diff --git a/CONTRIBUTING.rst b/CONTRIBUTING.rst
index 2f412a17..cfee8ec9 100644
--- a/CONTRIBUTING.rst
+++ b/CONTRIBUTING.rst
@@ -207,8 +207,9 @@ Documentation Style
 
 - **Autodoc**: We use `Sphinx <https://www.sphinx-doc.org/en/master/index.html>`_
   for automatic inclusion of docstrings in the documentation, including its
-  `autodoc <https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html>`_ and
-  `napoleon <https://sphinxcontrib-napoleon.readthedocs.io/en/latest/#>`_ extensions.
+  `autodoc <https://www.sphinx-doc.org/en/master/usage/extensions/autodoc.html>`_,
+  `napoleon <https://sphinxcontrib-napoleon.readthedocs.io/en/latest/#>`_, and
+  `sphinx-design <https://sphinx-design.readthedocs.io/en/rtd-theme/>`_ extensions.
 
 - **Further Details**: See `docs/source/conf.py` for more.
 
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index 9f00d1d9..9641243d 100644
--- a/docs/build/html/.buildinfo
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index a33f484c..1c9d085a 100644
--- a/docs/build/html/_index/badges.html
+++ b/docs/build/html/_index/badges.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
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-  <meta charset="utf-8" /><meta property="og:title" content="<no title>" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="<no title>" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="_index/badges.html" />
 <meta property="og:site_name" content="AAanalysis" />
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
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-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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+  
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <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/copybutton.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
+  
+
+  
+  
+
+  
+
+  
   <!--[if lt IE 9]>
     <script src="../_static/js/html5shiv.min.js"></script>
   <![endif]-->
   
+    
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
         <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>
@@ -36,34 +58,63 @@
         <script src="../_static/clipboard.min.js"></script>
         <script src="../_static/copybutton.js"></script>
         <script src="../_static/design-tabs.js"></script>
-    <script src="../_static/js/theme.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" /> 
 </head>
 
-<body class="wy-body-for-nav"> 
+<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"  style="background: #343131" >
+          
 
           
+            <a href="../index.html">
+          
+
           
-          <a href="../index.html">
             
-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../index/introduction.html">Introduction</a></li>
@@ -83,30 +134,71 @@
 <li class="toctree-l1"><a class="reference internal" href="../index/references.html">References</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"  style="background: #343131" >
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
           <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
           <a href="../index.html">AAanalysis</a>
+        
       </nav>
 
+
       <div class="wy-nav-content">
+        
         <div class="rst-content">
-          <div role="navigation" aria-label="Page navigation">
+        
+          
+
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+
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+
+
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+
+
+
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+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">&lt;no title&gt;</li>
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>&lt;no title&gt;</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="../_sources/_index/badges.rst.txt" rel="nofollow"> View page source</a>
+          
+        
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <a class="reference external image-reference" href="https://github.com/breimanntools/aaanalysis/actions"><img alt="Build Status" src="https://github.com/breimanntools/aaanalysis/workflows/Build/badge.svg" /></a>
 <a class="reference external image-reference" href="https://github.com/breimanntools/aaanalysis/actions"><img alt="Python-check" src="https://github.com/breimanntools/aaanalysis/workflows/Python-check/badge.svg" /></a>
 <a class="reference external image-reference" href="https://pypi.org/project/aaanalysis/"><img alt="PyPI - Status" src="https://img.shields.io/pypi/status/aaanalysis.svg" /></a>
@@ -119,27 +211,38 @@
 
 
            </div>
+           
           </div>
           <footer>
 
   <hr/>
 
   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
         </div>
       </div>
+
     </section>
+
   </div>
-  <script>
+  
+
+  <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
-  </script> 
+  </script>
+
+  
+  
+    
+   
 
 </body>
 </html>
\ No newline at end of file
diff --git a/docs/build/html/_index/overview.html b/docs/build/html/_index/overview.html
index f5fc02a3..6903c565 100644
--- a/docs/build/html/_index/overview.html
+++ b/docs/build/html/_index/overview.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="<no title>" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="<no title>" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="_index/overview.html" />
 <meta property="og:site_name" content="AAanalysis" />
@@ -14,19 +17,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>&lt;no title&gt; &mdash; AAanalysis</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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-      <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+  
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/copybutton.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
+  
+
+  
+  
+
+  
+
+  
   <!--[if lt IE 9]>
     <script src="../_static/js/html5shiv.min.js"></script>
   <![endif]-->
   
