From 99ed9040dc4c31bb89ec1f5f6f4bc6e33eb87ae0 Mon Sep 17 00:00:00 2001
From: Matt Clifford <matt.clifford@bristol.ac.uk>
Date: Tue, 6 Aug 2024 14:47:36 +0100
Subject: [PATCH] new docs

---
 docs/_build/doctrees/IQM_Vis.UI.doctree       | Bin 193466 -> 205427 bytes
 .../doctrees/IQM_Vis.data_handlers.doctree    | Bin 56936 -> 62822 bytes
 docs/_build/doctrees/IQM_Vis.examples.doctree | Bin 24586 -> 24586 bytes
 docs/_build/doctrees/IQM_Vis.utils.doctree    | Bin 144369 -> 146209 bytes
 docs/_build/doctrees/environment.pickle       | Bin 422999 -> 446617 bytes
 docs/_build/html/IQM_Vis.UI.html              |  58 ++++++-
 docs/_build/html/IQM_Vis.data_handlers.html   |  20 +++
 docs/_build/html/IQM_Vis.examples.html        |   2 +-
 docs/_build/html/IQM_Vis.utils.html           |   7 +-
 .../_modules/IQM_Vis/UI/experiment_mode.html  |  57 ++++---
 .../html/_modules/IQM_Vis/UI/images.html      | 119 +++++++++++++-
 .../html/_modules/IQM_Vis/UI/layout.html      |  39 ++++-
 .../_build/html/_modules/IQM_Vis/UI/main.html |  50 +++++-
 .../html/_modules/IQM_Vis/UI/widgets.html     | 148 ++++++++++++++++--
 .../IQM_Vis/data_handlers/data_api.html       |  35 ++++-
 .../data_handlers/data_api_abstract.html      |   6 +-
 .../html/_modules/IQM_Vis/examples/dists.html |  49 +++---
 .../html/_modules/IQM_Vis/metrics/IQMs.html   |   2 +-
 .../IQM_Vis/transformations/transforms.html   |   2 +-
 .../_modules/IQM_Vis/utils/gui_utils.html     |  18 ++-
 .../_modules/IQM_Vis/utils/plot_utils.html    |   4 +-
 .../_modules/IQM_Vis/utils/save_utils.html    |   5 +
 docs/_build/html/genindex.html                |  46 +++++-
 docs/_build/html/objects.inv                  | Bin 8494 -> 8765 bytes
 docs/_build/html/searchindex.js               |   2 +-
 25 files changed, 565 insertions(+), 104 deletions(-)

diff --git a/docs/_build/doctrees/IQM_Vis.UI.doctree b/docs/_build/doctrees/IQM_Vis.UI.doctree
index 2140c8b7dae3f9494a093011b4470c38ea0ffc23..a977459a00817f1cf4be1844f96dcf6b2ae68ef4 100644
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diff --git a/docs/_build/doctrees/IQM_Vis.examples.doctree b/docs/_build/doctrees/IQM_Vis.examples.doctree
index 974643cb7d4b9403e77e1578c7ca4285037995d2..4eb333a204dff19d801ad242386c2c9630280773 100644
GIT binary patch
delta 56
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Ce-c9g

delta 56
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diff --git a/docs/_build/doctrees/IQM_Vis.utils.doctree b/docs/_build/doctrees/IQM_Vis.utils.doctree
index 9845eb45218b828991a80de2e0d1af11411f0766..e48cfe7d3149bc9cb007d3be1b02f9abef8098b0 100644
GIT binary patch
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diff --git a/docs/_build/doctrees/environment.pickle b/docs/_build/doctrees/environment.pickle
index 9950fbfab70066edc7692edeaac9f31fd20c3823..4b57c74b95ba34425def074a5130027496927214 100644
GIT binary patch
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diff --git a/docs/_build/html/IQM_Vis.UI.html b/docs/_build/html/IQM_Vis.UI.html
index d316f1a..9274ef9 100644
--- a/docs/_build/html/IQM_Vis.UI.html
+++ b/docs/_build/html/IQM_Vis.UI.html
@@ -245,11 +245,6 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </dd></dl>
 
-<dl class="py function">
-<dt class="sig sig-object py" id="IQM_Vis.UI.experiment_mode.make_name_for_trans">
-<span class="sig-prename descclassname"><span class="pre">IQM_Vis.UI.experiment_mode.</span></span><span class="sig-name descname"><span class="pre">make_name_for_trans</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trans</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/experiment_mode.html#make_name_for_trans"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.experiment_mode.make_name_for_trans" title="Permalink to this definition"></a></dt>
-<dd></dd></dl>
-
 <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>
@@ -290,6 +285,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">change_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ival</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_redo_plots</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/UI/images.html#images.change_data"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.change_data" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.images.images.change_data_click_im">
+<span class="sig-name descname"><span class="pre">change_data_click_im</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">widget_ind</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/images.html#images.change_data_click_im"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.change_data_click_im" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.images.images.change_metric_correlations_graph">
 <span class="sig-name descname"><span class="pre">change_metric_correlations_graph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">add</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/UI/images.html#images.change_metric_correlations_graph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.change_metric_correlations_graph" title="Permalink to this definition"></a></dt>
@@ -300,6 +300,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">change_metric_range_graph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">add</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/UI/images.html#images.change_metric_range_graph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.change_metric_range_graph" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.images.images.change_preview_images">
+<span class="sig-name descname"><span class="pre">change_preview_images</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ival</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/images.html#images.change_preview_images"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.change_preview_images" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.images.images.change_to_data_num">
 <span class="sig-name descname"><span class="pre">change_to_data_num</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ind</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/images.html#images.change_to_data_num"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.change_to_data_num" title="Permalink to this definition"></a></dt>
@@ -390,11 +395,21 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>change the image we are using</p>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.images.images.plot_metric_range_mlp">
+<span class="sig-name descname"><span class="pre">plot_metric_range_mlp</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/images.html#images.plot_metric_range_mlp"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.plot_metric_range_mlp" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.images.images.plot_radar_graph">
 <span class="sig-name descname"><span class="pre">plot_radar_graph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">results</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">i</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/images.html#images.plot_radar_graph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.plot_radar_graph" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.images.images.plot_radar_mlp">
+<span class="sig-name descname"><span class="pre">plot_radar_mlp</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/images.html#images.plot_radar_mlp"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.plot_radar_mlp" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.images.images.redo_plots">
 <span class="sig-name descname"><span class="pre">redo_plots</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">calc_range</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/images.html#images.redo_plots"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.redo_plots" title="Permalink to this definition"></a></dt>
@@ -405,6 +420,16 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">request_range_work</span></span><a class="headerlink" href="#IQM_Vis.UI.images.images.request_range_work" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.images.images.set_preview_images">
+<span class="sig-name descname"><span class="pre">set_preview_images</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">preview_num</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/images.html#images.set_preview_images"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.set_preview_images" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.images.images.set_save_dir_mpl">
+<span class="sig-name descname"><span class="pre">set_save_dir_mpl</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">i</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/UI/images.html#images.set_save_dir_mpl"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.set_save_dir_mpl" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.images.images.stopped_range_worker">
 <span class="sig-name descname"><span class="pre">stopped_range_worker</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">signal</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/images.html#images.stopped_range_worker"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.images.images.stopped_range_worker" title="Permalink to this definition"></a></dt>
@@ -453,7 +478,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <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">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>
+<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>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.main.make_app.change_save_folder">
@@ -461,6 +486,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>change the save folder we are using</p>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.main.make_app.clear_all_cache_data">
+<span class="sig-name descname"><span class="pre">clear_all_cache_data</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.clear_all_cache_data"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.main.make_app.clear_all_cache_data" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <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>
@@ -658,6 +688,12 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>change colour of text when checkbox is pressed</p>
 </dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.widgets.widgets.change_text_export_trans">
+<span class="sig-name descname"><span class="pre">change_text_export_trans</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trans</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.change_text_export_trans"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.change_text_export_trans" title="Permalink to this definition"></a></dt>
+<dd><p>change colour of text when checkbox is pressed</p>
+</dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.widgets.widgets.colour_lineedit">
 <span class="sig-name descname"><span class="pre">colour_lineedit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">widget</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">txt</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.colour_lineedit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.colour_lineedit" title="Permalink to this definition"></a></dt>
@@ -683,6 +719,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">enable_settings_button</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.enable_settings_button"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.enable_settings_button" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.widgets.widgets.export_trans_images">
+<span class="sig-name descname"><span class="pre">export_trans_images</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.export_trans_images"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.export_trans_images" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.widgets.widgets.generic_value_change">
 <span class="sig-name descname"><span class="pre">generic_value_change</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">param_group</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.generic_value_change"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.generic_value_change" title="Permalink to this definition"></a></dt>
@@ -704,6 +745,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">make_slider_range</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sliders_dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_min</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_max</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">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.make_slider_range"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.make_slider_range" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.UI.widgets.widgets.open_mlp_new">
+<span class="sig-name descname"><span class="pre">open_mlp_new</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mpl_canvas</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.open_mlp_new"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.open_mlp_new" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.UI.widgets.widgets.reset_slider_group">
 <span class="sig-name descname"><span class="pre">reset_slider_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param_group</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">redo_plots</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">display_images</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/UI/widgets.html#widgets.reset_slider_group"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.reset_slider_group" title="Permalink to this definition"></a></dt>
diff --git a/docs/_build/html/IQM_Vis.data_handlers.html b/docs/_build/html/IQM_Vis.data_handlers.html
index 1beb2ff..3a47871 100644
--- a/docs/_build/html/IQM_Vis.data_handlers.html
+++ b/docs/_build/html/IQM_Vis.data_handlers.html
@@ -108,6 +108,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </dd></dl>
 
+<dl class="py function">
+<dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api.cache_tracked">
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.data_handlers.data_api.</span></span><span class="sig-name descname"><span class="pre">cache_tracked</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api.html#cache_tracked"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api.cache_tracked" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <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>
@@ -145,6 +150,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">add_metric_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api.html#dataset_holder.add_metric_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api.dataset_holder.add_metric_image" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api.dataset_holder.clear_all_cache">
+<span class="sig-name descname"><span class="pre">clear_all_cache</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api.html#dataset_holder.clear_all_cache"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api.dataset_holder.clear_all_cache" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api.dataset_holder.get_image_dataset_list">
 <span class="sig-name descname"><span class="pre">get_image_dataset_list</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api.html#dataset_holder.get_image_dataset_list"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api.dataset_holder.get_image_dataset_list" title="Permalink to this definition"></a></dt>
@@ -175,6 +185,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">get_reference_image</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api.html#dataset_holder.get_reference_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py method">
+<dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_by_index">
+<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.html#dataset_holder.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.dataset_holder.get_reference_image_by_index" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_name">
 <span class="sig-name descname"><span class="pre">get_reference_image_name</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/data_handlers/data_api.html#dataset_holder.get_reference_image_name"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_name" title="Permalink to this definition"></a></dt>
@@ -251,6 +266,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <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>
+<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>
+<dd></dd></dl>
+
 </dd></dl>
 
 </section>
diff --git a/docs/_build/html/IQM_Vis.examples.html b/docs/_build/html/IQM_Vis.examples.html
index 449c10c..93c1308 100644
--- a/docs/_build/html/IQM_Vis.examples.html
+++ b/docs/_build/html/IQM_Vis.examples.html
@@ -126,7 +126,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.examples.dists.load_and_calibrate_image">
-<span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.dists.</span></span><span class="sig-name descname"><span class="pre">load_and_calibrate_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_luminance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">200</span></span></em>, <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">256</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/dists.html#load_and_calibrate_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.dists.load_and_calibrate_image" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.dists.</span></span><span class="sig-name descname"><span class="pre">load_and_calibrate_image</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_luminance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">200</span></span></em>, <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">512</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/dists.html#load_and_calibrate_image"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.dists.load_and_calibrate_image" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py function">
diff --git a/docs/_build/html/IQM_Vis.utils.html b/docs/_build/html/IQM_Vis.utils.html
index 1603416..1c4c5f4 100644
--- a/docs/_build/html/IQM_Vis.utils.html
+++ b/docs/_build/html/IQM_Vis.utils.html
@@ -100,7 +100,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.utils.gui_utils.change_im">
-<span class="sig-prename descclassname"><span class="pre">IQM_Vis.utils.gui_utils.</span></span><span class="sig-name descname"><span class="pre">change_im</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">widget</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize</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">rgb_brightness</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">250</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">display_brightness</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">250</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/utils/gui_utils.html#change_im"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.utils.gui_utils.change_im" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.utils.gui_utils.</span></span><span class="sig-name descname"><span class="pre">change_im</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">widget</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">im</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resize</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">rgb_brightness</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">250</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">display_brightness</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">250</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">border</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#change_im"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.utils.gui_utils.change_im" title="Permalink to this definition"></a></dt>
 <dd><p>given a numpy image, changes the given widget Frame</p>
 </dd></dl>
 
@@ -493,6 +493,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dd><p>load trans dict from pkl file</p>
 </dd></dl>
 
