handle iff the expected data type is "jsonp" or we have a parameter to set
-	if ( jsonProp || s.dataTypes[ 0 ] === "jsonp" ) {
-
-		// Get callback name, remembering preexisting value associated with it
-		callbackName = s.jsonpCallback = isFunction( s.jsonpCallback ) ?
-			s.jsonpCallback() :
-			s.jsonpCallback;
-
-		// Insert callback into url or form data
-		if ( jsonProp ) {
-			s[ jsonProp ] = s[ jsonProp ].replace( rjsonp, "$1" + callbackName );
-		} else if ( s.jsonp !== false ) {
-			s.url += ( rquery.test( s.url ) ? "&" : "?" ) + s.jsonp + "=" + callbackName;
-		}
-
-		// Use data converter to retrieve json after script execution
-		s.converters[ "script json" ] = function() {
-			if ( !responseContainer ) {
-				jQuery.error( callbackName + " was not called" );
-			}
-			return responseContainer[ 0 ];
-		};
-
-		// Force json dataType
-		s.dataTypes[ 0 ] = "json";
-
-		// Install callback
-		overwritten = window[ callbackName ];
-		window[ callbackName ] = function() {
-			responseContainer = arguments;
-		};
-
-		// Clean-up function (fires after converters)
-		jqXHR.always( function() {
-
-			// If previous value didn't exist - remove it
-			if ( overwritten === undefined ) {
-				jQuery( window ).removeProp( callbackName );
-
-			// Otherwise restore preexisting value
-			} else {
-				window[ callbackName ] = overwritten;
-			}
-
-			// Save back as free
-			if ( s[ callbackName ] ) {
-
-				// Make sure that re-using the options doesn't screw things around
-				s.jsonpCallback = originalSettings.jsonpCallback;
-
-				// Save the callback name for future use
-				oldCallbacks.push( callbackName );
-			}
-
-			// Call if it was a function and we have a response
-			if ( responseContainer && isFunction( overwritten ) ) {
-				overwritten( responseContainer[ 0 ] );
-			}
-
-			responseContainer = overwritten = undefined;
-		} );
-
-		// Delegate to script
-		return "script";
-	}
-} );
-
-
-
-
-// Support: Safari 8 only
-// In Safari 8 documents created via document.implementation.createHTMLDocument
-// collapse sibling forms: the second one becomes a child of the first one.
-// Because of that, this security measure has to be disabled in Safari 8.
-// https://bugs.webkit.org/show_bug.cgi?id=137337
-support.createHTMLDocument = ( function() {
-	var body = document.implementation.createHTMLDocument( "" ).body;
-	body.innerHTML = "<form></form><form></form>";
-	return body.childNodes.length === 2;
-} )();
-
-
-// Argument "data" should be string of html
-// context (optional): If specified, the fragment will be created in this context,
-// defaults to document
-// keepScripts (optional): If true, will include scripts passed in the html string
-jQuery.parseHTML = function( data, context, keepScripts ) {
-	if ( typeof data !== "string" ) {
-		return [];
-	}
-	if ( typeof context === "boolean" ) {
-		keepScripts = context;
-		context = false;
-	}
-
-	var base, parsed, scripts;
-
-	if ( !context ) {
-
-		// Stop scripts or inline event handlers from being executed immediately
-		// by using document.implementation
-		if ( support.createHTMLDocument ) {
-			context = document.implementation.createHTMLDocument( "" );
-
-			// Set the base href for the created document
-			// so any parsed elements with URLs
-			// are based on the document's URL (gh-2965)
-			base = context.createElement( "base" );
-			base.href = document.location.href;
-			context.head.appendChild( base );
-		} else {
-			context = document;
-		}
-	}
-
-	parsed = rsingleTag.exec( data );
-	scripts = !keepScripts && [];
-
-	// Single tag
-	if ( parsed ) {
-		return [ context.createElement( parsed[ 1 ] ) ];
-	}
-
-	parsed = buildFragment( [ data ], context, scripts );
-
-	if ( scripts && scripts.length ) {
-		jQuery( scripts ).remove();
-	}
-
-	return jQuery.merge( [], parsed.childNodes );
-};
-
-
-/**
- * Load a url into a page
- */
-jQuery.fn.load = function( url, params, callback ) {
-	var selector, type, response,
-		self = this,
-		off = url.indexOf( " " );
-
-	if ( off > -1 ) {
-		selector = stripAndCollapse( url.slice( off ) );
-		url = url.slice( 0, off );
-	}
-
-	// If it's a function
-	if ( isFunction( params ) ) {
-
-		// We assume that it's the callback
-		callback = params;
-		params = undefined;
-
-	// Otherwise, build a param string
-	} else if ( params && typeof params === "object" ) {
-		type = "POST";
-	}
-
-	// If we have elements to modify, make the request
-	if ( self.length > 0 ) {
-		jQuery.ajax( {
-			url: url,
-
-			// If "type" variable is undefined, then "GET" method will be used.
-			// Make value of this field explicit since
-			// user can override it through ajaxSetup method
-			type: type || "GET",
-			dataType: "html",
-			data: params
-		} ).done( function( responseText ) {
-
-			// Save response for use in complete callback
-			response = arguments;
-
-			self.html( selector ?
-
-				// If a selector was specified, locate the right elements in a dummy div
-				// Exclude scripts to avoid IE 'Permission Denied' errors
-				jQuery( "<div>" ).append( jQuery.parseHTML( responseText ) ).find( selector ) :
-
-				// Otherwise use the full result
-				responseText );
-
-		// If the request succeeds, this function gets "data", "status", "jqXHR"
-		// but they are ignored because response was set above.
-		// If it fails, this function gets "jqXHR", "status", "error"
-		} ).always( callback && function( jqXHR, status ) {
-			self.each( function() {
-				callback.apply( this, response || [ jqXHR.responseText, status, jqXHR ] );
-			} );
-		} );
-	}
-
-	return this;
-};
-
-
-
-
-jQuery.expr.pseudos.animated = function( elem ) {
-	return jQuery.grep( jQuery.timers, function( fn ) {
-		return elem === fn.elem;
-	} ).length;
-};
-
-
-
-
-jQuery.offset = {
-	setOffset: function( elem, options, i ) {
-		var curPosition, curLeft, curCSSTop, curTop, curOffset, curCSSLeft, calculatePosition,
-			position = jQuery.css( elem, "position" ),
-			curElem = jQuery( elem ),
-			props = {};
-
-		// Set position first, in-case top/left are set even on static elem
-		if ( position === "static" ) {
-			elem.style.position = "relative";
-		}
-
-		curOffset = curElem.offset();
-		curCSSTop = jQuery.css( elem, "top" );
-		curCSSLeft = jQuery.css( elem, "left" );
-		calculatePosition = ( position === "absolute" || position === "fixed" ) &&
-			( curCSSTop + curCSSLeft ).indexOf( "auto" ) > -1;
-
-		// Need to be able to calculate position if either
-		// top or left is auto and position is either absolute or fixed
-		if ( calculatePosition ) {
-			curPosition = curElem.position();
-			curTop = curPosition.top;
-			curLeft = curPosition.left;
-
-		} else {
-			curTop = parseFloat( curCSSTop ) || 0;
-			curLeft = parseFloat( curCSSLeft ) || 0;
-		}
-
-		if ( isFunction( options ) ) {
-
-			// Use jQuery.extend here to allow modification of coordinates argument (gh-1848)
-			options = options.call( elem, i, jQuery.extend( {}, curOffset ) );
-		}
-
-		if ( options.top != null ) {
-			props.top = ( options.top - curOffset.top ) + curTop;
-		}
-		if ( options.left != null ) {
-			props.left = ( options.left - curOffset.left ) + curLeft;
-		}
-
-		if ( "using" in options ) {
-			options.using.call( elem, props );
-
-		} else {
-			if ( typeof props.top === "number" ) {
-				props.top += "px";
-			}
-			if ( typeof props.left === "number" ) {
-				props.left += "px";
-			}
-			curElem.css( props );
-		}
-	}
-};
-
-jQuery.fn.extend( {
-
-	// offset() relates an element's border box to the document origin
-	offset: function( options ) {
-
-		// Preserve chaining for setter
-		if ( arguments.length ) {
-			return options === undefined ?
-				this :
-				this.each( function( i ) {
-					jQuery.offset.setOffset( this, options, i );
-				} );
-		}
-
-		var rect, win,
-			elem = this[ 0 ];
-
-		if ( !elem ) {
-			return;
-		}
-
-		// Return zeros for disconnected and hidden (display: none) elements (gh-2310)
-		// Support: IE <=11 only
-		// Running getBoundingClientRect on a
-		// disconnected node in IE throws an error
-		if ( !elem.getClientRects().length ) {
-			return { top: 0, left: 0 };
-		}
-
-		// Get document-relative position by adding viewport scroll to viewport-relative gBCR
-		rect = elem.getBoundingClientRect();
-		win = elem.ownerDocument.defaultView;
-		return {
-			top: rect.top + win.pageYOffset,
-			left: rect.left + win.pageXOffset
-		};
-	},
-
-	// position() relates an element's margin box to its offset parent's padding box
-	// This corresponds to the behavior of CSS absolute positioning
-	position: function() {
-		if ( !this[ 0 ] ) {
-			return;
-		}
-
-		var offsetParent, offset, doc,
-			elem = this[ 0 ],
-			parentOffset = { top: 0, left: 0 };
-
-		// position:fixed elements are offset from the viewport, which itself always has zero offset
-		if ( jQuery.css( elem, "position" ) === "fixed" ) {
-
-			// Assume position:fixed implies availability of getBoundingClientRect
-			offset = elem.getBoundingClientRect();
-
-		} else {
-			offset = this.offset();
-
-			// Account for the *real* offset parent, which can be the document or its root element
-			// when a statically positioned element is identified
-			doc = elem.ownerDocument;
-			offsetParent = elem.offsetParent || doc.documentElement;
-			while ( offsetParent &&
-				( offsetParent === doc.body || offsetParent === doc.documentElement ) &&
-				jQuery.css( offsetParent, "position" ) === "static" ) {
-
-				offsetParent = offsetParent.parentNode;
-			}
-			if ( offsetParent && offsetParent !== elem && offsetParent.nodeType === 1 ) {
-
-				// Incorporate borders into its offset, since they are outside its content origin
-				parentOffset = jQuery( offsetParent ).offset();
-				parentOffset.top += jQuery.css( offsetParent, "borderTopWidth", true );
-				parentOffset.left += jQuery.css( offsetParent, "borderLeftWidth", true );
-			}
-		}
-
-		// Subtract parent offsets and element margins
-		return {
-			top: offset.top - parentOffset.top - jQuery.css( elem, "marginTop", true ),
-			left: offset.left - parentOffset.left - jQuery.css( elem, "marginLeft", true )
-		};
-	},
-
-	// This method will return documentElement in the following cases:
-	// 1) For the element inside the iframe without offsetParent, this method will return
-	//    documentElement of the parent window
-	// 2) For the hidden or detached element
-	// 3) For body or html element, i.e. in case of the html node - it will return itself
-	//
-	// but those exceptions were never presented as a real life use-cases
-	// and might be considered as more preferable results.
-	//
-	// This logic, however, is not guaranteed and can change at any point in the future
-	offsetParent: function() {
-		return this.map( function() {
-			var offsetParent = this.offsetParent;
-
-			while ( offsetParent && jQuery.css( offsetParent, "position" ) === "static" ) {
-				offsetParent = offsetParent.offsetParent;
-			}
-
-			return offsetParent || documentElement;
-		} );
-	}
-} );
-
-// Create scrollLeft and scrollTop methods
-jQuery.each( { scrollLeft: "pageXOffset", scrollTop: "pageYOffset" }, function( method, prop ) {
-	var top = "pageYOffset" === prop;
-
-	jQuery.fn[ method ] = function( val ) {
-		return access( this, function( elem, method, val ) {
-
-			// Coalesce documents and windows
-			var win;
-			if ( isWindow( elem ) ) {
-				win = elem;
-			} else if ( elem.nodeType === 9 ) {
-				win = elem.defaultView;
-			}
-
-			if ( val === undefined ) {
-				return win ? win[ prop ] : elem[ method ];
-			}
-
-			if ( win ) {
-				win.scrollTo(
-					!top ? val : win.pageXOffset,
-					top ? val : win.pageYOffset
-				);
-
-			} else {
-				elem[ method ] = val;
-			}
-		}, method, val, arguments.length );
-	};
-} );
-
-// Support: Safari <=7 - 9.1, Chrome <=37 - 49
-// Add the top/left cssHooks using jQuery.fn.position
-// Webkit bug: https://bugs.webkit.org/show_bug.cgi?id=29084
-// Blink bug: https://bugs.chromium.org/p/chromium/issues/detail?id=589347
-// getComputedStyle returns percent when specified for top/left/bottom/right;
-// rather than make the css module depend on the offset module, just check for it here
-jQuery.each( [ "top", "left" ], function( _i, prop ) {
-	jQuery.cssHooks[ prop ] = addGetHookIf( support.pixelPosition,
-		function( elem, computed ) {
-			if ( computed ) {
-				computed = curCSS( elem, prop );
-
-				// If curCSS returns percentage, fallback to offset
-				return rnumnonpx.test( computed ) ?
-					jQuery( elem ).position()[ prop ] + "px" :
-					computed;
-			}
-		}
-	);
-} );
-
-
-// Create innerHeight, innerWidth, height, width, outerHeight and outerWidth methods
-jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
-	jQuery.each( { padding: "inner" + name, content: type, "": "outer" + name },
-		function( defaultExtra, funcName ) {
-
-		// Margin is only for outerHeight, outerWidth
-		jQuery.fn[ funcName ] = function( margin, value ) {
-			var chainable = arguments.length && ( defaultExtra || typeof margin !== "boolean" ),
-				extra = defaultExtra || ( margin === true || value === true ? "margin" : "border" );
-
-			return access( this, function( elem, type, value ) {
-				var doc;
-
-				if ( isWindow( elem ) ) {
-
-					// $( window ).outerWidth/Height return w/h including scrollbars (gh-1729)
-					return funcName.indexOf( "outer" ) === 0 ?
-						elem[ "inner" + name ] :
-						elem.document.documentElement[ "client" + name ];
-				}
-
-				// Get document width or height
-				if ( elem.nodeType === 9 ) {
-					doc = elem.documentElement;
-
-					// Either scroll[Width/Height] or offset[Width/Height] or client[Width/Height],
-					// whichever is greatest
-					return Math.max(
-						elem.body[ "scroll" + name ], doc[ "scroll" + name ],
-						elem.body[ "offset" + name ], doc[ "offset" + name ],
-						doc[ "client" + name ]
-					);
-				}
-
-				return value === undefined ?
-
-					// Get width or height on the element, requesting but not forcing parseFloat
-					jQuery.css( elem, type, extra ) :
-
-					// Set width or height on the element
-					jQuery.style( elem, type, value, extra );
-			}, type, chainable ? margin : undefined, chainable );
-		};
-	} );
-} );
-
-
-jQuery.each( [
-	"ajaxStart",
-	"ajaxStop",
-	"ajaxComplete",
-	"ajaxError",
-	"ajaxSuccess",
-	"ajaxSend"
-], function( _i, type ) {
-	jQuery.fn[ type ] = function( fn ) {
-		return this.on( type, fn );
-	};
-} );
-
-
-
-
-jQuery.fn.extend( {
-
-	bind: function( types, data, fn ) {
-		return this.on( types, null, data, fn );
-	},
-	unbind: function( types, fn ) {
-		return this.off( types, null, fn );
-	},
-
-	delegate: function( selector, types, data, fn ) {
-		return this.on( types, selector, data, fn );
-	},
-	undelegate: function( selector, types, fn ) {
-
-		// ( namespace ) or ( selector, types [, fn] )
-		return arguments.length === 1 ?
-			this.off( selector, "**" ) :
-			this.off( types, selector || "**", fn );
-	},
-
-	hover: function( fnOver, fnOut ) {
-		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
-	}
-} );
-
-jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " +
-	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
-	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
-	function( _i, name ) {
-
-		// Handle event binding
-		jQuery.fn[ name ] = function( data, fn ) {
-			return arguments.length > 0 ?
-				this.on( name, null, data, fn ) :
-				this.trigger( name );
-		};
-	} );
-
-
-
-
-// Support: Android <=4.0 only
-// Make sure we trim BOM and NBSP
-var rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g;
-
-// Bind a function to a context, optionally partially applying any
-// arguments.
-// jQuery.proxy is deprecated to promote standards (specifically Function#bind)
-// However, it is not slated for removal any time soon
-jQuery.proxy = function( fn, context ) {
-	var tmp, args, proxy;
-
-	if ( typeof context === "string" ) {
-		tmp = fn[ context ];
-		context = fn;
-		fn = tmp;
-	}
-
-	// Quick check to determine if target is callable, in the spec
-	// this throws a TypeError, but we will just return undefined.
-	if ( !isFunction( fn ) ) {
-		return undefined;
-	}
-
-	// Simulated bind
-	args = slice.call( arguments, 2 );
-	proxy = function() {
-		return fn.apply( context || this, args.concat( slice.call( arguments ) ) );
-	};
-
-	// Set the guid of unique handler to the same of original handler, so it can be removed
-	proxy.guid = fn.guid = fn.guid || jQuery.guid++;
-
-	return proxy;
-};
-
-jQuery.holdReady = function( hold ) {
-	if ( hold ) {
-		jQuery.readyWait++;
-	} else {
-		jQuery.ready( true );
-	}
-};
-jQuery.isArray = Array.isArray;
-jQuery.parseJSON = JSON.parse;
-jQuery.nodeName = nodeName;
-jQuery.isFunction = isFunction;
-jQuery.isWindow = isWindow;
-jQuery.camelCase = camelCase;
-jQuery.type = toType;
-
-jQuery.now = Date.now;
-
-jQuery.isNumeric = function( obj ) {
-
-	// As of jQuery 3.0, isNumeric is limited to
-	// strings and numbers (primitives or objects)
-	// that can be coerced to finite numbers (gh-2662)
-	var type = jQuery.type( obj );
-	return ( type === "number" || type === "string" ) &&
-
-		// parseFloat NaNs numeric-cast false positives ("")
-		// ...but misinterprets leading-number strings, particularly hex literals ("0x...")
-		// subtraction forces infinities to NaN
-		!isNaN( obj - parseFloat( obj ) );
-};
-
-jQuery.trim = function( text ) {
-	return text == null ?
-		"" :
-		( text + "" ).replace( rtrim, "" );
-};
-
-
-
-// Register as a named AMD module, since jQuery can be concatenated with other
-// files that may use define, but not via a proper concatenation script that
-// understands anonymous AMD modules. A named AMD is safest and most robust
-// way to register. Lowercase jquery is used because AMD module names are
-// derived from file names, and jQuery is normally delivered in a lowercase
-// file name. Do this after creating the global so that if an AMD module wants
-// to call noConflict to hide this version of jQuery, it will work.
-
-// Note that for maximum portability, libraries that are not jQuery should
-// declare themselves as anonymous modules, and avoid setting a global if an
-// AMD loader is present. jQuery is a special case. For more information, see
-// https://github.com/jrburke/requirejs/wiki/Updating-existing-libraries#wiki-anon
-
-if ( typeof define === "function" && define.amd ) {
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diff --git a/docs/_build/html/_static/jquery.js b/docs/_build/html/_static/jquery.js
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index b061403..0000000
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+++ /dev/null
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diff --git a/docs/_build/html/_static/language_data.js b/docs/_build/html/_static/language_data.js
index ebe2f03..250f566 100644
--- a/docs/_build/html/_static/language_data.js
+++ b/docs/_build/html/_static/language_data.js
@@ -5,12 +5,12 @@
  * This script contains the language-specific data used by searchtools.js,
  * namely the list of stopwords, stemmer, scorer and splitter.
  *
- * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
 
-var stopwords = ["a","and","are","as","at","be","but","by","for","if","in","into","is","it","near","no","not","of","on","or","such","that","the","their","then","there","these","they","this","to","was","will","with"];
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
 
