diff --git a/IQM_Vis/UI/layout.py b/IQM_Vis/UI/layout.py
index 09ecc57..3bfd677 100644
--- a/IQM_Vis/UI/layout.py
+++ b/IQM_Vis/UI/layout.py
@@ -121,8 +121,16 @@ def _init_generic_layout(self):
         for key in self.sliders['transforms']:
             tran_layout = QHBoxLayout()
             tran_layout.addWidget(self.widget_controls['slider'][key]['label'])
-            tran_layout.addWidget(self.widget_controls['slider'][key]['data'])
             tran_layout.addWidget(self.widget_controls['slider'][key]['value'])
+            _min = QHBoxLayout()
+            _min.addWidget(self.sliders['transforms'][key]['min_edit'])
+            _min.addStretch(0)
+            tran_layout.addLayout(_min)
+            tran_layout.addWidget(self.widget_controls['slider'][key]['data'])
+            _max = QHBoxLayout()
+            _max.addWidget(self.sliders['transforms'][key]['max_edit'])
+            _max.addStretch(0)
+            tran_layout.addLayout(_max)
             image_controls.addLayout(tran_layout)
             image_controls.addStretch()
         reset_button = QHBoxLayout()
diff --git a/IQM_Vis/UI/widgets.py b/IQM_Vis/UI/widgets.py
index f71013c..5c1e435 100644
--- a/IQM_Vis/UI/widgets.py
+++ b/IQM_Vis/UI/widgets.py
@@ -6,7 +6,7 @@
 
 import numpy as np
 from PyQt6.QtWidgets import QPushButton, QLabel, QSlider, QCheckBox, QComboBox, QLineEdit
-from PyQt6.QtGui import QIntValidator, QDoubleValidator,  QPalette
+from PyQt6.QtGui import QIntValidator, QDoubleValidator
 from PyQt6.QtCore import Qt, pyqtSlot
 
 import IQM_Vis
@@ -216,20 +216,46 @@ def _init_sliders(self, sliders_dict, info_dict, param_group):
                 sliders_dict[key]['function'] = info_item['function']
             if 'init_value' not in info_item.keys():
                 info_item['init_value'] = 0
+            sliders_dict[key]['init_value_store'] = info_item['init_value']
             if 'values' in info_item.keys():
                 sliders_dict[key]['values'] = info_item['values']
             else:
                 if 'num_values' not in info_item.keys():
                     info_item['num_values'] = 41   # make default value for steps in slider range
-                sliders_dict[key]['values'] = np.linspace(info_item['min'], info_item['max'], info_item['num_values'])
                 # see if we need to make odd numbers (for use with kernel sizes)
                 if 'normalise' in info_item.keys():
-                    if info_item['normalise'] == 'odd':
-                        sliders_dict[key]['values'] = np.round(sliders_dict[key]['values'])
-                        sliders_dict[key]['values'] = sliders_dict[key]['values'][sliders_dict[key]['values']%2 == 1]
-                        info_item['num_values'] = len(sliders_dict[key]['values'])
-            # get ind of the initial value to set the slider at
-            sliders_dict[key]['init_ind'] = np.searchsorted(sliders_dict[key]['values'], info_item['init_value'], side='left')
+                    # store for if min/max changed later
+                    sliders_dict[key]['normalise'] = info_item['normalise']
+                self.make_slider_range(sliders_dict, key, info_item['min'], info_item['max'], info_item['num_values'])
+            
+            # store num steps used
+            sliders_dict[key]['default_num_steps'] = len(sliders_dict[key]['values'])
+            # make min/max inputs
+            sliders_dict[key]['min_edit'] = QLineEdit()
+            # sliders_dict[key]['min_edit'].setStretch(0)
+            sliders_dict[key]['min_edit'].setValidator(QDoubleValidator())
+            sliders_dict[key]['min_edit'].setText(f"{min(sliders_dict[key]['values'])}")
+            sliders_dict[key]['min_edit'].editingFinished.connect(partial(self.edit_slider_vals, sliders_dict, key, info_item))
+            sliders_dict[key]['min_edit'].editingFinished.connect(partial(self.generic_value_change, key, param_group))
+            sliders_dict[key]['min_edit'].editingFinished.connect(self.display_images)
+            sliders_dict[key]['max_edit'] = QLineEdit()
+            sliders_dict[key]['max_edit'].setValidator(QDoubleValidator())
+            sliders_dict[key]['max_edit'].setText(f"{max(sliders_dict[key]['values'])}")
+            sliders_dict[key]['max_edit'].editingFinished.connect(partial(self.edit_slider_vals, sliders_dict, key, info_item))
+            sliders_dict[key]['max_edit'].editingFinished.connect(partial(self.generic_value_change, key, param_group))
+            sliders_dict[key]['max_edit'].editingFinished.connect(self.display_images)
+    
+    def make_slider_range(self, sliders_dict, key, _min, _max, num_steps=None):
+        if num_steps == None:
+            num_steps = sliders_dict[key]['default_num_steps']
+        sliders_dict[key]['values'] = np.linspace(_min, _max, num_steps)
+        # see if we need to make odd numbers (for use with kernel sizes)
+        if 'normalise' in sliders_dict[key].keys():
+            if sliders_dict[key]['normalise'] == 'odd':
+                sliders_dict[key]['values'] = np.round(sliders_dict[key]['values'])
+                sliders_dict[key]['values'] = sliders_dict[key]['values'][sliders_dict[key]['values']%2 == 1]
+        # get ind of the initial value to set the slider at
+        sliders_dict[key]['init_ind'] = np.searchsorted(sliders_dict[key]['values'], sliders_dict[key]['init_value_store'], side='left')
 
     def _init_image_settings(self):
         self.widget_settings = {}
@@ -340,6 +366,13 @@ def generic_value_change(self, key, param_group):
         self.params_from_sliders[param_group][key] = self.sliders[param_group][key]['values'][index]
         self.display_slider_num(key, param_group) # display the new value ont UI
 