+<dl class="py function">
+<dt class="sig sig-object py" id="IQM_Vis.utils.save_utils.make_name_for_trans">
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.utils.save_utils.</span></span><span class="sig-name descname"><span class="pre">make_name_for_trans</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">trans</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/utils/save_utils.html#make_name_for_trans"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.utils.save_utils.make_name_for_trans" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py function">
 <dt class="sig sig-object py" id="IQM_Vis.utils.save_utils.save_and_merge_df_as_csv">
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.utils.save_utils.</span></span><span class="sig-name descname"><span class="pre">save_and_merge_df_as_csv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">file</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/utils/save_utils.html#save_and_merge_df_as_csv"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.utils.save_utils.save_and_merge_df_as_csv" title="Permalink to this definition"></a></dt>
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 c6256a9..8968b02 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/experiment_mode.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/experiment_mode.html
@@ -113,7 +113,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
 <span class="kn">import</span> <span class="nn">IQM_Vis</span>
 <span class="kn">from</span> <span class="nn">IQM_Vis.UI.custom_widgets</span> <span class="kn">import</span> <span class="n">ClickLabel</span>
 <span class="kn">from</span> <span class="nn">IQM_Vis.UI</span> <span class="kn">import</span> <span class="n">utils</span>
-<span class="kn">from</span> <span class="nn">IQM_Vis.utils</span> <span class="kn">import</span> <span class="n">gui_utils</span><span class="p">,</span> <span class="n">plot_utils</span><span class="p">,</span> <span class="n">image_utils</span>
+<span class="kn">from</span> <span class="nn">IQM_Vis.utils</span> <span class="kn">import</span> <span class="n">gui_utils</span><span class="p">,</span> <span class="n">plot_utils</span><span class="p">,</span> <span class="n">image_utils</span><span class="p">,</span> <span class="n">save_utils</span>
 
 
 <div class="viewcode-block" id="make_experiment"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment">[docs]</a><span class="k">class</span> <span class="nc">make_experiment</span><span class="p">(</span><span class="n">QMainWindow</span><span class="p">):</span>
@@ -126,7 +126,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
                  <span class="n">image_display_size</span><span class="p">,</span>
                  <span class="n">rgb_brightness</span><span class="p">,</span>
                  <span class="n">display_brightness</span><span class="p">,</span>
-                 <span class="n">default_save_dir</span><span class="o">=</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">DEFAULT_SAVE_DIR</span><span class="p">,</span>
+                 <span class="n">default_save_dir</span><span class="o">=</span><span class="n">save_utils</span><span class="o">.</span><span class="n">DEFAULT_SAVE_DIR</span><span class="p">,</span>
                  <span class="n">image_preprocessing</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span>
                  <span class="n">image_postprocessing</span><span class="o">=</span><span class="s1">&#39;None&#39;</span><span class="p">,</span>
                  <span class="n">checked_metrics</span><span class="o">=</span><span class="p">{}):</span>
@@ -208,7 +208,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
             <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">image_utils</span><span class="o">.</span><span class="n">calibrate_brightness</span><span class="p">(</span>
                 <span class="n">trans</span><span class="p">[</span><span class="s1">&#39;image&#39;</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">rgb_brightness</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">display_brightness</span><span class="p">,</span> <span class="n">ubyte</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
             <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
-            <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">make_name_for_trans</span><span class="p">(</span><span class="n">trans</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">6</span><span class="p">)</span></div>
+            <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</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">trans</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">6</span><span class="p">)</span></div>
         <span class="c1"># self.widget_experiments[tab][&#39;images&#39;].figure.tight_layout()</span>
 
         <span class="c1"># time.sleep(5)</span>
@@ -233,7 +233,8 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
             <span class="n">param</span> <span class="o">=</span> <span class="n">single_trans</span><span class="p">[</span><span class="n">trans_name</span><span class="p">]</span>
             <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;transform_name&#39;</span><span class="p">:</span> <span class="n">trans_name</span><span class="p">,</span>
                     <span class="s1">&#39;transform_value&#39;</span><span class="p">:</span> <span class="n">param</span><span class="p">}</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">original_params_order</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">make_name_for_trans</span><span class="p">(</span><span class="n">data</span><span class="p">))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">original_params_order</span><span class="o">.</span><span class="n">append</span><span class="p">(</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">data</span><span class="p">))</span>
 
         <span class="c1"># REFERENCE image</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">ref_image</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</span><span class="p">()</span>
@@ -282,7 +283,7 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
             <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">score</span> <span class="ow">in</span> <span class="n">score_dict</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
                 <span class="n">metrics</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
                 <span class="n">scores</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">score</span><span class="p">))</span>
-            <span class="n">IQM_scores</span><span class="p">[</span><span class="n">make_name_for_trans</span><span class="p">(</span><span class="n">data</span><span class="p">)]</span> <span class="o">=</span> <span class="n">scores</span>
+            <span class="n">IQM_scores</span><span class="p">[</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">data</span><span class="p">)]</span> <span class="o">=</span> <span class="n">scores</span>
         <span class="n">IQM_scores</span><span class="p">[</span><span class="s1">&#39;IQM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">metrics</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">IQM_scores_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="o">.</span><span class="n">from_dict</span><span class="p">(</span><span class="n">IQM_scores</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">IQM_scores_df</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;IQM&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span></div>
@@ -511,16 +512,16 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
             <span class="n">exp_save_dir</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">default_save_dir</span><span class="si">}</span><span class="s1">-experiment-</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s1">&#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">exp_save_dir</span><span class="p">):</span>
                 <span class="c1"># get transform funcs and params</span>
-                <span class="n">exp_trans_params</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">load_obj</span><span class="p">(</span>
+                <span class="n">exp_trans_params</span> <span class="o">=</span> <span class="n">save_utils</span><span class="o">.</span><span class="n">load_obj</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">join</span><span class="p">(</span><span class="n">exp_save_dir</span><span class="p">,</span> <span class="s1">&#39;transforms&#39;</span><span class="p">,</span> <span class="s1">&#39;transform_params.pkl&#39;</span><span class="p">))</span>
-                <span class="n">exp_trans_funcs</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">load_obj</span><span class="p">(</span>
+                <span class="n">exp_trans_funcs</span> <span class="o">=</span> <span class="n">save_utils</span><span class="o">.</span><span class="n">load_obj</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">join</span><span class="p">(</span><span class="n">exp_save_dir</span><span class="p">,</span> <span class="s1">&#39;transforms&#39;</span><span class="p">,</span> <span class="s1">&#39;transform_functions.pkl&#39;</span><span class="p">))</span>
                 
                 <span class="c1"># get image processing saved params</span>
-                <span class="n">processing_file</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_image_processing_file</span><span class="p">(</span><span class="n">exp_save_dir</span><span class="p">)</span>
+                <span class="n">processing_file</span> <span class="o">=</span> <span class="n">save_utils</span><span class="o">.</span><span class="n">get_image_processing_file</span><span class="p">(</span><span class="n">exp_save_dir</span><span class="p">)</span>
                 <span class="n">procesing_same</span> <span class="o">=</span> <span class="kc">False</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">processing_file</span><span class="p">):</span>
-                    <span class="n">processing</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">load_json_dict</span><span class="p">(</span><span class="n">processing_file</span><span class="p">)</span>
+                    <span class="n">processing</span> <span class="o">=</span> <span class="n">save_utils</span><span class="o">.</span><span class="n">load_json_dict</span><span class="p">(</span><span class="n">processing_file</span><span class="p">)</span>
                     <span class="k">if</span> <span class="n">processing</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">processing</span><span class="p">:</span>
                         <span class="n">procesing_same</span> <span class="o">=</span> <span class="kc">True</span>
 
@@ -540,34 +541,34 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</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">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</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="s1">&#39;transforms&#39;</span><span class="p">),</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 
         <span class="c1"># save experiment images</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">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_original_image_file</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="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">save_utils</span><span class="o">.</span><span class="n">get_original_image_file</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">image_utils</span><span class="o">.</span><span class="n">save_image</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ref_image</span><span class="p">,</span>
-                                    <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_original_image_file</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="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">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_original_unprocessed_image_file</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">save_utils</span><span class="o">.</span><span class="n">get_original_image_file</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="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">save_utils</span><span class="o">.</span><span class="n">get_original_unprocessed_image_file</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="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;ref_image_unprocessed&#39;</span><span class="p">):</span>
                 <span class="n">image_utils</span><span class="o">.</span><span class="n">save_image</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">ref_image_unprocessed</span><span class="p">,</span>
-                                        <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_original_unprocessed_image_file</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">save_utils</span><span class="o">.</span><span class="n">get_original_unprocessed_image_file</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="k">if</span> <span class="n">new_dir</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
             <span class="k">for</span> <span class="n">trans</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">image_utils</span><span class="o">.</span><span class="n">save_image</span><span class="p">(</span>
-                    <span class="n">trans</span><span class="p">[</span><span class="s1">&#39;image&#39;</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">join</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="s1">&#39;images&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">make_name_for_trans</span><span class="p">(</span><span class="n">trans</span><span class="p">)</span><span class="si">}</span><span class="s1">.png&#39;</span><span class="p">))</span>
+                    <span class="n">trans</span><span class="p">[</span><span class="s1">&#39;image&#39;</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">join</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="s1">&#39;images&#39;</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</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">trans</span><span class="p">)</span><span class="si">}</span><span class="s1">.png&#39;</span><span class="p">))</span>
             <span class="c1"># save the transformations</span>
-            <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">save_obj</span><span class="p">(</span>
-                <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_transform_params_file</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">save_utils</span><span class="o">.</span><span class="n">save_obj</span><span class="p">(</span>
+                <span class="n">save_utils</span><span class="o">.</span><span class="n">get_transform_params_file</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="bp">self</span><span class="o">.</span><span class="n">original_params_order</span><span class="p">)</span>
-            <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">save_obj</span><span class="p">(</span>
-                <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_transform_functions_file</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">save_utils</span><span class="o">.</span><span class="n">save_obj</span><span class="p">(</span>
+                <span class="n">save_utils</span><span class="o">.</span><span class="n">get_transform_functions_file</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="nb">dict</span><span class="p">(</span><span class="nb">sorted</span><span class="p">(</span><span class="n">trans_funcs</span><span class="o">.</span><span class="n">items</span><span class="p">())))</span>
             <span class="c1"># save the image pre/post processing options</span>
-            <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">save_json_dict</span><span class="p">(</span>
-                <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">get_image_processing_file</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">save_utils</span><span class="o">.</span><span class="n">save_json_dict</span><span class="p">(</span>
+                <span class="n">save_utils</span><span class="o">.</span><span class="n">get_image_processing_file</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="bp">self</span><span class="o">.</span><span class="n">processing</span><span class="p">)</span>
 
         <span class="c1"># save the experiment results</span>
         <span class="n">exp_order</span> <span class="o">=</span> <span class="p">[]</span>
         <span class="k">for</span> <span class="n">trans</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">exp_order</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">make_name_for_trans</span><span class="p">(</span><span class="n">trans</span><span class="p">))</span>
-        <span class="n">csv_file</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">save_utils</span><span class="o">.</span><span class="n">save_experiment_results</span><span class="p">(</span>
+            <span class="n">exp_order</span><span class="o">.</span><span class="n">append</span><span class="p">(</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">trans</span><span class="p">))</span>
+        <span class="n">csv_file</span> <span class="o">=</span> <span class="n">save_utils</span><span class="o">.</span><span class="n">save_experiment_results</span><span class="p">(</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">original_params_order</span><span class="p">,</span>
             <span class="n">exp_order</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>
@@ -645,7 +646,7 @@ <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">able_to_click</span> <span class="o">=</span> <span class="kc">False</span>
         <span class="c1"># get comparison to pivot</span>
         <span class="n">trans_str</span> <span class="o">=</span> <span class="n">image_name</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">image_name</span><span class="p">)</span><span class="o">+</span><span class="mi">1</span><span class="p">:]</span>
-        <span class="k">if</span> <span class="n">trans_str</span> <span class="o">!=</span> <span class="n">make_name_for_trans</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pivot</span><span class="p">):</span> <span class="c1"># lower value</span>
+        <span class="k">if</span> <span class="n">trans_str</span> <span class="o">!=</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="bp">self</span><span class="o">.</span><span class="n">pivot</span><span class="p">):</span> <span class="c1"># lower value</span>
             <span class="c1"># If element smaller than pivot is found swap it with the greater element pointed by i</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">less_than_pivot</span> <span class="o">=</span> <span class="kc">True</span>
         <span class="k">else</span><span class="p">:</span>
@@ -674,10 +675,12 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
         