+    
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
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@@ -36,34 +58,63 @@
         <script src="../_static/clipboard.min.js"></script>
         <script src="../_static/copybutton.js"></script>
         <script src="../_static/design-tabs.js"></script>
-    <script src="../_static/js/theme.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" /> 
 </head>
 
-<body class="wy-body-for-nav"> 
+<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"  style="background: #343131" >
+          
 
           
+            <a href="../index.html">
+          
+
           
-          <a href="../index.html">
             
-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <input type="text" name="q" placeholder="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
     <input type="hidden" name="area" value="default" />
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 </div>
-        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../index/introduction.html">Introduction</a></li>
@@ -83,30 +134,71 @@
 <li class="toctree-l1"><a class="reference internal" href="../index/references.html">References</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"  style="background: #343131" >
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
           <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
           <a href="../index.html">AAanalysis</a>
+        
       </nav>
 
+
       <div class="wy-nav-content">
+        
         <div class="rst-content">
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+        
+          
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+
+
+
+
+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
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-      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">&lt;no title&gt;</li>
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>&lt;no title&gt;</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="../_sources/_index/overview.rst.txt" rel="nofollow"> View page source</a>
+          
+        
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <p id="overview"><strong>AAanalysis</strong> (Amino Acid analysis) is a Python framework for interpretable sequence-based protein prediction,
 providing the following algorithms:</p>
 <ul class="simple">
@@ -119,27 +211,38 @@
 
 
            </div>
+           
           </div>
           <footer>
 
   <hr/>
 
   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
         </div>
       </div>
+
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+
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-  <script>
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+
+  
+  
+    
+   
 
 </body>
 </html>
\ No newline at end of file
diff --git a/docs/build/html/_index/tables.html b/docs/build/html/_index/tables.html
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 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="Tables" />
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+  <meta property="og:title" content="Tables" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="_index/tables.html" />
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@@ -14,19 +17,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
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 <ul>
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@@ -90,32 +141,73 @@
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+      <li>Tables</li>
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           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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-<h1>Tables<a class="headerlink" href="#tables" title="Permalink to this heading"></a></h1>
+<h1>Tables<a class="headerlink" href="#tables" title="Permalink to this heading">¶</a></h1>
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-<h2><a class="toc-backref" href="#id1">Overview Table</a><a class="headerlink" href="#overview-table" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id1">Overview Table</a><a class="headerlink" href="#overview-table" title="Permalink to this heading">¶</a></h2>
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 <div class="section" id="protein-benchmark-datasets">
-<h2><a class="toc-backref" href="#id2">Protein benchmark datasets</a><a class="headerlink" href="#protein-benchmark-datasets" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id2">Protein benchmark datasets</a><a class="headerlink" href="#protein-benchmark-datasets" title="Permalink to this heading">¶</a></h2>
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+<h2><a class="toc-backref" href="#id3">Amino acid scale datasets</a><a class="headerlink" href="#amino-acid-scale-datasets" title="Permalink to this heading">¶</a></h2>
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diff --git a/docs/build/html/_index/usage_principles/data_loading.html b/docs/build/html/_index/usage_principles/data_loading.html
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-<h1>Data Loading<a class="headerlink" href="#data-loading" title="Permalink to this heading"></a></h1>
+<h1>Data Loading<a class="headerlink" href="#data-loading" title="Permalink to this heading">¶</a></h1>
 <p>Three types of benchmark datasets are provided:</p>
 <ul class="simple">
 <li><p>Residue prediction (AA): Datasets used to predict residue (amino acid) specific properties.</p></li>
@@ -124,27 +216,38 @@ <h1>Data Loading<a class="headerlink" href="#data-loading" title="Permalink to t
 
 
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diff --git a/docs/build/html/_modules/aaanalysis/aaclust/aaclust.html b/docs/build/html/_modules/aaanalysis/aaclust/aaclust.html
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+++ b/docs/build/html/_modules/aaanalysis/aaclust/aaclust.html
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+  <link rel="stylesheet" href="../../../_static/plot_directive.css" type="text/css" />
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+
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       <div class="wy-nav-content">
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+      <li><a href="../../../index.html" class="icon icon-home"></a> &raquo;</li>
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   <h1>Source code for aaanalysis.cpp.feature</h1><div class="highlight"><pre>
 <span></span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">Script for SequenceFeature() object that combines scales, splits, and parts to create</span>
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 </pre></div>
 