 
 /* Non-minified version is copied as a separate JS file, is available */
@@ -197,101 +197,3 @@ var Stemmer = function() {
   }
 }
 
-
-
-
-var splitChars = (function() {
-    var result = {};
-    var singles = [96, 180, 187, 191, 215, 247, 749, 885, 903, 907, 909, 930, 1014, 1648,
-         1748, 1809, 2416, 2473, 2481, 2526, 2601, 2609, 2612, 2615, 2653, 2702,
-         2706, 2729, 2737, 2740, 2857, 2865, 2868, 2910, 2928, 2948, 2961, 2971,
-         2973, 3085, 3089, 3113, 3124, 3213, 3217, 3241, 3252, 3295, 3341, 3345,
-         3369, 3506, 3516, 3633, 3715, 3721, 3736, 3744, 3748, 3750, 3756, 3761,
-         3781, 3912, 4239, 4347, 4681, 4695, 4697, 4745, 4785, 4799, 4801, 4823,
-         4881, 5760, 5901, 5997, 6313, 7405, 8024, 8026, 8028, 8030, 8117, 8125,
-         8133, 8181, 8468, 8485, 8487, 8489, 8494, 8527, 11311, 11359, 11687, 11695,
-         11703, 11711, 11719, 11727, 11735, 12448, 12539, 43010, 43014, 43019, 43587,
-         43696, 43713, 64286, 64297, 64311, 64317, 64319, 64322, 64325, 65141];
-    var i, j, start, end;
-    for (i = 0; i < singles.length; i++) {
-        result[singles[i]] = true;
-    }
-    var ranges = [[0, 47], [58, 64], [91, 94], [123, 169], [171, 177], [182, 184], [706, 709],
-         [722, 735], [741, 747], [751, 879], [888, 889], [894, 901], [1154, 1161],
-         [1318, 1328], [1367, 1368], [1370, 1376], [1416, 1487], [1515, 1519], [1523, 1568],
-         [1611, 1631], [1642, 1645], [1750, 1764], [1767, 1773], [1789, 1790], [1792, 1807],
-         [1840, 1868], [1958, 1968], [1970, 1983], [2027, 2035], [2038, 2041], [2043, 2047],
-         [2070, 2073], [2075, 2083], [2085, 2087], [2089, 2307], [2362, 2364], [2366, 2383],
-         [2385, 2391], [2402, 2405], [2419, 2424], [2432, 2436], [2445, 2446], [2449, 2450],
-         [2483, 2485], [2490, 2492], [2494, 2509], [2511, 2523], [2530, 2533], [2546, 2547],
-         [2554, 2564], [2571, 2574], [2577, 2578], [2618, 2648], [2655, 2661], [2672, 2673],
-         [2677, 2692], [2746, 2748], [2750, 2767], [2769, 2783], [2786, 2789], [2800, 2820],
-         [2829, 2830], [2833, 2834], [2874, 2876], [2878, 2907], [2914, 2917], [2930, 2946],
-         [2955, 2957], [2966, 2968], [2976, 2978], [2981, 2983], [2987, 2989], [3002, 3023],
-         [3025, 3045], [3059, 3076], [3130, 3132], [3134, 3159], [3162, 3167], [3170, 3173],
-         [3184, 3191], [3199, 3204], [3258, 3260], [3262, 3293], [3298, 3301], [3312, 3332],
-         [3386, 3388], [3390, 3423], [3426, 3429], [3446, 3449], [3456, 3460], [3479, 3481],
-         [3518, 3519], [3527, 3584], [3636, 3647], [3655, 3663], [3674, 3712], [3717, 3718],
-         [3723, 3724], [3726, 3731], [3752, 3753], [3764, 3772], [3774, 3775], [3783, 3791],
-         [3802, 3803], [3806, 3839], [3841, 3871], [3892, 3903], [3949, 3975], [3980, 4095],
-         [4139, 4158], [4170, 4175], [4182, 4185], [4190, 4192], [4194, 4196], [4199, 4205],
-         [4209, 4212], [4226, 4237], [4250, 4255], [4294, 4303], [4349, 4351], [4686, 4687],
-         [4702, 4703], [4750, 4751], [4790, 4791], [4806, 4807], [4886, 4887], [4955, 4968],
-         [4989, 4991], [5008, 5023], [5109, 5120], [5741, 5742], [5787, 5791], [5867, 5869],
-         [5873, 5887], [5906, 5919], [5938, 5951], [5970, 5983], [6001, 6015], [6068, 6102],
-         [6104, 6107], [6109, 6111], [6122, 6127], [6138, 6159], [6170, 6175], [6264, 6271],
-         [6315, 6319], [6390, 6399], [6429, 6469], [6510, 6511], [6517, 6527], [6572, 6592],
-         [6600, 6607], [6619, 6655], [6679, 6687], [6741, 6783], [6794, 6799], [6810, 6822],
-         [6824, 6916], [6964, 6980], [6988, 6991], [7002, 7042], [7073, 7085], [7098, 7167],
-         [7204, 7231], [7242, 7244], [7294, 7400], [7410, 7423], [7616, 7679], [7958, 7959],
-         [7966, 7967], [8006, 8007], [8014, 8015], [8062, 8063], [8127, 8129], [8141, 8143],
-         [8148, 8149], [8156, 8159], [8173, 8177], [8189, 8303], [8306, 8307], [8314, 8318],
-         [8330, 8335], [8341, 8449], [8451, 8454], [8456, 8457], [8470, 8472], [8478, 8483],
-         [8506, 8507], [8512, 8516], [8522, 8525], [8586, 9311], [9372, 9449], [9472, 10101],
-         [10132, 11263], [11493, 11498], [11503, 11516], [11518, 11519], [11558, 11567],
-         [11622, 11630], [11632, 11647], [11671, 11679], [11743, 11822], [11824, 12292],
-         [12296, 12320], [12330, 12336], [12342, 12343], [12349, 12352], [12439, 12444],
-         [12544, 12548], [12590, 12592], [12687, 12689], [12694, 12703], [12728, 12783],
-         [12800, 12831], [12842, 12880], [12896, 12927], [12938, 12976], [12992, 13311],
-         [19894, 19967], [40908, 40959], [42125, 42191], [42238, 42239], [42509, 42511],
-         [42540, 42559], [42592, 42593], [42607, 42622], [42648, 42655], [42736, 42774],
-         [42784, 42785], [42889, 42890], [42893, 43002], [43043, 43055], [43062, 43071],
-         [43124, 43137], [43188, 43215], [43226, 43249], [43256, 43258], [43260, 43263],
-         [43302, 43311], [43335, 43359], [43389, 43395], [43443, 43470], [43482, 43519],
-         [43561, 43583], [43596, 43599], [43610, 43615], [43639, 43641], [43643, 43647],
-         [43698, 43700], [43703, 43704], [43710, 43711], [43715, 43738], [43742, 43967],
-         [44003, 44015], [44026, 44031], [55204, 55215], [55239, 55242], [55292, 55295],
-         [57344, 63743], [64046, 64047], [64110, 64111], [64218, 64255], [64263, 64274],
-         [64280, 64284], [64434, 64466], [64830, 64847], [64912, 64913], [64968, 65007],
-         [65020, 65135], [65277, 65295], [65306, 65312], [65339, 65344], [65371, 65381],
-         [65471, 65473], [65480, 65481], [65488, 65489], [65496, 65497]];
-    for (i = 0; i < ranges.length; i++) {
-        start = ranges[i][0];
-        end = ranges[i][1];
-        for (j = start; j <= end; j++) {
-            result[j] = true;
-        }
-    }
-    return result;
-})();
-
-function splitQuery(query) {
-    var result = [];
-    var start = -1;
-    for (var i = 0; i < query.length; i++) {
-        if (splitChars[query.charCodeAt(i)]) {
-            if (start !== -1) {
-                result.push(query.slice(start, i));
-                start = -1;
-            }
-        } else if (start === -1) {
-            start = i;
-        }
-    }
-    if (start !== -1) {
-        result.push(query.slice(start));
-    }
-    return result;
-}
-
-
diff --git a/docs/_build/html/_static/nbsphinx-code-cells.css b/docs/_build/html/_static/nbsphinx-code-cells.css
index a3fb27c..199fa5a 100644
--- a/docs/_build/html/_static/nbsphinx-code-cells.css
+++ b/docs/_build/html/_static/nbsphinx-code-cells.css
@@ -62,16 +62,12 @@ div.nblast.container {
 }
 
 /* input prompt */
-div.nbinput.container div.prompt pre,
-/* for sphinx_immaterial theme: */
-div.nbinput.container div.prompt pre > code {
+div.nbinput.container div.prompt pre {
     color: #307FC1;
 }
 
 /* output prompt */
-div.nboutput.container div.prompt pre,
-/* for sphinx_immaterial theme: */
-div.nboutput.container div.prompt pre > code {
+div.nboutput.container div.prompt pre {
     color: #BF5B3D;
 }
 
@@ -208,10 +204,8 @@ div.nboutput.container div.output_area > div[class^='highlight']{
     overflow-y: hidden;
 }
 
-/* hide copy button on prompts for 'sphinx_copybutton' extension ... */
-.prompt .copybtn,
-/* ... and 'sphinx_immaterial' theme */
-.prompt .md-clipboard.md-icon {
+/* hide copybtn icon on prompts (needed for 'sphinx_copybutton') */
+.prompt .copybtn {
     display: none;
 }
 
diff --git a/docs/_build/html/_static/searchtools.js b/docs/_build/html/_static/searchtools.js
index 0a44e85..97d56a7 100644
--- a/docs/_build/html/_static/searchtools.js
+++ b/docs/_build/html/_static/searchtools.js
@@ -4,22 +4,24 @@
  *
  * Sphinx JavaScript utilities for the full-text search.
  *
- * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
+"use strict";
 
-if (!Scorer) {
-  /**
-   * Simple result scoring code.
-   */
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
   var Scorer = {
     // Implement the following function to further tweak the score for each result
-    // The function takes a result array [filename, title, anchor, descr, score]
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
     // and returns the new score.
     /*
-    score: function(result) {
-      return result[4];
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
     },
     */
 
@@ -28,9 +30,11 @@ if (!Scorer) {
     // or matches in the last dotted part of the object name
     objPartialMatch: 6,
     // Additive scores depending on the priority of the object
-    objPrio: {0:  15,   // used to be importantResults
-              1:  5,   // used to be objectResults
-              2: -5},  // used to be unimportantResults
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
     //  Used when the priority is not in the mapping.
     objPrioDefault: 0,
 
@@ -39,452 +43,495 @@ if (!Scorer) {
     partialTitle: 7,
     // query found in terms
     term: 5,
-    partialTerm: 2
+    partialTerm: 2,
   };
 }
 
-if (!splitQuery) {
-  function splitQuery(query) {
-    return query.split(/\s+/);
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, searchTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+
+  const [docName, title, anchor, descr, score, _filename] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = docUrlRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = docUrlRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
   }
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + anchor;
+  linkEl.dataset.score = score;
+  linkEl.innerHTML = title;
+  if (descr)
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms)
+          );
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      `Search finished, found ${resultCount} page(s) matching the search query.`
+    );
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  searchTerms
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), searchTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, searchTerms),
+      5
+    );
+  }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
 }
 
 /**
  * Search Module
  */
-var Search = {
-
-  _index : null,
-  _queued_query : null,
-  _pulse_status : -1,
-
-  htmlToText : function(htmlString) {
-      var virtualDocument = document.implementation.createHTMLDocument('virtual');
-      var htmlElement = $(htmlString, virtualDocument);
-      htmlElement.find('.headerlink').remove();
-      docContent = htmlElement.find('[role=main]')[0];
-      if(docContent === undefined) {
-          console.warn("Content block not found. Sphinx search tries to obtain it " +
-                       "via '[role=main]'. Could you check your theme or template.");
-          return "";
-      }
-      return docContent.textContent || docContent.innerText;
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template."
+    );
+    return "";
   },
 
-  init : function() {
-      var params = $.getQueryParameters();
-      if (params.q) {
-          var query = params.q[0];
-          $('input[name="q"]')[0].value = query;
-          this.performSearch(query);
-      }
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
   },
 
-  loadIndex : function(url) {
-    $.ajax({type: "GET", url: url, data: null,
-            dataType: "script", cache: true,
-            complete: function(jqxhr, textstatus) {
-              if (textstatus != "success") {
-                document.getElementById("searchindexloader").src = url;
-              }
-            }});
-  },
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
 
-  setIndex : function(index) {
-    var q;
-    this._index = index;
-    if ((q = this._queued_query) !== null) {
-      this._queued_query = null;
-      Search.query(q);
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
     }
   },
 
-  hasIndex : function() {
-      return this._index !== null;
-  },
+  hasIndex: () => Search._index !== null,
 
-  deferQuery : function(query) {
-      this._queued_query = query;
-  },
+  deferQuery: (query) => (Search._queued_query = query),
 
-  stopPulse : function() {
-      this._pulse_status = 0;
-  },
+  stopPulse: () => (Search._pulse_status = -1),
 
-  startPulse : function() {
-    if (this._pulse_status >= 0)
-        return;
-    function pulse() {
-      var i;
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
       Search._pulse_status = (Search._pulse_status + 1) % 4;
-      var dotString = '';
-      for (i = 0; i < Search._pulse_status; i++)
-        dotString += '.';
-      Search.dots.text(dotString);
-      if (Search._pulse_status > -1)
-        window.setTimeout(pulse, 500);
-    }
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
     pulse();
   },
 
   /**
    * perform a search for something (or wait until index is loaded)
    */
-  performSearch : function(query) {
+  performSearch: (query) => {
     // create the required interface elements
-    this.out = $('#search-results');
-    this.title = $('<h2>' + _('Searching') + '</h2>').appendTo(this.out);
-    this.dots = $('<span></span>').appendTo(this.title);
-    this.status = $('<p class="search-summary">&nbsp;</p>').appendTo(this.out);
-    this.output = $('<ul class="search"/>').appendTo(this.out);
-
-    $('#search-progress').text(_('Preparing search...'));
-    this.startPulse();
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
 
     // index already loaded, the browser was quick!
-    if (this.hasIndex())
-      this.query(query);
-    else
-      this.deferQuery(query);
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
   },
 
   /**
    * execute search (requires search index to be loaded)
    */
-  query : function(query) {
-    var i;
-
-    // stem the searchterms and add them to the correct list
-    var stemmer = new Stemmer();
-    var searchterms = [];
-    var excluded = [];
-    var hlterms = [];
-    var tmp = splitQuery(query);
-    var objectterms = [];
-    for (i = 0; i < tmp.length; i++) {
-      if (tmp[i] !== "") {
-          objectterms.push(tmp[i].toLowerCase());
-      }
+  query: (query) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
+    const allTitles = Search._index.alltitles;
+    const indexEntries = Search._index.indexentries;
+
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
 
-      if ($u.indexOf(stopwords, tmp[i].toLowerCase()) != -1 || tmp[i] === "") {
-        // skip this "word"
-        continue;
-      }
       // stem the word
-      var word = stemmer.stemWord(tmp[i].toLowerCase());
-      var toAppend;
+      let word = stemmer.stemWord(queryTermLower);
       // select the correct list
-      if (word[0] == '-') {
-        toAppend = excluded;
-        word = word.substr(1);
-      }
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
       else {
-        toAppend = searchterms;
-        hlterms.push(tmp[i].toLowerCase());
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
       }
-      // only add if not already in the list
-      if (!$u.contains(toAppend, word))
-        toAppend.push(word);
-    }
-    var highlightstring = '?highlight=' + $.urlencode(hlterms.join(" "));
+    });
 
-    // console.debug('SEARCH: searching for:');
-    // console.info('required: ', searchterms);
-    // console.info('excluded: ', excluded);
+    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
+      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
+    }
 
-    // prepare search
-    var terms = this._index.terms;
-    var titleterms = this._index.titleterms;
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
+
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
+
+    const queryLower = query.toLowerCase();
+    for (const [title, foundTitles] of Object.entries(allTitles)) {
+      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
+        for (const [file, id] of foundTitles) {
+          let score = Math.round(100 * queryLower.length / title.length)
+          results.push([
+            docNames[file],
+            titles[file] !== title ? `${titles[file]} > ${title}` : title,
+            id !== null ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
 
-    // array of [filename, title, anchor, descr, score]
-    var results = [];
-    $('#search-progress').empty();
+    // search for explicit entries in index directives
+    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
+      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
+        for (const [file, id] of foundEntries) {
+          let score = Math.round(100 * queryLower.length / entry.length)
+          results.push([
+            docNames[file],
+            titles[file],
+            id ? "#" + id : "",
+            null,
+            score,
+            filenames[file],
+          ]);
+        }
+      }
+    }
 
     // lookup as object
-    for (i = 0; i < objectterms.length; i++) {
-      var others = [].concat(objectterms.slice(0, i),
-                             objectterms.slice(i+1, objectterms.length));
-      results = results.concat(this.performObjectSearch(objectterms[i], others));
-    }
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
 
     // lookup as search terms in fulltext
-    results = results.concat(this.performTermsSearch(searchterms, excluded, terms, titleterms));
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
 
     // let the scorer override scores with a custom scoring function
-    if (Scorer.score) {
-      for (i = 0; i < results.length; i++)
-        results[i][4] = Scorer.score(results[i]);
-    }
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
 
     // now sort the results by score (in opposite order of appearance, since the
     // display function below uses pop() to retrieve items) and then
     // alphabetically
-    results.sort(function(a, b) {
-      var left = a[4];
-      var right = b[4];
-      if (left > right) {
-        return 1;
-      } else if (left < right) {
-        return -1;
-      } else {
+    results.sort((a, b) => {
+      const leftScore = a[4];
+      const rightScore = b[4];
+      if (leftScore === rightScore) {
         // same score: sort alphabetically
-        left = a[1].toLowerCase();
-        right = b[1].toLowerCase();
-        return (left > right) ? -1 : ((left < right) ? 1 : 0);
+        const leftTitle = a[1].toLowerCase();
+        const rightTitle = b[1].toLowerCase();
+        if (leftTitle === rightTitle) return 0;
+        return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
       }
+      return leftScore > rightScore ? 1 : -1;
     });
 
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    results = results.reverse();
+
     // for debugging
     //Search.lastresults = results.slice();  // a copy
-    //console.info('search results:', Search.lastresults);
+    // console.info("search results:", Search.lastresults);
 
     // print the results
-    var resultCount = results.length;
-    function displayNextItem() {
-      // results left, load the summary and display it
-      if (results.length) {
-        var item = results.pop();
-        var listItem = $('<li></li>');
-        var requestUrl = "";
-        var linkUrl = "";
-        if (DOCUMENTATION_OPTIONS.BUILDER === 'dirhtml') {
-          // dirhtml builder
-          var dirname = item[0] + '/';
-          if (dirname.match(/\/index\/$/)) {
-            dirname = dirname.substring(0, dirname.length-6);
-          } else if (dirname == 'index/') {
-            dirname = '';
-          }
-          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + dirname;
-          linkUrl = requestUrl;
-
-        } else {
-          // normal html builders
-          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + item[0] + DOCUMENTATION_OPTIONS.FILE_SUFFIX;
-          linkUrl = item[0] + DOCUMENTATION_OPTIONS.LINK_SUFFIX;
-        }
-        listItem.append($('<a/>').attr('href',
-            linkUrl +
-            highlightstring + item[2]).html(item[1]));
-        if (item[3]) {
-          listItem.append($('<span> (' + item[3] + ')</span>'));
-          Search.output.append(listItem);
-          setTimeout(function() {
-            displayNextItem();
-          }, 5);
-        } else if (DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY) {
-          $.ajax({url: requestUrl,
-                  dataType: "text",
-                  complete: function(jqxhr, textstatus) {
-                    var data = jqxhr.responseText;
-                    if (data !== '' && data !== undefined) {
-                      var summary = Search.makeSearchSummary(data, searchterms, hlterms);
-                      if (summary) {
-                        listItem.append(summary);
-                      }
-                    }
-                    Search.output.append(listItem);
-                    setTimeout(function() {
-                      displayNextItem();
-                    }, 5);
-                  }});
-        } else {
-          // just display title
-          Search.output.append(listItem);
-          setTimeout(function() {
-            displayNextItem();
-          }, 5);
-        }
-      }
-      // search finished, update title and status message
-      else {
-        Search.stopPulse();
-        Search.title.text(_('Search Results'));
-        if (!resultCount)
-          Search.status.text(_('Your search did not match any documents. Please make sure that all words are spelled correctly and that you\'ve selected enough categories.'));
-        else
-            Search.status.text(_('Search finished, found %s page(s) matching the search query.').replace('%s', resultCount));
-        Search.status.fadeIn(500);
-      }
-    }
-    displayNextItem();
+    _displayNextItem(results, results.length, searchTerms);
   },
 