         <span class="n">gui_utils</span><span class="o">.</span><span class="n">change_im</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;A&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">],</span> <span class="n">A</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>
                             <span class="n">rgb_brightness</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">rgb_brightness</span><span class="p">,</span> <span class="n">display_brightness</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">display_brightness</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;A&#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">make_name_for_trans</span><span class="p">(</span><span class="n">A_trans</span><span class="p">)</span><span class="si">}</span><span class="s1">&#39;</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;A&#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">A_trans</span><span class="p">)</span><span class="si">}</span><span class="s1">&#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="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="n">B</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>
                             <span class="n">rgb_brightness</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">rgb_brightness</span><span class="p">,</span> <span class="n">display_brightness</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">display_brightness</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;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">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="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>
 <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>
@@ -748,10 +751,6 @@ <h1>Source code for IQM_Vis.UI.experiment_mode</h1><div class="highlight"><pre>
     <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">inds</span><span class="p">:</span>
         <span class="n">sorted_list1</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">list1</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
     <span class="k">return</span> <span class="n">sorted_list1</span></div>
-
-<div class="viewcode-block" id="make_name_for_trans"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_name_for_trans">[docs]</a><span class="k">def</span> <span class="nf">make_name_for_trans</span><span class="p">(</span><span class="n">trans</span><span class="p">):</span>
-    <span class="n">splitter</span> <span class="o">=</span> <span class="s1">&#39;-----&#39;</span>
-    <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">trans</span><span class="p">[</span><span class="s1">&#39;transform_name&#39;</span><span class="p">]</span><span class="si">}{</span><span class="n">splitter</span><span class="si">}{</span><span class="n">trans</span><span class="p">[</span><span class="s1">&#39;transform_value&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span></div>
 </pre></div>
 
            </div>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/images.html b/docs/_build/html/_modules/IQM_Vis/UI/images.html
index e84911a..d5b680e 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/images.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/images.html
@@ -162,10 +162,55 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
 <span class="w">    </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_to_data_num"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_to_data_num">[docs]</a>    <span class="k">def</span> <span class="nf">change_to_data_num</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ind</span><span class="p">):</span>
-        <span class="c1"># change to an exact ind in the data list - be careful that the ind exists!!!</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">data_num</span> <span class="o">=</span> <span class="n">ind</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">change_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span></div>
+<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>
+        <span class="c1"># have roll around scrolling</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">+</span> <span class="n">ival</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_data_ind</span> <span class="o">-</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_images_scroll_show</span> <span class="o">+</span> <span class="mi">1</span>
+            <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">+</span> <span class="n">ival</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span> <span class="c1"># dataset is smaller than the number of images to show</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">elif</span> <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">+</span> <span class="n">ival</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_images_scroll_show</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_data_ind</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">=</span> <span class="mi">0</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">+=</span> <span class="n">ival</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_preview_images</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span><span class="p">)</span></div>
+        
+<div class="viewcode-block" id="images.set_preview_images"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.set_preview_images">[docs]</a>    <span class="k">def</span> <span class="nf">set_preview_images</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">preview_num</span><span class="p">):</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">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">num_images_scroll_show</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_data_ind</span><span class="o">+</span><span class="mi">1</span><span class="p">)):</span>
+                <span class="n">im_preview_ind</span> <span class="o">=</span> <span class="n">preview_num</span> <span class="o">+</span> <span class="n">i</span>
+                <span class="k">if</span> <span class="n">im_preview_ind</span> <span class="o">&lt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_data_ind</span><span class="p">:</span>
+                    <span class="c1"># load image</span>
+                    <span class="n">im_preview_data</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">get_reference_image_by_index</span><span class="p">(</span><span class="n">im_preview_ind</span><span class="p">)</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">widget_im_num_hash</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">im_preview_ind</span>
+                    <span class="c1"># set image preview size</span>
+                    <span class="n">scale</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">num_images_scroll_show</span> <span class="o">-</span> <span class="mi">1</span>
+                    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
+                        <span class="n">preview_size</span> <span class="o">=</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">//</span><span class="n">scale</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">//</span><span class="n">scale</span><span class="p">)</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">preview_size</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_display_size</span><span class="o">//</span><span class="n">scale</span>
+                    <span class="c1"># determine if we have the current display image</span>
+                    <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_num</span> <span class="o">==</span> <span class="n">im_preview_ind</span><span class="p">:</span>
+                        <span class="n">border</span> <span class="o">=</span> <span class="kc">True</span>
+                    <span class="k">else</span><span class="p">:</span>
+                        <span class="n">border</span> <span class="o">=</span> <span class="kc">False</span>
+                    <span class="n">gui_utils</span><span class="o">.</span><span class="n">change_im</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;images&#39;</span><span class="p">][</span><span class="n">i</span><span class="p">],</span> <span class="n">im_preview_data</span><span class="p">,</span>
+                                        <span class="n">resize</span><span class="o">=</span><span class="n">preview_size</span><span class="p">,</span> <span class="n">rgb_brightness</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">rgb_brightness</span><span class="p">,</span> <span class="n">display_brightness</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">display_brightness</span><span class="p">,</span> <span class="n">border</span><span class="o">=</span><span class="n">border</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="o">.</span><span class="n">setText</span><span class="p">(</span>
+                <span class="sa">f</span><span class="s1">&#39;(</span><span class="si">{</span><span class="n">preview_num</span><span class="o">+</span><span class="mi">1</span><span class="si">}</span><span class="s1">-</span><span class="si">{</span><span class="n">im_preview_ind</span><span class="o">+</span><span class="mi">1</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">max_data_ind</span><span class="o">+</span><span class="mi">1</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="images.change_data_click_im"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_data_click_im">[docs]</a>    <span class="k">def</span> <span class="nf">change_data_click_im</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">widget_ind</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="c1"># args sent are position of mouse click on the image widget</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">change_to_data_num</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">widget_im_num_hash</span><span class="p">[</span><span class="n">widget_ind</span><span class="p">])</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_preview_images</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span><span class="p">)</span> <span class="c1"># refresh boarder on image</span></div>
+
+<div class="viewcode-block" id="images.change_to_data_num"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_to_data_num">[docs]</a>    <span class="k">def</span> <span class="nf">change_to_data_num</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ind</span><span class="p">):</span>  <span class="c1"># change to an exact ind in the data list</span>
+        <span class="c1"># check the num is within the data limits</span>
+        <span class="k">if</span> <span class="n">ind</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="k">elif</span> <span class="n">ind</span> <span class="o">&gt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_data_ind</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">data_num</span> <span class="o">=</span> <span class="n">ind</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">change_data</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> <span class="c1"># 0 means dont increment data_num</span></div>
 
 <div class="viewcode-block" id="images.change_data"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_data">[docs]</a>    <span class="k">def</span> <span class="nf">change_data</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ival</span><span class="p">,</span> <span class="n">_redo_plots</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
         <span class="c1"># reset any range/correlation data stored</span>
@@ -204,8 +249,7 @@ <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">_load_experiment</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">human_experiment_cache</span><span class="p">[</span><span class="n">name</span><span class="p">],</span> <span class="n">change_image</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
             <span class="c1"># otherwise from the datastore scores</span>
             <span class="k">elif</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">data_store</span><span class="p">,</span> <span class="s1">&#39;human_scores&#39;</span><span class="p">):</span>
-                <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>
-        <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="o">.</span><span class="n">setText</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">data_num</span><span class="o">+</span><span class="mi">1</span><span class="si">}</span><span class="s1">/</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">max_data_ind</span><span class="o">+</span><span class="mi">1</span><span class="si">}</span><span class="s1">)&#39;</span><span class="p">)</span></div>
+                <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>
@@ -452,6 +496,28 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
                 <span class="n">axes</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;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="n">plot</span> <span class="o">=</span> <span class="n">plot_utils</span><span class="o">.</span><span class="n">get_transform_range_plots</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">metric_over_range_results</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">trans_to_plot</span><span class="p">,</span> <span class="n">axes</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">plot_data_lim</span><span class="p">)</span>
                 <span class="n">plot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+    
+<div class="viewcode-block" id="images.plot_metric_range_mlp"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_metric_range_mlp">[docs]</a>    <span class="k">def</span> <span class="nf">plot_metric_range_mlp</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">):</span>
+        <span class="c1"># TODO: reduce copy of code from above function</span>
+        <span class="c1"># make sure we have somethign to plot</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;metric_over_range_results&#39;</span><span class="p">):</span>
+            <span class="k">return</span>
+
+        <span class="c1"># plot our data on a new axis    </span>
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">gui_utils</span><span class="o">.</span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
+        <span class="n">axes</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
+        <span class="n">all_trans</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">trans_to_plot</span> <span class="o">=</span> <span class="n">all_trans</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">metric_range_graph_num</span><span class="p">]</span>
+        <span class="n">plot</span> <span class="o">=</span> <span class="n">plot_utils</span><span class="o">.</span><span class="n">get_transform_range_plots</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">metric_over_range_results</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">trans_to_plot</span><span class="p">,</span> <span class="n">axes</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">plot_data_lim</span><span class="p">)</span>
+        <span class="n">plot</span><span class="o">.</span><span class="n">set_style</span><span class="p">()</span>
+        <span class="n">fig</span><span class="o">.</span><span class="n">canvas</span><span class="o">.</span><span class="n">manager</span><span class="o">.</span><span class="n">set_window_title</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">data_stores</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">get_reference_image_name</span><span class="p">()</span><span class="si">}</span><span class="s2">-</span><span class="si">{</span><span class="n">trans_to_plot</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_save_dir_mpl</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># show fig in new window</span>
+        <span class="n">gui_utils</span><span class="o">.</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">pyplot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
 
 <div class="viewcode-block" id="images.change_metric_range_graph"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_metric_range_graph">[docs]</a>    <span class="k">def</span> <span class="nf">change_metric_range_graph</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">add</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
         <span class="n">max_graph_num</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
@@ -496,6 +562,47 @@ <h1>Source code for IQM_Vis.UI.images</h1><div class="highlight"><pre>
             <span class="n">axes</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;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;avg&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span>
             <span class="n">radar_plotter</span> <span class="o">=</span> <span class="n">plot_utils</span><span class="o">.</span><span class="n">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="bp">self</span><span class="o">.</span><span class="n">plot_data_lim</span><span class="p">)</span>
             <span class="n">radar_plotter</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+    
+<div class="viewcode-block" id="images.plot_radar_mlp"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_radar_mlp">[docs]</a>    <span class="k">def</span> <span class="nf">plot_radar_mlp</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">):</span>
+        <span class="c1"># TODO: reduce copy of code from above function</span>
+        <span class="c1"># make sure we have somethign to plot</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">&#39;metric_over_range_results&#39;</span><span class="p">):</span>
+            <span class="k">return</span>
+
+        <span class="c1"># plot our data on a new axis</span>
+        <span class="n">fig</span> <span class="o">=</span> <span class="n">gui_utils</span><span class="o">.</span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
+        <span class="n">axes</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="s1">&#39;polar&#39;</span><span class="p">)</span>
+        <span class="n">all_trans</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="n">transformation_names</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</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><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+        <span class="k">if</span> <span class="s1">&#39;avg&#39;</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;metrics&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+            <span class="c1"># get current metrics used for this data_store</span>
+            <span class="n">metrics_names</span> <span class="o">=</span> <span class="p">[]</span>
+            <span class="k">for</span> <span class="n">metric</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="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">metrics</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">metric</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">checked_metrics</span><span class="p">:</span>
+                    <span class="n">metrics_names</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">metric</span><span class="p">)</span>
+
+            <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">metrics_names</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+                <span class="k">return</span>
+            
+        <span class="n">plot</span> <span class="o">=</span> <span class="n">plot_utils</span><span class="o">.</span><span class="n">get_radar_plots_avg_plots</span><span class="p">(</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">metric_over_range_results</span><span class="p">[</span><span class="n">i</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="bp">self</span><span class="o">.</span><span class="n">plot_data_lim</span><span class="p">)</span>
+        <span class="n">plot</span><span class="o">.</span><span class="n">set_style</span><span class="p">()</span>
+
+        <span class="n">fig</span><span class="o">.</span><span class="n">canvas</span><span class="o">.</span><span class="n">manager</span><span class="o">.</span><span class="n">set_window_title</span><span class="p">(</span>
+            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">data_stores</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">get_reference_image_name</span><span class="p">()</span><span class="si">}</span><span class="s2">-radar&quot;</span><span class="p">)</span>
+        
+        <span class="bp">self</span><span class="o">.</span><span class="n">set_save_dir_mpl</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
+
+        <span class="c1"># show fig in new window</span>
+        <span class="n">gui_utils</span><span class="o">.</span><span class="n">matplotlib</span><span class="o">.</span><span class="n">pyplot</span><span class="o">.</span><span class="n">show</span><span class="p">()</span></div>
+
+<div class="viewcode-block" id="images.set_save_dir_mpl"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.images.images.set_save_dir_mpl">[docs]</a>    <span class="k">def</span> <span class="nf">set_save_dir_mpl</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
+        <span class="c1"># set the default save path</span>
+        <span class="n">image_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">data_stores</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">get_reference_image_name</span><span class="p">()</span><span class="si">}</span><span class="s2">-export&quot;</span>
+        <span class="n">save_path</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">join</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">image_name</span><span class="p">)</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">save_path</span><span class="p">):</span>
+            <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">    metric correlation plots</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/layout.html b/docs/_build/html/_modules/IQM_Vis/UI/layout.html
index f47a14b..a6736e1 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/layout.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/layout.html
@@ -165,6 +165,9 @@ <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;avg&#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">avg_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="n">graph_save</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
+                <span class="n">graph_save</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;avg&#39;</span><span class="p">][</span><span class="s1">&#39;save_button&#39;</span><span class="p">])</span>
+                <span class="n">avg_graph</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">graph_save</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">avg_graph</span><span class="p">,</span> <span class="s1">&#39;Radar&#39;</span><span class="p">)</span>
             <span class="k">if</span> <span class="s1">&#39;range&#39;</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;metrics&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
                 <span class="n">range_graph</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
@@ -177,6 +180,9 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
                 <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>
                 <span class="n">range_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="n">graph_save</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
+                <span class="n">graph_save</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;save_button&#39;</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_save</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">range_graph</span><span class="p">,</span> <span class="s1">&#39;Range&#39;</span><span class="p">)</span>
             <span class="k">if</span> <span class="s1">&#39;correlation&#39;</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;metrics&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
                 <span class="n">correlation_graph</span> <span class="o">=</span> <span class="n">QVBoxLayout</span><span class="p">()</span>
@@ -201,6 +207,8 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</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&#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;button&#39;</span><span class="p">][</span><span class="s1">&#39;prev_data&#39;</span><span class="p">])</span>
+            <span class="k">for</span> <span class="n">im</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">num_images_scroll_show</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;images&#39;</span><span class="p">][</span><span class="n">im</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;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>
 
