diff --git a/IQM_Vis.transforms.html b/IQM_Vis.transforms.html
index b4ca5c6..bdc4730 100644
--- a/IQM_Vis.transforms.html
+++ b/IQM_Vis.transforms.html
@@ -22,7 +22,7 @@
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     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="IQM_Vis.metrics package" href="IQM_Vis.metrics.html" />
-    <link rel="prev" title="Tutorial 4: Running a 2AFC Experiment" href="notebooks/Tutorial_4-running_a_2AFC_experiment.html" /> 
+    <link rel="prev" title="Tutorial 4: Running a JND Experiment" href="notebooks/Tutorial_5-running_a_JND_experiment.html" /> 
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 <body class="wy-body-for-nav"> 
@@ -459,7 +459,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
            </div>
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           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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+        <a href="notebooks/Tutorial_5-running_a_JND_experiment.html" class="btn btn-neutral float-left" title="Tutorial 4: Running a JND Experiment" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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diff --git a/Tutorials.html b/Tutorials.html
index 8e31729..3eb598d 100644
--- a/Tutorials.html
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 <li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_3-Advanced-Customisations.html">Tutorial 3: Customisation Details</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_4-running_a_2AFC_experiment.html">Tutorial 4: Running a 2AFC Experiment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_4-running_a_2AFC_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_5-running_a_JND_experiment.html">Tutorial 4: Running a JND Experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_5-running_a_JND_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
 </ul>
 </li>
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@@ -114,6 +116,10 @@ <h1>Tutorials<a class="headerlink" href="#tutorials" title="Permalink to this he
   <div><img alt="" src="./_static/nbsphinx-no-thumbnail.svg"></div>
   <div>Tutorial 4: Running a 2AFC Experiment</div>
 </a>
+<a class="reference internal" href="notebooks/Tutorial_5-running_a_JND_experiment.html">
+  <div><img alt="" src="./_static/nbsphinx-no-thumbnail.svg"></div>
+  <div>Tutorial 4: Running a JND Experiment</div>
+</a>
 </div>
 </div>
 </section>
diff --git a/_sources/Tutorials.rst.txt b/_sources/Tutorials.rst.txt
index c9f3ac3..3eaa50c 100644
--- a/_sources/Tutorials.rst.txt
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@@ -6,4 +6,4 @@ Tutorials
   notebooks/Tutorial_2-Customisation
   notebooks/Tutorial_3-Advanced-Customisations
   notebooks/Tutorial_4-running_a_2AFC_experiment
-  notebooks/Tutorial_4-running_a_JND_experiment
+  notebooks/Tutorial_5-running_a_JND_experiment
diff --git a/index.html b/index.html
index 2334be7..6fdb382 100644
--- a/index.html
+++ b/index.html
@@ -137,6 +137,8 @@ <h2>Source Code<a class="headerlink" href="#source-code" title="Permalink to thi
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_3-Advanced-Customisations.html">Tutorial 3: Customisation Details</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_4-running_a_2AFC_experiment.html">Tutorial 4: Running a 2AFC Experiment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_4-running_a_2AFC_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_5-running_a_JND_experiment.html">Tutorial 4: Running a JND Experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/Tutorial_5-running_a_JND_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
 </ul>
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diff --git a/notebooks/Tutorial_1-making_the_UI.html b/notebooks/Tutorial_1-making_the_UI.html
index 0cefbfe..98b32b2 100644
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@@ -77,6 +77,8 @@
 <li class="toctree-l2"><a class="reference internal" href="Tutorial_3-Advanced-Customisations.html">Tutorial 3: Customisation Details</a></li>
 <li class="toctree-l2"><a class="reference internal" href="Tutorial_4-running_a_2AFC_experiment.html">Tutorial 4: Running a 2AFC Experiment</a></li>
 <li class="toctree-l2"><a class="reference internal" href="Tutorial_4-running_a_2AFC_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html">Tutorial 4: Running a JND Experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
 </ul>
 </li>
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diff --git a/notebooks/Tutorial_2-Customisation.html b/notebooks/Tutorial_2-Customisation.html
index dafcda8..58875a2 100644
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 <li class="toctree-l2"><a class="reference internal" href="Tutorial_4-running_a_2AFC_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html">Tutorial 4: Running a JND Experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
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diff --git a/notebooks/Tutorial_3-Advanced-Customisations.html b/notebooks/Tutorial_3-Advanced-Customisations.html
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+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html">Tutorial 4: Running a JND Experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
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diff --git a/notebooks/Tutorial_4-running_a_2AFC_experiment.html b/notebooks/Tutorial_4-running_a_2AFC_experiment.html
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-    <link rel="next" title="IQM_Vis.transforms package" href="../IQM_Vis.transforms.html" />
+    <link rel="next" title="Tutorial 4: Running a JND Experiment" href="Tutorial_5-running_a_JND_experiment.html" />