+    def edit_slider_vals(self, sliders_dict, key, info_item):
+        _min = float(sliders_dict[key]['min_edit'].text())
+        _max = float(sliders_dict[key]['max_edit'].text())
+        self.make_slider_range(sliders_dict, key, _min, _max)
+        info_item['min'] = _min
+        info_item['max'] = _max
+
     def display_slider_num(self, key, param_group, disp_len=5):
         # display the updated value
         value_str = str(self.params_from_sliders[param_group][key])
diff --git a/IQM_Vis/examples/new_api.py b/IQM_Vis/examples/new_api.py
new file mode 100644
index 0000000..d213e80
--- /dev/null
+++ b/IQM_Vis/examples/new_api.py
@@ -0,0 +1,31 @@
+''' KODAK dataset '''
+import os
+import glob
+import IQM_Vis
+
+def run():
+    # file_path = os.path.dirname(os.path.abspath(__file__))
+    # dir = os.path.join(file_path,  'KODAK-dataset')
+
+    dir = os.path.join(os.path.expanduser('~'), 'Desktop', 'demo')
+    image_list = glob.glob(os.path.join(dir, '*'))
+    # remove and folders
+    image_list = [f for f in image_list if os.path.isfile(f)]
+    image_list.sort()
+
+    metrs = IQM_Vis.metrics.get_all_metrics()
+    metrs.pop('1-MS_SSIM')
+
+    metr_ims = IQM_Vis.metrics.get_all_metric_images()
+    metr_ims.pop('MSE')
+
+    IQM_Vis.make_UI(transformations=IQM_Vis.transformations.get_all_transforms(),
+                    image_list=image_list,
+                    metrics=metrs,
+                    metric_images=metr_ims,
+                    restrict_options=3
+                    )
+    IQM_Vis.make_UI()
+
+if __name__ == '__main__':
+    run()
\ No newline at end of file
diff --git a/IQM_Vis/ui_wrapper.py b/IQM_Vis/ui_wrapper.py
index 08ed86d..ec10f62 100644
--- a/IQM_Vis/ui_wrapper.py
+++ b/IQM_Vis/ui_wrapper.py
@@ -15,6 +15,7 @@
     import IQM_Vis
     from IQM_Vis.UI.main import make_app
     from IQM_Vis.utils import image_utils
+    from IQM_Vis.examples.images import DEFAULT_IMAGES
     import matplotlib
     matplotlib.use("Qt5Agg")
 except ImportError:
@@ -24,6 +25,9 @@ class make_UI:
     def __init__(self, 
                  data_store=None,
                  transformations=None,
+                 image_list: list=DEFAULT_IMAGES,
+                 metrics: dict={},
+                 metric_images: dict={},
                  metrics_info_format: str='graph',
                  metrics_avg_graph: bool=True,
                  metric_params: dict={},
@@ -31,6 +35,10 @@ def __init__(self,
                  restrict_options=None,
                  num_steps_range=11,
                  debug=False):
+        if data_store == None:
+            data_store = IQM_Vis.dataset_holder(image_list,
+                                   metrics,
+                                   metric_images)
         self.data_store = data_store
         self.transformations = transformations
         self.metrics_info_format = metrics_info_format
diff --git a/docs/IQM_Vis.examples.rst b/docs/IQM_Vis.examples.rst
index 753377b..d7e5ea7 100644
--- a/docs/IQM_Vis.examples.rst
+++ b/docs/IQM_Vis.examples.rst
@@ -60,6 +60,14 @@ IQM\_Vis.examples.multiple module
    :undoc-members:
    :show-inheritance:
 
+IQM\_Vis.examples.new\_api module
+---------------------------------
+
+.. automodule:: IQM_Vis.examples.new_api
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 IQM\_Vis.examples.simple module
 -------------------------------
 
diff --git a/docs/_build/doctrees/IQM_Vis.UI.doctree b/docs/_build/doctrees/IQM_Vis.UI.doctree
index 81c744a..dcd39e9 100644
Binary files a/docs/_build/doctrees/IQM_Vis.UI.doctree and b/docs/_build/doctrees/IQM_Vis.UI.doctree differ
diff --git a/docs/_build/doctrees/IQM_Vis.doctree b/docs/_build/doctrees/IQM_Vis.doctree
index 86f7480..d5838d2 100644
Binary files a/docs/_build/doctrees/IQM_Vis.doctree and b/docs/_build/doctrees/IQM_Vis.doctree differ
diff --git a/docs/_build/doctrees/IQM_Vis.examples.doctree b/docs/_build/doctrees/IQM_Vis.examples.doctree
index adf3a9c..974643c 100644
Binary files a/docs/_build/doctrees/IQM_Vis.examples.doctree and b/docs/_build/doctrees/IQM_Vis.examples.doctree differ
diff --git a/docs/_build/doctrees/environment.pickle b/docs/_build/doctrees/environment.pickle
index c6eb65b..70c0ae6 100644
Binary files a/docs/_build/doctrees/environment.pickle and b/docs/_build/doctrees/environment.pickle differ
diff --git a/docs/_build/doctrees/getting_started.doctree b/docs/_build/doctrees/getting_started.doctree
index 4ae1156..3d57bd3 100644
Binary files a/docs/_build/doctrees/getting_started.doctree and b/docs/_build/doctrees/getting_started.doctree differ
diff --git a/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_2-Customisation.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_2-Customisation.ipynb
index 0ed739a..490f502 100644
--- a/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_2-Customisation.ipynb
+++ b/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_2-Customisation.ipynb
@@ -138,27 +138,7 @@
    "metadata": {},
    "source": [
     "## Putting it all together\n",
-    "First we need to bundle up the images and metrics in a datastore"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "171060e6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics,\n",
-    "                              metric_images)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cb8a3088",
-   "metadata": {},
-   "source": [
-    "Now we need to pass everything to the UI maker"
+    "We need to pass everything to the UI maker"
    ]
   },
   {
@@ -168,8 +148,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations)"
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
+    "                metric_images=metric_images)"
    ]
   },
   {
diff --git a/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_3-Advanced-Customisations.ipynb b/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_3-Advanced-Customisations.ipynb
index d24869b..40f1a22 100644
--- a/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_3-Advanced-Customisations.ipynb
+++ b/docs/_build/doctrees/nbsphinx/notebooks/Tutorial_3-Advanced-Customisations.ipynb
@@ -197,10 +197,10 @@
    "source": [
     "images = ['/home/matt/datasets/kodak/kodim01.png', \n",
     "          '/home/matt/datasets/kodak/kodim02.png']\n",
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics)\n",
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations,\n",
+    "\n",
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
     "                metric_params=params)"
    ]
   },
diff --git a/docs/_build/doctrees/notebooks/Tutorial_2-Customisation.doctree b/docs/_build/doctrees/notebooks/Tutorial_2-Customisation.doctree
index b6ac3ea..a76e3b1 100644
Binary files a/docs/_build/doctrees/notebooks/Tutorial_2-Customisation.doctree and b/docs/_build/doctrees/notebooks/Tutorial_2-Customisation.doctree differ
diff --git a/docs/_build/doctrees/notebooks/Tutorial_3-Advanced-Customisations.doctree b/docs/_build/doctrees/notebooks/Tutorial_3-Advanced-Customisations.doctree
index 5a992b6..48ac897 100644
Binary files a/docs/_build/doctrees/notebooks/Tutorial_3-Advanced-Customisations.doctree and b/docs/_build/doctrees/notebooks/Tutorial_3-Advanced-Customisations.doctree differ
diff --git a/docs/_build/html/IQM_Vis.UI.html b/docs/_build/html/IQM_Vis.UI.html
index 85929e7..5c820ff 100644
--- a/docs/_build/html/IQM_Vis.UI.html
+++ b/docs/_build/html/IQM_Vis.UI.html
@@ -637,6 +637,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">display_slider_num</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>, <em class="sig-param"><span class="n"><span class="pre">disp_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.display_slider_num"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.display_slider_num" 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.edit_slider_vals">
+<span class="sig-name descname"><span class="pre">edit_slider_vals</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">info_item</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.edit_slider_vals"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.edit_slider_vals" 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.enable_settings_button">
 <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>
@@ -658,6 +663,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">launch_experiment</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/UI/widgets.html#widgets.launch_experiment"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.UI.widgets.widgets.launch_experiment" 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.make_slider_range">
+<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.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.examples.html b/docs/_build/html/IQM_Vis.examples.html
index 6b0fb34..449c10c 100644
--- a/docs/_build/html/IQM_Vis.examples.html
+++ b/docs/_build/html/IQM_Vis.examples.html
@@ -159,6 +159,15 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.multiple.</span></span><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/multiple.html#run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.multiple.run" title="Permalink to this definition"></a></dt>
 <dd></dd></dl>
 