@@ -264,16 +272,43 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
                 <span class="n">experiment_trans</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_trans</span><span class="p">)</span>
         <span class="n">experiment_controls</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
+        <span class="c1"># Save folder</span>
+        <span class="n">save_button_exp</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
+        <span class="n">save_button_exp</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;exp_change_save&#39;</span><span class="p">])</span>
+        <span class="n">save_button_exp</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;exp_change_save&#39;</span><span class="p">])</span>
+        <span class="n">save_button_exp</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">save_button_exp</span><span class="p">)</span>
         <span class="c1"># run experiment button</span>
         <span class="n">experiment_button</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
         <span class="n">experiment_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;launch_exp&#39;</span><span class="p">])</span>
         <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="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>
+            <span class="k">for</span> <span class="n">_</span><span class="p">,</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_name</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
+                <span class="n">export_trans</span><span class="o">.</span><span class="n">addWidget</span><span class="p">(</span><span class="n">widget</span><span class="p">)</span>
+                <span class="n">export_trans</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_trans</span><span class="p">)</span>
+        <span class="n">export_controls</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
+        <span class="c1"># Save folder</span>
+        <span class="n">save_button_exp</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
+        <span class="n">save_button_exp</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;export_change_save&#39;</span><span class="p">])</span>
+        <span class="n">save_button_exp</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;export_change_save&#39;</span><span class="p">])</span>
+        <span class="n">save_button_exp</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">save_button_exp</span><span class="p">)</span>
+        <span class="c1"># export images button</span>
+        <span class="n">export_button</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
+        <span class="n">export_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;export_images&#39;</span><span class="p">])</span>
+        <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="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="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="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>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/main.html b/docs/_build/html/_modules/IQM_Vis/UI/main.html
index 1cca417..cf07b24 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/main.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/main.html
@@ -112,6 +112,7 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
                  <span class="n">restrict_options</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
                  <span class="n">num_steps_range</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span>
                  <span class="n">num_step_experiment</span><span class="o">=</span><span class="mi">6</span><span class="p">,</span>
+                 <span class="n">num_images_scroll_show</span><span class="o">=</span><span class="mi">7</span><span class="p">,</span>
                  <span class="n">test</span><span class="o">=</span><span class="kc">False</span>
                  <span class="p">):</span>
         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
@@ -120,6 +121,8 @@ <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">transformations</span> <span class="o">=</span> <span class="n">transformations</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">num_steps_range</span> <span class="o">=</span> <span class="n">num_steps_range</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">num_step_experiment</span> <span class="o">=</span> <span class="n">num_step_experiment</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">num_images_scroll_show</span> <span class="o">=</span> <span class="n">num_images_scroll_show</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span> <span class="o">=</span> <span class="mi">0</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">test</span> <span class="o">=</span> <span class="n">test</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">metrics_info_format</span> <span class="o">=</span> <span class="n">metrics_info_format</span>
@@ -192,7 +195,12 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
 
         <span class="n">load_transforms</span><span class="o">.</span><span class="n">triggered</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">load_all_transforms</span><span class="p">)</span>
         <span class="n">load_metrics</span><span class="o">.</span><span class="n">triggered</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">load_all_metrics</span><span class="p">)</span>
-        <span class="n">load_metric_images</span><span class="o">.</span><span class="n">triggered</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">load_all_metric_images</span><span class="p">)</span></div>
+        <span class="n">load_metric_images</span><span class="o">.</span><span class="n">triggered</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">load_all_metric_images</span><span class="p">)</span>
+
+        <span class="bp">self</span><span class="o">.</span><span class="n">cache_menu</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">menu_bar</span><span class="o">.</span><span class="n">addMenu</span><span class="p">(</span><span class="s1">&#39;Cache&#39;</span><span class="p">)</span>
+        <span class="n">clear_all_cache</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">cache_menu</span><span class="o">.</span><span class="n">addAction</span><span class="p">(</span><span class="s1">&#39;Clear All Cache&#39;</span><span class="p">)</span>
+
+        <span class="n">clear_all_cache</span><span class="o">.</span><span class="n">triggered</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">clear_all_cache_data</span><span class="p">)</span></div>
 
 
 <div class="viewcode-block" id="make_app.load_all_transforms"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.load_all_transforms">[docs]</a>    <span class="k">def</span> <span class="nf">load_all_transforms</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
@@ -221,6 +229,12 @@ <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">_remake_menu</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">construct_UI</span><span class="p">()</span></div>
 
+<div class="viewcode-block" id="make_app.clear_all_cache_data"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.clear_all_cache_data">[docs]</a>    <span class="k">def</span> <span class="nf">clear_all_cache_data</span><span class="p">(</span><span class="bp">self</span><span class="p">):</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">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">data_store</span><span class="p">,</span> <span class="s1">&#39;clear_all_cache&#39;</span><span class="p">):</span>
+                <span class="n">data_store</span><span class="o">.</span><span class="n">clear_all_cache</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="s1">&#39;Cleared all cache data&#39;</span><span class="p">,</span> <span class="mi">8000</span><span class="p">)</span></div>
+
 <div class="viewcode-block" id="make_app.quit"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.quit">[docs]</a>    <span class="k">def</span> <span class="nf">quit</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="c1"># QApplication.instance().quit()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">app</span><span class="o">.</span><span class="n">quit</span><span class="p">()</span></div>
@@ -256,33 +270,48 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
 
 <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="c1"># transformations</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>
+        <span class="c1"># check if we need to restore current checked</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;restore_checked_menu_items&#39;</span><span class="p">):</span>
+            <span class="n">restrict_options</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">restore_checked_menu_items</span>
+        <span class="k">else</span><span class="p">:</span>  <span class="c1"># or building for the first time</span>
+            <span class="n">restrict_options</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">restrict_options</span>
+        
+        <span class="c1"># make menus</span>
         <span class="n">set_checked_menu_from_iterable</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">menu_bar</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="s1">&#39;Transforms&#39;</span><span class="p">,</span>
                                        <span class="bp">self</span><span class="o">.</span><span class="n">menu_options</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">],</span>
                                        <span class="bp">self</span><span class="o">.</span><span class="n">construct_UI</span><span class="p">,</span>
-                                       <span class="bp">self</span><span class="o">.</span><span class="n">restrict_options</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">])</span>
+                                       <span class="n">restrict_options</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">])</span>
         <span class="n">set_checked_menu_from_iterable</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">menu_bar</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="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">metric_images</span><span class="p">,</span>
                                        <span class="s1">&#39;Metric Images&#39;</span><span class="p">,</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="bp">self</span><span class="o">.</span><span class="n">construct_UI</span><span class="p">,</span>
-                                       <span class="bp">self</span><span class="o">.</span><span class="n">restrict_options</span><span class="p">[</span><span class="s1">&#39;metric_images&#39;</span><span class="p">])</span>
+                                       <span class="n">restrict_options</span><span class="p">[</span><span class="s1">&#39;metric_images&#39;</span><span class="p">])</span>
         <span class="n">set_checked_menu_from_iterable</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">menu_bar</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="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">metrics</span><span class="p">,</span>
                                        <span class="s1">&#39;Metrics&#39;</span><span class="p">,</span>
                                        <span class="bp">self</span><span class="o">.</span><span class="n">menu_options</span><span class="p">[</span><span class="s1">&#39;metrics&#39;</span><span class="p">],</span>
                                        <span class="bp">self</span><span class="o">.</span><span class="n">construct_UI</span><span class="p">,</span>
-                                       <span class="bp">self</span><span class="o">.</span><span class="n">restrict_options</span><span class="p">[</span><span class="s1">&#39;metrics&#39;</span><span class="p">])</span></div>
+                                       <span class="n">restrict_options</span><span class="p">[</span><span class="s1">&#39;metrics&#39;</span><span class="p">])</span></div>
     
     <span class="k">def</span> <span class="nf">_remake_menu</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">_save_checked_menu_items</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">menu_bar</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">make_menu</span><span class="p">()</span>
 
+    <span class="k">def</span> <span class="nf">_save_checked_menu_items</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">restore_checked_menu_items</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">menu</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">,</span> <span class="s1">&#39;metric_images&#39;</span><span class="p">,</span> <span class="s1">&#39;metrics&#39;</span><span class="p">]:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">restore_checked_menu_items</span><span class="p">[</span><span class="n">menu</span><span class="p">]</span> <span class="o">=</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">menu_options</span><span class="p">[</span><span class="n">menu</span><span class="p">]:</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">restore_checked_menu_items</span><span class="p">[</span><span class="n">menu</span><span class="p">][</span><span class="n">item</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">menu_options</span><span class="p">[</span><span class="n">menu</span><span class="p">][</span><span class="n">item</span><span class="p">]</span><span class="o">.</span><span class="n">isChecked</span><span class="p">()</span>
+
+
 <div class="viewcode-block" id="make_app.make_status_bar"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.make_status_bar">[docs]</a>    <span class="k">def</span> <span class="nf">make_status_bar</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">status_bar</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">statusBar</span><span class="p">()</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">pbar</span> <span class="o">=</span> <span class="n">ProgressBar</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">minimum</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">maximum</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">textVisible</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
@@ -330,6 +359,8 @@ <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">init_style</span><span class="p">()</span>     <span class="c1"># layout.py</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">init_widgets</span><span class="p">()</span>   <span class="c1"># widgets.py</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">change_data</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">_redo_plots</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>   <span class="c1"># images.py</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">:</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">set_preview_images</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">preview_num</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">main</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">init_layout</span><span class="p">()</span>    <span class="c1"># layout.py</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">setCurrentIndex</span><span class="p">(</span><span class="n">tabs_index</span><span class="p">[</span><span class="s1">&#39;slider&#39;</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="n">tabs_index</span><span class="p">[</span><span class="s1">&#39;graph&#39;</span><span class="p">])</span>
@@ -386,7 +417,9 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
             <span class="k">return</span>
         
         <span class="bp">self</span><span class="o">.</span><span class="n">default_save_dir</span> <span class="o">=</span> <span class="nb">dir</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="sa">f</span><span class="s1">&#39;Changed save dir to: </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">&#39;</span><span class="p">,</span> <span class="mi">8000</span><span class="p">)</span></div></div>
+        <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="sa">f</span><span class="s1">&#39;Changed save dir to: </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">&#39;</span><span class="p">,</span> <span class="mi">8000</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;exp_change_save&#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;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">&#39;</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;export_change_save&#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;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">&#39;</span><span class="p">)</span></div></div>
 
 
 <div class="viewcode-block" id="set_checked_menu_from_iterable"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.main.set_checked_menu_from_iterable">[docs]</a><span class="k">def</span> <span class="nf">set_checked_menu_from_iterable</span><span class="p">(</span><span class="n">main_menu</span><span class="p">,</span> <span class="n">iterable</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">action_store</span><span class="p">,</span> <span class="n">connect_func</span><span class="p">,</span> <span class="n">restrict_options</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
@@ -400,6 +433,11 @@ <h1>Source code for IQM_Vis.UI.main</h1><div class="highlight"><pre>
                 <span class="n">action_store</span><span class="p">[</span><span class="n">trans</span><span class="p">]</span><span class="o">.</span><span class="n">setChecked</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="n">action_store</span><span class="p">[</span><span class="n">trans</span><span class="p">]</span><span class="o">.</span><span class="n">setChecked</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">restrict_options</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
+            <span class="k">if</span> <span class="n">trans</span> <span class="ow">in</span> <span class="n">restrict_options</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+                <span class="n">action_store</span><span class="p">[</span><span class="n">trans</span><span class="p">]</span><span class="o">.</span><span class="n">setChecked</span><span class="p">(</span><span class="n">restrict_options</span><span class="p">[</span><span class="n">trans</span><span class="p">])</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">action_store</span><span class="p">[</span><span class="n">trans</span><span class="p">]</span><span class="o">.</span><span class="n">setChecked</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">action_store</span><span class="p">[</span><span class="n">trans</span><span class="p">]</span><span class="o">.</span><span class="n">setChecked</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span></div>
 </pre></div>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/widgets.html b/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
index c092459..6ed73bb 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
@@ -91,7 +91,9 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
 <span class="c1"># License: BSD 3-Clause License</span>
 