     <link rel="prev" title="Tutorial 3: Customisation Details" href="Tutorial_3-Advanced-Customisations.html" /> 
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@@ -70,6 +70,8 @@
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 </li>
 <li class="toctree-l2"><a class="reference internal" href="#Visualising-the-experiment-results">Visualising the experiment results</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html">Tutorial 4: Running a JND Experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_5-running_a_JND_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
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+        <a href="Tutorial_5-running_a_JND_experiment.html" class="btn btn-neutral float-right" title="Tutorial 4: Running a JND Experiment" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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diff --git a/notebooks/Tutorial_5-running_a_JND_experiment.html b/notebooks/Tutorial_5-running_a_JND_experiment.html
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     <link rel="index" title="Index" href="../genindex.html" />
-    <link rel="search" title="Search" href="../search.html" /> 
+    <link rel="search" title="Search" href="../search.html" />
+    <link rel="next" title="IQM_Vis.transforms package" href="../IQM_Vis.transforms.html" />
+    <link rel="prev" title="Tutorial 4: Running a 2AFC Experiment" href="Tutorial_4-running_a_2AFC_experiment.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -53,8 +55,25 @@
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-<ul>
-<li class="toctree-l1"><a class="reference internal" href="../Tutorials.html">Tutorials</a></li>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../Tutorials.html">Tutorials</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_1-making_the_UI.html">Tutorial 1: Making the UI</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_2-Customisation.html">Tutorial 2: Simple Customisation</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_3-Advanced-Customisations.html">Tutorial 3: Customisation Details</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_4-running_a_2AFC_experiment.html">Tutorial 4: Running a 2AFC Experiment</a></li>
+<li class="toctree-l2"><a class="reference internal" href="Tutorial_4-running_a_2AFC_experiment.html#Visualising-the-experiment-results">Visualising the experiment results</a></li>
+<li class="toctree-l2 current"><a class="current reference internal" href="#">Tutorial 4: Running a JND Experiment</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="#Experiment-Screen">Experiment Screen</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#Experiment-Info">Experiment Info</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#Experiment-Running">Experiment Running</a></li>
+<li class="toctree-l4"><a class="reference internal" href="#Experiment-Finished">Experiment Finished</a></li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="#Visualising-the-experiment-results">Visualising the experiment results</a></li>
+</ul>
+</li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Documentation:</span></p>
 <ul>
@@ -76,6 +95,7 @@
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   <ul class="wy-breadcrumbs">
       <li><a href="../index.html" class="icon icon-home"></a></li>
+          <li class="breadcrumb-item"><a href="../Tutorials.html">Tutorials</a></li>
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       <li class="wy-breadcrumbs-aside">
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@@ -139,7 +159,10 @@ <h1>Visualising the experiment results<a class="headerlink" href="#Visualising-t
 
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-          <footer>
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+    </div>
 
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package","IQM_Vis.UI package","IQM_Vis.data_handlers package","IQM_Vis.examples package","IQM_Vis.examples.KODAK_dataset package","IQM_Vis.examples.images package","IQM_Vis.metrics package","IQM_Vis.metrics.SSIM package","IQM_Vis.transforms package","IQM_Vis.utils 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package","Tutorials","IQM_Vis","IQM_Vis.UI","IQM_Vis.UI.custom_widgets","IQM_Vis.UI.experiment_mode","IQM_Vis.UI.experiment_mode_2AFC","IQM_Vis.UI.experiment_mode_JND","IQM_Vis.UI.images","IQM_Vis.UI.layout","IQM_Vis.UI.main","IQM_Vis.UI.threads","IQM_Vis.UI.utils","IQM_Vis.UI.widgets","IQM_Vis.data_handlers","IQM_Vis.data_handlers.data_api","IQM_Vis.data_handlers.data_api_abstract","IQM_Vis.examples","IQM_Vis.examples.KODAK_dataset","IQM_Vis.examples.all","IQM_Vis.examples.dataset","IQM_Vis.examples.dists","IQM_Vis.examples.experiment","IQM_Vis.examples.images","IQM_Vis.examples.kodak","IQM_Vis.examples.multiple","IQM_Vis.examples.new_api","IQM_Vis.examples.simple","IQM_Vis.metrics","IQM_Vis.metrics.NLPD_torch","IQM_Vis.metrics.NLPD_torch.layers","IQM_Vis.metrics.NLPD_torch.layers.divisive_normalisation","IQM_Vis.metrics.NLPD_torch.pyramids","IQM_Vis.metrics.NLPD_torch.utils","IQM_Vis.metrics.NLPD_torch.utils.conv","IQM_Vis.metrics.NLPD_torch.utils.fourier","IQM_Vis.metrics.NLPD_torch.utils.interp1d","IQM_Vis.metrics.NLPD_torch.utils.pyramid_filters","IQM_Vis.metrics.SSIM","IQM_Vis.metrics.metric_utils","IQM_Vis.metrics.non_perceptual","IQM_Vis.metrics.perceptual_DL","IQM_Vis.metrics.perceptual_trad","IQM_Vis.transforms","IQM_Vis.transforms.additive_noise","IQM_Vis.transforms.affine","IQM_Vis.transforms.effects","IQM_Vis.ui_wrapper","IQM_Vis.utils","IQM_Vis.utils.gui_utils","IQM_Vis.utils.image_utils","IQM_Vis.utils.plot_utils","IQM_Vis.utils.save_utils","IQM_Vis.version","About 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