   /**
    * search for object names
    */
-  performObjectSearch : function(object, otherterms) {
-    var filenames = this._index.filenames;
-    var docnames = this._index.docnames;
-    var objects = this._index.objects;
-    var objnames = this._index.objnames;
-    var titles = this._index.titles;
-
-    var i;
-    var results = [];
-
-    for (var prefix in objects) {
-      for (var iMatch = 0; iMatch != objects[prefix].length; ++iMatch) {
-        var match = objects[prefix][iMatch];
-        var name = match[4];
-        var fullname = (prefix ? prefix + '.' : '') + name;
-        var fullnameLower = fullname.toLowerCase()
-        if (fullnameLower.indexOf(object) > -1) {
-          var score = 0;
-          var parts = fullnameLower.split('.');
-          // check for different match types: exact matches of full name or
-          // "last name" (i.e. last dotted part)
-          if (fullnameLower == object || parts[parts.length - 1] == object) {
-            score += Scorer.objNameMatch;
-          // matches in last name
-          } else if (parts[parts.length - 1].indexOf(object) > -1) {
-            score += Scorer.objPartialMatch;
-          }
-          var objname = objnames[match[1]][2];
-          var title = titles[match[0]];
-          // If more than one term searched for, we require other words to be
-          // found in the name/title/description
-          if (otherterms.length > 0) {
-            var haystack = (prefix + ' ' + name + ' ' +
-                            objname + ' ' + title).toLowerCase();
-            var allfound = true;
-            for (i = 0; i < otherterms.length; i++) {
-              if (haystack.indexOf(otherterms[i]) == -1) {
-                allfound = false;
-                break;
-              }
-            }
-            if (!allfound) {
-              continue;
-            }
-          }
-          var descr = objname + _(', in ') + title;
-
-          var anchor = match[3];
-          if (anchor === '')
-            anchor = fullname;
-          else if (anchor == '-')
-            anchor = objnames[match[1]][1] + '-' + fullname;
-          // add custom score for some objects according to scorer
-          if (Scorer.objPrio.hasOwnProperty(match[2])) {
-            score += Scorer.objPrio[match[2]];
-          } else {
-            score += Scorer.objPrioDefault;
-          }
-          results.push([docnames[match[0]], fullname, '#'+anchor, descr, score, filenames[match[0]]]);
-        }
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
       }
-    }
 
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
     return results;
   },
 
-  /**
-   * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions
-   */
-  escapeRegExp : function(string) {
-    return string.replace(/[.*+\-?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
-  },
-
   /**
    * search for full-text terms in the index
    */
-  performTermsSearch : function(searchterms, excluded, terms, titleterms) {
-    var docnames = this._index.docnames;
-    var filenames = this._index.filenames;
-    var titles = this._index.titles;
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const titles = Search._index.titles;
 
-    var i, j, file;
-    var fileMap = {};
-    var scoreMap = {};
-    var results = [];
+    const scoreMap = new Map();
+    const fileMap = new Map();
 
     // perform the search on the required terms
-    for (i = 0; i < searchterms.length; i++) {
-      var word = searchterms[i];
-      var files = [];
-      var _o = [
-        {files: terms[word], score: Scorer.term},
-        {files: titleterms[word], score: Scorer.title}
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
       ];
       // add support for partial matches
       if (word.length > 2) {
-        var word_regex = this.escapeRegExp(word);
-        for (var w in terms) {
-          if (w.match(word_regex) && !terms[word]) {
-            _o.push({files: terms[w], score: Scorer.partialTerm})
-          }
-        }
-        for (var w in titleterms) {
-          if (w.match(word_regex) && !titleterms[word]) {
-              _o.push({files: titleterms[w], score: Scorer.partialTitle})
-          }
-        }
+        const escapedWord = _escapeRegExp(word);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], score: Scorer.partialTitle });
+        });
       }
 
       // no match but word was a required one
-      if ($u.every(_o, function(o){return o.files === undefined;})) {
-        break;
-      }
+      if (arr.every((record) => record.files === undefined)) return;
+
       // found search word in contents
-      $u.each(_o, function(o) {
-        var _files = o.files;
-        if (_files === undefined)
-          return
-
-        if (_files.length === undefined)
-          _files = [_files];
-        files = files.concat(_files);
-
-        // set score for the word in each file to Scorer.term
-        for (j = 0; j < _files.length; j++) {
-          file = _files[j];
-          if (!(file in scoreMap))
-            scoreMap[file] = {};
-          scoreMap[file][word] = o.score;
-        }
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
       });
 
       // create the mapping
-      for (j = 0; j < files.length; j++) {
-        file = files[j];
-        if (file in fileMap && fileMap[file].indexOf(word) === -1)
-          fileMap[file].push(word);
-        else
-          fileMap[file] = [word];
-      }
-    }
+      files.forEach((file) => {
+        if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [word]);
+      });
+    });
 
     // now check if the files don't contain excluded terms
-    for (file in fileMap) {
-      var valid = true;
-
+    const results = [];
+    for (const [file, wordList] of fileMap) {
       // check if all requirements are matched
-      var filteredTermCount = // as search terms with length < 3 are discarded: ignore
-        searchterms.filter(function(term){return term.length > 2}).length
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
       if (
-        fileMap[file].length != searchterms.length &&
-        fileMap[file].length != filteredTermCount
-      ) continue;
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
 
       // ensure that none of the excluded terms is in the search result
-      for (i = 0; i < excluded.length; i++) {
-        if (terms[excluded[i]] == file ||
-            titleterms[excluded[i]] == file ||
-            $u.contains(terms[excluded[i]] || [], file) ||
-            $u.contains(titleterms[excluded[i]] || [], file)) {
-          valid = false;
-          break;
-        }
-      }
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
 
-      // if we have still a valid result we can add it to the result list
-      if (valid) {
-        // select one (max) score for the file.
-        // for better ranking, we should calculate ranking by using words statistics like basic tf-idf...
-        var score = $u.max($u.map(fileMap[file], function(w){return scoreMap[file][w]}));
-        results.push([docnames[file], titles[file], '', null, score, filenames[file]]);
-      }
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
     }
     return results;
   },
@@ -492,34 +539,28 @@ var Search = {
   /**
    * helper function to return a node containing the
    * search summary for a given text. keywords is a list
-   * of stemmed words, hlwords is the list of normal, unstemmed
-   * words. the first one is used to find the occurrence, the
-   * latter for highlighting it.
+   * of stemmed words.
    */
-  makeSearchSummary : function(htmlText, keywords, hlwords) {
-    var text = Search.htmlToText(htmlText);
-    if (text == "") {
-      return null;
-    }
-    var textLower = text.toLowerCase();
-    var start = 0;
-    $.each(keywords, function() {
-      var i = textLower.indexOf(this.toLowerCase());
-      if (i > -1)
-        start = i;
-    });
-    start = Math.max(start - 120, 0);
-    var excerpt = ((start > 0) ? '...' : '') +
-      $.trim(text.substr(start, 240)) +
-      ((start + 240 - text.length) ? '...' : '');
-    var rv = $('<p class="context"></p>').text(excerpt);
-    $.each(hlwords, function() {
-      rv = rv.highlightText(this, 'highlighted');
-    });
-    return rv;
-  }
+  makeSearchSummary: (htmlText, keywords) => {
+    const text = Search.htmlToText(htmlText);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    return summary;
+  },
 };
 