+</section>
+<section id="module-IQM_Vis.examples.new_api">
+<span id="iqm-vis-examples-new-api-module"></span><h2>IQM_Vis.examples.new_api module<a class="headerlink" href="#module-IQM_Vis.examples.new_api" title="Permalink to this headline"></a></h2>
+<p>KODAK dataset</p>
+<dl class="py function">
+<dt class="sig sig-object py" id="IQM_Vis.examples.new_api.run">
+<span class="sig-prename descclassname"><span class="pre">IQM_Vis.examples.new_api.</span></span><span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/IQM_Vis/examples/new_api.html#run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.examples.new_api.run" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
 </section>
 <section id="module-IQM_Vis.examples.simple">
 <span id="iqm-vis-examples-simple-module"></span><h2>IQM_Vis.examples.simple module<a class="headerlink" href="#module-IQM_Vis.examples.simple" title="Permalink to this headline"></a></h2>
diff --git a/docs/_build/html/IQM_Vis.html b/docs/_build/html/IQM_Vis.html
index 74e2ffb..914184a 100644
--- a/docs/_build/html/IQM_Vis.html
+++ b/docs/_build/html/IQM_Vis.html
@@ -125,6 +125,7 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.experiment">IQM_Vis.examples.experiment module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.kodak">IQM_Vis.examples.kodak module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.multiple">IQM_Vis.examples.multiple module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.new_api">IQM_Vis.examples.new_api module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.simple">IQM_Vis.examples.simple module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples">Module contents</a></li>
 </ul>
@@ -162,7 +163,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 TODO: write docs on example usage/ what inputs etc. and what attributes that the data_store class needs</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="IQM_Vis.ui_wrapper.make_UI">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">IQM_Vis.ui_wrapper.</span></span><span class="sig-name descname"><span class="pre">make_UI</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_store</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">transformations</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">metrics_info_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</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">'graph'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics_avg_graph</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">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">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">debug</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_wrapper.html#make_UI"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.ui_wrapper.make_UI" 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_wrapper.</span></span><span class="sig-name descname"><span class="pre">make_UI</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data_store</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">transformations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">image_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</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">['/home/matt/projects/IQM-VIS/IQM_Vis/examples/images/waves1.jpeg',</span> <span class="pre">'/home/matt/projects/IQM-VIS/IQM_Vis/examples/images/waves2.jpeg',</span> <span class="pre">'/home/matt/projects/IQM-VIS/IQM_Vis/examples/images/waves3.jpeg']</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</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">metric_images</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">metrics_info_format</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</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">'graph'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics_avg_graph</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">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">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">debug</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_wrapper.html#make_UI"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#IQM_Vis.ui_wrapper.make_UI" title="Permalink to this definition"></a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <dl class="py method">
 <dt class="sig sig-object py" id="IQM_Vis.ui_wrapper.make_UI.show">
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/layout.html b/docs/_build/html/_modules/IQM_Vis/UI/layout.html
index e73388e..c40e28b 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/layout.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/layout.html
@@ -207,8 +207,16 @@ <h1>Source code for IQM_Vis.UI.layout</h1><div class="highlight"><pre>
         <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">sliders</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">]:</span>
             <span class="n">tran_layout</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
             <span class="n">tran_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;slider&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;label&#39;</span><span class="p">])</span>
-            <span class="n">tran_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;slider&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
             <span class="n">tran_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;slider&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;value&#39;</span><span class="p">])</span>
+            <span class="n">_min</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
+            <span class="n">_min</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">sliders</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">])</span>
+            <span class="n">_min</span><span class="o">.</span><span class="n">addStretch</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">tran_layout</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">_min</span><span class="p">)</span>
+            <span class="n">tran_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;slider&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;data&#39;</span><span class="p">])</span>
+            <span class="n">_max</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
+            <span class="n">_max</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">sliders</span><span class="p">[</span><span class="s1">&#39;transforms&#39;</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">])</span>
+            <span class="n">_max</span><span class="o">.</span><span class="n">addStretch</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+            <span class="n">tran_layout</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">_max</span><span class="p">)</span>
             <span class="n">image_controls</span><span class="o">.</span><span class="n">addLayout</span><span class="p">(</span><span class="n">tran_layout</span><span class="p">)</span>
             <span class="n">image_controls</span><span class="o">.</span><span class="n">addStretch</span><span class="p">()</span>
         <span class="n">reset_button</span> <span class="o">=</span> <span class="n">QHBoxLayout</span><span class="p">()</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/UI/widgets.html b/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
index 05d018c..10d2d5d 100644
--- a/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
+++ b/docs/_build/html/_modules/IQM_Vis/UI/widgets.html
@@ -92,7 +92,7 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
 
 <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>
-<span class="kn">from</span> <span class="nn">PyQt6.QtGui</span> <span class="kn">import</span> <span class="n">QIntValidator</span><span class="p">,</span> <span class="n">QDoubleValidator</span><span class="p">,</span>  <span class="n">QPalette</span>
+<span class="kn">from</span> <span class="nn">PyQt6.QtGui</span> <span class="kn">import</span> <span class="n">QIntValidator</span><span class="p">,</span> <span class="n">QDoubleValidator</span>
 <span class="kn">from</span> <span class="nn">PyQt6.QtCore</span> <span class="kn">import</span> <span class="n">Qt</span><span class="p">,</span> <span class="n">pyqtSlot</span>
 