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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-              <img src="../../../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../../../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
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+          
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+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
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+            
+              
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   <h1>Source code for aaanalysis.data_loader.data_loader</h1><div class="highlight"><pre>
 <span></span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">This is a script for loading protein sequence benchmarking datasets and amino acid scales and</span>
@@ -268,27 +358,38 @@ <h1>Source code for aaanalysis.data_loader.data_loader</h1><div class="highlight
 </pre></div>
 
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+           
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           <footer>
 
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   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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-   
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+  </div> 
 
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+    <script type="text/javascript" src="../../../_static/js/theme.js"></script>
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+            <a href="../../../index.html">
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-          <a href="../../../index.html">
             
-              <img src="../../../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../../../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
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+            
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                 latest
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   <form id="rtd-search-form" class="wy-form" action="../../../search.html" method="get">
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+          
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+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
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               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
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 <li class="toctree-l1"><a class="reference internal" href="../../../index/introduction.html">Introduction</a></li>
@@ -72,30 +123,69 @@
 <li class="toctree-l1"><a class="reference internal" href="../../../index/references.html">References</a></li>
 </ul>
 
+            
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+        
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     </nav>
 
-    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu"  style="background: #343131" >
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+        
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+
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+        
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+        
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+
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+
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+
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+<div role="navigation" aria-label="breadcrumbs navigation">
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-          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
-      <li class="breadcrumb-item active">aaanalysis.dpulearn.dpulearn</li>
+    
+      <li><a href="../../../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+          <li><a href="../../index.html">Module code</a> &raquo;</li>
+        
+      <li>aaanalysis.dpulearn.dpulearn</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <h1>Source code for aaanalysis.dpulearn.dpulearn</h1><div class="highlight"><pre>
 <span></span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">This is a script for deterministic Positive-Unlabeled (PU) Learning (dPULearn) class</span>
@@ -407,27 +497,38 @@ <h1>Source code for aaanalysis.dpulearn.dpulearn</h1><div class="highlight"><pre
 </pre></div>
 
            </div>
+           
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           <footer>
 
   <hr/>
 
   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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+        &#169; Copyright 2023, Stephan Breimann.
 
-   
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+  </div> 
 
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         </div>
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+   
 
 </body>
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\ No newline at end of file
diff --git a/docs/build/html/_modules/aaanalysis/plotting/plotting_functions.html b/docs/build/html/_modules/aaanalysis/plotting/plotting_functions.html
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 <head>
   <meta charset="utf-8" />
+  
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>aaanalysis.plotting.plotting_functions &mdash; AAanalysis</title>
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+          
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+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
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+            
+            
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               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
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@@ -72,30 +123,69 @@
 <li class="toctree-l1"><a class="reference internal" href="../../../index/references.html">References</a></li>
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+            
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-          <li class="breadcrumb-item"><a href="../../index.html">Module code</a></li>
-      <li class="breadcrumb-item active">aaanalysis.plotting.plotting_functions</li>
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+      <li><a href="../../../index.html" class="icon icon-home"></a> &raquo;</li>
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   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <h1>Source code for aaanalysis.plotting.plotting_functions</h1><div class="highlight"><pre>
 <span></span><span class="ch">#! /usr/bin/python3</span>
 <span class="sd">&quot;&quot;&quot;</span>
@@ -534,27 +624,38 @@ <h1>Source code for aaanalysis.plotting.plotting_functions</h1><div class="highl
 </pre></div>
 
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
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                 latest
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@@ -72,29 +123,67 @@
 <li class="toctree-l1"><a class="reference internal" href="../index/references.html">References</a></li>
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+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Overview: module code</li>
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           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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   <h1>All modules for which code is available</h1>
 <ul><li><a href="aaanalysis/aaclust/aaclust.html">aaanalysis.aaclust.aaclust</a></li>
 <li><a href="aaanalysis/cpp/cpp.html">aaanalysis.cpp.cpp</a></li>
@@ -106,27 +195,38 @@ <h1>All modules for which code is available</h1>
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="index/introduction.html">Introduction</a></li>
@@ -113,32 +164,73 @@
 <li class="toctree-l1"><a class="reference internal" href="index/references.html">References</a></li>
 </ul>
 