-$(document).ready(function() {
-  Search.init();
-});
+_ready(Search.init);
diff --git a/docs/_build/html/_static/sphinx_highlight.js b/docs/_build/html/_static/sphinx_highlight.js
new file mode 100644
index 0000000..aae669d
--- /dev/null
+++ b/docs/_build/html/_static/sphinx_highlight.js
@@ -0,0 +1,144 @@
+/* Highlighting utilities for Sphinx HTML documentation. */
+"use strict";
+
+const SPHINX_HIGHLIGHT_ENABLED = true
+
+/**
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
+ */
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
+
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
+
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
+          document.createTextNode(val.substr(pos + text.length)),
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
+      }
+    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
+  }
+};
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
+
+/**
+ * Small JavaScript module for the documentation.
+ */
+const SphinxHighlight = {
+
+  /**
+   * highlight the search words provided in localstorage in the text
+   */
+  highlightSearchWords: () => {
+    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
+
+    // get and clear terms from localstorage
+    const url = new URL(window.location);
+    const highlight =
+        localStorage.getItem("sphinx_highlight_terms")
+        || url.searchParams.get("highlight")
+        || "";
+    localStorage.removeItem("sphinx_highlight_terms")
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
+
+    // get individual terms from highlight string
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
+
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
+            _("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
+  },
+
+  /**
+   * helper function to hide the search marks again
+   */
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    localStorage.removeItem("sphinx_highlight_terms")
+  },
+
+  initEscapeListener: () => {
+    // only install a listener if it is really needed
+    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
+
+    document.addEventListener("keydown", (event) => {
+      // bail for input elements
+      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
+      // bail with special keys
+      if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return;
+      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
+        SphinxHighlight.hideSearchWords();
+        event.preventDefault();
+      }
+    });
+  },
+};
+
+_ready(SphinxHighlight.highlightSearchWords);
+_ready(SphinxHighlight.initEscapeListener);
diff --git a/docs/_build/html/_static/underscore-1.13.1.js b/docs/_build/html/_static/underscore-1.13.1.js
deleted file mode 100644
index ffd77af..0000000
--- a/docs/_build/html/_static/underscore-1.13.1.js
+++ /dev/null
@@ -1,2042 +0,0 @@
-(function (global, factory) {
-  typeof exports === 'object' && typeof module !== 'undefined' ? module.exports = factory() :
-  typeof define === 'function' && define.amd ? define('underscore', factory) :
-  (global = typeof globalThis !== 'undefined' ? globalThis : global || self, (function () {
-    var current = global._;
-    var exports = global._ = factory();
-    exports.noConflict = function () { global._ = current; return exports; };
-  }()));
-}(this, (function () {
-  //     Underscore.js 1.13.1
-  //     https://underscorejs.org
-  //     (c) 2009-2021 Jeremy Ashkenas, Julian Gonggrijp, and DocumentCloud and Investigative Reporters & Editors
-  //     Underscore may be freely distributed under the MIT license.
-
-  // Current version.
-  var VERSION = '1.13.1';
-
-  // Establish the root object, `window` (`self`) in the browser, `global`
-  // on the server, or `this` in some virtual machines. We use `self`
-  // instead of `window` for `WebWorker` support.
-  var root = typeof self == 'object' && self.self === self && self ||
-            typeof global == 'object' && global.global === global && global ||
-            Function('return this')() ||
-            {};
-
-  // Save bytes in the minified (but not gzipped) version:
-  var ArrayProto = Array.prototype, ObjProto = Object.prototype;
-  var SymbolProto = typeof Symbol !== 'undefined' ? Symbol.prototype : null;
-
-  // Create quick reference variables for speed access to core prototypes.
-  var push = ArrayProto.push,
-      slice = ArrayProto.slice,
-      toString = ObjProto.toString,
-      hasOwnProperty = ObjProto.hasOwnProperty;
-
-  // Modern feature detection.
-  var supportsArrayBuffer = typeof ArrayBuffer !== 'undefined',
-      supportsDataView = typeof DataView !== 'undefined';
-
-  // All **ECMAScript 5+** native function implementations that we hope to use
-  // are declared here.
-  var nativeIsArray = Array.isArray,
-      nativeKeys = Object.keys,
-      nativeCreate = Object.create,
-      nativeIsView = supportsArrayBuffer && ArrayBuffer.isView;
-
-  // Create references to these builtin functions because we override them.
-  var _isNaN = isNaN,
-      _isFinite = isFinite;
-
-  // Keys in IE < 9 that won't be iterated by `for key in ...` and thus missed.
-  var hasEnumBug = !{toString: null}.propertyIsEnumerable('toString');
-  var nonEnumerableProps = ['valueOf', 'isPrototypeOf', 'toString',
-    'propertyIsEnumerable', 'hasOwnProperty', 'toLocaleString'];
-
-  // The largest integer that can be represented exactly.
-  var MAX_ARRAY_INDEX = Math.pow(2, 53) - 1;
-
-  // Some functions take a variable number of arguments, or a few expected
-  // arguments at the beginning and then a variable number of values to operate
-  // on. This helper accumulates all remaining arguments past the function’s
-  // argument length (or an explicit `startIndex`), into an array that becomes
-  // the last argument. Similar to ES6’s "rest parameter".
-  function restArguments(func, startIndex) {
-    startIndex = startIndex == null ? func.length - 1 : +startIndex;
-    return function() {
-      var length = Math.max(arguments.length - startIndex, 0),
-          rest = Array(length),
-          index = 0;
-      for (; index < length; index++) {
-        rest[index] = arguments[index + startIndex];
-      }
-      switch (startIndex) {
-        case 0: return func.call(this, rest);
-        case 1: return func.call(this, arguments[0], rest);
-        case 2: return func.call(this, arguments[0], arguments[1], rest);
-      }
-      var args = Array(startIndex + 1);
-      for (index = 0; index < startIndex; index++) {
-        args[index] = arguments[index];
-      }
-      args[startIndex] = rest;
-      return func.apply(this, args);
-    };
-  }
-
-  // Is a given variable an object?
-  function isObject(obj) {
-    var type = typeof obj;
-    return type === 'function' || type === 'object' && !!obj;
-  }
-
-  // Is a given value equal to null?
-  function isNull(obj) {
-    return obj === null;
-  }
-
-  // Is a given variable undefined?
-  function isUndefined(obj) {
-    return obj === void 0;
-  }
-
-  // Is a given value a boolean?
-  function isBoolean(obj) {
-    return obj === true || obj === false || toString.call(obj) === '[object Boolean]';
-  }
-
-  // Is a given value a DOM element?
-  function isElement(obj) {
-    return !!(obj && obj.nodeType === 1);
-  }
-
-  // Internal function for creating a `toString`-based type tester.
-  function tagTester(name) {
-    var tag = '[object ' + name + ']';
-    return function(obj) {
-      return toString.call(obj) === tag;
-    };
-  }
-
-  var isString = tagTester('String');
-
-  var isNumber = tagTester('Number');
-
-  var isDate = tagTester('Date');
-
-  var isRegExp = tagTester('RegExp');
-
-  var isError = tagTester('Error');
-
-  var isSymbol = tagTester('Symbol');
-
-  var isArrayBuffer = tagTester('ArrayBuffer');
-
-  var isFunction = tagTester('Function');
-
-  // Optimize `isFunction` if appropriate. Work around some `typeof` bugs in old
-  // v8, IE 11 (#1621), Safari 8 (#1929), and PhantomJS (#2236).
-  var nodelist = root.document && root.document.childNodes;
-  if (typeof /./ != 'function' && typeof Int8Array != 'object' && typeof nodelist != 'function') {
-    isFunction = function(obj) {
-      return typeof obj == 'function' || false;
-    };
-  }
-
-  var isFunction$1 = isFunction;
-
-  var hasObjectTag = tagTester('Object');
-
-  // In IE 10 - Edge 13, `DataView` has string tag `'[object Object]'`.
-  // In IE 11, the most common among them, this problem also applies to
-  // `Map`, `WeakMap` and `Set`.
-  var hasStringTagBug = (
-        supportsDataView && hasObjectTag(new DataView(new ArrayBuffer(8)))
-      ),
-      isIE11 = (typeof Map !== 'undefined' && hasObjectTag(new Map));
-
-  var isDataView = tagTester('DataView');
-
-  // In IE 10 - Edge 13, we need a different heuristic
-  // to determine whether an object is a `DataView`.
-  function ie10IsDataView(obj) {
-    return obj != null && isFunction$1(obj.getInt8) && isArrayBuffer(obj.buffer);
-  }
-
-  var isDataView$1 = (hasStringTagBug ? ie10IsDataView : isDataView);
-
-  // Is a given value an array?
-  // Delegates to ECMA5's native `Array.isArray`.
-  var isArray = nativeIsArray || tagTester('Array');
-
-  // Internal function to check whether `key` is an own property name of `obj`.
-  function has$1(obj, key) {
-    return obj != null && hasOwnProperty.call(obj, key);
-  }
-
-  var isArguments = tagTester('Arguments');
-
-  // Define a fallback version of the method in browsers (ahem, IE < 9), where
-  // there isn't any inspectable "Arguments" type.
-  (function() {
-    if (!isArguments(arguments)) {
-      isArguments = function(obj) {
-        return has$1(obj, 'callee');
-      };
-    }
-  }());
-
-  var isArguments$1 = isArguments;
-
-  // Is a given object a finite number?
-  function isFinite$1(obj) {
-    return !isSymbol(obj) && _isFinite(obj) && !isNaN(parseFloat(obj));
-  }
-
-  // Is the given value `NaN`?
-  function isNaN$1(obj) {
-    return isNumber(obj) && _isNaN(obj);
-  }
-
-  // Predicate-generating function. Often useful outside of Underscore.
-  function constant(value) {
-    return function() {
-      return value;
-    };
-  }
-
-  // Common internal logic for `isArrayLike` and `isBufferLike`.
-  function createSizePropertyCheck(getSizeProperty) {
-    return function(collection) {
-      var sizeProperty = getSizeProperty(collection);
-      return typeof sizeProperty == 'number' && sizeProperty >= 0 && sizeProperty <= MAX_ARRAY_INDEX;
-    }
-  }
-
-  // Internal helper to generate a function to obtain property `key` from `obj`.
-  function shallowProperty(key) {
-    return function(obj) {
-      return obj == null ? void 0 : obj[key];
-    };
-  }
-
-  // Internal helper to obtain the `byteLength` property of an object.
-  var getByteLength = shallowProperty('byteLength');
-
-  // Internal helper to determine whether we should spend extensive checks against
-  // `ArrayBuffer` et al.
-  var isBufferLike = createSizePropertyCheck(getByteLength);
-
-  // Is a given value a typed array?
-  var typedArrayPattern = /\[object ((I|Ui)nt(8|16|32)|Float(32|64)|Uint8Clamped|Big(I|Ui)nt64)Array\]/;
-  function isTypedArray(obj) {
-    // `ArrayBuffer.isView` is the most future-proof, so use it when available.
-    // Otherwise, fall back on the above regular expression.
-    return nativeIsView ? (nativeIsView(obj) && !isDataView$1(obj)) :
-                  isBufferLike(obj) && typedArrayPattern.test(toString.call(obj));
-  }
-
-  var isTypedArray$1 = supportsArrayBuffer ? isTypedArray : constant(false);
-
-  // Internal helper to obtain the `length` property of an object.
-  var getLength = shallowProperty('length');
-
-  // Internal helper to create a simple lookup structure.
-  // `collectNonEnumProps` used to depend on `_.contains`, but this led to
-  // circular imports. `emulatedSet` is a one-off solution that only works for
-  // arrays of strings.
-  function emulatedSet(keys) {
-    var hash = {};
-    for (var l = keys.length, i = 0; i < l; ++i) hash[keys[i]] = true;
-    return {
-      contains: function(key) { return hash[key]; },
-      push: function(key) {
-        hash[key] = true;
-        return keys.push(key);
-      }
-    };
-  }
-
-  // Internal helper. Checks `keys` for the presence of keys in IE < 9 that won't
-  // be iterated by `for key in ...` and thus missed. Extends `keys` in place if
-  // needed.
-  function collectNonEnumProps(obj, keys) {
-    keys = emulatedSet(keys);
-    var nonEnumIdx = nonEnumerableProps.length;
-    var constructor = obj.constructor;
-    var proto = isFunction$1(constructor) && constructor.prototype || ObjProto;
-
-    // Constructor is a special case.
-    var prop = 'constructor';
-    if (has$1(obj, prop) && !keys.contains(prop)) keys.push(prop);
-
-    while (nonEnumIdx--) {
-      prop = nonEnumerableProps[nonEnumIdx];
-      if (prop in obj && obj[prop] !== proto[prop] && !keys.contains(prop)) {
-        keys.push(prop);
-      }
-    }
-  }
-
-  // Retrieve the names of an object's own properties.
-  // Delegates to **ECMAScript 5**'s native `Object.keys`.
-  function keys(obj) {
-    if (!isObject(obj)) return [];
-    if (nativeKeys) return nativeKeys(obj);
-    var keys = [];
-    for (var key in obj) if (has$1(obj, key)) keys.push(key);
-    // Ahem, IE < 9.
-    if (hasEnumBug) collectNonEnumProps(obj, keys);
-    return keys;
-  }
-
-  // Is a given array, string, or object empty?
-  // An "empty" object has no enumerable own-properties.
-  function isEmpty(obj) {
-    if (obj == null) return true;
-    // Skip the more expensive `toString`-based type checks if `obj` has no
-    // `.length`.
-    var length = getLength(obj);
-    if (typeof length == 'number' && (
-      isArray(obj) || isString(obj) || isArguments$1(obj)
-    )) return length === 0;
-    return getLength(keys(obj)) === 0;
-  }
-
-  // Returns whether an object has a given set of `key:value` pairs.
-  function isMatch(object, attrs) {
-    var _keys = keys(attrs), length = _keys.length;
-    if (object == null) return !length;
-    var obj = Object(object);
-    for (var i = 0; i < length; i++) {
-      var key = _keys[i];
-      if (attrs[key] !== obj[key] || !(key in obj)) return false;
-    }
-    return true;
-  }
-
-  // If Underscore is called as a function, it returns a wrapped object that can
-  // be used OO-style. This wrapper holds altered versions of all functions added
-  // through `_.mixin`. Wrapped objects may be chained.
-  function _$1(obj) {
-    if (obj instanceof _$1) return obj;
-    if (!(this instanceof _$1)) return new _$1(obj);
-    this._wrapped = obj;
-  }
-
-  _$1.VERSION = VERSION;
-
-  // Extracts the result from a wrapped and chained object.
-  _$1.prototype.value = function() {
-    return this._wrapped;
-  };
-
-  // Provide unwrapping proxies for some methods used in engine operations
-  // such as arithmetic and JSON stringification.
-  _$1.prototype.valueOf = _$1.prototype.toJSON = _$1.prototype.value;
-
-  _$1.prototype.toString = function() {
-    return String(this._wrapped);
-  };
-
-  // Internal function to wrap or shallow-copy an ArrayBuffer,
-  // typed array or DataView to a new view, reusing the buffer.
-  function toBufferView(bufferSource) {
-    return new Uint8Array(
-      bufferSource.buffer || bufferSource,
-      bufferSource.byteOffset || 0,
-      getByteLength(bufferSource)
-    );
-  }
-
-  // We use this string twice, so give it a name for minification.
-  var tagDataView = '[object DataView]';
-
-  // Internal recursive comparison function for `_.isEqual`.
-  function eq(a, b, aStack, bStack) {
-    // Identical objects are equal. `0 === -0`, but they aren't identical.
-    // See the [Harmony `egal` proposal](https://wiki.ecmascript.org/doku.php?id=harmony:egal).
-    if (a === b) return a !== 0 || 1 / a === 1 / b;
-    // `null` or `undefined` only equal to itself (strict comparison).
-    if (a == null || b == null) return false;
-    // `NaN`s are equivalent, but non-reflexive.
-    if (a !== a) return b !== b;
-    // Exhaust primitive checks
-    var type = typeof a;
-    if (type !== 'function' && type !== 'object' && typeof b != 'object') return false;
-    return deepEq(a, b, aStack, bStack);
-  }
-
-  // Internal recursive comparison function for `_.isEqual`.
-  function deepEq(a, b, aStack, bStack) {
-    // Unwrap any wrapped objects.
-    if (a instanceof _$1) a = a._wrapped;
-    if (b instanceof _$1) b = b._wrapped;
-    // Compare `[[Class]]` names.
-    var className = toString.call(a);
-    if (className !== toString.call(b)) return false;
-    // Work around a bug in IE 10 - Edge 13.
-    if (hasStringTagBug && className == '[object Object]' && isDataView$1(a)) {
-      if (!isDataView$1(b)) return false;
-      className = tagDataView;
-    }
-    switch (className) {
-      // These types are compared by value.
-      case '[object RegExp]':
-        // RegExps are coerced to strings for comparison (Note: '' + /a/i === '/a/i')
-      case '[object String]':
-        // Primitives and their corresponding object wrappers are equivalent; thus, `"5"` is
-        // equivalent to `new String("5")`.
-        return '' + a === '' + b;
-      case '[object Number]':
-        // `NaN`s are equivalent, but non-reflexive.
-        // Object(NaN) is equivalent to NaN.
-        if (+a !== +a) return +b !== +b;
-        // An `egal` comparison is performed for other numeric values.
-        return +a === 0 ? 1 / +a === 1 / b : +a === +b;
-      case '[object Date]':
-      case '[object Boolean]':
-        // Coerce dates and booleans to numeric primitive values. Dates are compared by their
-        // millisecond representations. Note that invalid dates with millisecond representations
-        // of `NaN` are not equivalent.
-        return +a === +b;
-      case '[object Symbol]':
-        return SymbolProto.valueOf.call(a) === SymbolProto.valueOf.call(b);
-      case '[object ArrayBuffer]':
-      case tagDataView:
-        // Coerce to typed array so we can fall through.
-        return deepEq(toBufferView(a), toBufferView(b), aStack, bStack);
-    }
-
-    var areArrays = className === '[object Array]';
-    if (!areArrays && isTypedArray$1(a)) {
-        var byteLength = getByteLength(a);
-        if (byteLength !== getByteLength(b)) return false;
-        if (a.buffer === b.buffer && a.byteOffset === b.byteOffset) return true;
-        areArrays = true;
-    }
-    if (!areArrays) {
-      if (typeof a != 'object' || typeof b != 'object') return false;
-
-      // Objects with different constructors are not equivalent, but `Object`s or `Array`s
-      // from different frames are.
-      var aCtor = a.constructor, bCtor = b.constructor;
-      if (aCtor !== bCtor && !(isFunction$1(aCtor) && aCtor instanceof aCtor &&
-                               isFunction$1(bCtor) && bCtor instanceof bCtor)
-                          && ('constructor' in a && 'constructor' in b)) {
-        return false;
-      }
-    }
-    // Assume equality for cyclic structures. The algorithm for detecting cyclic
-    // structures is adapted from ES 5.1 section 15.12.3, abstract operation `JO`.
-
-    // Initializing stack of traversed objects.
-    // It's done here since we only need them for objects and arrays comparison.
-    aStack = aStack || [];
-    bStack = bStack || [];
-    var length = aStack.length;
-    while (length--) {
-      // Linear search. Performance is inversely proportional to the number of
-      // unique nested structures.
-      if (aStack[length] === a) return bStack[length] === b;
-    }
-
-    // Add the first object to the stack of traversed objects.
-    aStack.push(a);
-    bStack.push(b);
-
-    // Recursively compare objects and arrays.
-    if (areArrays) {
-      // Compare array lengths to determine if a deep comparison is necessary.
-      length = a.length;
-      if (length !== b.length) return false;
-      // Deep compare the contents, ignoring non-numeric properties.
-      while (length--) {
-        if (!eq(a[length], b[length], aStack, bStack)) return false;
-      }
-    } else {
-      // Deep compare objects.
-      var _keys = keys(a), key;
-      length = _keys.length;
-      // Ensure that both objects contain the same number of properties before comparing deep equality.
-      if (keys(b).length !== length) return false;
-      while (length--) {
-        // Deep compare each member
-        key = _keys[length];
-        if (!(has$1(b, key) && eq(a[key], b[key], aStack, bStack))) return false;
-      }
-    }
-    // Remove the first object from the stack of traversed objects.
-    aStack.pop();
-    bStack.pop();
-    return true;
-  }
-
-  // Perform a deep comparison to check if two objects are equal.
-  function isEqual(a, b) {
-    return eq(a, b);
-  }
-
-  // Retrieve all the enumerable property names of an object.
-  function allKeys(obj) {
-    if (!isObject(obj)) return [];
-    var keys = [];
-    for (var key in obj) keys.push(key);
-    // Ahem, IE < 9.
-    if (hasEnumBug) collectNonEnumProps(obj, keys);
-    return keys;
-  }
-
-  // Since the regular `Object.prototype.toString` type tests don't work for
-  // some types in IE 11, we use a fingerprinting heuristic instead, based
-  // on the methods. It's not great, but it's the best we got.
-  // The fingerprint method lists are defined below.
-  function ie11fingerprint(methods) {
-    var length = getLength(methods);
-    return function(obj) {
-      if (obj == null) return false;
-      // `Map`, `WeakMap` and `Set` have no enumerable keys.
-      var keys = allKeys(obj);
-      if (getLength(keys)) return false;
-      for (var i = 0; i < length; i++) {
-        if (!isFunction$1(obj[methods[i]])) return false;
-      }
-      // If we are testing against `WeakMap`, we need to ensure that
-      // `obj` doesn't have a `forEach` method in order to distinguish
-      // it from a regular `Map`.
-      return methods !== weakMapMethods || !isFunction$1(obj[forEachName]);
-    };
-  }
-
-  // In the interest of compact minification, we write
-  // each string in the fingerprints only once.
-  var forEachName = 'forEach',
-      hasName = 'has',
-      commonInit = ['clear', 'delete'],
-      mapTail = ['get', hasName, 'set'];
-
-  // `Map`, `WeakMap` and `Set` each have slightly different
-  // combinations of the above sublists.
-  var mapMethods = commonInit.concat(forEachName, mapTail),
-      weakMapMethods = commonInit.concat(mapTail),
-      setMethods = ['add'].concat(commonInit, forEachName, hasName);
-
-  var isMap = isIE11 ? ie11fingerprint(mapMethods) : tagTester('Map');
-
-  var isWeakMap = isIE11 ? ie11fingerprint(weakMapMethods) : tagTester('WeakMap');
-
-  var isSet = isIE11 ? ie11fingerprint(setMethods) : tagTester('Set');
-
-  var isWeakSet = tagTester('WeakSet');
-
-  // Retrieve the values of an object's properties.
-  function values(obj) {
-    var _keys = keys(obj);
-    var length = _keys.length;
-    var values = Array(length);
-    for (var i = 0; i < length; i++) {
-      values[i] = obj[_keys[i]];
-    }
-    return values;
-  }
-
-  // Convert an object into a list of `[key, value]` pairs.
-  // The opposite of `_.object` with one argument.
-  function pairs(obj) {
-    var _keys = keys(obj);
-    var length = _keys.length;
-    var pairs = Array(length);
-    for (var i = 0; i < length; i++) {
-      pairs[i] = [_keys[i], obj[_keys[i]]];
-    }
-    return pairs;
-  }
-
-  // Invert the keys and values of an object. The values must be serializable.
-  function invert(obj) {
-    var result = {};
-    var _keys = keys(obj);
-    for (var i = 0, length = _keys.length; i < length; i++) {
-      result[obj[_keys[i]]] = _keys[i];
-    }
-    return result;
-  }
-
-  // Return a sorted list of the function names available on the object.
-  function functions(obj) {
-    var names = [];
-    for (var key in obj) {
-      if (isFunction$1(obj[key])) names.push(key);
-    }
-    return names.sort();
-  }
-
-  // An internal function for creating assigner functions.
-  function createAssigner(keysFunc, defaults) {
-    return function(obj) {
-      var length = arguments.length;
-      if (defaults) obj = Object(obj);
-      if (length < 2 || obj == null) return obj;
-      for (var index = 1; index < length; index++) {
-        var source = arguments[index],
-            keys = keysFunc(source),
-            l = keys.length;
-        for (var i = 0; i < l; i++) {
-          var key = keys[i];
-          if (!defaults || obj[key] === void 0) obj[key] = source[key];
-        }
-      }
-      return obj;
-    };
-  }
-
-  // Extend a given object with all the properties in passed-in object(s).
-  var extend = createAssigner(allKeys);
-
-  // Assigns a given object with all the own properties in the passed-in
-  // object(s).
-  // (https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object/assign)
-  var extendOwn = createAssigner(keys);
-
-  // Fill in a given object with default properties.
-  var defaults = createAssigner(allKeys, true);
-
-  // Create a naked function reference for surrogate-prototype-swapping.
-  function ctor() {
-    return function(){};
-  }
-
-  // An internal function for creating a new object that inherits from another.
-  function baseCreate(prototype) {
-    if (!isObject(prototype)) return {};
-    if (nativeCreate) return nativeCreate(prototype);
-    var Ctor = ctor();
-    Ctor.prototype = prototype;
-    var result = new Ctor;
-    Ctor.prototype = null;
-    return result;
-  }
-
-  // Creates an object that inherits from the given prototype object.
-  // If additional properties are provided then they will be added to the
-  // created object.
-  function create(prototype, props) {
-    var result = baseCreate(prototype);
-    if (props) extendOwn(result, props);
-    return result;
-  }
-
-  // Create a (shallow-cloned) duplicate of an object.
-  function clone(obj) {
-    if (!isObject(obj)) return obj;
-    return isArray(obj) ? obj.slice() : extend({}, obj);
-  }
-
-  // Invokes `interceptor` with the `obj` and then returns `obj`.
-  // The primary purpose of this method is to "tap into" a method chain, in
-  // order to perform operations on intermediate results within the chain.
-  function tap(obj, interceptor) {
-    interceptor(obj);
-    return obj;
-  }
-
-  // Normalize a (deep) property `path` to array.
-  // Like `_.iteratee`, this function can be customized.
-  function toPath$1(path) {
-    return isArray(path) ? path : [path];
-  }
-  _$1.toPath = toPath$1;
-
-  // Internal wrapper for `_.toPath` to enable minification.
-  // Similar to `cb` for `_.iteratee`.
-  function toPath(path) {
-    return _$1.toPath(path);
-  }
-
-  // Internal function to obtain a nested property in `obj` along `path`.
-  function deepGet(obj, path) {
-    var length = path.length;
-    for (var i = 0; i < length; i++) {
-      if (obj == null) return void 0;
-      obj = obj[path[i]];
-    }
-    return length ? obj : void 0;
-  }
-
-  // Get the value of the (deep) property on `path` from `object`.
-  // If any property in `path` does not exist or if the value is
-  // `undefined`, return `defaultValue` instead.
-  // The `path` is normalized through `_.toPath`.
-  function get(object, path, defaultValue) {
-    var value = deepGet(object, toPath(path));
-    return isUndefined(value) ? defaultValue : value;
-  }
-
-  // Shortcut function for checking if an object has a given property directly on
-  // itself (in other words, not on a prototype). Unlike the internal `has`
-  // function, this public version can also traverse nested properties.
-  function has(obj, path) {
-    path = toPath(path);
-    var length = path.length;
-    for (var i = 0; i < length; i++) {
-      var key = path[i];
-      if (!has$1(obj, key)) return false;
-      obj = obj[key];
-    }
-    return !!length;
-  }
-
-  // Keep the identity function around for default iteratees.
-  function identity(value) {
-    return value;
-  }
-
-  // Returns a predicate for checking whether an object has a given set of
-  // `key:value` pairs.
-  function matcher(attrs) {
-    attrs = extendOwn({}, attrs);
-    return function(obj) {
-      return isMatch(obj, attrs);
-    };
-  }
-
-  // Creates a function that, when passed an object, will traverse that object’s
-  // properties down the given `path`, specified as an array of keys or indices.
-  function property(path) {
-    path = toPath(path);
-    return function(obj) {
-      return deepGet(obj, path);
-    };
-  }
-
-  // Internal function that returns an efficient (for current engines) version
-  // of the passed-in callback, to be repeatedly applied in other Underscore
-  // functions.
-  function optimizeCb(func, context, argCount) {
-    if (context === void 0) return func;
-    switch (argCount == null ? 3 : argCount) {
-      case 1: return function(value) {
-        return func.call(context, value);
-      };
-      // The 2-argument case is omitted because we’re not using it.
-      case 3: return function(value, index, collection) {
-        return func.call(context, value, index, collection);
-      };
-      case 4: return function(accumulator, value, index, collection) {
-        return func.call(context, accumulator, value, index, collection);
-      };
-    }
-    return function() {
-      return func.apply(context, arguments);
-    };
-  }
-
-  // An internal function to generate callbacks that can be applied to each
-  // element in a collection, returning the desired result — either `_.identity`,
-  // an arbitrary callback, a property matcher, or a property accessor.
-  function baseIteratee(value, context, argCount) {
-    if (value == null) return identity;
-    if (isFunction$1(value)) return optimizeCb(value, context, argCount);
-    if (isObject(value) && !isArray(value)) return matcher(value);
-    return property(value);
-  }
-
-  // External wrapper for our callback generator. Users may customize
-  // `_.iteratee` if they want additional predicate/iteratee shorthand styles.
-  // This abstraction hides the internal-only `argCount` argument.
-  function iteratee(value, context) {
-    return baseIteratee(value, context, Infinity);
-  }
-  _$1.iteratee = iteratee;
-
-  // The function we call internally to generate a callback. It invokes
-  // `_.iteratee` if overridden, otherwise `baseIteratee`.
-  function cb(value, context, argCount) {
-    if (_$1.iteratee !== iteratee) return _$1.iteratee(value, context);
-    return baseIteratee(value, context, argCount);
-  }
-
-  // Returns the results of applying the `iteratee` to each element of `obj`.
-  // In contrast to `_.map` it returns an object.
-  function mapObject(obj, iteratee, context) {
-    iteratee = cb(iteratee, context);
-    var _keys = keys(obj),
-        length = _keys.length,
-        results = {};
-    for (var index = 0; index < length; index++) {
-      var currentKey = _keys[index];
-      results[currentKey] = iteratee(obj[currentKey], currentKey, obj);
-    }
-    return results;
-  }
-
-  // Predicate-generating function. Often useful outside of Underscore.
-  function noop(){}
-
-  // Generates a function for a given object that returns a given property.
-  function propertyOf(obj) {
-    if (obj == null) return noop;
-    return function(path) {
-      return get(obj, path);
-    };
-  }
-
-  // Run a function **n** times.
-  function times(n, iteratee, context) {
-    var accum = Array(Math.max(0, n));
-    iteratee = optimizeCb(iteratee, context, 1);
-    for (var i = 0; i < n; i++) accum[i] = iteratee(i);
-    return accum;
-  }
-
-  // Return a random integer between `min` and `max` (inclusive).
-  function random(min, max) {
-    if (max == null) {
-      max = min;
-      min = 0;
-    }
-    return min + Math.floor(Math.random() * (max - min + 1));
-  }
-
-  // A (possibly faster) way to get the current timestamp as an integer.
-  var now = Date.now || function() {
-    return new Date().getTime();
-  };
-
-  // Internal helper to generate functions for escaping and unescaping strings
-  // to/from HTML interpolation.
-  function createEscaper(map) {
-    var escaper = function(match) {
-      return map[match];
-    };
-    // Regexes for identifying a key that needs to be escaped.
-    var source = '(?:' + keys(map).join('|') + ')';
-    var testRegexp = RegExp(source);
-    var replaceRegexp = RegExp(source, 'g');
-    return function(string) {
-      string = string == null ? '' : '' + string;
-      return testRegexp.test(string) ? string.replace(replaceRegexp, escaper) : string;
-    };
-  }
-
-  // Internal list of HTML entities for escaping.
-  var escapeMap = {
-    '&': '&amp;',
-    '<': '&lt;',
-    '>': '&gt;',
-    '"': '&quot;',
-    "'": '&#x27;',
-    '`': '&#x60;'
-  };
-
-  // Function for escaping strings to HTML interpolation.
-  var _escape = createEscaper(escapeMap);
-
-  // Internal list of HTML entities for unescaping.
-  var unescapeMap = invert(escapeMap);
-
-  // Function for unescaping strings from HTML interpolation.
-  var _unescape = createEscaper(unescapeMap);
-
-  // By default, Underscore uses ERB-style template delimiters. Change the
-  // following template settings to use alternative delimiters.
-  var templateSettings = _$1.templateSettings = {
-    evaluate: /<%([\s\S]+?)%>/g,
-    interpolate: /<%=([\s\S]+?)%>/g,
-    escape: /<%-([\s\S]+?)%>/g
-  };
-
-  // When customizing `_.templateSettings`, if you don't want to define an
-  // interpolation, evaluation or escaping regex, we need one that is
-  // guaranteed not to match.
-  var noMatch = /(.)^/;
-
-  // Certain characters need to be escaped so that they can be put into a
-  // string literal.
-  var escapes = {
-    "'": "'",
-    '\\': '\\',
-    '\r': 'r',
-    '\n': 'n',
-    '\u2028': 'u2028',
-    '\u2029': 'u2029'
-  };
-
-  var escapeRegExp = /\\|'|\r|\n|\u2028|\u2029/g;
-
-  function escapeChar(match) {
-    return '\\' + escapes[match];
-  }
-
-  // In order to prevent third-party code injection through
-  // `_.templateSettings.variable`, we test it against the following regular
-  // expression. It is intentionally a bit more liberal than just matching valid
-  // identifiers, but still prevents possible loopholes through defaults or
-  // destructuring assignment.
-  var bareIdentifier = /^\s*(\w|\$)+\s*$/;
-
-  // JavaScript micro-templating, similar to John Resig's implementation.
-  // Underscore templating handles arbitrary delimiters, preserves whitespace,
-  // and correctly escapes quotes within interpolated code.
-  // NB: `oldSettings` only exists for backwards compatibility.
-  function template(text, settings, oldSettings) {
-    if (!settings && oldSettings) settings = oldSettings;
-    settings = defaults({}, settings, _$1.templateSettings);
-
-    // Combine delimiters into one regular expression via alternation.
-    var matcher = RegExp([
-      (settings.escape || noMatch).source,
-      (settings.interpolate || noMatch).source,
-      (settings.evaluate || noMatch).source
-    ].join('|') + '|$', 'g');
-
-    // Compile the template source, escaping string literals appropriately.
-    var index = 0;
-    var source = "__p+='";
-    text.replace(matcher, function(match, escape, interpolate, evaluate, offset) {
-      source += text.slice(index, offset).replace(escapeRegExp, escapeChar);
-      index = offset + match.length;
-
-      if (escape) {
-        source += "'+\n((__t=(" + escape + "))==null?'':_.escape(__t))+\n'";
-      } else if (interpolate) {
-        source += "'+\n((__t=(" + interpolate + "))==null?'':__t)+\n'";
-      } else if (evaluate) {
-        source += "';\n" + evaluate + "\n__p+='";
-      }
-
-      // Adobe VMs need the match returned to produce the correct offset.
-      return match;
-    });
-    source += "';\n";
-
-    var argument = settings.variable;
-    if (argument) {
-      // Insure against third-party code injection. (CVE-2021-23358)
-      if (!bareIdentifier.test(argument)) throw new Error(
-        'variable is not a bare identifier: ' + argument
-      );
-    } else {
-      // If a variable is not specified, place data values in local scope.
-      source = 'with(obj||{}){\n' + source + '}\n';
-      argument = 'obj';
-    }
-
-    source = "var __t,__p='',__j=Array.prototype.join," +
-      "print=function(){__p+=__j.call(arguments,'');};\n" +
-      source + 'return __p;\n';
-
-    var render;
-    try {
-      render = new Function(argument, '_', source);
-    } catch (e) {
-      e.source = source;
-      throw e;
-    }
-
-    var template = function(data) {
-      return render.call(this, data, _$1);
-    };
-
-    // Provide the compiled source as a convenience for precompilation.
-    template.source = 'function(' + argument + '){\n' + source + '}';
-
-    return template;
-  }
-
-  // Traverses the children of `obj` along `path`. If a child is a function, it
-  // is invoked with its parent as context. Returns the value of the final
-  // child, or `fallback` if any child is undefined.
-  function result(obj, path, fallback) {
-    path = toPath(path);
-    var length = path.length;
-    if (!length) {
-      return isFunction$1(fallback) ? fallback.call(obj) : fallback;
-    }
-    for (var i = 0; i < length; i++) {
-      var prop = obj == null ? void 0 : obj[path[i]];
-      if (prop === void 0) {
-        prop = fallback;
-        i = length; // Ensure we don't continue iterating.
-      }
-      obj = isFunction$1(prop) ? prop.call(obj) : prop;
-    }
-    return obj;
-  }
-
-  // Generate a unique integer id (unique within the entire client session).
-  // Useful for temporary DOM ids.
-  var idCounter = 0;
-  function uniqueId(prefix) {
-    var id = ++idCounter + '';
-    return prefix ? prefix + id : id;
-  }
-
-  // Start chaining a wrapped Underscore object.
-  function chain(obj) {
-    var instance = _$1(obj);
-    instance._chain = true;
-    return instance;
-  }
-
-  // Internal function to execute `sourceFunc` bound to `context` with optional
-  // `args`. Determines whether to execute a function as a constructor or as a
-  // normal function.
-  function executeBound(sourceFunc, boundFunc, context, callingContext, args) {
-    if (!(callingContext instanceof boundFunc)) return sourceFunc.apply(context, args);
-    var self = baseCreate(sourceFunc.prototype);
-    var result = sourceFunc.apply(self, args);
-    if (isObject(result)) return result;
-    return self;
-  }
-
-  // Partially apply a function by creating a version that has had some of its
-  // arguments pre-filled, without changing its dynamic `this` context. `_` acts
-  // as a placeholder by default, allowing any combination of arguments to be
-  // pre-filled. Set `_.partial.placeholder` for a custom placeholder argument.
-  var partial = restArguments(function(func, boundArgs) {
-    var placeholder = partial.placeholder;
-    var bound = function() {
-      var position = 0, length = boundArgs.length;
-      var args = Array(length);
-      for (var i = 0; i < length; i++) {
-        args[i] = boundArgs[i] === placeholder ? arguments[position++] : boundArgs[i];
-      }
-      while (position < arguments.length) args.push(arguments[position++]);
-      return executeBound(func, bound, this, this, args);
-    };
-    return bound;
-  });
-
-  partial.placeholder = _$1;
-
-  // Create a function bound to a given object (assigning `this`, and arguments,
-  // optionally).
-  var bind = restArguments(function(func, context, args) {
-    if (!isFunction$1(func)) throw new TypeError('Bind must be called on a function');
-    var bound = restArguments(function(callArgs) {
-      return executeBound(func, bound, context, this, args.concat(callArgs));
-    });
-    return bound;
-  });
-
-  // Internal helper for collection methods to determine whether a collection
-  // should be iterated as an array or as an object.
-  // Related: https://people.mozilla.org/~jorendorff/es6-draft.html#sec-tolength
-  // Avoids a very nasty iOS 8 JIT bug on ARM-64. #2094
-  var isArrayLike = createSizePropertyCheck(getLength);
-
-  // Internal implementation of a recursive `flatten` function.
-  function flatten$1(input, depth, strict, output) {
-    output = output || [];
-    if (!depth && depth !== 0) {
-      depth = Infinity;
-    } else if (depth <= 0) {
-      return output.concat(input);
-    }
-    var idx = output.length;
-    for (var i = 0, length = getLength(input); i < length; i++) {
-      var value = input[i];
-      if (isArrayLike(value) && (isArray(value) || isArguments$1(value))) {
-        // Flatten current level of array or arguments object.
-        if (depth > 1) {
-          flatten$1(value, depth - 1, strict, output);
-          idx = output.length;
-        } else {
-          var j = 0, len = value.length;
-          while (j < len) output[idx++] = value[j++];
-        }
-      } else if (!strict) {
-        output[idx++] = value;
-      }
-    }
-    return output;
-  }
-
-  // Bind a number of an object's methods to that object. Remaining arguments
-  // are the method names to be bound. Useful for ensuring that all callbacks
-  // defined on an object belong to it.
-  var bindAll = restArguments(function(obj, keys) {
-    keys = flatten$1(keys, false, false);
-    var index = keys.length;
-    if (index < 1) throw new Error('bindAll must be passed function names');
-    while (index--) {
-      var key = keys[index];
-      obj[key] = bind(obj[key], obj);
-    }
-    return obj;
-  });
-
-  // Memoize an expensive function by storing its results.
-  function memoize(func, hasher) {
-    var memoize = function(key) {
-      var cache = memoize.cache;
-      var address = '' + (hasher ? hasher.apply(this, arguments) : key);
-      if (!has$1(cache, address)) cache[address] = func.apply(this, arguments);
-      return cache[address];
-    };
-    memoize.cache = {};
-    return memoize;
-  }
-
-  // Delays a function for the given number of milliseconds, and then calls
-  // it with the arguments supplied.
-  var delay = restArguments(function(func, wait, args) {
-    return setTimeout(function() {
-      return func.apply(null, args);
-    }, wait);
-  });
-
-  // Defers a function, scheduling it to run after the current call stack has
-  // cleared.
-  var defer = partial(delay, _$1, 1);
-
-  // Returns a function, that, when invoked, will only be triggered at most once
-  // during a given window of time. Normally, the throttled function will run
-  // as much as it can, without ever going more than once per `wait` duration;
-  // but if you'd like to disable the execution on the leading edge, pass
-  // `{leading: false}`. To disable execution on the trailing edge, ditto.
-  function throttle(func, wait, options) {
-    var timeout, context, args, result;
-    var previous = 0;
-    if (!options) options = {};
-
-    var later = function() {
-      previous = options.leading === false ? 0 : now();
-      timeout = null;
-      result = func.apply(context, args);
-      if (!timeout) context = args = null;
-    };
-
-    var throttled = function() {
-      var _now = now();
-      if (!previous && options.leading === false) previous = _now;
-      var remaining = wait - (_now - previous);
-      context = this;
-      args = arguments;
-      if (remaining <= 0 || remaining > wait) {
-        if (timeout) {
-          clearTimeout(timeout);
-          timeout = null;
-        }
-        previous = _now;
-        result = func.apply(context, args);
-        if (!timeout) context = args = null;
-      } else if (!timeout && options.trailing !== false) {
-        timeout = setTimeout(later, remaining);
-      }
-      return result;
-    };
-
-    throttled.cancel = function() {
-      clearTimeout(timeout);
-      previous = 0;
-      timeout = context = args = null;
-    };
-
-    return throttled;
-  }
-
-  // When a sequence of calls of the returned function ends, the argument
-  // function is triggered. The end of a sequence is defined by the `wait`
-  // parameter. If `immediate` is passed, the argument function will be
-  // triggered at the beginning of the sequence instead of at the end.
-  function debounce(func, wait, immediate) {
-    var timeout, previous, args, result, context;
-
-    var later = function() {
-      var passed = now() - previous;
-      if (wait > passed) {
-        timeout = setTimeout(later, wait - passed);
-      } else {
-        timeout = null;
-        if (!immediate) result = func.apply(context, args);
-        // This check is needed because `func` can recursively invoke `debounced`.
-        if (!timeout) args = context = null;
-      }
-    };
-
-    var debounced = restArguments(function(_args) {
-      context = this;
-      args = _args;
-      previous = now();
-      if (!timeout) {
-        timeout = setTimeout(later, wait);
-        if (immediate) result = func.apply(context, args);
-      }
-      return result;
-    });
-
-    debounced.cancel = function() {
-      clearTimeout(timeout);
-      timeout = args = context = null;
-    };
-
-    return debounced;
-  }
-
-  // Returns the first function passed as an argument to the second,
-  // allowing you to adjust arguments, run code before and after, and
-  // conditionally execute the original function.
-  function wrap(func, wrapper) {
-    return partial(wrapper, func);
-  }
-
-  // Returns a negated version of the passed-in predicate.
-  function negate(predicate) {
-    return function() {
-      return !predicate.apply(this, arguments);
-    };
-  }
-
-  // Returns a function that is the composition of a list of functions, each
-  // consuming the return value of the function that follows.
-  function compose() {
-    var args = arguments;
-    var start = args.length - 1;
-    return function() {
-      var i = start;
-      var result = args[start].apply(this, arguments);
-      while (i--) result = args[i].call(this, result);
-      return result;
-    };
-  }
-
-  // Returns a function that will only be executed on and after the Nth call.
-  function after(times, func) {
-    return function() {
-      if (--times < 1) {
-        return func.apply(this, arguments);
-      }
-    };
-  }
-
-  // Returns a function that will only be executed up to (but not including) the
-  // Nth call.
-  function before(times, func) {
-    var memo;
-    return function() {
-      if (--times > 0) {
-        memo = func.apply(this, arguments);
-      }
-      if (times <= 1) func = null;
-      return memo;
-    };
-  }
-
-  // Returns a function that will be executed at most one time, no matter how
-  // often you call it. Useful for lazy initialization.
-  var once = partial(before, 2);
-
-  // Returns the first key on an object that passes a truth test.
-  function findKey(obj, predicate, context) {
-    predicate = cb(predicate, context);
-    var _keys = keys(obj), key;
-    for (var i = 0, length = _keys.length; i < length; i++) {
-      key = _keys[i];
-      if (predicate(obj[key], key, obj)) return key;
-    }
-  }
-
-  // Internal function to generate `_.findIndex` and `_.findLastIndex`.
-  function createPredicateIndexFinder(dir) {
-    return function(array, predicate, context) {
-      predicate = cb(predicate, context);
-      var length = getLength(array);
-      var index = dir > 0 ? 0 : length - 1;
-      for (; index >= 0 && index < length; index += dir) {
-        if (predicate(array[index], index, array)) return index;
-      }
-      return -1;
-    };
-  }
-
-  // Returns the first index on an array-like that passes a truth test.
-  var findIndex = createPredicateIndexFinder(1);
-
-  // Returns the last index on an array-like that passes a truth test.
-  var findLastIndex = createPredicateIndexFinder(-1);
-
-  // Use a comparator function to figure out the smallest index at which
-  // an object should be inserted so as to maintain order. Uses binary search.
-  function sortedIndex(array, obj, iteratee, context) {
-    iteratee = cb(iteratee, context, 1);
-    var value = iteratee(obj);
-    var low = 0, high = getLength(array);
-    while (low < high) {
-      var mid = Math.floor((low + high) / 2);
-      if (iteratee(array[mid]) < value) low = mid + 1; else high = mid;
-    }
-    return low;
-  }
-
-  // Internal function to generate the `_.indexOf` and `_.lastIndexOf` functions.
-  function createIndexFinder(dir, predicateFind, sortedIndex) {
-    return function(array, item, idx) {
-      var i = 0, length = getLength(array);
-      if (typeof idx == 'number') {
-        if (dir > 0) {
-          i = idx >= 0 ? idx : Math.max(idx + length, i);
-        } else {
-          length = idx >= 0 ? Math.min(idx + 1, length) : idx + length + 1;
-        }
-      } else if (sortedIndex && idx && length) {
-        idx = sortedIndex(array, item);
-        return array[idx] === item ? idx : -1;
-      }
-      if (item !== item) {
-        idx = predicateFind(slice.call(array, i, length), isNaN$1);
-        return idx >= 0 ? idx + i : -1;
-      }
-      for (idx = dir > 0 ? i : length - 1; idx >= 0 && idx < length; idx += dir) {
-        if (array[idx] === item) return idx;
-      }
-      return -1;
-    };
-  }
-
-  // Return the position of the first occurrence of an item in an array,
-  // or -1 if the item is not included in the array.
-  // If the array is large and already in sort order, pass `true`
-  // for **isSorted** to use binary search.
-  var indexOf = createIndexFinder(1, findIndex, sortedIndex);
-
-  // Return the position of the last occurrence of an item in an array,
-  // or -1 if the item is not included in the array.
-  var lastIndexOf = createIndexFinder(-1, findLastIndex);
-
-  // Return the first value which passes a truth test.
-  function find(obj, predicate, context) {
-    var keyFinder = isArrayLike(obj) ? findIndex : findKey;
-    var key = keyFinder(obj, predicate, context);
-    if (key !== void 0 && key !== -1) return obj[key];
-  }
-
-  // Convenience version of a common use case of `_.find`: getting the first
-  // object containing specific `key:value` pairs.
-  function findWhere(obj, attrs) {
-    return find(obj, matcher(attrs));
-  }
-
-  // The cornerstone for collection functions, an `each`
-  // implementation, aka `forEach`.
-  // Handles raw objects in addition to array-likes. Treats all
-  // sparse array-likes as if they were dense.
-  function each(obj, iteratee, context) {
-    iteratee = optimizeCb(iteratee, context);
-    var i, length;
-    if (isArrayLike(obj)) {
-      for (i = 0, length = obj.length; i < length; i++) {
-        iteratee(obj[i], i, obj);
-      }
-    } else {
-      var _keys = keys(obj);
-      for (i = 0, length = _keys.length; i < length; i++) {
-        iteratee(obj[_keys[i]], _keys[i], obj);
-      }
-    }
-    return obj;
-  }
-
-  // Return the results of applying the iteratee to each element.
-  function map(obj, iteratee, context) {
-    iteratee = cb(iteratee, context);
-    var _keys = !isArrayLike(obj) && keys(obj),
-        length = (_keys || obj).length,
-        results = Array(length);
-    for (var index = 0; index < length; index++) {
-      var currentKey = _keys ? _keys[index] : index;
-      results[index] = iteratee(obj[currentKey], currentKey, obj);
-    }
-    return results;
-  }
-
-  // Internal helper to create a reducing function, iterating left or right.
-  function createReduce(dir) {
-    // Wrap code that reassigns argument variables in a separate function than
-    // the one that accesses `arguments.length` to avoid a perf hit. (#1991)
-    var reducer = function(obj, iteratee, memo, initial) {
-      var _keys = !isArrayLike(obj) && keys(obj),
-          length = (_keys || obj).length,
-          index = dir > 0 ? 0 : length - 1;
-      if (!initial) {
-        memo = obj[_keys ? _keys[index] : index];
-        index += dir;
-      }
-      for (; index >= 0 && index < length; index += dir) {
-        var currentKey = _keys ? _keys[index] : index;
-        memo = iteratee(memo, obj[currentKey], currentKey, obj);
-      }
-      return memo;
-    };
-
-    return function(obj, iteratee, memo, context) {
-      var initial = arguments.length >= 3;
-      return reducer(obj, optimizeCb(iteratee, context, 4), memo, initial);
-    };
-  }
-
-  // **Reduce** builds up a single result from a list of values, aka `inject`,
-  // or `foldl`.
-  var reduce = createReduce(1);
-
-  // The right-associative version of reduce, also known as `foldr`.
-  var reduceRight = createReduce(-1);
-
-  // Return all the elements that pass a truth test.
-  function filter(obj, predicate, context) {
-    var results = [];
-    predicate = cb(predicate, context);
-    each(obj, function(value, index, list) {
-      if (predicate(value, index, list)) results.push(value);
-    });
-    return results;
-  }
-
-  // Return all the elements for which a truth test fails.
-  function reject(obj, predicate, context) {
-    return filter(obj, negate(cb(predicate)), context);
-  }
-
-  // Determine whether all of the elements pass a truth test.
-  function every(obj, predicate, context) {
-    predicate = cb(predicate, context);
-    var _keys = !isArrayLike(obj) && keys(obj),
-        length = (_keys || obj).length;
-    for (var index = 0; index < length; index++) {
-      var currentKey = _keys ? _keys[index] : index;
-      if (!predicate(obj[currentKey], currentKey, obj)) return false;
-    }
-    return true;
-  }
-
-  // Determine if at least one element in the object passes a truth test.
-  function some(obj, predicate, context) {
-    predicate = cb(predicate, context);
-    var _keys = !isArrayLike(obj) && keys(obj),
-        length = (_keys || obj).length;
-    for (var index = 0; index < length; index++) {
-      var currentKey = _keys ? _keys[index] : index;
-      if (predicate(obj[currentKey], currentKey, obj)) return true;
-    }
-    return false;
-  }
-
-  // Determine if the array or object contains a given item (using `===`).
-  function contains(obj, item, fromIndex, guard) {
-    if (!isArrayLike(obj)) obj = values(obj);
-    if (typeof fromIndex != 'number' || guard) fromIndex = 0;
-    return indexOf(obj, item, fromIndex) >= 0;
-  }
-
-  // Invoke a method (with arguments) on every item in a collection.
-  var invoke = restArguments(function(obj, path, args) {
-    var contextPath, func;
-    if (isFunction$1(path)) {
-      func = path;
-    } else {
-      path = toPath(path);
-      contextPath = path.slice(0, -1);
-      path = path[path.length - 1];
-    }
-    return map(obj, function(context) {
-      var method = func;
-      if (!method) {
-        if (contextPath && contextPath.length) {
-          context = deepGet(context, contextPath);
-        }
-        if (context == null) return void 0;
-        method = context[path];
-      }
-      return method == null ? method : method.apply(context, args);
-    });
-  });
-
-  // Convenience version of a common use case of `_.map`: fetching a property.
-  function pluck(obj, key) {
-    return map(obj, property(key));
-  }
-
-  // Convenience version of a common use case of `_.filter`: selecting only
-  // objects containing specific `key:value` pairs.
-  function where(obj, attrs) {
-    return filter(obj, matcher(attrs));
-  }
-
-  // Return the maximum element (or element-based computation).
-  function max(obj, iteratee, context) {
-    var result = -Infinity, lastComputed = -Infinity,
-        value, computed;
-    if (iteratee == null || typeof iteratee == 'number' && typeof obj[0] != 'object' && obj != null) {
-      obj = isArrayLike(obj) ? obj : values(obj);
-      for (var i = 0, length = obj.length; i < length; i++) {
-        value = obj[i];
-        if (value != null && value > result) {
-          result = value;
-        }
-      }
-    } else {
-      iteratee = cb(iteratee, context);
-      each(obj, function(v, index, list) {
-        computed = iteratee(v, index, list);
-        if (computed > lastComputed || computed === -Infinity && result === -Infinity) {
-          result = v;
-          lastComputed = computed;
-        }
-      });
-    }
-    return result;
-  }
-
-  // Return the minimum element (or element-based computation).
-  function min(obj, iteratee, context) {
-    var result = Infinity, lastComputed = Infinity,
-        value, computed;
-    if (iteratee == null || typeof iteratee == 'number' && typeof obj[0] != 'object' && obj != null) {
-      obj = isArrayLike(obj) ? obj : values(obj);
-      for (var i = 0, length = obj.length; i < length; i++) {
-        value = obj[i];
-        if (value != null && value < result) {
-          result = value;
-        }
-      }
-    } else {
-      iteratee = cb(iteratee, context);
-      each(obj, function(v, index, list) {
-        computed = iteratee(v, index, list);
-        if (computed < lastComputed || computed === Infinity && result === Infinity) {
-          result = v;
-          lastComputed = computed;
-        }
-      });
-    }
-    return result;
-  }
-
-  // Sample **n** random values from a collection using the modern version of the
-  // [Fisher-Yates shuffle](https://en.wikipedia.org/wiki/Fisher–Yates_shuffle).
-  // If **n** is not specified, returns a single random element.
-  // The internal `guard` argument allows it to work with `_.map`.
-  function sample(obj, n, guard) {
-    if (n == null || guard) {
-      if (!isArrayLike(obj)) obj = values(obj);
-      return obj[random(obj.length - 1)];
-    }
-    var sample = isArrayLike(obj) ? clone(obj) : values(obj);
-    var length = getLength(sample);
-    n = Math.max(Math.min(n, length), 0);
-    var last = length - 1;
-    for (var index = 0; index < n; index++) {
-      var rand = random(index, last);
-      var temp = sample[index];
-      sample[index] = sample[rand];
-      sample[rand] = temp;
-    }
-    return sample.slice(0, n);
-  }
-
-  // Shuffle a collection.
-  function shuffle(obj) {
-    return sample(obj, Infinity);
-  }
-
-  // Sort the object's values by a criterion produced by an iteratee.
-  function sortBy(obj, iteratee, context) {
-    var index = 0;
-    iteratee = cb(iteratee, context);
-    return pluck(map(obj, function(value, key, list) {
-      return {
-        value: value,
-        index: index++,
-        criteria: iteratee(value, key, list)
-      };
-    }).sort(function(left, right) {
-      var a = left.criteria;
-      var b = right.criteria;
-      if (a !== b) {
-        if (a > b || a === void 0) return 1;
-        if (a < b || b === void 0) return -1;
-      }
-      return left.index - right.index;
-    }), 'value');
-  }
-
-  // An internal function used for aggregate "group by" operations.
-  function group(behavior, partition) {
-    return function(obj, iteratee, context) {
-      var result = partition ? [[], []] : {};
-      iteratee = cb(iteratee, context);
-      each(obj, function(value, index) {
-        var key = iteratee(value, index, obj);
-        behavior(result, value, key);
-      });
-      return result;
-    };
-  }
-
-  // Groups the object's values by a criterion. Pass either a string attribute
-  // to group by, or a function that returns the criterion.
-  var groupBy = group(function(result, value, key) {
-    if (has$1(result, key)) result[key].push(value); else result[key] = [value];
-  });
-
-  // Indexes the object's values by a criterion, similar to `_.groupBy`, but for
-  // when you know that your index values will be unique.
-  var indexBy = group(function(result, value, key) {
-    result[key] = value;
-  });
-
-  // Counts instances of an object that group by a certain criterion. Pass
-  // either a string attribute to count by, or a function that returns the
-  // criterion.
-  var countBy = group(function(result, value, key) {
-    if (has$1(result, key)) result[key]++; else result[key] = 1;
-  });
-
-  // Split a collection into two arrays: one whose elements all pass the given
-  // truth test, and one whose elements all do not pass the truth test.
-  var partition = group(function(result, value, pass) {
-    result[pass ? 0 : 1].push(value);
-  }, true);
-
-  // Safely create a real, live array from anything iterable.
-  var reStrSymbol = /[^\ud800-\udfff]|[\ud800-\udbff][\udc00-\udfff]|[\ud800-\udfff]/g;
-  function toArray(obj) {
-    if (!obj) return [];
-    if (isArray(obj)) return slice.call(obj);
-    if (isString(obj)) {
-      // Keep surrogate pair characters together.
-      return obj.match(reStrSymbol);
-    }
-    if (isArrayLike(obj)) return map(obj, identity);
-    return values(obj);
-  }
-
-  // Return the number of elements in a collection.
-  function size(obj) {
-    if (obj == null) return 0;
-    return isArrayLike(obj) ? obj.length : keys(obj).length;
-  }
-
-  // Internal `_.pick` helper function to determine whether `key` is an enumerable
-  // property name of `obj`.
-  function keyInObj(value, key, obj) {
-    return key in obj;
-  }
-
-  // Return a copy of the object only containing the allowed properties.
-  var pick = restArguments(function(obj, keys) {
-    var result = {}, iteratee = keys[0];
-    if (obj == null) return result;
-    if (isFunction$1(iteratee)) {
-      if (keys.length > 1) iteratee = optimizeCb(iteratee, keys[1]);
-      keys = allKeys(obj);
-    } else {
-      iteratee = keyInObj;
-      keys = flatten$1(keys, false, false);
-      obj = Object(obj);
-    }
-    for (var i = 0, length = keys.length; i < length; i++) {
-      var key = keys[i];
-      var value = obj[key];
-      if (iteratee(value, key, obj)) result[key] = value;
-    }
-    return result;
-  });
-
-  // Return a copy of the object without the disallowed properties.
-  var omit = restArguments(function(obj, keys) {
-    var iteratee = keys[0], context;
-    if (isFunction$1(iteratee)) {
-      iteratee = negate(iteratee);
-      if (keys.length > 1) context = keys[1];
-    } else {
-      keys = map(flatten$1(keys, false, false), String);
-      iteratee = function(value, key) {
-        return !contains(keys, key);
-      };
-    }
-    return pick(obj, iteratee, context);
-  });
-
-  // Returns everything but the last entry of the array. Especially useful on
-  // the arguments object. Passing **n** will return all the values in
-  // the array, excluding the last N.
-  function initial(array, n, guard) {
-    return slice.call(array, 0, Math.max(0, array.length - (n == null || guard ? 1 : n)));
-  }
-
-  // Get the first element of an array. Passing **n** will return the first N
-  // values in the array. The **guard** check allows it to work with `_.map`.
-  function first(array, n, guard) {
-    if (array == null || array.length < 1) return n == null || guard ? void 0 : [];
-    if (n == null || guard) return array[0];
-    return initial(array, array.length - n);
-  }
-
-  // Returns everything but the first entry of the `array`. Especially useful on
-  // the `arguments` object. Passing an **n** will return the rest N values in the
-  // `array`.
-  function rest(array, n, guard) {
-    return slice.call(array, n == null || guard ? 1 : n);
-  }
-
-  // Get the last element of an array. Passing **n** will return the last N
-  // values in the array.
-  function last(array, n, guard) {
-    if (array == null || array.length < 1) return n == null || guard ? void 0 : [];
-    if (n == null || guard) return array[array.length - 1];
-    return rest(array, Math.max(0, array.length - n));
-  }
-
-  // Trim out all falsy values from an array.
-  function compact(array) {
-    return filter(array, Boolean);
-  }
-
-  // Flatten out an array, either recursively (by default), or up to `depth`.
-  // Passing `true` or `false` as `depth` means `1` or `Infinity`, respectively.
-  function flatten(array, depth) {
-    return flatten$1(array, depth, false);
-  }
-
-  // Take the difference between one array and a number of other arrays.
-  // Only the elements present in just the first array will remain.
-  var difference = restArguments(function(array, rest) {
-    rest = flatten$1(rest, true, true);
-    return filter(array, function(value){
-      return !contains(rest, value);
-    });
-  });
-
-  // Return a version of the array that does not contain the specified value(s).
-  var without = restArguments(function(array, otherArrays) {
-    return difference(array, otherArrays);
-  });
-
-  // Produce a duplicate-free version of the array. If the array has already
-  // been sorted, you have the option of using a faster algorithm.
-  // The faster algorithm will not work with an iteratee if the iteratee
-  // is not a one-to-one function, so providing an iteratee will disable
-  // the faster algorithm.
-  function uniq(array, isSorted, iteratee, context) {
-    if (!isBoolean(isSorted)) {
-      context = iteratee;
-      iteratee = isSorted;
-      isSorted = false;
-    }
-    if (iteratee != null) iteratee = cb(iteratee, context);
-    var result = [];
-    var seen = [];
-    for (var i = 0, length = getLength(array); i < length; i++) {
-      var value = array[i],
-          computed = iteratee ? iteratee(value, i, array) : value;
-      if (isSorted && !iteratee) {
-        if (!i || seen !== computed) result.push(value);
-        seen = computed;
-      } else if (iteratee) {
-        if (!contains(seen, computed)) {
-          seen.push(computed);
-          result.push(value);
-        }
-      } else if (!contains(result, value)) {
-        result.push(value);
-      }
-    }
-    return result;
-  }
-
-  // Produce an array that contains the union: each distinct element from all of
-  // the passed-in arrays.
-  var union = restArguments(function(arrays) {
-    return uniq(flatten$1(arrays, true, true));
-  });
-
-  // Produce an array that contains every item shared between all the
-  // passed-in arrays.
-  function intersection(array) {
-    var result = [];
-    var argsLength = arguments.length;
-    for (var i = 0, length = getLength(array); i < length; i++) {
-      var item = array[i];
-      if (contains(result, item)) continue;
-      var j;
-      for (j = 1; j < argsLength; j++) {
-        if (!contains(arguments[j], item)) break;
-      }
-      if (j === argsLength) result.push(item);
-    }
-    return result;
-  }
-
-  // Complement of zip. Unzip accepts an array of arrays and groups
-  // each array's elements on shared indices.
-  function unzip(array) {
-    var length = array && max(array, getLength).length || 0;
-    var result = Array(length);
-
-    for (var index = 0; index < length; index++) {
-      result[index] = pluck(array, index);
-    }
-    return result;
-  }
-
-  // Zip together multiple lists into a single array -- elements that share
-  // an index go together.
-  var zip = restArguments(unzip);
-
-  // Converts lists into objects. Pass either a single array of `[key, value]`
-  // pairs, or two parallel arrays of the same length -- one of keys, and one of
-  // the corresponding values. Passing by pairs is the reverse of `_.pairs`.
-  function object(list, values) {
-    var result = {};
-    for (var i = 0, length = getLength(list); i < length; i++) {
-      if (values) {
-        result[list[i]] = values[i];
-      } else {
-        result[list[i][0]] = list[i][1];
-      }
-    }
-    return result;
-  }
-
-  // Generate an integer Array containing an arithmetic progression. A port of
-  // the native Python `range()` function. See
-  // [the Python documentation](https://docs.python.org/library/functions.html#range).
-  function range(start, stop, step) {
-    if (stop == null) {
-      stop = start || 0;
-      start = 0;
-    }
-    if (!step) {
-      step = stop < start ? -1 : 1;
-    }
-
-    var length = Math.max(Math.ceil((stop - start) / step), 0);
-    var range = Array(length);
-
-    for (var idx = 0; idx < length; idx++, start += step) {
-      range[idx] = start;
-    }
-
-    return range;
-  }
-
-  // Chunk a single array into multiple arrays, each containing `count` or fewer
-  // items.
-  function chunk(array, count) {
-    if (count == null || count < 1) return [];
-    var result = [];
-    var i = 0, length = array.length;
-    while (i < length) {
-      result.push(slice.call(array, i, i += count));
-    }
-    return result;
-  }
-
-  // Helper function to continue chaining intermediate results.
-  function chainResult(instance, obj) {
-    return instance._chain ? _$1(obj).chain() : obj;
-  }
-
-  // Add your own custom functions to the Underscore object.
-  function mixin(obj) {
-    each(functions(obj), function(name) {
-      var func = _$1[name] = obj[name];
-      _$1.prototype[name] = function() {
-        var args = [this._wrapped];
-        push.apply(args, arguments);
-        return chainResult(this, func.apply(_$1, args));
-      };
-    });
-    return _$1;
-  }
-
-  // Add all mutator `Array` functions to the wrapper.
-  each(['pop', 'push', 'reverse', 'shift', 'sort', 'splice', 'unshift'], function(name) {
-    var method = ArrayProto[name];
-    _$1.prototype[name] = function() {
-      var obj = this._wrapped;
-      if (obj != null) {
-        method.apply(obj, arguments);
-        if ((name === 'shift' || name === 'splice') && obj.length === 0) {
-          delete obj[0];
-        }
-      }
-      return chainResult(this, obj);
-    };
-  });
-
-  // Add all accessor `Array` functions to the wrapper.
-  each(['concat', 'join', 'slice'], function(name) {
-    var method = ArrayProto[name];
-    _$1.prototype[name] = function() {
-      var obj = this._wrapped;
-      if (obj != null) obj = method.apply(obj, arguments);
-      return chainResult(this, obj);
-    };
-  });
-
-  // Named Exports
-
-  var allExports = {
-    __proto__: null,
-    VERSION: VERSION,
-    restArguments: restArguments,
-    isObject: isObject,
-    isNull: isNull,
-    isUndefined: isUndefined,
-    isBoolean: isBoolean,
-    isElement: isElement,
-    isString: isString,
-    isNumber: isNumber,
-    isDate: isDate,
-    isRegExp: isRegExp,
-    isError: isError,
-    isSymbol: isSymbol,
-    isArrayBuffer: isArrayBuffer,
-    isDataView: isDataView$1,
-    isArray: isArray,
-    isFunction: isFunction$1,
-    isArguments: isArguments$1,
-    isFinite: isFinite$1,
-    isNaN: isNaN$1,
-    isTypedArray: isTypedArray$1,
-    isEmpty: isEmpty,
-    isMatch: isMatch,
-    isEqual: isEqual,
-    isMap: isMap,
-    isWeakMap: isWeakMap,
-    isSet: isSet,
-    isWeakSet: isWeakSet,
-    keys: keys,
-    allKeys: allKeys,
-    values: values,
-    pairs: pairs,
-    invert: invert,
-    functions: functions,
-    methods: functions,
-    extend: extend,
-    extendOwn: extendOwn,
-    assign: extendOwn,
-    defaults: defaults,
-    create: create,
-    clone: clone,
-    tap: tap,
-    get: get,
-    has: has,
-    mapObject: mapObject,
-    identity: identity,
-    constant: constant,
-    noop: noop,
-    toPath: toPath$1,
-    property: property,
-    propertyOf: propertyOf,
-    matcher: matcher,
-    matches: matcher,
-    times: times,
-    random: random,
-    now: now,
-    escape: _escape,
-    unescape: _unescape,
-    templateSettings: templateSettings,
-    template: template,
-    result: result,
-    uniqueId: uniqueId,
-    chain: chain,
-    iteratee: iteratee,
-    partial: partial,
-    bind: bind,
-    bindAll: bindAll,
-    memoize: memoize,
-    delay: delay,
-    defer: defer,
-    throttle: throttle,
-    debounce: debounce,
-    wrap: wrap,
-    negate: negate,
-    compose: compose,
-    after: after,
-    before: before,
-    once: once,
-    findKey: findKey,
-    findIndex: findIndex,
-    findLastIndex: findLastIndex,
-    sortedIndex: sortedIndex,
-    indexOf: indexOf,
-    lastIndexOf: lastIndexOf,
-    find: find,
-    detect: find,
-    findWhere: findWhere,
-    each: each,
-    forEach: each,
-    map: map,
-    collect: map,
-    reduce: reduce,
-    foldl: reduce,
-    inject: reduce,
-    reduceRight: reduceRight,
-    foldr: reduceRight,
-    filter: filter,
-    select: filter,
-    reject: reject,
-    every: every,
-    all: every,
-    some: some,
-    any: some,
-    contains: contains,
-    includes: contains,
-    include: contains,
-    invoke: invoke,
-    pluck: pluck,
-    where: where,
-    max: max,
-    min: min,
-    shuffle: shuffle,
-    sample: sample,
-    sortBy: sortBy,
-    groupBy: groupBy,
-    indexBy: indexBy,
-    countBy: countBy,
-    partition: partition,
-    toArray: toArray,
-    size: size,
-    pick: pick,
-    omit: omit,
-    first: first,
-    head: first,
-    take: first,
-    initial: initial,
-    last: last,
-    rest: rest,
-    tail: rest,
-    drop: rest,
-    compact: compact,
-    flatten: flatten,
-    without: without,
-    uniq: uniq,
-    unique: uniq,
-    union: union,
-    intersection: intersection,
-    difference: difference,
-    unzip: unzip,
-    transpose: unzip,
-    zip: zip,
-    object: object,
-    range: range,
-    chunk: chunk,
-    mixin: mixin,
-    'default': _$1
-  };
-
-  // Default Export
-
-  // Add all of the Underscore functions to the wrapper object.
-  var _ = mixin(allExports);
-  // Legacy Node.js API.
-  _._ = _;
-
-  return _;
-
-})));
-//# sourceMappingURL=underscore-umd.js.map
diff --git a/docs/_build/html/_static/underscore.js b/docs/_build/html/_static/underscore.js
deleted file mode 100644
index cf177d4..0000000
--- a/docs/_build/html/_static/underscore.js
+++ /dev/null
@@ -1,6 +0,0 @@
-!function(n,r){"object"==typeof exports&&"undefined"!=typeof module?module.exports=r():"function"==typeof define&&define.amd?define("underscore",r):(n="undefined"!=typeof globalThis?globalThis:n||self,function(){var t=n._,e=n._=r();e.noConflict=function(){return n._=t,e}}())}(this,(function(){
-//     Underscore.js 1.13.1
-//     https://underscorejs.org
-//     (c) 2009-2021 Jeremy Ashkenas, Julian Gonggrijp, and DocumentCloud and Investigative Reporters & Editors
-//     Underscore may be freely distributed under the MIT license.
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\ No newline at end of file
diff --git a/docs/_build/html/about.html b/docs/_build/html/about.html
index 65fded8..f611b5d 100644
--- a/docs/_build/html/about.html
+++ b/docs/_build/html/about.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>About IQM-Vis &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="#" />
@@ -30,11 +29,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -80,7 +83,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">About IQM-Vis</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/about.rst.txt" rel="nofollow"> View page source</a>
@@ -92,28 +95,28 @@
            <div itemprop="articleBody">
              