 <span class="kn">import</span> <span class="nn">IQM_Vis</span>
@@ -302,20 +302,46 @@ <h1>Source code for IQM_Vis.UI.widgets</h1><div class="highlight"><pre>
                 <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;function&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;function&#39;</span><span class="p">]</span>
             <span class="k">if</span> <span class="s1">&#39;init_value&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">info_item</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
                 <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;init_value&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;init_value_store&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;init_value&#39;</span><span class="p">]</span>
             <span class="k">if</span> <span class="s1">&#39;values&#39;</span> <span class="ow">in</span> <span class="n">info_item</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
                 <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;values&#39;</span><span class="p">]</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="k">if</span> <span class="s1">&#39;num_values&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">info_item</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
                     <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;num_values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">41</span>   <span class="c1"># make default value for steps in slider range</span>
-                <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;min&#39;</span><span class="p">],</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">],</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;num_values&#39;</span><span class="p">])</span>
                 <span class="c1"># see if we need to make odd numbers (for use with kernel sizes)</span>
                 <span class="k">if</span> <span class="s1">&#39;normalise&#39;</span> <span class="ow">in</span> <span class="n">info_item</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
-                    <span class="k">if</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;normalise&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;odd&#39;</span><span class="p">:</span>
-                        <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">])</span>
-                        <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">][</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span><span class="o">%</span><span class="mi">2</span> <span class="o">==</span> <span class="mi">1</span><span class="p">]</span>
-                        <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;num_values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">])</span>
-            <span class="c1"># get ind of the initial value to set the slider at</span>
-            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;init_ind&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">searchsorted</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">],</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;init_value&#39;</span><span class="p">],</span> <span class="n">side</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span>
+                    <span class="c1"># store for if min/max changed later</span>
+                    <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;normalise&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;normalise&#39;</span><span class="p">]</span>
+                <span class="bp">self</span><span class="o">.</span><span class="n">make_slider_range</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;min&#39;</span><span class="p">],</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">],</span> <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;num_values&#39;</span><span class="p">])</span>
+            
+            <span class="c1"># store num steps used</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;default_num_steps&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">])</span>
+            <span class="c1"># make min/max inputs</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</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="c1"># sliders_dict[key][&#39;min_edit&#39;].setStretch(0)</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</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">QDoubleValidator</span><span class="p">())</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</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="nb">min</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">])</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">editingFinished</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">edit_slider_vals</span><span class="p">,</span> <span class="n">sliders_dict</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">info_item</span><span class="p">))</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">editingFinished</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">generic_value_change</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">param_group</span><span class="p">))</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;min_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">editingFinished</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="n">sliders_dict</span><span class="p">[</span><span class="n">key</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="n">sliders_dict</span><span class="p">[</span><span class="n">key</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">QDoubleValidator</span><span class="p">())</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</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="nb">max</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">])</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">editingFinished</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">edit_slider_vals</span><span class="p">,</span> <span class="n">sliders_dict</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">info_item</span><span class="p">))</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">editingFinished</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">generic_value_change</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">param_group</span><span class="p">))</span>
+            <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;max_edit&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">editingFinished</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>
+    
+<div class="viewcode-block" id="widgets.make_slider_range"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.make_slider_range">[docs]</a>    <span class="k">def</span> <span class="nf">make_slider_range</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sliders_dict</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">_min</span><span class="p">,</span> <span class="n">_max</span><span class="p">,</span> <span class="n">num_steps</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">num_steps</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">num_steps</span> <span class="o">=</span> <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;default_num_steps&#39;</span><span class="p">]</span>
+        <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">_min</span><span class="p">,</span> <span class="n">_max</span><span class="p">,</span> <span class="n">num_steps</span><span class="p">)</span>
+        <span class="c1"># see if we need to make odd numbers (for use with kernel sizes)</span>
+        <span class="k">if</span> <span class="s1">&#39;normalise&#39;</span> <span class="ow">in</span> <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</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="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;normalise&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;odd&#39;</span><span class="p">:</span>
+                <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">])</span>
+                <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">][</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">]</span><span class="o">%</span><span class="mi">2</span> <span class="o">==</span> <span class="mi">1</span><span class="p">]</span>
+        <span class="c1"># get ind of the initial value to set the slider at</span>
+        <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;init_ind&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">searchsorted</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">],</span> <span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;init_value_store&#39;</span><span class="p">],</span> <span class="n">side</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span></div>
 
     <span class="k">def</span> <span class="nf">_init_image_settings</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_settings</span> <span class="o">=</span> <span class="p">{}</span>
@@ -426,6 +452,13 @@ <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">params_from_sliders</span><span class="p">[</span><span class="n">param_group</span><span class="p">][</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sliders</span><span class="p">[</span><span class="n">param_group</span><span class="p">][</span><span class="n">key</span><span class="p">][</span><span class="s1">&#39;values&#39;</span><span class="p">][</span><span class="n">index</span><span class="p">]</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">display_slider_num</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="n">param_group</span><span class="p">)</span> <span class="c1"># display the new value ont UI</span></div>
 