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-      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
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+    
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+        
+      <li>API</li>
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           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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-             
+            
   <div class="section" id="api">
-<h1>API<a class="headerlink" href="#api" title="Permalink to this heading"></a></h1>
+<h1>API<a class="headerlink" href="#api" title="Permalink to this heading">¶</a></h1>
 <p>This page contains the API reference for public objects and functions in AAanalysis. For more examples
 and practical usage, refer to our <a class="reference external" href="https://shap.readthedocs.io/en/latest/api_examples.html#api-examples" title="(in SHAP vlatest)"><span class="xref std std-ref">example notebooks</span></a>.
 For convenience, it is common to import the module as follows:</p>
@@ -147,7 +239,7 @@ <h1>API<a class="headerlink" href="#api" title="Permalink to this heading"></
 </div>
 <p>Then you can access all methods and objects via the <cite>aa</cite> alias, such as <cite>aa.load_dataset</cite>.</p>
 <div class="section" id="data">
-<span id="data-api"></span><h2>Data<a class="headerlink" href="#data" title="Permalink to this heading"></a></h2>
+<span id="data-api"></span><h2>Data<a class="headerlink" href="#data" title="Permalink to this heading">¶</a></h2>
 <table class="autosummary longtable docutils align-default">
 <colgroup>
 <col style="width: 10%" />
@@ -164,7 +256,7 @@ <h1>API<a class="headerlink" href="#api" title="Permalink to this heading"></
 </table>
 </div>
 <div class="section" id="feature-engineering">
-<span id="feature-engineering-api"></span><h2>Feature Engineering<a class="headerlink" href="#feature-engineering" title="Permalink to this heading"></a></h2>
+<span id="feature-engineering-api"></span><h2>Feature Engineering<a class="headerlink" href="#feature-engineering" title="Permalink to this heading">¶</a></h2>
 <table class="autosummary longtable docutils align-default">
 <colgroup>
 <col style="width: 10%" />
@@ -187,7 +279,7 @@ <h1>API<a class="headerlink" href="#api" title="Permalink to this heading"></
 </table>
 </div>
 <div class="section" id="pu-learning">
-<span id="pu-learning-api"></span><h2>PU Learning<a class="headerlink" href="#pu-learning" title="Permalink to this heading"></a></h2>
+<span id="pu-learning-api"></span><h2>PU Learning<a class="headerlink" href="#pu-learning" title="Permalink to this heading">¶</a></h2>
 <table class="autosummary longtable docutils align-default">
 <colgroup>
 <col style="width: 10%" />
@@ -201,13 +293,13 @@ <h1>API<a class="headerlink" href="#api" title="Permalink to this heading"></
 </table>
 </div>
 <div class="section" id="explainable-ai">
-<span id="plot-api"></span><h2>Explainable AI<a class="headerlink" href="#explainable-ai" title="Permalink to this heading"></a></h2>
+<span id="plot-api"></span><h2>Explainable AI<a class="headerlink" href="#explainable-ai" title="Permalink to this heading">¶</a></h2>
 </div>
 <div class="section" id="perturbation">
-<h2>Perturbation<a class="headerlink" href="#perturbation" title="Permalink to this heading"></a></h2>
+<h2>Perturbation<a class="headerlink" href="#perturbation" title="Permalink to this heading">¶</a></h2>
 </div>
 <div class="section" id="plot-utilities">
-<h2>Plot Utilities<a class="headerlink" href="#plot-utilities" title="Permalink to this heading"></a></h2>
+<h2>Plot Utilities<a class="headerlink" href="#plot-utilities" title="Permalink to this heading">¶</a></h2>
 <table class="autosummary longtable docutils align-default">
 <colgroup>
 <col style="width: 10%" />
@@ -236,30 +328,42 @@ <h2>Plot Utilities<a class="headerlink" href="#plot-utilities" title="Permalink
 