   <section id="about-iqm-vis">
-<h1>About IQM-Vis<a class="headerlink" href="#about-iqm-vis" title="Permalink to this headline"></a></h1>
+<h1>About IQM-Vis<a class="headerlink" href="#about-iqm-vis" title="Permalink to this heading"></a></h1>
 <section id="what-iqm-vis-offers">
-<h2>What IQM-Vis Offers<a class="headerlink" href="#what-iqm-vis-offers" title="Permalink to this headline"></a></h2>
+<h2>What IQM-Vis Offers<a class="headerlink" href="#what-iqm-vis-offers" title="Permalink to this heading"></a></h2>
 <p>IQM-Vis enables quick access to visualising image distortions and evaluating IQMs through a simple and convenient python graphical interface. It provides many standard distortions and IQMs out of the box. Adding custom distortions, IQMs and image datasets is also straightforward.
 Comparison graphs of IQMs are automatically generated as well as the option to compare with human scores to understand on what particular distortions or images the metric fails. This improves the quality and timescale of the IQM evaluation process.
 IQM-Vis manages the data storage from the experiments and shows the results with correlation plots against desired IQMs. Any image distortions which do not conform to the correlation can be selected for further analysis of the image properties.</p>
 </section>
 <section id="built-in-functionality">
-<h2>Built in functionality<a class="headerlink" href="#built-in-functionality" title="Permalink to this headline"></a></h2>
+<h2>Built in functionality<a class="headerlink" href="#built-in-functionality" title="Permalink to this heading"></a></h2>
 <p>IQM-Vis offers many stanard distortions and IQMs to use out of the box (see the documentation for more details).
 IQM-Vis includes image pre processing features such as image resizing, cropping (for use with translation and rotation transforms).
 It also includes screen calibration capabilites in the form of display size and luminance correction so that the images can be viewed truthfully.</p>
 </section>
 <section id="human-perception-experiments">
-<h2>Human Perception Experiments<a class="headerlink" href="#human-perception-experiments" title="Permalink to this headline"></a></h2>
+<h2>Human Perception Experiments<a class="headerlink" href="#human-perception-experiments" title="Permalink to this heading"></a></h2>
 <p>IQM-Vis has functionality for conducting human perception experiments. This feature enables practitioners to analyse custom distortions and image datasets, which is crucial for real-world design and evaluation of IQMs. IQM-Vis facilitates the management and analysis of the collected data.</p>
 <p>Experiment participants provide the ordinal orderings of the perceived quality of an image exposed to specific distortion.
 This is achieved by the process of recursively picking the highest quality image out of a pair with respect to an undistorted reference image. The ordering of the images is calculated from an underlying sorting algorithm (quick sort).</p>
 <p>See the “Running an Experiment” tutorial for further details on experiments.</p>
 </section>
 <section id="software">
-<h2>Software<a class="headerlink" href="#software" title="Permalink to this headline"></a></h2>
+<h2>Software<a class="headerlink" href="#software" title="Permalink to this heading"></a></h2>
 <p>IQM-Vis is implemented in Python, the graphical user interface (GUI) is developed using PyQt6, the image handling and processing is covered by OpenCV.
 Numpy is used for image distortions and other backend tasks and many of the IQMs provided take advantage of the pytorch framework to enable GPU hardware acceleration</p>
 </section>
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index 7708759..48e8624 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -27,11 +26,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -71,7 +74,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">Index</li>
       <li class="wy-breadcrumbs-aside">
       </li>
diff --git a/docs/_build/html/getting_started.html b/docs/_build/html/getting_started.html
index aa29379..b339a52 100644
--- a/docs/_build/html/getting_started.html
+++ b/docs/_build/html/getting_started.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Getting Started &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script src="_static/js/theme.js"></script>
     <link rel="author" title="About these documents" href="about.html" />
@@ -30,11 +29,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -79,7 +82,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">Getting Started</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/getting_started.rst.txt" rel="nofollow"> View page source</a>
@@ -91,27 +94,27 @@
            <div itemprop="articleBody">
              