+<div class="viewcode-block" id="widgets.edit_slider_vals"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.edit_slider_vals">[docs]</a>    <span class="k">def</span> <span class="nf">edit_slider_vals</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sliders_dict</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">info_item</span><span class="p">):</span>
+        <span class="n">_min</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</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="n">_max</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">[</span><span class="n">key</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="bp">self</span><span class="o">.</span><span class="n">make_slider_range</span><span class="p">(</span><span class="n">sliders_dict</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">_min</span><span class="p">,</span> <span class="n">_max</span><span class="p">)</span>
+        <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;min&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">_min</span>
+        <span class="n">info_item</span><span class="p">[</span><span class="s1">&#39;max&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">_max</span></div>
+
 <div class="viewcode-block" id="widgets.display_slider_num"><a class="viewcode-back" href="../../../IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.display_slider_num">[docs]</a>    <span class="k">def</span> <span class="nf">display_slider_num</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">key</span><span class="p">,</span> <span class="n">param_group</span><span class="p">,</span> <span class="n">disp_len</span><span class="o">=</span><span class="mi">5</span><span class="p">):</span>
         <span class="c1"># display the updated value</span>
         <span class="n">value_str</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">params_from_sliders</span><span class="p">[</span><span class="n">param_group</span><span class="p">][</span><span class="n">key</span><span class="p">])</span>
diff --git a/docs/_build/html/_modules/IQM_Vis/examples/new_api.html b/docs/_build/html/_modules/IQM_Vis/examples/new_api.html
new file mode 100644
index 0000000..663ad11
--- /dev/null
+++ b/docs/_build/html/_modules/IQM_Vis/examples/new_api.html
@@ -0,0 +1,147 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>IQM_Vis.examples.new_api &mdash; IQM-Vis 0.2 documentation</title>
+      <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../../../_static/css/theme.css" type="text/css" />
+      <link rel="stylesheet" href="../../../_static/sg_gallery.css" type="text/css" />
+  <!--[if lt IE 9]>
+    <script src="../../../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js"></script>
+        <script src="../../../_static/jquery.js"></script>
+        <script src="../../../_static/underscore.js"></script>
+        <script src="../../../_static/doctools.js"></script>
+        <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
+    <script src="../../../_static/js/theme.js"></script>
+    <link rel="author" title="About these documents" href="../../../about.html" />
+    <link rel="index" title="Index" href="../../../genindex.html" />
+    <link rel="search" title="Search" href="../../../search.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+            <a href="../../../index.html" class="icon icon-home"> IQM-Vis
+          </a>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">What is an IQM?:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../what-are-IQMs.html">IQMs</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">About IQM-Vis:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../about.html">About IQM-Vis</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Getting Started:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../getting_started.html">Getting Started</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Tutorials:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../Tutorials.html">Tutorials</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Documentation:</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../../../IQM_Vis.transformations.html">IQM_Vis.transformations package</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../../IQM_Vis.metrics.html">IQM_Vis.metrics package</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
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+          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
+      <li class="breadcrumb-item active">IQM_Vis.examples.new_api</li>
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+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <h1>Source code for IQM_Vis.examples.new_api</h1><div class="highlight"><pre>
+<span></span><span class="sd">&#39;&#39;&#39; KODAK dataset &#39;&#39;&#39;</span>
+<span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">glob</span>
+<span class="kn">import</span> <span class="nn">IQM_Vis</span>
+
+<div class="viewcode-block" id="run"><a class="viewcode-back" href="../../../IQM_Vis.examples.html#IQM_Vis.examples.new_api.run">[docs]</a><span class="k">def</span> <span class="nf">run</span><span class="p">():</span>
+    <span class="c1"># file_path = os.path.dirname(os.path.abspath(__file__))</span>
+    <span class="c1"># dir = os.path.join(file_path,  &#39;KODAK-dataset&#39;)</span>
+
+    <span class="nb">dir</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">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;Desktop&#39;</span><span class="p">,</span> <span class="s1">&#39;demo&#39;</span><span class="p">)</span>
+    <span class="n">image_list</span> <span class="o">=</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="nb">dir</span><span class="p">,</span> <span class="s1">&#39;*&#39;</span><span class="p">))</span>
+    <span class="c1"># remove and folders</span>
+    <span class="n">image_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">f</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">image_list</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">isfile</span><span class="p">(</span><span class="n">f</span><span class="p">)]</span>
+    <span class="n">image_list</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
+
+    <span class="n">metrs</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">get_all_metrics</span><span class="p">()</span>
+    <span class="n">metrs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;1-MS_SSIM&#39;</span><span class="p">)</span>
+
+    <span class="n">metr_ims</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">get_all_metric_images</span><span class="p">()</span>
+    <span class="n">metr_ims</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s1">&#39;MSE&#39;</span><span class="p">)</span>
+
+    <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">make_UI</span><span class="p">(</span><span class="n">transformations</span><span class="o">=</span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">transformations</span><span class="o">.</span><span class="n">get_all_transforms</span><span class="p">(),</span>
+                    <span class="n">image_list</span><span class="o">=</span><span class="n">image_list</span><span class="p">,</span>
+                    <span class="n">metrics</span><span class="o">=</span><span class="n">metrs</span><span class="p">,</span>
+                    <span class="n">metric_images</span><span class="o">=</span><span class="n">metr_ims</span><span class="p">,</span>
+                    <span class="n">restrict_options</span><span class="o">=</span><span class="mi">3</span>
+                    <span class="p">)</span>
+    <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">make_UI</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>
+    <span class="n">run</span><span class="p">()</span>
+</pre></div>
+
+           </div>
+          </div>
+          <footer>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p>&#169; Copyright 2023, Matt Clifford.</p>
+  </div>
+
+  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
+    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
+    provided by <a href="https://readthedocs.org">Read the Docs</a>.
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html b/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html
index 6096c1f..b1c0fb9 100644
--- a/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html
+++ b/docs/_build/html/_modules/IQM_Vis/ui_wrapper.html
@@ -101,6 +101,7 @@ <h1>Source code for IQM_Vis.ui_wrapper</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.main</span> <span class="kn">import</span> <span class="n">make_app</span>
     <span class="kn">from</span> <span class="nn">IQM_Vis.utils</span> <span class="kn">import</span> <span class="n">image_utils</span>
+    <span class="kn">from</span> <span class="nn">IQM_Vis.examples.images</span> <span class="kn">import</span> <span class="n">DEFAULT_IMAGES</span>
     <span class="kn">import</span> <span class="nn">matplotlib</span>
     <span class="n">matplotlib</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s2">&quot;Qt5Agg&quot;</span><span class="p">)</span>
 <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span>
@@ -110,6 +111,9 @@ <h1>Source code for IQM_Vis.ui_wrapper</h1><div class="highlight"><pre>
     <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">data_store</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
                  <span class="n">transformations</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
+                 <span class="n">image_list</span><span class="p">:</span> <span class="nb">list</span><span class="o">=</span><span class="n">DEFAULT_IMAGES</span><span class="p">,</span>
+                 <span class="n">metrics</span><span class="p">:</span> <span class="nb">dict</span><span class="o">=</span><span class="p">{},</span>
+                 <span class="n">metric_images</span><span class="p">:</span> <span class="nb">dict</span><span class="o">=</span><span class="p">{},</span>
                  <span class="n">metrics_info_format</span><span class="p">:</span> <span class="nb">str</span><span class="o">=</span><span class="s1">&#39;graph&#39;</span><span class="p">,</span>
                  <span class="n">metrics_avg_graph</span><span class="p">:</span> <span class="nb">bool</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                  <span class="n">metric_params</span><span class="p">:</span> <span class="nb">dict</span><span class="o">=</span><span class="p">{},</span>
@@ -117,6 +121,10 @@ <h1>Source code for IQM_Vis.ui_wrapper</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">debug</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
+        <span class="k">if</span> <span class="n">data_store</span> <span class="o">==</span> <span class="kc">None</span><span class="p">:</span>
+            <span class="n">data_store</span> <span class="o">=</span> <span class="n">IQM_Vis</span><span class="o">.</span><span class="n">dataset_holder</span><span class="p">(</span><span class="n">image_list</span><span class="p">,</span>
+                                   <span class="n">metrics</span><span class="p">,</span>
+                                   <span class="n">metric_images</span><span class="p">)</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">data_store</span> <span class="o">=</span> <span class="n">data_store</span>
         <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">metrics_info_format</span> <span class="o">=</span> <span class="n">metrics_info_format</span>
diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html
index 40f93c1..df38716 100644
--- a/docs/_build/html/_modules/index.html
+++ b/docs/_build/html/_modules/index.html
@@ -99,6 +99,7 @@ <h1>All modules for which code is available</h1>
 <li><a href="IQM_Vis/examples/experiment.html">IQM_Vis.examples.experiment</a></li>
 <li><a href="IQM_Vis/examples/kodak.html">IQM_Vis.examples.kodak</a></li>
 <li><a href="IQM_Vis/examples/multiple.html">IQM_Vis.examples.multiple</a></li>
+<li><a href="IQM_Vis/examples/new_api.html">IQM_Vis.examples.new_api</a></li>
 <li><a href="IQM_Vis/examples/simple.html">IQM_Vis.examples.simple</a></li>
 <li><a href="IQM_Vis/metrics.html">IQM_Vis.metrics</a></li>
 <ul><li><a href="IQM_Vis/metrics/IQMs.html">IQM_Vis.metrics.IQMs</a></li>
diff --git a/docs/_build/html/_sources/IQM_Vis.examples.rst.txt b/docs/_build/html/_sources/IQM_Vis.examples.rst.txt
index 753377b..d7e5ea7 100644
--- a/docs/_build/html/_sources/IQM_Vis.examples.rst.txt
+++ b/docs/_build/html/_sources/IQM_Vis.examples.rst.txt
@@ -60,6 +60,14 @@ IQM\_Vis.examples.multiple module
    :undoc-members:
    :show-inheritance:
 