 <span class="kn">import</span> <span class="nn">re</span>
+<span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">from</span> <span class="nn">functools</span> <span class="kn">import</span> <span class="n">partial</span>
+<span class="kn">import</span> <span class="nn">datetime</span>
 
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">from</span> <span class="nn">PyQt6.QtWidgets</span> <span class="kn">import</span> <span class="n">QPushButton</span><span class="p">,</span> <span class="n">QLabel</span><span class="p">,</span> <span class="n">QSlider</span><span class="p">,</span> <span class="n">QCheckBox</span><span class="p">,</span> <span class="n">QComboBox</span><span class="p">,</span> <span class="n">QLineEdit</span>
@@ -100,7 +102,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
 
 <span class="kn">import</span> <span class="nn">IQM_Vis</span>
 <span class="kn">from</span> <span class="nn">IQM_Vis.UI.custom_widgets</span> <span class="kn">import</span> <span class="n">ClickLabel</span>
-<span class="kn">from</span> <span class="nn">IQM_Vis.utils</span> <span class="kn">import</span> <span class="n">gui_utils</span><span class="p">,</span> <span class="n">plot_utils</span><span class="p">,</span> <span class="n">image_utils</span>
+<span class="kn">from</span> <span class="nn">IQM_Vis.utils</span> <span class="kn">import</span> <span class="n">gui_utils</span><span class="p">,</span> <span class="n">plot_utils</span><span class="p">,</span> <span class="n">image_utils</span><span class="p">,</span> <span class="n">save_utils</span>
 
 <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>
@@ -116,6 +118,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
 <span class="w">        </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>
         <span class="c1"># first setup the slider data</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">sliders</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;metric_params&#39;</span><span class="p">:</span> <span class="p">{}}</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_init_sliders</span><span class="p">(</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> <span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="p">,</span>  <span class="n">param_group</span><span class="o">=</span><span class="s1">&#39;transforms&#39;</span><span class="p">)</span>
@@ -157,7 +160,7 @@ <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;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">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;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">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;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="s1">&#39;&#39;</span><span class="p">)</span>
-            <span class="c1"># metrics avgerage graphs</span>
+            <span class="c1"># metrics average graphs</span>
             <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">metrics_avg_graph</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;avg&#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;avg&#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>
@@ -165,33 +168,42 @@ <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;avg&#39;</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="s1">&#39;IQM Averages&#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;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;avg&#39;</span><span class="p">][</span><span class="s1">&#39;data&#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="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">graph_size</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">graph_size</span><span class="o">/</span><span class="mi">10</span><span class="p">),</span> <span class="n">polar</span><span class="o">=</span><span class="kc">True</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;avg&#39;</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setToolTip</span><span class="p">(</span><span class="s1">&#39;Mean metric value over the range of each transform.&#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;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;avg&#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="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;avg&#39;</span><span class="p">][</span><span class="s1">&#39;save_button&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;Adjust or Save&#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_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;avg&#39;</span><span class="p">][</span><span class="s1">&#39;save_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="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">plot_radar_mlp</span><span class="p">,</span> <span class="n">i</span><span class="p">))</span>
             <span class="k">if</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">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="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;range&#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>
                 <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;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;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;range&#39;</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="s1">&#39;Response Profiles&#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;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="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="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">graph_size</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">graph_size</span><span class="o">/</span><span class="mi">10</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="o">.</span><span class="n">setToolTip</span><span class="p">(</span><span class="s1">&#39;Single tranformation value range for all metrics.&#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;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="o">.</span><span class="n">setToolTip</span><span class="p">(</span><span class="s1">&#39;Single transformation value range for all metrics.&#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;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="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="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;save_button&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;Adjust or Save&#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_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;save_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="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">plot_metric_range_mlp</span><span class="p">,</span> <span class="n">i</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="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;correlation&#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>
             <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;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;metrics&#39;</span><span class="p">][</span><span class="s1">&#39;correlation&#39;</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="s1">&#39;Human Correlation&#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;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">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="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">graph_size</span><span class="o">/</span><span class="mi">10</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">graph_size</span><span class="o">/</span><span class="mi">10</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="o">.</span><span class="n">setToolTip</span><span class="p">(</span><span class="s1">&#39;Human scores versus IQMs.</span><span class="se">\n</span><span class="s1">Mean shown with points</span><span class="se">\n</span><span class="s1">Standard deviation shown with bars.</span><span class="se">\n</span><span class="s1">Click points to show image.&#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;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="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="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>
             <span class="c1"># Update graphs</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="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;Update Graphs&#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;force_update&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setToolTip</span><span class="p">(</span><span class="s1">&#39;Update graphs using all the current slider values.&#39;</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="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="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="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">display_images</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="o">.</span><span class="n">clicked</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="n">partial</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="kc">True</span><span class="p">))</span>
             <span class="c1"># Change plot limits</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="o">=</span> <span class="n">QCheckBox</span><span class="p">(</span><span class="s1">&#39;Squeeze plots&#39;</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="o">.</span><span class="n">setToolTip</span><span class="p">(</span><span class="s1">&#39;Set the scale of the plots to the metric data range.&#39;</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="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="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="o">.</span><span class="n">setCheckState</span><span class="p">(</span><span class="n">Qt</span><span class="o">.</span><span class="n">CheckState</span><span class="o">.</span><span class="n">Unchecked</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="o">.</span><span class="n">stateChanged</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_plot_lims</span><span class="p">)</span>
 
@@ -210,13 +222,19 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">dataset</span><span class="p">:</span>
             <span class="c1"># control what image is used from the dataset</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="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;-&gt;&#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;next_data&#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="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_data</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="kc">True</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="o">.</span><span class="n">clicked</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_preview_images</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">widget_controls</span><span class="p">[</span><span class="s1">&#39;button&#39;</span><span class="p">][</span><span class="s1">&#39;prev_data&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;&lt;-&#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;prev_data&#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="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_data</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="kc">True</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_data&#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="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_preview_images</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</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&#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_controls</span><span class="p">[</span><span class="s1">&#39;label&#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="s1">&#39;Change Image:&#39;</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="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_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="o">.</span><span class="n">setText</span><span class="p">(</span><span class="s1">&#39;1/1&#39;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_im_num_hash</span> <span class="o">=</span> <span class="p">{}</span>
+            <span class="k">for</span> <span class="n">im</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">num_images_scroll_show</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;images&#39;</span><span class="p">][</span><span class="n">im</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_controls</span><span class="p">[</span><span class="s1">&#39;images&#39;</span><span class="p">][</span><span class="n">im</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_controls</span><span class="p">[</span><span class="s1">&#39;images&#39;</span><span class="p">][</span><span class="n">im</span><span class="p">]</span><span class="o">.</span><span class="n">mousePressEvent</span> <span class="o">=</span> <span class="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_data_click_im</span><span class="p">,</span> <span class="n">im</span><span class="p">)</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">widget_im_num_hash</span><span class="p">[</span><span class="n">im</span><span class="p">]</span> <span class="o">=</span> <span class="n">im</span> <span class="c1"># store the ind number of each im widget preview</span>
 
         <span class="c1"># launch experiment 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;launch_exp&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;Run Experiment&#39;</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>
@@ -224,6 +242,10 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
         <span class="c1"># load experiment 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;load_exp&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QPushButton</span><span class="p">(</span><span class="s1">&#39;Load Experiment&#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;load_exp&#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">load_experiment_from_dir</span><span class="p">)</span>
+        <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>
@@ -289,6 +311,50 @@ <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_experiment_params</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;steps_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setValidator</span><span class="p">(</span><span class="n">QIntValidator</span><span class="p">())</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_name</span><span class="p">][</span><span class="s1">&#39;steps_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setMaxLength</span><span class="p">(</span><span class="mi">2</span><span class="p">)</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_name</span><span class="p">][</span><span class="s1">&#39;steps_edit&#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="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">num_step_experiment</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="c1"># change save folder 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;label&#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">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_controls</span><span class="p">[</span><span class="s1">&#39;label&#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">setText</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;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">&#39;</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">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="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>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</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_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;check_box&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QCheckBox</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_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;check_box&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setChecked</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;check_box&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">stateChanged</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">change_text_export_trans</span><span class="p">,</span>
+                                                                                                  <span class="n">trans</span><span class="o">=</span><span class="n">trans_name</span><span class="p">))</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;name&#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_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="n">trans_name</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;min&#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_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="s1">&#39;min:&#39;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLineEdit</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setValidator</span><span class="p">(</span><span class="n">get_float_validator</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">textChanged</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">colour_lineedit</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">]))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;min_edit&#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="s2">&quot;</span><span class="si">{</span><span class="n">deets</span><span class="p">[</span><span class="s1">&#39;min&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;max&#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_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;max&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="s1">&#39;max:&#39;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLineEdit</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setValidator</span><span class="p">(</span><span class="n">get_float_validator</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">textChanged</span><span class="o">.</span><span class="n">connect</span><span class="p">(</span><span class="n">partial</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">colour_lineedit</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">]))</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;max_edit&#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="s2">&quot;</span><span class="si">{</span><span class="n">deets</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;steps&#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_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;steps&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setText</span><span class="p">(</span><span class="s1">&#39;steps:&#39;</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;steps_edit&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">QLineEdit</span><span class="p">()</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;steps_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setValidator</span><span class="p">(</span><span class="n">QIntValidator</span><span class="p">())</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;steps_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">setMaxLength</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+            <span class="bp">self</span><span class="o">.</span><span class="n">widget_export</span><span class="p">[</span><span class="n">trans_name</span><span class="p">][</span><span class="s1">&#39;steps_edit&#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="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">num_steps_range</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+        <span class="c1"># change save folder 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;label&#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">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_controls</span><span class="p">[</span><span class="s1">&#39;label&#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">setText</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;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">&#39;</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_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;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>
@@ -376,7 +442,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
                 <span class="k">if</span> <span class="nb">str</span><span class="p">(</span><span class="n">data_store</span><span class="o">.</span><span class="n">image_pre_processing</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">pre_processing_options</span><span class="o">.</span><span class="n">values</span><span class="p">()]:</span>
                     <span class="n">name</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;Custom </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">&quot;</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">pre_processing_options</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">image_pre_processing</span>
-                    <span class="n">init_val</span> <span class="o">=</span> <span class="n">name</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">pre_processing_option</span> <span class="o">=</span> <span class="n">name</span>
         <span class="n">combobox_pre</span> <span class="o">=</span> <span class="n">QComboBox</span><span class="p">()</span>
         <span class="n">combobox_pre</span><span class="o">.</span><span class="n">addItems</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_processing_options</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
         <span class="n">combobox_pre</span><span class="o">.</span><span class="n">setCurrentText</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pre_processing_option</span><span class="p">)</span>
@@ -396,7 +462,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
                 <span class="k">if</span> <span class="n">data_store</span><span class="o">.</span><span class="n">image_post_processing</span> <span class="ow">not</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">post_processing_options</span><span class="o">.</span><span class="n">values</span><span class="p">()):</span>
                     <span class="n">name</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;Custom </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">&quot;</span>
                     <span class="bp">self</span><span class="o">.</span><span class="n">post_processing_options</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">image_post_processing</span>
-                    <span class="n">init_val</span> <span class="o">=</span> <span class="n">name</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">post_processing_option</span> <span class="o">=</span> <span class="n">name</span>
         <span class="n">combobox_post</span> <span class="o">=</span> <span class="n">QComboBox</span><span class="p">()</span>
         <span class="n">combobox_post</span><span class="o">.</span><span class="n">addItems</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">post_processing_options</span><span class="o">.</span><span class="n">keys</span><span class="p">()))</span>
         <span class="n">combobox_post</span><span class="o">.</span><span class="n">setCurrentText</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">post_processing_option</span><span class="p">)</span>
@@ -643,7 +709,71 @@ <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">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">    experimetns</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="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>
+                <span class="k">pass</span>
+            <span class="k">else</span><span class="p">:</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="n">widget</span><span class="p">]</span><span class="o">.</span><span class="n">setEnabled</span><span class="p">(</span><span class="n">checked</span><span class="p">)</span>
+                <span class="k">if</span> <span class="n">checked</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</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="n">widget</span><span class="p">]</span><span class="o">.</span><span class="n">setStyleSheet</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;QLineEdit </span><span class="se">{{</span><span class="s2">color: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">settings_text_colour_original</span><span class="si">}</span><span class="s2">;</span><span class="se">}}\n</span><span class="s2">QLabel </span><span class="se">{{</span><span class="s2">color: </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">settings_text_colour_original</span><span class="si">}</span><span class="s2">;</span><span class="se">}}</span><span class="s2">&quot;</span><span class="p">)</span>
+                <span class="k">else</span><span class="p">:</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="n">widget</span><span class="p">]</span><span class="o">.</span><span class="n">setStyleSheet</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;QLineEdit </span><span class="se">{{</span><span class="s2">color: gray;</span><span class="se">}}\n</span><span class="s2">QLabel </span><span class="se">{{</span><span class="s2">color: gray;</span><span class="se">}}</span><span class="s2">&quot;</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="widgets.export_trans_images"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.export_trans_images">[docs]</a>    <span class="k">def</span> <span class="nf">export_trans_images</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="c1"># make save folder</span>
+        <span class="n">image_name</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">data_stores</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">get_reference_image_name</span><span class="p">()</span><span class="si">}</span><span class="s2">-export&quot;</span>
+
+        <span class="n">save_folder</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">join</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">image_name</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;images-</span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">())</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="si">}</span><span class="s2">&quot;</span><span class="p">)</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">save_folder</span><span class="p">):</span>
+            <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">save_folder</span><span class="p">)</span>
+
+        <span class="c1"># save original image</span>
+        <span class="n">ref_image</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">data_stores</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">get_reference_image</span><span class="p">()</span>
+        <span class="n">image_utils</span><span class="o">.</span><span class="n">save_image</span><span class="p">(</span><span class="n">ref_image</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">join</span><span class="p">(</span><span class="n">save_folder</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;reference.png&quot;</span><span class="p">))</span>
+
+        <span class="c1"># make and save transforms</span>
+        <span class="n">checked_transforms</span> <span class="o">=</span> <span class="p">{}</span>
+        <span class="k">for</span> <span class="n">trans</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="k">if</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="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span> <span class="n">make_float_from_text</span><span class="p">(</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;min_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">()),</span>
+                        <span class="s1">&#39;max&#39;</span><span class="p">:</span> <span class="n">make_float_from_text</span><span class="p">(</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;max_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">()),</span>
+                        <span class="s1">&#39;num_steps&#39;</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">widget_export</span><span class="p">[</span><span class="n">trans</span><span class="p">][</span><span class="s1">&#39;steps_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">()),</span>
+                        <span class="s1">&#39;function&#39;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="p">[</span><span class="n">trans</span><span class="p">][</span><span class="s1">&#39;function&#39;</span><span class="p">]</span>
+                        <span class="p">}</span>
+                <span class="n">name</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;name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">text</span><span class="p">()</span>
+                <span class="n">checked_transforms</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
+
+        <span class="n">export_images</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="n">checked_transforms</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>
+
+        <span class="c1"># remove any params with value 0</span>
+        <span class="n">export_images</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">export_images</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">x</span><span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">keys</span><span class="p">())[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
+
+        <span class="c1"># make and save images</span>
+        <span class="k">for</span> <span class="n">single_trans</span> <span class="ow">in</span> <span class="n">export_images</span><span class="p">:</span>
+            <span class="n">trans_name</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">single_trans</span><span class="o">.</span><span class="n">keys</span><span class="p">())[</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">param</span> <span class="o">=</span> <span class="n">single_trans</span><span class="p">[</span><span class="n">trans_name</span><span class="p">]</span>
+            <span class="n">img</span> <span class="o">=</span> <span class="n">image_utils</span><span class="o">.</span><span class="n">get_transform_image</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="mi">0</span><span class="p">],</span>
+                                                  <span class="n">transform_functions</span><span class="o">=</span><span class="p">{</span><span class="n">trans_name</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">checked_transformations</span><span class="p">[</span><span class="n">trans_name</span><span class="p">]},</span>
+                                                  <span class="n">transform_params</span><span class="o">=</span><span class="p">{</span><span class="n">trans_name</span><span class="p">:</span> <span class="n">param</span><span class="p">})</span>
+            <span class="n">trans_info</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;transform_name&#39;</span><span class="p">:</span> <span class="n">trans_name</span><span class="p">,</span> <span class="s1">&#39;transform_value&#39;</span><span class="p">:</span> <span class="n">param</span><span class="p">}</span>
+            <span class="n">image_utils</span><span class="o">.</span><span class="n">save_image</span><span class="p">(</span><span class="n">img</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">join</span><span class="p">(</span>
+                <span class="n">save_folder</span><span class="p">,</span> <span class="sa">f</span><span class="s1">&#39;</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">trans_info</span><span class="p">)</span><span class="si">}</span><span class="s1">.png&#39;</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="sa">f</span><span class="s1">&#39;Images saved to </span><span class="si">{</span><span class="n">save_folder</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span> <span class="mi">5000</span><span class="p">)</span></div>
+
+<div class="viewcode-block" id="widgets.open_mlp_new"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.open_mlp_new">[docs]</a>    <span class="k">def</span> <span class="nf">open_mlp_new</span><span class="p">(</span><span class="bp">self</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">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">    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>
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 e7cd29f..2cbe3bb 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
@@ -93,7 +93,7 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
 