   <section id="getting-started">
-<h1>Getting Started<a class="headerlink" href="#getting-started" title="Permalink to this headline"></a></h1>
+<h1>Getting Started<a class="headerlink" href="#getting-started" title="Permalink to this heading"></a></h1>
 <section id="installation">
-<h2>Installation<a class="headerlink" href="#installation" title="Permalink to this headline"></a></h2>
+<h2>Installation<a class="headerlink" href="#installation" title="Permalink to this heading"></a></h2>
 <p>It is important to run IQM-Vis in a fresh python virtual environment. This is so that there will be no dependancy clashes with the required libraries. Python version 3.9 is recommended, but newer versions should work as well.</p>
 <p>You can make a new environment by using anaconda (conda):</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>IQM_Vis<span class="w"> </span><span class="nv">python</span><span class="o">=</span><span class="m">3</span>.9<span class="w"> </span>-y
-conda<span class="w"> </span>activate<span class="w"> </span>IQM_Vis
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda create -n IQM_Vis <span class="nv">python</span><span class="o">=</span><span class="m">3</span>.9 -y
+conda activate IQM_Vis
 </pre></div>
 </div>
 <p>If you have a GPU and would like to use CUDA then at this point head over to the pytorch website and download the relevent packages e.g.</p>
 <p>If you don’t have a GPU then you can skip this step.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>install<span class="w"> </span><span class="nv">pytorch</span><span class="o">==</span><span class="m">1</span>.13.1<span class="w"> </span><span class="nv">torchvision</span><span class="o">==</span><span class="m">0</span>.14.1<span class="w"> </span><span class="nv">torchaudio</span><span class="o">==</span><span class="m">0</span>.13.1<span class="w"> </span>pytorch-cuda<span class="o">=</span><span class="m">11</span>.7<span class="w"> </span>-c<span class="w"> </span>pytorch<span class="w"> </span>-c<span class="w"> </span>nvidia
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda install <span class="nv">pytorch</span><span class="o">==</span><span class="m">1</span>.13.1 <span class="nv">torchvision</span><span class="o">==</span><span class="m">0</span>.14.1 <span class="nv">torchaudio</span><span class="o">==</span><span class="m">0</span>.13.1 pytorch-cuda<span class="o">=</span><span class="m">11</span>.7 -c pytorch -c nvidia
 </pre></div>
 </div>
 <p>Now we can install IQM-Vis from the PyPi index:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>IQM-Vis
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip install IQM-Vis
 </pre></div>
 </div>
 </section>
 <section id="testing-the-installation">
-<h2>Testing the installation<a class="headerlink" href="#testing-the-installation" title="Permalink to this headline"></a></h2>
+<h2>Testing the installation<a class="headerlink" href="#testing-the-installation" title="Permalink to this heading"></a></h2>
 <p>Run a demonstration example by running the python code:</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">IQM_Vis</span>
 <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">make_UI</span><span class="p">()</span>
@@ -119,7 +122,7 @@ <h2>Testing the installation<a class="headerlink" href="#testing-the-installatio
 </div>
 </section>
 <section id="common-issues">
-<h2>Common Issues<a class="headerlink" href="#common-issues" title="Permalink to this headline"></a></h2>
+<h2>Common Issues<a class="headerlink" href="#common-issues" title="Permalink to this heading"></a></h2>
 <p>There are some know issues with some work arounds.</p>
 <p>There are some dependancy conflicts with python 3.11, we recommend 3.9 or 3.10.</p>
 <p>If you are using Ubuntu and getting the error</p>
@@ -127,7 +130,7 @@ <h2>Common Issues<a class="headerlink" href="#common-issues" title="Permalink to
 </pre></div>
 </div>
 <p>Then you will be missing some libraries which you can install with:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>libxcb-cursor0
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo apt install libxcb-cursor0
 </pre></div>
 </div>
 <p>If this does not solve the problem then first make sure you are using the latest version of IQM-Vis. It is best to create a new python virtual environment from scratch and reinstall IQM-Vis.</p>
diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html
index d2f67fc..19cb4b3 100644
--- a/docs/_build/html/index.html
+++ b/docs/_build/html/index.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
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-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM-Vis documentation &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
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         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
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+        <script src="_static/sphinx_highlight.js"></script>
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@@ -29,11 +28,15 @@
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="#" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="#" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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   </form>
@@ -73,7 +76,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="#" class="icon icon-home"></a></li>
+      <li><a href="#" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM-Vis documentation</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/index.rst.txt" rel="nofollow"> View page source</a>
@@ -85,29 +88,29 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis-documentation">
-<h1>IQM-Vis documentation<a class="headerlink" href="#iqm-vis-documentation" title="Permalink to this headline"></a></h1>
+<h1>IQM-Vis documentation<a class="headerlink" href="#iqm-vis-documentation" title="Permalink to this heading"></a></h1>
 <p>IQM-Vis is an image quality metric visualisation toolbox to facilitate visualising and evaluating image quality metrics (IQMs).
 View our demonstration <a class="reference external" href="https://youtu.be/C6x_E0JvKqI">video</a> which illustrates the features and how to use IQM-Vis.</p>
 <p>Read our <a class="reference external" href="https://github.com/mattclifford1/IQM-Vis/blob/main/docs/resources/Software_paper.pdf">PAPER</a> for in depth details of the software.</p>
 <section id="quantitive-analysis">
-<h2>Quantitive Analysis<a class="headerlink" href="#quantitive-analysis" title="Permalink to this headline"></a></h2>
+<h2>Quantitive Analysis<a class="headerlink" href="#quantitive-analysis" title="Permalink to this heading"></a></h2>
 <p>IQM-Vis is able to provide a comprehensive analysis of IQMs through various quantitative graphs. These graphs offer practitioners a well-rounded understanding of how different IQMs perform under different scenarios without having to write any code to set up the testing procedure.</p>
 <img alt="Graphs" class="align-center" src="_images/data_graphs.gif" />
 </section>
 <section id="qualitative-analysis">
-<h2>Qualitative Analysis<a class="headerlink" href="#qualitative-analysis" title="Permalink to this headline"></a></h2>
+<h2>Qualitative Analysis<a class="headerlink" href="#qualitative-analysis" title="Permalink to this heading"></a></h2>
 <p>Users are able to investigate the effects of distortions visually in two ways. Firstly by visually inspecting the transformed/distored image to make sure the distortion and parameters behave as expected.
 Secondly by analysing the spacial effects of IQMs, e.g. the image of an SSIM reponse.</p>
 <img alt="Visual" class="align-center" src="_images/params.gif" />
 </section>
 <section id="correlation-to-human-perception">
-<h2>Correlation to Human Perception<a class="headerlink" href="#correlation-to-human-perception" title="Permalink to this headline"></a></h2>
+<h2>Correlation to Human Perception<a class="headerlink" href="#correlation-to-human-perception" title="Permalink to this heading"></a></h2>
 <p>IQM-Vis facilitates the conduction, data management and analysis of the human perception experiments. See the “Running an Experiment” tutorial for further details on experiments.</p>
 <p>Any image distortions which do not conform to the correlation can be selected for further analysis of the image properties.</p>
 <img alt="Visual" class="align-center" src="_images/correlation.gif" />
 </section>
 <section id="source-code">
-<h2>Source Code<a class="headerlink" href="#source-code" title="Permalink to this headline"></a></h2>
+<h2>Source Code<a class="headerlink" href="#source-code" title="Permalink to this heading"></a></h2>
 <p>You can visit the source code on <a class="reference external" href="https://github.com/mattclifford1/IQM-Vis">GitHub</a> .</p>
 <div class="toctree-wrapper compound">
 <p class="caption" role="heading"><span class="caption-text">What is an IQM?:</span></p>
@@ -148,7 +151,7 @@ <h2>Source Code<a class="headerlink" href="#source-code" title="Permalink to thi
 </div>
 </section>
 <section id="indices-and-tables">
-<h2>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this headline"></a></h2>
+<h2>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this heading"></a></h2>
 <ul class="simple">
 <li><p><a class="reference internal" href="py-modindex.html"><span class="std std-ref">Module Index</span></a></p></li>
 </ul>
diff --git a/docs/_build/html/modules.html b/docs/_build/html/modules.html
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-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>IQM_Vis &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
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@@ -28,11 +27,15 @@
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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     <input type="hidden" name="area" value="default" />
   </form>
@@ -72,7 +75,7 @@
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           <div role="navigation" aria-label="Page navigation">
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-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">IQM_Vis</li>
       <li class="wy-breadcrumbs-aside">
             <a href="_sources/modules.rst.txt" rel="nofollow"> View page source</a>
@@ -84,7 +87,7 @@
            <div itemprop="articleBody">
              