+IQM\_Vis.examples.new\_api module
+---------------------------------
+
+.. automodule:: IQM_Vis.examples.new_api
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 IQM\_Vis.examples.simple module
 -------------------------------
 
diff --git a/docs/_build/html/_sources/getting_started.rst.txt b/docs/_build/html/_sources/getting_started.rst.txt
index d4806b6..8b23593 100644
--- a/docs/_build/html/_sources/getting_started.rst.txt
+++ b/docs/_build/html/_sources/getting_started.rst.txt
@@ -41,6 +41,10 @@ Common Issues
 =============
 There are some know issues with some work arounds.
 
+There are some dependancy conflicts with python 3.11, we recommend 3.9 or 3.10.
+If you require python 3.11, you will need to unpin the dependancy versions in the requirements.txt and install the latest versions which will fix the issue but note this is untested and may be unstable.
+
+
 If you are getting the error 
 
 ..  code-block:: bash
diff --git a/docs/_build/html/_sources/notebooks/Tutorial_2-Customisation.ipynb.txt b/docs/_build/html/_sources/notebooks/Tutorial_2-Customisation.ipynb.txt
index 0ed739a..490f502 100644
--- a/docs/_build/html/_sources/notebooks/Tutorial_2-Customisation.ipynb.txt
+++ b/docs/_build/html/_sources/notebooks/Tutorial_2-Customisation.ipynb.txt
@@ -138,27 +138,7 @@
    "metadata": {},
    "source": [
     "## Putting it all together\n",
-    "First we need to bundle up the images and metrics in a datastore"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "171060e6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics,\n",
-    "                              metric_images)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cb8a3088",
-   "metadata": {},
-   "source": [
-    "Now we need to pass everything to the UI maker"
+    "We need to pass everything to the UI maker"
    ]
   },
   {
@@ -168,8 +148,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations)"
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
+    "                metric_images=metric_images)"
    ]
   },
   {
diff --git a/docs/_build/html/_sources/notebooks/Tutorial_3-Advanced-Customisations.ipynb.txt b/docs/_build/html/_sources/notebooks/Tutorial_3-Advanced-Customisations.ipynb.txt
index d24869b..40f1a22 100644
--- a/docs/_build/html/_sources/notebooks/Tutorial_3-Advanced-Customisations.ipynb.txt
+++ b/docs/_build/html/_sources/notebooks/Tutorial_3-Advanced-Customisations.ipynb.txt
@@ -197,10 +197,10 @@
    "source": [
     "images = ['/home/matt/datasets/kodak/kodim01.png', \n",
     "          '/home/matt/datasets/kodak/kodim02.png']\n",
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics)\n",
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations,\n",
+    "\n",
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
     "                metric_params=params)"
    ]
   },
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index 3951a39..263c5f8 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -309,10 +309,12 @@ <h2 id="D">D</h2>
 <h2 id="E">E</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <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><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>
       <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>
   </ul></td>
@@ -551,6 +553,13 @@ <h2 id="I">I</h2>
 
       <ul>
         <li><a href="IQM_Vis.examples.html#module-IQM_Vis.examples.multiple">module</a>
+</li>
+      </ul></li>
+      <li>
+    IQM_Vis.examples.new_api
+
+      <ul>
+        <li><a href="IQM_Vis.examples.html#module-IQM_Vis.examples.new_api">module</a>
 </li>
       </ul></li>
       <li>
@@ -567,6 +576,8 @@ <h2 id="I">I</h2>
         <li><a href="IQM_Vis.metrics.html#module-IQM_Vis.metrics">module</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     IQM_Vis.metrics.IQMs
 
@@ -574,8 +585,6 @@ <h2 id="I">I</h2>
         <li><a href="IQM_Vis.metrics.html#module-IQM_Vis.metrics.IQMs">module</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     IQM_Vis.transformations
 