 <span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">import</span> <span class="nn">imghdr</span>
-<span class="kn">from</span> <span class="nn">functools</span> <span class="kn">import</span> <span class="n">cache</span>
+<span class="kn">from</span> <span class="nn">functools</span> <span class="kn">import</span> <span class="n">cache</span><span class="p">,</span> <span class="n">lru_cache</span>
 <span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">namedtuple</span>
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
@@ -101,6 +101,15 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
 <span class="kn">from</span> <span class="nn">IQM_Vis.data_handlers</span> <span class="kn">import</span> <span class="n">base_dataloader</span><span class="p">,</span> <span class="n">base_dataset_loader</span>
 
 
+<span class="c1"># keep a track of all the cached functions so we can clear them easily</span>
+<span class="n">CACHED_FUNCTIONS</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="c1"># custom decorator to cache functions and store which are cached</span>
+<div class="viewcode-block" id="cache_tracked"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_tracked">[docs]</a><span class="k">def</span> <span class="nf">cache_tracked</span><span class="p">(</span><span class="n">func</span><span class="p">):</span>
+    <span class="n">cached_func</span> <span class="o">=</span> <span class="n">lru_cache</span><span class="p">(</span><span class="n">maxsize</span><span class="o">=</span><span class="kc">None</span><span class="p">)(</span><span class="n">func</span><span class="p">)</span>
+    <span class="n">CACHED_FUNCTIONS</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cached_func</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">cached_func</span></div>
+
+
 <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">     to do this we need to convert numpy arrays to a hashable object (since arrs are mutable) </span>
@@ -109,7 +118,7 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
     <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">metric</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">metric</span> <span class="o">=</span> <span class="n">metric</span>
     
-<div class="viewcode-block" id="cache_metric_call.__call__"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_metric_call.__call__">[docs]</a>    <span class="nd">@cache</span>
+<div class="viewcode-block" id="cache_metric_call.__call__"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_metric_call.__call__">[docs]</a>    <span class="nd">@cache_tracked</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">ref</span><span class="p">,</span> <span class="n">trans</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
         <span class="c1"># expect a hashable bytes array tuple as input with the data type and shape</span>
         <span class="c1">#  N.B. we need to copy the array since from buffer gives a read only array since</span>
@@ -206,7 +215,7 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
         <span class="bp">self</span><span class="o">.</span><span class="n">image_post_processing_hash</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">current_file</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
         <span class="n">image_name_ref</span> <span class="o">=</span> <span class="n">get_image_name</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">current_file</span><span class="p">)</span>
-        <span class="n">image_data_ref</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_loader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">current_file</span><span class="p">)</span>
+        <span class="n">image_data_ref</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_image_loader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">current_file</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">reference_unprocessed</span> <span class="o">=</span> <span class="n">image_data_ref</span>
         <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_pre_processing</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
             <span class="n">image_data_ref</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_pre_processing</span><span class="p">(</span><span class="n">image_data_ref</span><span class="p">)</span>
@@ -219,7 +228,8 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
             <span class="bp">self</span><span class="o">.</span><span class="n">image_to_transform</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_storer</span><span class="p">(</span><span class="n">image_name_ref</span><span class="p">,</span> <span class="n">image_data_ref</span><span class="p">)</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="n">image_name_trans</span> <span class="o">=</span> <span class="n">get_image_name</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">image_list_to_transform</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-            <span class="n">image_data_trans</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_loader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">image_list_to_transform</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
+            <span class="n">image_data_trans</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_image_loader</span><span class="p">(</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">image_list_to_transform</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
             <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_pre_processing</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                 <span class="n">image_data_trans</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_pre_processing</span><span class="p">(</span><span class="n">image_data_trans</span><span class="p">)</span>
             <span class="bp">self</span><span class="o">.</span><span class="n">image_reference</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_storer</span><span class="p">(</span><span class="n">image_name_trans</span><span class="p">,</span> <span class="n">image_data_trans</span><span class="p">)</span>
@@ -237,6 +247,17 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
     <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">i</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_load_image_data</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
 
+    <span class="nd">@cache_tracked</span>
+    <span class="k">def</span> <span class="nf">_cached_image_loader</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">file_name</span><span class="p">):</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_loader</span><span class="p">(</span><span class="n">file_name</span><span class="p">)</span>
+
+<div class="viewcode-block" id="dataset_holder.get_reference_image_by_index"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_by_index">[docs]</a>    <span class="k">def</span> <span class="nf">get_reference_image_by_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">index</span> <span class="o">&gt;=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">image_list</span><span class="p">):</span>
+            <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span><span class="s1">&#39;Index out of range of the length of the image list&#39;</span><span class="p">)</span>
+        <span class="n">file_name</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_list</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
+        <span class="n">image_data</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_image_loader</span><span class="p">(</span><span class="n">file_name</span><span class="p">)</span>
+        <span class="k">return</span> <span class="n">image_data</span></div>
+
 <div class="viewcode-block" id="dataset_holder.get_reference_image_name"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_name">[docs]</a>    <span class="k">def</span> <span class="nf">get_reference_image_name</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">image_reference</span><span class="o">.</span><span class="n">name</span></div>
     
@@ -297,7 +318,11 @@ <h1>Source code for IQM_Vis.data_handlers.data_api</h1><div class="highlight"><p
         <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">input_types</span><span class="p">:</span>
             <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">!=</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</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="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</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="sa">f</span><span class="s1">&#39;holder input: </span><span class="si">{</span><span class="n">var_name</span><span class="si">}</span><span class="s1"> should be a </span><span class="si">{</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1"> not </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span></div>
+                <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;holder input: </span><span class="si">{</span><span class="n">var_name</span><span class="si">}</span><span class="s1"> should be a </span><span class="si">{</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1"> not </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
+            
+<div class="viewcode-block" id="dataset_holder.clear_all_cache"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.clear_all_cache">[docs]</a>    <span class="k">def</span> <span class="nf">clear_all_cache</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
+        <span class="k">for</span> <span class="n">cached_func</span> <span class="ow">in</span> <span class="n">CACHED_FUNCTIONS</span><span class="p">:</span>
+            <span class="n">cached_func</span><span class="o">.</span><span class="n">cache_clear</span><span class="p">()</span></div></div>
 
 
 <div class="viewcode-block" id="get_image_name"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.get_image_name">[docs]</a><span class="k">def</span> <span class="nf">get_image_name</span><span class="p">(</span><span class="n">file_path</span><span class="p">):</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 5760a7b..7fb6241 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
@@ -141,7 +141,11 @@ <h1>Source code for IQM_Vis.data_handlers.data_api_abstract</h1><div class="high
 
     <span class="nd">@abstractmethod</span>
     <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">pass</span></div>
+        <span class="k">pass</span>
+
+<div class="viewcode-block" id="base_dataset_loader.get_reference_image_by_index"><a class="viewcode-back" href="../../../IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader.get_reference_image_by_index">[docs]</a>    <span class="nd">@abstractmethod</span>
+    <span class="k">def</span> <span class="nf">get_reference_image_by_index</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
+        <span class="k">pass</span></div></div>
 </pre></div>
 
            </div>
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/dists.html b/docs/_build/html/_modules/IQM_Vis/examples/dists.html
index d4b3e7e..af3a40b 100644
--- a/docs/_build/html/_modules/IQM_Vis/examples/dists.html
+++ b/docs/_build/html/_modules/IQM_Vis/examples/dists.html
@@ -99,7 +99,7 @@ <h1>Source code for IQM_Vis.examples.dists</h1><div class="highlight"><pre>
 