   <section id="iqm-vis">
-<h1>IQM_Vis<a class="headerlink" href="#iqm-vis" title="Permalink to this headline"></a></h1>
+<h1>IQM_Vis<a class="headerlink" href="#iqm-vis" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="IQM_Vis.html">IQM_Vis package</a><ul>
@@ -153,7 +156,19 @@ <h1>IQM_Vis<a class="headerlink" href="#iqm-vis" title="Permalink to this headli
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.html#module-IQM_Vis.ui_wrapper">IQM_Vis.ui_wrapper module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.html#module-IQM_Vis.ui_wrapper">IQM_Vis.ui_wrapper module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.html#IQM_Vis.ui_wrapper.check_pyqt_install_deps"><code class="docutils literal notranslate"><span class="pre">check_pyqt_install_deps()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.html#IQM_Vis.ui_wrapper.make_UI"><code class="docutils literal notranslate"><span class="pre">make_UI</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.html#IQM_Vis.ui_wrapper.make_UI.show"><code class="docutils literal notranslate"><span class="pre">make_UI.show()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.html#IQM_Vis.ui_wrapper.test_datastore_attributes"><code class="docutils literal notranslate"><span class="pre">test_datastore_attributes()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="IQM_Vis.html#IQM_Vis.ui_wrapper.transform_wrapper"><code class="docutils literal notranslate"><span class="pre">transform_wrapper</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.html#IQM_Vis.ui_wrapper.transform_wrapper.__call__"><code class="docutils literal notranslate"><span class="pre">transform_wrapper.__call__()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.html#module-IQM_Vis.version">IQM_Vis.version module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.html#module-IQM_Vis">Module contents</a></li>
 </ul>
diff --git a/docs/_build/html/notebooks/Tutorial_1-making_the_UI.html b/docs/_build/html/notebooks/Tutorial_1-making_the_UI.html
index 77ec540..358e61c 100644
--- a/docs/_build/html/notebooks/Tutorial_1-making_the_UI.html
+++ b/docs/_build/html/notebooks/Tutorial_1-making_the_UI.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Tutorial 1: Making the UI &mdash; IQM-Vis 0.2 documentation</title>
@@ -14,9 +14,8 @@
   <![endif]-->
   
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
-        <script src="../_static/jquery.js"></script>
-        <script src="../_static/underscore.js"></script>
         <script src="../_static/doctools.js"></script>
+        <script src="../_static/sphinx_highlight.js"></script>
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@@ -33,11 +32,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -98,7 +101,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home"></a></li>
+      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../Tutorials.html">Tutorials</a></li>
       <li class="breadcrumb-item active">Tutorial 1: Making the UI</li>
       <li class="wy-breadcrumbs-aside">
@@ -113,7 +116,7 @@
   <p>View the whole notebook: <a class="reference external" href="https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_1-making_the_UI.ipynb">https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_1-making_the_UI.ipynb</a></p>
 <hr class="docutils" />
 <section id="Tutorial-1:-Making-the-UI">
-<h1>Tutorial 1: Making the UI<a class="headerlink" href="#Tutorial-1:-Making-the-UI" title="Permalink to this headline"></a></h1>
+<h1>Tutorial 1: Making the UI<a class="headerlink" href="#Tutorial-1:-Making-the-UI" title="Permalink to this heading"></a></h1>
 <p>In this tutorial we will go through how to launch the default UI. This includes all theh metrics and transformations provided by IQM-Vis. Settings and images can then be changed from within the UI if required.</p>
 <p>To launch the UI all we need to do is import the packge and call the make function:</p>
 <p>N.B. You can run this from a notebook but it recommended to copy and paste this as a python script.</p>
@@ -130,47 +133,47 @@ <h1>Tutorial 1: Making the UI<a class="headerlink" href="#Tutorial-1:-Making-the
 <p>This will produce a blank UI with a default image.</p>
 <img alt="../_images/UI-blank.png" src="../_images/UI-blank.png" />
 <section id="Adding-transformations-and-metrics">
-<h2>Adding transformations and metrics<a class="headerlink" href="#Adding-transformations-and-metrics" title="Permalink to this headline"></a></h2>
+<h2>Adding transformations and metrics<a class="headerlink" href="#Adding-transformations-and-metrics" title="Permalink to this heading"></a></h2>
 <p>Use the menu bar items to add default transformations and metrics.</p>
 <img alt="../_images/UI-checked.png" src="../_images/UI-checked.png" />
 </section>
 <section id="Loading-your-own-images">
-<h2>Loading your own images<a class="headerlink" href="#Loading-your-own-images" title="Permalink to this headline"></a></h2>
+<h2>Loading your own images<a class="headerlink" href="#Loading-your-own-images" title="Permalink to this heading"></a></h2>
 <p>To add your own images, navigate to File&gt;Load New Images. You need to then select a directory that contains only images.</p>
 </section>
 <section id="Settings">
-<h2>Settings<a class="headerlink" href="#Settings" title="Permalink to this headline"></a></h2>
+<h2>Settings<a class="headerlink" href="#Settings" title="Permalink to this heading"></a></h2>
 <p>In the settings tab we adjust some of the display and image settings. N.B.: you have to click ‘Apply Settings’ for any changes to take place.</p>
 <img alt="../_images/settings.png" src="../_images/settings.png" />
 <section id="Image-Pre-Processing:">
-<h3>Image Pre Processing:<a class="headerlink" href="#Image-Pre-Processing:" title="Permalink to this headline"></a></h3>
+<h3>Image Pre Processing:<a class="headerlink" href="#Image-Pre-Processing:" title="Permalink to this heading"></a></h3>
 <p>function to apply to the image before any transformations or metrics e.g. making the image smaller</p>
 </section>
 <section id="Image-Post-Processing:">
-<h3>Image Post Processing:<a class="headerlink" href="#Image-Post-Processing:" title="Permalink to this headline"></a></h3>
+<h3>Image Post Processing:<a class="headerlink" href="#Image-Post-Processing:" title="Permalink to this heading"></a></h3>
 <p>function to apply to the image after any transformations but before metrics e.g. cropping the images to before black boarders from an image rotation</p>
 </section>
 <section id="Image-Display-Size:">
-<h3>Image Display Size:<a class="headerlink" href="#Image-Display-Size:" title="Permalink to this headline"></a></h3>
+<h3>Image Display Size:<a class="headerlink" href="#Image-Display-Size:" title="Permalink to this heading"></a></h3>
 <p>Size of the image in the UI</p>
 </section>
 <section id="Graph-Display-Size:">
-<h3>Graph Display Size:<a class="headerlink" href="#Graph-Display-Size:" title="Permalink to this headline"></a></h3>
+<h3>Graph Display Size:<a class="headerlink" href="#Graph-Display-Size:" title="Permalink to this heading"></a></h3>
 <p>Size of the graphs in the UI</p>
 </section>
 <section id="Graph/Experiment-Step-Size:">
-<h3>Graph/Experiment Step Size:<a class="headerlink" href="#Graph/Experiment-Step-Size:" title="Permalink to this headline"></a></h3>
+<h3>Graph/Experiment Step Size:<a class="headerlink" href="#Graph/Experiment-Step-Size:" title="Permalink to this heading"></a></h3>
 <p>Number of steps used when calculating transformations over their parameter range for range graphs and experiments. E.g. a paramter on the range [-1, 1] with 5 step values would use the range of parameters: [-1, -0.5, 0, 0.5, 1]</p>
 </section>
 <section id="RGB-Max-Brightness:">
-<h3>RGB Max Brightness:<a class="headerlink" href="#RGB-Max-Brightness:" title="Permalink to this headline"></a></h3>
+<h3>RGB Max Brightness:<a class="headerlink" href="#RGB-Max-Brightness:" title="Permalink to this heading"></a></h3>
 <p>The luminance value corresponding to the maximum RGB value (1, 1, 1), measured in candelas per meter squared</p>
 </section>
 <section id="Dispaly-Max-Brightness:">
-<h3>Dispaly Max Brightness:<a class="headerlink" href="#Dispaly-Max-Brightness:" title="Permalink to this headline"></a></h3>
+<h3>Dispaly Max Brightness:<a class="headerlink" href="#Dispaly-Max-Brightness:" title="Permalink to this heading"></a></h3>
 <p>The luminance value corresponding to the maximum brightness the computer screen can produce, measured in candelas per meter squared</p>
 <section id="Other-Settings">
-<h4>Other Settings<a class="headerlink" href="#Other-Settings" title="Permalink to this headline"></a></h4>
+<h4>Other Settings<a class="headerlink" href="#Other-Settings" title="Permalink to this heading"></a></h4>
 <p>N.B. to change the save project folder go to File&gt;Set Save Folder</p>
 </section>
 </section>
diff --git a/docs/_build/html/notebooks/Tutorial_2-Customisation.html b/docs/_build/html/notebooks/Tutorial_2-Customisation.html
index d1693e9..e6bb8fb 100644
--- a/docs/_build/html/notebooks/Tutorial_2-Customisation.html
+++ b/docs/_build/html/notebooks/Tutorial_2-Customisation.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Tutorial 2: Simple Customisation &mdash; IQM-Vis 0.2 documentation</title>
@@ -14,9 +14,8 @@
   <![endif]-->
   