@@ -760,6 +769,8 @@ <h2 id="M">M</h2>
       <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>
+      <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>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.main.make_app.make_status_bar">make_status_bar() (IQM_Vis.UI.main.make_app method)</a>
 </li>
@@ -798,6 +809,8 @@ <h2 id="M">M</h2>
         <li><a href="IQM_Vis.examples.html#module-IQM_Vis.examples.kodak">IQM_Vis.examples.kodak</a>
 </li>
         <li><a href="IQM_Vis.examples.html#module-IQM_Vis.examples.multiple">IQM_Vis.examples.multiple</a>
+</li>
+        <li><a href="IQM_Vis.examples.html#module-IQM_Vis.examples.new_api">IQM_Vis.examples.new_api</a>
 </li>
         <li><a href="IQM_Vis.examples.html#module-IQM_Vis.examples.simple">IQM_Vis.examples.simple</a>
 </li>
@@ -932,10 +945,10 @@ <h2 id="R">R</h2>
 </li>
       <li><a href="IQM_Vis.UI.html#IQM_Vis.UI.widgets.widgets.reset_sliders">reset_sliders() (IQM_Vis.UI.widgets.widgets method)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.resize_image">resize_image() (in module IQM_Vis.utils.image_utils)</a>
 </li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="IQM_Vis.utils.html#IQM_Vis.utils.image_utils.resize_to_longest_side">resize_to_longest_side() (in module IQM_Vis.utils.image_utils)</a>
 </li>
       <li><a href="IQM_Vis.transformations.html#IQM_Vis.transformations.transforms.rotation">rotation() (in module IQM_Vis.transformations.transforms)</a>
@@ -952,6 +965,8 @@ <h2 id="R">R</h2>
         <li><a href="IQM_Vis.examples.html#IQM_Vis.examples.kodak.run">(in module IQM_Vis.examples.kodak)</a>
 </li>
         <li><a href="IQM_Vis.examples.html#IQM_Vis.examples.multiple.run">(in module IQM_Vis.examples.multiple)</a>
+</li>
+        <li><a href="IQM_Vis.examples.html#IQM_Vis.examples.new_api.run">(in module IQM_Vis.examples.new_api)</a>
 </li>
         <li><a href="IQM_Vis.examples.html#IQM_Vis.examples.simple.run">(in module IQM_Vis.examples.simple)</a>
 </li>
diff --git a/docs/_build/html/getting_started.html b/docs/_build/html/getting_started.html
index 00feb80..cb92a3e 100644
--- a/docs/_build/html/getting_started.html
+++ b/docs/_build/html/getting_started.html
@@ -122,6 +122,8 @@ <h2>Testing the installation<a class="headerlink" href="#testing-the-installatio
 <section id="common-issues">
 <h2>Common Issues<a class="headerlink" href="#common-issues" title="Permalink to this headline"></a></h2>
 <p>There are some know issues with some work arounds.</p>
+<p>There are some dependancy conflicts with python 3.11, we recommend 3.9 or 3.10.
+If you require python 3.11, you will need to unpin the dependancy versions in the requirements.txt and install the latest versions which will fix the issue but note this is untested and may be unstable.</p>
 <p>If you are getting the error</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="s2">&quot;Could not load the Qt platform plugin&quot;</span>
 </pre></div>
diff --git a/docs/_build/html/modules.html b/docs/_build/html/modules.html
index 046c415..321cd49 100644
--- a/docs/_build/html/modules.html
+++ b/docs/_build/html/modules.html
@@ -119,6 +119,7 @@ <h1>IQM_Vis<a class="headerlink" href="#iqm-vis" title="Permalink to this headli
 <li class="toctree-l4"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.experiment">IQM_Vis.examples.experiment module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.kodak">IQM_Vis.examples.kodak module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.multiple">IQM_Vis.examples.multiple module</a></li>
+<li class="toctree-l4"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.new_api">IQM_Vis.examples.new_api module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples.simple">IQM_Vis.examples.simple module</a></li>
 <li class="toctree-l4"><a class="reference internal" href="IQM_Vis.examples.html#module-IQM_Vis.examples">Module contents</a></li>
 </ul>
diff --git a/docs/_build/html/notebooks/Tutorial_2-Customisation.html b/docs/_build/html/notebooks/Tutorial_2-Customisation.html
index bf7d244..b5f7d80 100644
--- a/docs/_build/html/notebooks/Tutorial_2-Customisation.html
+++ b/docs/_build/html/notebooks/Tutorial_2-Customisation.html
@@ -201,24 +201,15 @@ <h2>Transformations<a class="headerlink" href="#Transformations" title="Permalin
 </div>
 <section id="Putting-it-all-together">
 <h3>Putting it all together<a class="headerlink" href="#Putting-it-all-together" title="Permalink to this headline"></a></h3>
-<p>First we need to bundle up the images and metrics in a datastore</p>
-<div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
-</pre></div>
-</div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></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">images</span><span class="p">,</span>
-                              <span class="n">metrics</span><span class="p">,</span>
-                              <span class="n">metric_images</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p>Now we need to pass everything to the UI maker</p>
+<p>We need to pass everything to the UI maker</p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
 </pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></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>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">IQM_Vis</span><span class="o">.</span><span class="n">make_UI</span><span class="p">(</span><span class="n">transformations</span><span class="o">=</span><span class="n">transformations</span><span class="p">,</span>
+                <span class="n">image_list</span><span class="o">=</span><span class="n">images</span><span class="p">,</span>
+                <span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span>
+                <span class="n">metric_images</span><span class="o">=</span><span class="n">metric_images</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
diff --git a/docs/_build/html/notebooks/Tutorial_2-Customisation.ipynb b/docs/_build/html/notebooks/Tutorial_2-Customisation.ipynb
index 0ed739a..490f502 100644
--- a/docs/_build/html/notebooks/Tutorial_2-Customisation.ipynb
+++ b/docs/_build/html/notebooks/Tutorial_2-Customisation.ipynb
@@ -138,27 +138,7 @@
    "metadata": {},
    "source": [
     "## Putting it all together\n",
-    "First we need to bundle up the images and metrics in a datastore"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "171060e6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics,\n",
-    "                              metric_images)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cb8a3088",
-   "metadata": {},
-   "source": [
-    "Now we need to pass everything to the UI maker"
+    "We need to pass everything to the UI maker"
    ]
   },
   {
@@ -168,8 +148,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations)"
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
+    "                metric_images=metric_images)"
    ]
   },
   {
diff --git a/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html b/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html
index 518db0d..a936c6e 100644
--- a/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html
+++ b/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.html
@@ -214,10 +214,10 @@ <h2>Making the UI<a class="headerlink" href="#Making-the-UI" title="Permalink to
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">images</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;/home/matt/datasets/kodak/kodim01.png&#39;</span><span class="p">,</span>
           <span class="s1">&#39;/home/matt/datasets/kodak/kodim02.png&#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">images</span><span class="p">,</span>
-                              <span class="n">metrics</span><span class="p">)</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">IQM_Vis</span><span class="o">.</span><span class="n">make_UI</span><span class="p">(</span><span class="n">transformations</span><span class="o">=</span><span class="n">transformations</span><span class="p">,</span>
+                <span class="n">image_list</span><span class="o">=</span><span class="n">images</span><span class="p">,</span>
+                <span class="n">metrics</span><span class="o">=</span><span class="n">metrics</span><span class="p">,</span>
                 <span class="n">metric_params</span><span class="o">=</span><span class="n">params</span><span class="p">)</span>
 </pre></div>
 </div>
diff --git a/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.ipynb b/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.ipynb
index d24869b..40f1a22 100644
--- a/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.ipynb
+++ b/docs/_build/html/notebooks/Tutorial_3-Advanced-Customisations.ipynb
@@ -197,10 +197,10 @@
    "source": [
     "images = ['/home/matt/datasets/kodak/kodim01.png', \n",
     "          '/home/matt/datasets/kodak/kodim02.png']\n",
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics)\n",
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations,\n",
+    "\n",
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
     "                metric_params=params)"
    ]
   },
diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv
index ca47e94..5610555 100644
Binary files a/docs/_build/html/objects.inv and b/docs/_build/html/objects.inv differ
diff --git a/docs/_build/html/py-modindex.html b/docs/_build/html/py-modindex.html
index aef97c9..62d5f3e 100644
--- a/docs/_build/html/py-modindex.html
+++ b/docs/_build/html/py-modindex.html
@@ -157,6 +157,11 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="IQM_Vis.examples.html#module-IQM_Vis.examples.multiple"><code class="xref">IQM_Vis.examples.multiple</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="IQM_Vis.examples.html#module-IQM_Vis.examples.new_api"><code class="xref">IQM_Vis.examples.new_api</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
diff --git a/docs/_build/html/searchindex.js b/docs/_build/html/searchindex.js
index 61a08d7..5f7e9d9 100644
--- a/docs/_build/html/searchindex.js
+++ b/docs/_build/html/searchindex.js
@@ -1 +1 @@
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package","IQM_Vis.UI package","IQM_Vis.data_handlers package","IQM_Vis.examples package","IQM_Vis.examples.images package","IQM_Vis.metrics package","IQM_Vis.transformations package","IQM_Vis.utils package","Tutorials","About IQM-Vis","Getting Started","IQM-Vis documentation","IQM_Vis","Tutorial 1: Making the UI","Tutorial 2: Simple Customisation","Tutorial 3: Customisation Details","Tutorial 4: Running an Experiment","IQMs"],titleterms:{"1":13,"2":14,"3":15,"4":16,"function":9,For:17,about:[9,11],ad:13,all:[3,14],an:[11,16,17],analysi:11,bright:13,built:9,choos:17,code:11,common:10,content:[0,1,2,3,4,5,6,7],correl:11,custom_widget:1,customis:[14,15],data_api:2,data_api_abstract:2,data_handl:2,dataset:3,detail:15,differ:17,dispali:13,displai:13,dist:3,document:11,exampl:[3,4],experi:[3,9,13,16],experiment_mod:1,finsih:16,get:[10,11],graph:13,gui_util:7,how:17,human:[9,11],imag:[1,4,13,14],image_util:7,indic:11,info:16,instal:10,iqm:[5,9,11,17],iqm_vi:[0,1,2,3,4,5,6,7,12],issu:10,kodak:3,layout:1,load:13,main:1,make:[13,15],max:13,metric:[5,13,14,15],modul:[0,1,2,3,4,5,6,7],multipl:3,new_api:3,offer:9,other:13,own:13,packag:[0,1,2,3,4,5,6,7],percept:[9,11],plot_util:7,post:13,pre:13,process:13,put:14,qualit:11,quantit:11,result:16,rgb:13,run:16,save_util:7,screen:16,set:13,simpl:[3,14],size:13,softwar:9,sourc:11,start:[10,11],step:13,submodul:[0,1,2,3,5,6,7],subpackag:[0,3],tabl:11,task:17,test:10,thread:1,togeth:14,transform:[6,13,14,15],tutori:[8,11,13,14,15,16],type:17,ui:[1,13,15],ui_wrapp:0,util:[1,7],vi:[9,11],visualis:16,what:[9,11,17],widget:1,your:[13,17]}})
\ No newline at end of file
diff --git a/docs/getting_started.rst b/docs/getting_started.rst
index d4806b6..8b23593 100644
--- a/docs/getting_started.rst
+++ b/docs/getting_started.rst
@@ -41,6 +41,10 @@ Common Issues
 =============
 There are some know issues with some work arounds.
 