 
 <span class="sd">&#39;&#39;&#39;Textures calibrated image loader&#39;&#39;&#39;</span>
-<div class="viewcode-block" id="load_and_calibrate_image"><a class="viewcode-back" href="../../../IQM_Vis.examples.html#IQM_Vis.examples.dists.load_and_calibrate_image">[docs]</a><span class="k">def</span> <span class="nf">load_and_calibrate_image</span><span class="p">(</span><span class="n">file</span><span class="p">,</span> <span class="n">max_luminance</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">256</span><span class="p">):</span>
+<div class="viewcode-block" id="load_and_calibrate_image"><a class="viewcode-back" href="../../../IQM_Vis.examples.html#IQM_Vis.examples.dists.load_and_calibrate_image">[docs]</a><span class="k">def</span> <span class="nf">load_and_calibrate_image</span><span class="p">(</span><span class="n">file</span><span class="p">,</span> <span class="n">max_luminance</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="mi">512</span><span class="p">):</span>
     <span class="c1"># Calculate max luminance value in the whole dataset</span>
     <span class="n">img</span> <span class="o">=</span> <span class="n">Image</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">file</span><span class="p">)</span>
     <span class="n">meta_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">TAGS</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="p">:</span> <span class="n">img</span><span class="o">.</span><span class="n">tag</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">img</span><span class="o">.</span><span class="n">tag_v2</span><span class="p">}</span>
@@ -167,48 +167,47 @@ <h1>Source code for IQM_Vis.examples.dists</h1><div class="highlight"><pre>
 <div class="viewcode-block" id="run"><a class="viewcode-back" href="../../../IQM_Vis.examples.html#IQM_Vis.examples.dists.run">[docs]</a><span class="k">def</span> <span class="nf">run</span><span class="p">():</span>
     <span class="c1"># metrics functions must return a single value</span>
     <span class="n">metric</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;DISTS&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">IQMs</span><span class="o">.</span><span class="n">DISTS</span><span class="p">(),</span>
-              <span class="s1">&#39;MAE&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">IQMs</span><span class="o">.</span><span class="n">MAE</span><span class="p">(),</span>
+              <span class="s1">&#39;LPIPS&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">IQMs</span><span class="o">.</span><span class="n">LPIPS</span><span class="p">(),</span>
               <span class="s1">&#39;1-SSIM&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">IQMs</span><span class="o">.</span><span class="n">SSIM</span><span class="p">(),</span>
-              <span class="s1">&#39;1-MS_SSIM&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">IQMs</span><span class="o">.</span><span class="n">MS_SSIM</span><span class="p">(),</span>
-              <span class="s1">&#39;NLPD&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">IQMs</span><span class="o">.</span><span class="n">NLPD</span><span class="p">(),</span>
-            <span class="c1">#   &#39;LPIPS&#39;: IQM_Vis.IQMs.LPIPS(),</span>
+              <span class="s1">&#39;MAE&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">IQMs</span><span class="o">.</span><span class="n">MAE</span><span class="p">(),</span>
+            <span class="c1">#   &#39;1-MS_SSIM&#39;: IQM_Vis.IQMs.MS_SSIM(),</span>
+            <span class="c1">#   &#39;NLPD&#39;: IQM_Vis.IQMs.NLPD(),</span>
               <span class="p">}</span>
 
     <span class="c1"># metrics images return a numpy image - dont include any for this example</span>
     <span class="n">metric_images</span> <span class="o">=</span> <span class="p">{}</span>
 
     <span class="c1"># make dataset list of images</span>
-    <span class="n">files</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="s1">&#39;/home/matt/datasets/Textures/*&#39;</span><span class="p">))</span>
+    <span class="n">files</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</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">join</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">expanduser</span><span class="p">(</span><span class="s1">&#39;~&#39;</span><span class="p">),</span> <span class="s1">&#39;datasets&#39;</span><span class="p">,</span> <span class="s1">&#39;Textures&#39;</span><span class="p">,</span> <span class="s1">&#39;*&#39;</span><span class="p">)))</span>
+    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">files</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
+        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;No files found in the dataset directory - please download the texture dataset&#39;</span><span class="p">)</span>
+
     <span class="n">data</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">files</span><span class="p">,</span>
                                   <span class="n">metric</span><span class="p">,</span>
                                   <span class="n">metric_images</span><span class="p">,</span>
-                                  <span class="n">load_and_calibrate_image</span><span class="p">,</span>
-                                  <span class="n">image_post_processing</span><span class="o">=</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">image_utils</span><span class="o">.</span><span class="n">crop_centre</span><span class="p">)</span>
+                                  <span class="n">image_loader</span><span class="o">=</span><span class="n">load_and_calibrate_image</span><span class="p">,</span>
+                                  <span class="n">image_pre_processing</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">,</span>  <span class="c1"># no resize at start up </span>
+                                  <span class="n">image_post_processing</span><span class="o">=</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">image_utils</span><span class="o">.</span><span class="n">crop_centre</span><span class="p">(</span>
+                                      <span class="n">x</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">False</span><span class="p">)</span>
+                                  <span class="p">)</span>
 
     <span class="c1"># define the transformations</span>
     <span class="n">transformations</span> <span class="o">=</span> <span class="p">{</span>
-        <span class="s1">&#39;rotation&#39;</span><span class="p">:{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="o">-</span><span class="mi">10</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mi">10</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">rotation</span><span class="p">},</span>    <span class="c1"># normal input</span>
-        <span class="s1">&#39;x_shift&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">0.1</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">x_shift</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">},</span>
-        <span class="s1">&#39;y_shift&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="o">-</span><span class="mf">0.1</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">0.1</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">y_shift</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">},</span>
+        <span class="s1">&#39;rotation&#39;</span><span class="p">:{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="o">-</span><span class="mi">12</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mi">12</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">rotation</span><span class="p">},</span>    <span class="c1"># normal input</span>
+        <span class="s1">&#39;x_shift&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="o">-</span><span class="mf">0.2</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">0.2</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">x_shift</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">0.0</span><span class="p">},</span>
+        <span class="c1"># &#39;y_shift&#39;: {&#39;min&#39;:-0.1, &#39;max&#39;:0.1, &#39;function&#39;:IQM_Vis.transforms.y_shift, &#39;init_value&#39;: 0.0},</span>
         <span class="s1">&#39;zoom&#39;</span><span class="p">:</span>    <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span> <span class="mf">0.8</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">1.2</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">zoom_image</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">1.0</span><span class="p">},</span>  <span class="c1"># requires non standard slider params</span>
-        <span class="s1">&#39;brightness&#39;</span><span class="p">:{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="o">-</span><span class="mf">1.0</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">1.0</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">brightness</span><span class="p">},</span>   <span class="c1"># normal but with float</span>
-        <span class="s1">&#39;contrast&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span> <span class="mf">0.5</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span> <span class="mf">2.5</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">1.0</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">contrast</span><span class="p">},</span>
-        <span class="s1">&#39;hue&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span> <span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span> <span class="mf">0.5</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">hue</span><span class="p">},</span>
-        <span class="s1">&#39;saturation&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span> <span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span> <span class="mf">0.5</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">saturation</span><span class="p">},</span>
-        <span class="s1">&#39;jpg compr&#39;</span><span class="p">:{</span><span class="s1">&#39;init_value&#39;</span><span class="p">:</span><span class="mi">101</span><span class="p">,</span> <span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mi">101</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">jpeg_compression</span><span class="p">},</span>
-        <span class="s1">&#39;blur&#39;</span><span class="p">:{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mi">41</span><span class="p">,</span> <span class="s1">&#39;normalise&#39;</span><span class="p">:</span><span class="s1">&#39;odd&#39;</span><span class="p">,</span> <span class="s1">&#39;function&#39;</span><span class="p">:</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transforms</span><span class="o">.</span><span class="n">blur</span><span class="p">},</span>  <span class="c1"># only odd ints</span>
+        <span class="c1"># &#39;brightness&#39;:{&#39;min&#39;:-1.0, &#39;max&#39;:1.0, &#39;function&#39;:IQM_Vis.transforms.brightness},   # normal but with float</span>
+        <span class="c1"># &#39;contrast&#39;: {&#39;min&#39;: 0.5, &#39;max&#39;: 2.5, &#39;init_value&#39;: 1.0, &#39;function&#39;: IQM_Vis.transforms.contrast},</span>
+        <span class="c1"># &#39;hue&#39;: {&#39;min&#39;: -0.5, &#39;max&#39;: 0.5, &#39;function&#39;: IQM_Vis.transforms.hue},</span>
+        <span class="c1"># &#39;saturation&#39;: {&#39;min&#39;: -0.5, &#39;max&#39;: 0.5, &#39;function&#39;: IQM_Vis.transforms.saturation},</span>
+        <span class="c1"># &#39;jpg compr&#39;:{&#39;init_value&#39;:101, &#39;min&#39;:1, &#39;max&#39;:101, &#39;function&#39;:IQM_Vis.transforms.jpeg_compression},</span>
+        <span class="c1"># &#39;blur&#39;:{&#39;min&#39;:1, &#39;max&#39;:41, &#39;normalise&#39;:&#39;odd&#39;, &#39;function&#39;:IQM_Vis.transforms.blur},  # only odd ints</span>
         <span class="c1"># &#39;threshold&#39;:{&#39;min&#39;:-40, &#39;max&#39;:40, &#39;function&#39;:IQM_Vis.transforms.binary_threshold},</span>
                <span class="p">}</span>
-    <span class="c1"># define any parameters that the metrics need (names shared across both metrics and metric_images)</span>
-    <span class="n">ssim_params</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;sigma&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="mf">0.25</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">5.25</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">1.5</span><span class="p">},</span>  <span class="c1"># for the guassian kernel</span>
-                   <span class="c1"># &#39;kernel_size&#39;: {&#39;min&#39;:1, &#39;max&#39;:41, &#39;normalise&#39;:&#39;odd&#39;, &#39;init_value&#39;: 11},  # ignored if guassian kernel used</span>
-                   <span class="s1">&#39;k1&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="mf">0.01</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">0.21</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">0.01</span><span class="p">},</span>
-                   <span class="s1">&#39;k2&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;min&#39;</span><span class="p">:</span><span class="mf">0.01</span><span class="p">,</span> <span class="s1">&#39;max&#39;</span><span class="p">:</span><span class="mf">0.21</span><span class="p">,</span> <span class="s1">&#39;init_value&#39;</span><span class="p">:</span> <span class="mf">0.03</span><span class="p">}}</span>
 
     <span class="c1"># use the API to create the UI</span>
-    <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">make_UI</span><span class="p">(</span><span class="n">data</span><span class="p">,</span>
-                    <span class="n">transformations</span><span class="p">,</span>
-                    <span class="n">metric_params</span><span class="o">=</span><span class="n">ssim_params</span><span class="p">)</span></div>
+    <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">make_UI</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">transformations</span><span class="p">)</span></div>
 
 
 <span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/metrics/IQMs.html b/docs/_build/html/_modules/IQM_Vis/metrics/IQMs.html
index 20672d2..32ce6b7 100644
--- a/docs/_build/html/_modules/IQM_Vis/metrics/IQMs.html
+++ b/docs/_build/html/_modules/IQM_Vis/metrics/IQMs.html
@@ -277,7 +277,7 @@ <h1>Source code for IQM_Vis.metrics.IQMs</h1><div class="highlight"><pre>
                                      <span class="n">K</span><span class="o">=</span><span class="p">(</span><span class="n">k1</span><span class="p">,</span> <span class="n">k2</span><span class="p">),</span>
                                      <span class="n">size_average</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
                     <span class="c1"># _score = _metric(im_ref, im_comp).cpu().detach().numpy()</span>
-                <span class="n">_score</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">_score</span> <span class="c1"># get score not similarity</span>
+                <span class="n">_score</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">-</span> <span class="n">_score</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span> <span class="c1"># get score not similarity</span>
                 <span class="n">success</span> <span class="o">=</span> <span class="kc">True</span>
             <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
                 <span class="c1"># get an error with small images that the torchmetrics package seems to advise the wrong larger than size for</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/transformations/transforms.html b/docs/_build/html/_modules/IQM_Vis/transformations/transforms.html
index 5803265..fa8fdc2 100644
--- a/docs/_build/html/_modules/IQM_Vis/transformations/transforms.html
+++ b/docs/_build/html/_modules/IQM_Vis/transformations/transforms.html
@@ -110,7 +110,7 @@ <h1>Source code for IQM_Vis.transformations.transforms</h1><div class="highlight
 <span class="sd">    &#39;&#39;&#39;</span>
     <span class="k">if</span> <span class="n">angle</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
         <span class="k">return</span> <span class="n">image</span>
-    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">rotate</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">angle</span><span class="p">),</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span></div>
+    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">rotate</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">angle</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="mi">3</span><span class="p">),</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span></div>
 
 <div class="viewcode-block" id="blur"><a class="viewcode-back" href="../../../IQM_Vis.transformations.html#IQM_Vis.transformations.transforms.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">7</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&#39;&#39;&#39;Gaussian Blur on an image</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 00eabef..29a6c3e 100644
--- a/docs/_build/html/_modules/IQM_Vis/utils/gui_utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/utils/gui_utils.html
@@ -95,11 +95,15 @@ <h1>Source code for IQM_Vis.utils.gui_utils</h1><div class="highlight"><pre>
     <span class="kn">import</span> <span class="nn">matplotlib</span><span class="p">;</span> <span class="n">matplotlib</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;Qt5Agg&#39;</span><span class="p">)</span>
     <span class="kn">from</span> <span class="nn">matplotlib.backends.backend_qt5agg</span> <span class="kn">import</span> <span class="n">FigureCanvasQTAgg</span>
     <span class="kn">from</span> <span class="nn">matplotlib.figure</span> <span class="kn">import</span> <span class="n">Figure</span>
+    <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
     <span class="n">HEADLESS</span> <span class="o">=</span> <span class="kc">False</span>
 <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
     <span class="kn">import</span> <span class="nn">warnings</span>
     <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s1">&#39;Can not load PyQt6 library - running IQM_Vis package in headless mode&#39;</span><span class="p">)</span>
     <span class="n">HEADLESS</span> <span class="o">=</span> <span class="kc">True</span>
+<span class="kn">import</span> <span class="nn">pickle</span>
+<span class="kn">import</span> <span class="nn">io</span>
+
 <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
 <span class="kn">from</span> <span class="nn">skimage.util</span> <span class="kn">import</span> <span class="n">img_as_ubyte</span>
 <span class="kn">from</span> <span class="nn">skimage.transform</span> <span class="kn">import</span> <span class="n">resize</span>
@@ -113,7 +117,7 @@ <h1>Source code for IQM_Vis.utils.gui_utils</h1><div class="highlight"><pre>
 <span class="c1">#     return img_as_ubyte(down_im)</span>
 