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
-        <script src="../_static/jquery.js"></script>
-        <script src="../_static/underscore.js"></script>
         <script src="../_static/doctools.js"></script>
+        <script src="../_static/sphinx_highlight.js"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
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@@ -33,11 +32,15 @@
     <nav data-toggle="wy-nav-shift" class="wy-nav-side">
       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -93,7 +96,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home"></a></li>
+      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../Tutorials.html">Tutorials</a></li>
       <li class="breadcrumb-item active">Tutorial 2: Simple Customisation</li>
       <li class="wy-breadcrumbs-aside">
@@ -108,7 +111,7 @@
   <p>View the whole notebook: <a class="reference external" href="https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_2-Customisation.ipynb">https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_2-Customisation.ipynb</a></p>
 <hr class="docutils" />
 <section id="Tutorial-2:-Simple-Customisation">
-<h1>Tutorial 2: Simple Customisation<a class="headerlink" href="#Tutorial-2:-Simple-Customisation" title="Permalink to this headline"></a></h1>
+<h1>Tutorial 2: Simple Customisation<a class="headerlink" href="#Tutorial-2:-Simple-Customisation" title="Permalink to this heading"></a></h1>
 <p>In this notebook we will get to grips with how to peice together a simple IQM-Vis UI. We will go through the 3 basic aspects of customisation: - Images - Metrics - Transformations</p>
 <p>Let’s start by importing the package.</p>
 <div class="nbinput nblast docutils container">
@@ -120,7 +123,7 @@ <h1>Tutorial 2: Simple Customisation<a class="headerlink" href="#Tutorial-2:-Sim
 </div>
 </div>
 <section id="Images">
-<h2>Images<a class="headerlink" href="#Images" title="Permalink to this headline"></a></h2>
+<h2>Images<a class="headerlink" href="#Images" title="Permalink to this heading"></a></h2>
 <p>To include custom images we define their filepaths. For now we will use the example images provided with IQM-Vis, but feel free to change the file paths with your own local image files.</p>
 <div class="nbinput docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
@@ -144,7 +147,7 @@ <h2>Images<a class="headerlink" href="#Images" title="Permalink to this headline
 </div>
 </section>
 <section id="Metrics">
-<h2>Metrics<a class="headerlink" href="#Metrics" title="Permalink to this headline"></a></h2>
+<h2>Metrics<a class="headerlink" href="#Metrics" title="Permalink to this heading"></a></h2>
 <p>To include some custom image quality metrics we store them in a dictionary. These return a scalar value when comparing two images. For now we will use some metrics provided by IQM-Vis. For a list of all metrics provided by IQM-Vis see the documentation (<a class="reference external" href="https://mattclifford1.github.io/IQM-Vis/IQM_Vis.metrics.html">https://mattclifford1.github.io/IQM-Vis/IQM_Vis.metrics.html</a>). See later tutorials for how to define your own custom metrics.</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
@@ -162,7 +165,7 @@ <h2>Metrics<a class="headerlink" href="#Metrics" title="Permalink to this headli
 </div>
 </section>
 <section id="Metric-Images">
-<h2>Metric Images<a class="headerlink" href="#Metric-Images" title="Permalink to this headline"></a></h2>
+<h2>Metric Images<a class="headerlink" href="#Metric-Images" title="Permalink to this heading"></a></h2>
 <p>Adding image quality metrics that return an image instead of a scalar value is a similar process to the metrics before. Defining these is optional but can be useful for qualitive spacial analysis.</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
@@ -178,7 +181,7 @@ <h2>Metric Images<a class="headerlink" href="#Metric-Images" title="Permalink to
 </div>
 </section>
 <section id="Transformations">
-<h2>Transformations<a class="headerlink" href="#Transformations" title="Permalink to this headline"></a></h2>
+<h2>Transformations<a class="headerlink" href="#Transformations" title="Permalink to this heading"></a></h2>
 <p>Defining image transformation/distortions requires a little more information as we also need to provide the range of values that we want the transformations to operate over.</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
@@ -199,7 +202,7 @@ <h2>Transformations<a class="headerlink" href="#Transformations" title="Permalin
 </div>
 </div>
 <section id="Putting-it-all-together">
-<h3>Putting it all together<a class="headerlink" href="#Putting-it-all-together" title="Permalink to this headline"></a></h3>
+<h3>Putting it all together<a class="headerlink" href="#Putting-it-all-together" title="Permalink to this heading"></a></h3>
 <p>We need to pass everything to the UI maker</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
diff --git a/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html b/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html
index 34a7b5e..380c778 100644
--- a/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html
+++ b/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Tutorial 3: Customisation Details &mdash; IQM-Vis 0.2 documentation</title>
@@ -14,9 +14,8 @@
   <![endif]-->
   
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
-        <script src="../_static/jquery.js"></script>
-        <script src="../_static/underscore.js"></script>
         <script src="../_static/doctools.js"></script>
+        <script src="../_static/sphinx_highlight.js"></script>
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@@ -33,11 +32,15 @@
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -89,7 +92,7 @@
         <div class="rst-content">
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home"></a></li>
+      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../Tutorials.html">Tutorials</a></li>
       <li class="breadcrumb-item active">Tutorial 3: Customisation Details</li>
       <li class="wy-breadcrumbs-aside">
@@ -104,7 +107,7 @@
   <p>View the whole notebook: <a class="reference external" href="https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_3-Advanced-Customisations.ipynb">https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_3-Advanced-Customisations.ipynb</a></p>
 <hr class="docutils" />
 <section id="Tutorial-3:-Customisation-Details">
-<h1>Tutorial 3: Customisation Details<a class="headerlink" href="#Tutorial-3:-Customisation-Details" title="Permalink to this headline"></a></h1>
+<h1>Tutorial 3: Customisation Details<a class="headerlink" href="#Tutorial-3:-Customisation-Details" title="Permalink to this heading"></a></h1>
 <p>In this notebook we will expand on tutorial 2 by showing you exactly what form the transformations and IQMs need to be in.</p>
 <p>Let’s start by importing the package.</p>
 <div class="nbinput nblast docutils container">
@@ -116,7 +119,7 @@ <h1>Tutorial 3: Customisation Details<a class="headerlink" href="#Tutorial-3:-Cu
 </div>
 </div>
 <section id="Metrics">
-<h2>Metrics<a class="headerlink" href="#Metrics" title="Permalink to this headline"></a></h2>
+<h2>Metrics<a class="headerlink" href="#Metrics" title="Permalink to this heading"></a></h2>
 <p>A metric is defined as a callable object e.g. a function.</p>
 <p>Custom metrics need to take arguments: - im_ref: the reference image (numpy array - float in the range 0-1) - im_comp: the comparison/distorted image (numpy array - float in the range 0-1) - **kwargs: peel off any extra key word arguments that might be called to the function</p>
 <p>Metrics need to return a single value (float) with the score</p>
@@ -181,7 +184,7 @@ <h2>Metrics<a class="headerlink" href="#Metrics" title="Permalink to this headli
 </div>
 </section>
 <section id="Transformations">
-<h2>Transformations<a class="headerlink" href="#Transformations" title="Permalink to this headline"></a></h2>
+<h2>Transformations<a class="headerlink" href="#Transformations" title="Permalink to this heading"></a></h2>
 <p>Transforms/distortions are callable with the following arguments: - image: image to be transformed (numpy array - float in the range 0-1) - param: value of the parameter of the transformation</p>
 <p>Transforms need to return a numpy array of the same shape as the image input and be within the bounds 0-1.</p>
 <p>For example we can make our own brightness adjuster, note the parameter ‘value’ can be called anything:</p>
@@ -205,7 +208,7 @@ <h2>Transformations<a class="headerlink" href="#Transformations" title="Permalin
 </div>
 </section>
 <section id="Making-the-UI">
-<h2>Making the UI<a class="headerlink" href="#Making-the-UI" title="Permalink to this headline"></a></h2>
+<h2>Making the UI<a class="headerlink" href="#Making-the-UI" title="Permalink to this heading"></a></h2>
 <p>Now make the UI as shown in tutorial 2</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
diff --git a/docs/_build/html/notebooks/Tutorial_4-running_an_experiment.html b/docs/_build/html/notebooks/Tutorial_4-running_an_experiment.html
index 6a550bc..f6260ea 100644
--- a/docs/_build/html/notebooks/Tutorial_4-running_an_experiment.html
+++ b/docs/_build/html/notebooks/Tutorial_4-running_an_experiment.html
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 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <title>Tutorial 4: Running an Experiment &mdash; IQM-Vis 0.2 documentation</title>
@@ -13,9 +13,8 @@
   <![endif]-->
   
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
-        <script src="../_static/jquery.js"></script>
-        <script src="../_static/underscore.js"></script>
         <script src="../_static/doctools.js"></script>
+        <script src="../_static/sphinx_highlight.js"></script>
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@@ -32,11 +31,15 @@
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="../index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="../index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
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     <input type="hidden" name="area" value="default" />
   </form>
@@ -91,7 +94,7 @@
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           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home"></a></li>
+      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
           <li class="breadcrumb-item"><a href="../Tutorials.html">Tutorials</a></li>
       <li class="breadcrumb-item active">Tutorial 4: Running an Experiment</li>
       <li class="wy-breadcrumbs-aside">
@@ -106,7 +109,7 @@
   <p>View the whole notebook: <a class="reference external" href="https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_4-running_an_experiment.ipynb">https://github.com/mattclifford1/IQM-Vis/tree/main/docs/notebooks/Tutorial_4-running_an_experiment.ipynb</a></p>
 <hr class="docutils" />
 <section id="Tutorial-4:-Running-an-Experiment">
-<h1>Tutorial 4: Running an Experiment<a class="headerlink" href="#Tutorial-4:-Running-an-Experiment" title="Permalink to this headline"></a></h1>
+<h1>Tutorial 4: Running an Experiment<a class="headerlink" href="#Tutorial-4:-Running-an-Experiment" title="Permalink to this heading"></a></h1>
 <p>In this tutorial we will go through how to setup and run an experiment.</p>
 <p>First you need to Launch the UI with your required customisations (see previous tutorials).</p>
 <p>Things to setup: - Load your own images</p>
@@ -117,22 +120,22 @@ <h1>Tutorial 4: Running an Experiment<a class="headerlink" href="#Tutorial-4:-Ru
 <p>Once you are ready, press the ‘Run Experiment’ button, this will launch the experiment:</p>
 <img alt="../_images/experiment_setup.png" src="../_images/experiment_setup.png" />
 <section id="Experiment-Screen">
-<h2>Experiment Screen<a class="headerlink" href="#Experiment-Screen" title="Permalink to this headline"></a></h2>
+<h2>Experiment Screen<a class="headerlink" href="#Experiment-Screen" title="Permalink to this heading"></a></h2>
 <p>The first screen will show the settings and images used for the experiment</p>
 <img alt="../_images/experiment_1.png" src="../_images/experiment_1.png" />
 <p>If everything is correct, click the ‘Setup’ button. This will take you to the experiment information screen for the participant to read.</p>
 <section id="Experiment-Info">
-<h3>Experiment Info<a class="headerlink" href="#Experiment-Info" title="Permalink to this headline"></a></h3>
+<h3>Experiment Info<a class="headerlink" href="#Experiment-Info" title="Permalink to this heading"></a></h3>
 <p>This will show the information for the participant. When they are ready, click the ‘Start’ button.</p>
 <img alt="../_images/experiment_2.png" src="../_images/experiment_2.png" />
 </section>
 <section id="Experiment-Running">
-<h3>Experiment Running<a class="headerlink" href="#Experiment-Running" title="Permalink to this headline"></a></h3>
+<h3>Experiment Running<a class="headerlink" href="#Experiment-Running" title="Permalink to this heading"></a></h3>
 <p>The experiment uses the quick sort algorithm with the user giving the pairwise most similar image until the images are sorted.</p>
 <img alt="../_images/experiment_3.png" src="../_images/experiment_3.png" />
 </section>
 <section id="Experiment-Finsihed">
-<h3>Experiment Finsihed<a class="headerlink" href="#Experiment-Finsihed" title="Permalink to this headline"></a></h3>
+<h3>Experiment Finsihed<a class="headerlink" href="#Experiment-Finsihed" title="Permalink to this heading"></a></h3>
 <p>Once the images are sorted you will be shown the sorting order and the folder when the experiments are saved.</p>
 <p>The save folder shown contains the experiment images and a csv file with all the experiment runs</p>
 <img alt="../_images/experiment_4.png" src="../_images/experiment_4.png" />
@@ -140,7 +143,7 @@ <h3>Experiment Finsihed<a class="headerlink" href="#Experiment-Finsihed" title="
 </section>
 </section>
 <section id="Visualising-the-experiment-results">
-<h1>Visualising the experiment results<a class="headerlink" href="#Visualising-the-experiment-results" title="Permalink to this headline"></a></h1>
+<h1>Visualising the experiment results<a class="headerlink" href="#Visualising-the-experiment-results" title="Permalink to this heading"></a></h1>
 <p>To visualise the experiment correlation plots, return to the main UI and load the experiment using the menu option: File&gt;Load Human Scores.</p>
 <p>From here select the experiment image-results.csv. This will load the scores and the correlation plot against IQMs will be generated.</p>
 <p>On the plot you can click on points to view the corresponding transformation that might disagree with the correlation with a metric. N.B. make sure the UI has that transformation loaded and the metrics selected you want to compare against.</p>
diff --git a/docs/_build/html/py-modindex.html b/docs/_build/html/py-modindex.html
index 53abdf0..a54076a 100644
--- a/docs/_build/html/py-modindex.html
+++ b/docs/_build/html/py-modindex.html
@@ -12,9 +12,8 @@
   <![endif]-->
   
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
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+        <script src="_static/sphinx_highlight.js"></script>
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
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           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">Python Module Index</li>
       <li class="wy-breadcrumbs-aside">
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diff --git a/docs/_build/html/search.html b/docs/_build/html/search.html
index b96a37a..e72d6a3 100644
--- a/docs/_build/html/search.html
+++ b/docs/_build/html/search.html
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-        <script src="_static/jquery.js"></script>
-        <script src="_static/underscore.js"></script>
         <script src="_static/doctools.js"></script>
+        <script src="_static/sphinx_highlight.js"></script>
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search" >
-            <a href="index.html" class="icon icon-home"> IQM-Vis
+
+          
+          
+          <a href="index.html" class="icon icon-home">
+            IQM-Vis
           </a>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="#" method="get">
-    <input type="text" name="q" placeholder="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
   </form>
@@ -74,7 +77,7 @@
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           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home"></a></li>
+      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
       <li class="breadcrumb-item active">Search</li>
       <li class="wy-breadcrumbs-aside">
       </li>
diff --git a/docs/_build/html/searchindex.js b/docs/_build/html/searchindex.js
index 9d5f259..28ac3c3 100644
--- a/docs/_build/html/searchindex.js
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   <section id="iqms">
-<h1>IQMs<a class="headerlink" href="#iqms" title="Permalink to this headline"></a></h1>
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 <section id="what-is-an-iqm">
-<h2>What is an IQM?<a class="headerlink" href="#what-is-an-iqm" title="Permalink to this headline"></a></h2>
+<h2>What is an IQM?<a class="headerlink" href="#what-is-an-iqm" title="Permalink to this heading"></a></h2>
 <p>Image quality metrics (IQMs) serve as an objective evaluation of the quality of an image and attempt to capture how humans perceive differences between images. Reference IQMs compare a reference image, and the same image with a distortion applied to it.
 The goal is to recreate how humans perceive this difference according to human psychophysical experiments.</p>
 <p>They are utilised in scenarios such as loss functions for deep learning models and benchmarking the performance of image processing algorithms where human evaluation is too expensive to obtain.</p>
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-<h2>Different types of IQMs<a class="headerlink" href="#different-types-of-iqms" title="Permalink to this headline"></a></h2>
+<h2>Different types of IQMs<a class="headerlink" href="#different-types-of-iqms" title="Permalink to this heading"></a></h2>
 <p>There are a plethora of IQMs to choose from, the simplest being a metric in Euclidean space such as the mean squared error. In traditional perceptual literature, IQMs can be categorised into two groups.
 The first group consists of metrics, like the structural similarity (SSIM) index, which operate on the premise that the image’s structure remains unchanged despite the presence of distortion.
 These metrics adhere to the principle of structural similarity. The second group aims to measure how the visibility of error i.e. how much distortion is visible to humans. Recent literature utilises deep learning models in an attempt to mimic human perception by correlating the model’s response with image quality ratings from human experiments.</p>
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-<h2>How to Choose an IQM For Your Task?<a class="headerlink" href="#how-to-choose-an-iqm-for-your-task" title="Permalink to this headline"></a></h2>
+<h2>How to Choose an IQM For Your Task?<a class="headerlink" href="#how-to-choose-an-iqm-for-your-task" title="Permalink to this heading"></a></h2>
 <p>The process of evaluating IQMs is both qualitative and quantitative. It is necessary to gather empirical data on the response profiles of different IQMs with respect to  specific image distortions and parameter ranges.
 It is also important for a human to oversee the images produced from the distortion process to give context to the image data.
 The practitioner may also require specific behaviour from an IQM, which is not observable in just measuring correlation between human ratings and distances given by the IQM.