+There are some dependancy conflicts with python 3.11, we recommend 3.9 or 3.10.
+If you require python 3.11, you will need to unpin the dependancy versions in the requirements.txt and install the latest versions which will fix the issue but note this is untested and may be unstable.
+
+
 If you are getting the error 
 
 ..  code-block:: bash
diff --git a/docs/notebooks/Tutorial_2-Customisation.ipynb b/docs/notebooks/Tutorial_2-Customisation.ipynb
index 0ed739a..490f502 100644
--- a/docs/notebooks/Tutorial_2-Customisation.ipynb
+++ b/docs/notebooks/Tutorial_2-Customisation.ipynb
@@ -138,27 +138,7 @@
    "metadata": {},
    "source": [
     "## Putting it all together\n",
-    "First we need to bundle up the images and metrics in a datastore"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "171060e6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics,\n",
-    "                              metric_images)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cb8a3088",
-   "metadata": {},
-   "source": [
-    "Now we need to pass everything to the UI maker"
+    "We need to pass everything to the UI maker"
    ]
   },
   {
@@ -168,8 +148,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations)"
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
+    "                metric_images=metric_images)"
    ]
   },
   {
diff --git a/docs/notebooks/Tutorial_3-Advanced-Customisations.ipynb b/docs/notebooks/Tutorial_3-Advanced-Customisations.ipynb
index d24869b..40f1a22 100644
--- a/docs/notebooks/Tutorial_3-Advanced-Customisations.ipynb
+++ b/docs/notebooks/Tutorial_3-Advanced-Customisations.ipynb
@@ -197,10 +197,10 @@
    "source": [
     "images = ['/home/matt/datasets/kodak/kodim01.png', \n",
     "          '/home/matt/datasets/kodak/kodim02.png']\n",
-    "data = IQM_Vis.dataset_holder(images,\n",
-    "                              metrics)\n",
-    "IQM_Vis.make_UI(data,\n",
-    "                transformations,\n",
+    "\n",
+    "IQM_Vis.make_UI(transformations=transformations,\n",
+    "                image_list=images,\n",
+    "                metrics=metrics,\n",
     "                metric_params=params)"
    ]
   },
diff --git a/requirements-pinned.txt b/requirements-pinned.txt
new file mode 100644
index 0000000..30eca3f
--- /dev/null
+++ b/requirements-pinned.txt
@@ -0,0 +1,16 @@
+numpy==1.23.4
+PyQt6==6.4.0
+PyQt6-Qt6==6.4.0
+PyQt6-sip==13.4.0
+opencv-python-headless==4.6.0.66
+Pillow==9.2.0
+scikit-image==0.19.3
+matplotlib==3.6.1
+torch>=1.13.1
+torchmetrics==0.10.0
+lpips==0.1.4
+DISTS-pytorch==0.1
+torchvision>=0.14.1
+pandas==2.0.0
+scipy==1.9.3
+notebook
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 30eca3f..7f56997 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,16 +1,16 @@
-numpy==1.23.4
-PyQt6==6.4.0
-PyQt6-Qt6==6.4.0
-PyQt6-sip==13.4.0
-opencv-python-headless==4.6.0.66
-Pillow==9.2.0
-scikit-image==0.19.3
-matplotlib==3.6.1
+numpy>=1.23.4
+PyQt6>=6.4.0
+PyQt6-Qt6>=6.4.0
+PyQt6-sip>=13.4.0
+opencv-python-headless>=4.6.0.66
+Pillow>=9.2.0
+scikit-image>=0.19.3
+matplotlib>=3.6.1
 torch>=1.13.1
-torchmetrics==0.10.0
-lpips==0.1.4
-DISTS-pytorch==0.1
+torchmetrics>=0.10.0
+lpips>=0.1.4
+DISTS-pytorch>=0.1
 torchvision>=0.14.1
-pandas==2.0.0
-scipy==1.9.3
+pandas>=2.0.0
+scipy>=1.9.3
 notebook
\ No newline at end of file