 
-<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>
+<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">    given a numpy image, changes the given widget Frame</span>
 <span class="sd">    &#39;&#39;&#39;</span>
@@ -128,6 +132,12 @@ <h1>Source code for IQM_Vis.utils.gui_utils</h1><div class="highlight"><pre>
         <span class="n">im</span> <span class="o">=</span> <span class="n">resize_to_longest_side</span><span class="p">(</span><span class="n">im</span><span class="p">,</span> <span class="n">resize</span><span class="p">)</span>
         <span class="n">im</span> <span class="o">=</span> <span class="n">img_as_ubyte</span><span class="p">(</span><span class="n">im</span><span class="p">)</span>
     <span class="n">im</span> <span class="o">=</span> <span class="n">calibrate_brightness</span><span class="p">(</span><span class="n">im</span><span class="p">,</span> <span class="n">rgb_brightness</span><span class="p">,</span> <span class="n">display_brightness</span><span class="p">)</span>
+    <span class="k">if</span> <span class="n">border</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
+        <span class="c1"># add a black border to the image</span>
+        <span class="n">im</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">pad</span><span class="p">(</span><span class="n">im</span><span class="p">,</span> <span class="p">((</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</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="s1">&#39;constant&#39;</span><span class="p">,</span> <span class="n">constant_values</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+        <span class="k">if</span> <span class="n">resize</span><span class="p">:</span>
+            <span class="n">im</span> <span class="o">=</span> <span class="n">resize_to_longest_side</span><span class="p">(</span><span class="n">im</span><span class="p">,</span> <span class="n">resize</span><span class="p">)</span>
+            <span class="n">im</span> <span class="o">=</span> <span class="n">img_as_ubyte</span><span class="p">(</span><span class="n">im</span><span class="p">)</span>
     <span class="n">qimage</span> <span class="o">=</span> <span class="n">QImage</span><span class="p">(</span><span class="n">im</span><span class="p">,</span>
                     <span class="n">im</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span>
                     <span class="n">im</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
@@ -183,7 +193,11 @@ <h1>Source code for IQM_Vis.utils.gui_utils</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="get_resolutions"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.get_resolutions">[docs]</a><span class="k">def</span> <span class="nf">get_resolutions</span><span class="p">(</span><span class="n">data_store</span><span class="p">):</span>
     <span class="n">ref</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">get_reference_image</span><span class="p">()</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">trans</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">get_image_to_transform</span><span class="p">()</span><span class="o">.</span><span class="n">shape</span>
+    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">data_store</span><span class="p">,</span> <span class="s1">&#39;image_post_processing&#39;</span><span class="p">):</span>
+        <span class="n">trans_im</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">get_image_to_transform</span><span class="p">()</span>
+        <span class="k">if</span> <span class="n">data_store</span><span class="o">.</span><span class="n">image_post_processing</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">trans_im</span> <span class="o">=</span> <span class="n">data_store</span><span class="o">.</span><span class="n">image_post_processing</span><span class="p">(</span><span class="n">trans_im</span><span class="p">)</span>
+    <span class="n">trans</span> <span class="o">=</span> <span class="n">trans_im</span><span class="o">.</span><span class="n">shape</span>
     <span class="k">return</span> <span class="p">{</span><span class="s1">&#39;reference&#39;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">ref</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">x</span><span class="si">{</span><span class="n">ref</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">,</span>
             <span class="s1">&#39;transform&#39;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{</span><span class="n">trans</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="si">}</span><span class="s1">x</span><span class="si">{</span><span class="n">trans</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">}</span></div>
 
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 3e8c991..170ba60 100644
--- a/docs/_build/html/_modules/IQM_Vis/utils/plot_utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/utils/plot_utils.html
@@ -258,7 +258,8 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
                        <span class="n">stop</span><span class="o">=</span><span class="n">transforms</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">]</span><span class="o">*</span><span class="n">float_stabiliser</span><span class="p">,</span> 
                        <span class="n">step</span><span class="o">=</span><span class="n">steps</span><span class="o">*</span><span class="n">float_stabiliser</span><span class="p">)</span>
     <span class="n">values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">values</span><span class="o">/</span><span class="n">float_stabiliser</span><span class="p">)</span>
-    <span class="n">values</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transforms</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">])</span>
+    <span class="k">if</span> <span class="n">transforms</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">values</span><span class="p">:</span>
+        <span class="n">values</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">transforms</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">])</span>
     <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>
@@ -272,6 +273,7 @@ <h1>Source code for IQM_Vis.utils.plot_utils</h1><div class="highlight"><pre>
             <span class="n">steps</span> <span class="o">=</span> <span class="n">num_steps</span>
         <span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">get_all_slider_values</span><span class="p">(</span><span class="n">trans_data</span><span class="p">,</span> <span class="n">num_steps</span><span class="o">=</span><span class="n">steps</span><span class="p">):</span>
             <span class="n">list_of_single_trans</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="n">trans_name</span><span class="p">:</span> <span class="n">val</span><span class="p">})</span>
+
     <span class="k">return</span> <span class="n">list_of_single_trans</span></div>
 
 <div class="viewcode-block" id="compute_metric_for_human_correlation"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.compute_metric_for_human_correlation">[docs]</a><span class="k">def</span> <span class="nf">compute_metric_for_human_correlation</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">trans_str_values</span><span class="p">,</span> <span class="n">metric</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 892c8ae..cb37f67 100644
--- a/docs/_build/html/_modules/IQM_Vis/utils/save_utils.html
+++ b/docs/_build/html/_modules/IQM_Vis/utils/save_utils.html
@@ -206,6 +206,11 @@ <h1>Source code for IQM_Vis.utils.save_utils</h1><div class="highlight"><pre>
 <div class="viewcode-block" id="load_json_dict"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.save_utils.load_json_dict">[docs]</a><span class="k">def</span> <span class="nf">load_json_dict</span><span class="p">(</span><span class="n">path</span><span class="p">):</span>
     <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">path</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span>
         <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fp</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="make_name_for_trans"><a class="viewcode-back" href="../../../IQM_Vis.utils.html#IQM_Vis.utils.save_utils.make_name_for_trans">[docs]</a><span class="k">def</span> <span class="nf">make_name_for_trans</span><span class="p">(</span><span class="n">trans</span><span class="p">):</span>
+    <span class="n">splitter</span> <span class="o">=</span> <span class="s1">&#39;-----&#39;</span>
+    <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">trans</span><span class="p">[</span><span class="s1">&#39;transform_name&#39;</span><span class="p">]</span><span class="si">}{</span><span class="n">splitter</span><span class="si">}{</span><span class="n">trans</span><span class="p">[</span><span class="s1">&#39;transform_value&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span></div>
 </pre></div>
 
            </div>
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index 529bfcc..00f5d00 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -182,12 +182,16 @@ <h2 id="C">C</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_metric_call">cache_metric_call (class in IQM_Vis.data_handlers.data_api)</a>
+</li>
+      <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.cache_tracked">cache_tracked() (in module IQM_Vis.data_handlers.data_api)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.calc_max_comparisons">calc_max_comparisons() (IQM_Vis.UI.experiment_mode.make_experiment method)</a>
 </li>
       <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.calibrate_brightness">calibrate_brightness() (in module IQM_Vis.utils.image_utils)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_data">change_data() (IQM_Vis.UI.images.images method)</a>
+</li>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_data_click_im">change_data_click_im() (IQM_Vis.UI.images.images method)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_display_im_display_brightness">change_display_im_display_brightness() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
@@ -214,20 +218,28 @@ <h2 id="C">C</h2>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_post_processing">change_post_processing() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_pre_processing">change_pre_processing() (IQM_Vis.UI.widgets.widgets method)</a>
+</li>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_preview_images">change_preview_images() (IQM_Vis.UI.images.images method)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.change_save_folder">change_save_folder() (IQM_Vis.UI.main.make_app method)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_text_exp_trans">change_text_exp_trans() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
-      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_to_data_num">change_to_data_num() (IQM_Vis.UI.images.images method)</a>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.change_text_export_trans">change_text_export_trans() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
-      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black.change_to_solid">change_to_solid() (IQM_Vis.UI.experiment_mode.reset_image_widget_to_black method)</a>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_to_data_num">change_to_data_num() (IQM_Vis.UI.images.images method)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.reset_image_widget_to_black.change_to_solid">change_to_solid() (IQM_Vis.UI.experiment_mode.reset_image_widget_to_black method)</a>
+</li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.change_to_specific_trans">change_to_specific_trans() (IQM_Vis.UI.images.images method)</a>
 </li>
       <li><a href="IQM_Vis.html#IQM_Vis.ui_wrapper.check_pyqt_install_deps">check_pyqt_install_deps() (in module IQM_Vis.ui_wrapper)</a>
+</li>
+      <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.clear_all_cache">clear_all_cache() (IQM_Vis.data_handlers.data_api.dataset_holder method)</a>
+</li>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.clear_all_cache_data">clear_all_cache_data() (IQM_Vis.UI.main.make_app method)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.click_completed">click_completed() (IQM_Vis.UI.experiment_mode.make_experiment method)</a>
 </li>
@@ -317,11 +329,13 @@ <h2 id="E">E</h2>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.edit_slider_vals">edit_slider_vals() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.enable_settings_button">enable_settings_button() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_experiment.experiment_layout">experiment_layout() (IQM_Vis.UI.experiment_mode.make_experiment method)</a>
+</li>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.export_trans_images">export_trans_images() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -397,10 +411,10 @@ <h2 id="G">G</h2>
       </ul></li>
       <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.get_IQM_file">get_IQM_file() (in module IQM_Vis.utils.save_utils)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.get_menu_checkboxes">get_menu_checkboxes() (IQM_Vis.UI.main.make_app method)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.gui_utils.get_metric_image_name">get_metric_image_name() (in module IQM_Vis.utils.gui_utils)</a>
 </li>
       <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_metric_images">get_metric_images() (IQM_Vis.data_handlers.data_api.dataset_holder method)</a>
@@ -431,6 +445,12 @@ <h2 id="G">G</h2>
 
       <ul>
         <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataloader.get_reference_image">(IQM_Vis.data_handlers.data_api_abstract.base_dataloader method)</a>
+</li>
+      </ul></li>
+      <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_by_index">get_reference_image_by_index() (IQM_Vis.data_handlers.data_api.dataset_holder method)</a>
+
+      <ul>
+        <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader.get_reference_image_by_index">(IQM_Vis.data_handlers.data_api_abstract.base_dataset_loader method)</a>
 </li>
       </ul></li>
       <li><a href="IQM_Vis.data_handlers.html#IQM_Vis.data_handlers.data_api.dataset_holder.get_reference_image_name">get_reference_image_name() (IQM_Vis.data_handlers.data_api.dataset_holder method)</a>
@@ -813,7 +833,7 @@ <h2 id="M">M</h2>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.make_menu">make_menu() (IQM_Vis.UI.main.make_app method)</a>
 </li>
-      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.experiment_mode.make_name_for_trans">make_name_for_trans() (in module IQM_Vis.UI.experiment_mode)</a>
+      <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.save_utils.make_name_for_trans">make_name_for_trans() (in module IQM_Vis.utils.save_utils)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.make_slider_range">make_slider_range() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
@@ -935,6 +955,10 @@ <h2 id="O">O</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.metrics.html#IQM_Vis.metrics.IQMs.one_over_PSNR">one_over_PSNR (class in IQM_Vis.metrics.IQMs)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.open_mlp_new">open_mlp_new() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -956,7 +980,11 @@ <h2 id="P">P</h2>
       </ul></li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_metric_range_mlp">plot_metric_range_mlp() (IQM_Vis.UI.images.images method)</a>
+</li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_radar_graph">plot_radar_graph() (IQM_Vis.UI.images.images method)</a>
+</li>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.plot_radar_mlp">plot_radar_mlp() (IQM_Vis.UI.images.images method)</a>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.threads.get_range_results_worker.progress">progress (IQM_Vis.UI.threads.get_range_results_worker attribute)</a>
 </li>
@@ -1070,6 +1098,10 @@ <h2 id="S">S</h2>
         <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.scatter_plotter.set_plot_lims">(IQM_Vis.utils.plot_utils.scatter_plotter method)</a>
 </li>
       </ul></li>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.set_preview_images">set_preview_images() (IQM_Vis.UI.images.images method)</a>
+</li>
+      <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.images.images.set_save_dir_mpl">set_save_dir_mpl() (IQM_Vis.UI.images.images method)</a>
+</li>
       <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.plot_utils.bar_plotter.set_style">set_style() (IQM_Vis.utils.plot_utils.bar_plotter method)</a>
 
       <ul>
diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv
index d8c6f2442767a220708fc0fb2742fbca2d0db24c..103aa512c28b1a45575e8a7ccfd0a9ba0f493cac 100644
GIT binary patch
delta 8650
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zzkMPHT5zmmLE1L?;RebVV}Im7X~wZg*ERW}?<fZETJ<fxZ+~dpete{5C+wx&rOLpd
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zmv?zp#svMV=M}N7nl3VGR6JG$*jKx$*?_LcFNJL?N=qK;hR~UT9Whr}p7ixr)GyW3
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