 
            </div>
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+        <a href="tutorials.html" class="btn btn-neutral float-left" title="Tutorials" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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diff --git a/docs/build/html/generated/aaanalysis.AAclust.html b/docs/build/html/generated/aaanalysis.AAclust.html
index 888d949b..124ba262 100644
--- a/docs/build/html/generated/aaanalysis.AAclust.html
+++ b/docs/build/html/generated/aaanalysis.AAclust.html
@@ -1,7 +1,10 @@
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 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../index/introduction.html">Introduction</a></li>
@@ -97,36 +148,78 @@
 <li class="toctree-l1"><a class="reference internal" href="../index/references.html">References</a></li>
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   <div class="section" id="aaanalysis-aaclust">
-<h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Permalink to this heading">¶</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="aaanalysis.AAclust">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">AAclust</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</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">model_kwargs</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">verbose</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/aaanalysis/aaclust/aaclust.html#AAclust"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L306-L615"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust" 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">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">AAclust</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</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">model_kwargs</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">verbose</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/aaanalysis/aaclust/aaclust.html#AAclust"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L306-L615"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust" title="Permalink to this definition">¶</a></dt>
 <dd><p>AAclust: A k-optimized clustering framework for selecting redundancy-reduced set of numerical scales.</p>
 <p>AAclust is designed primarily for amino acid scales but is versatile enough for any set of numerical indices.
 It takes clustering models that require a pre-defined number of clusters (k) from
@@ -165,7 +258,7 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.AAclust.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</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">model_kwargs</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">verbose</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/aaanalysis/aaclust/aaclust.html#AAclust.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L343-L361"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.__init__" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</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">model_kwargs</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">verbose</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/aaanalysis/aaclust/aaclust.html#AAclust.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L343-L361"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.__init__" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <p class="rubric">Methods</p>
@@ -200,7 +293,7 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 </table>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.AAclust.cluster_naming">
-<span class="sig-name descname"><span class="pre">cluster_naming</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">names</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">labels</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">name_unclassified</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Unclassified'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/aaclust/aaclust.html#AAclust.cluster_naming"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L456-L500"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.cluster_naming" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">cluster_naming</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">names</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">labels</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">name_unclassified</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Unclassified'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/aaclust/aaclust.html#AAclust.cluster_naming"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L456-L500"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.cluster_naming" title="Permalink to this definition">¶</a></dt>
 <dd><p>Assigns names to clusters based on scale names and their frequency.</p>
 <p>This method renames clusters based on the names of the scales in each cluster, with priority given to the
 most frequent scales. If the name is already used or does not exist, it defaults to ‘name_unclassified’.</p>
@@ -215,7 +308,6 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 </dd>
 <dt><strong>Returns</strong></dt><dd></dd>
 <dt><strong>——-</strong></dt><dd></dd>
-<dt><strong>:</strong></dt><dd></dd>
 <dt><strong>cluster_names</strong><span class="classifier">list</span></dt><dd><p>A list of renamed clusters based on scale names.</p>
 </dd>
 </dl>
@@ -225,7 +317,7 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.AAclust.correlation">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">correlation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_test</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_test</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">labels_ref</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">n</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">positive</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">on_center</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">except_unclassified</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/aaanalysis/aaclust/aaclust.html#AAclust.correlation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L548-L611"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.correlation" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">correlation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X_test</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">X_ref</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels_test</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">labels_ref</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">n</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">positive</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">on_center</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">except_unclassified</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/aaanalysis/aaclust/aaclust.html#AAclust.correlation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L548-L611"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.correlation" title="Permalink to this definition">¶</a></dt>
 <dd><p>Computes the correlation of test data with reference cluster centers.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -250,7 +342,6 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>list_top_center_name_corr</strong><span class="classifier">list of str</span></dt><dd><p>Names and correlations of centers having strongest (positive/negative) correlation with test data samples.</p>
 </dd>
 </dl>
@@ -260,7 +351,7 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.AAclust.fit">
-<span class="sig-name descname"><span class="pre">fit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</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">on_center</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_th</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_metric</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'euclidean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_clusters</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/aaanalysis/aaclust/aaclust.html#AAclust.fit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L364-L454"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.fit" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</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">on_center</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_th</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_metric</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'euclidean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_clusters</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/aaanalysis/aaclust/aaclust.html#AAclust.fit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L364-L454"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.fit" title="Permalink to this definition">¶</a></dt>
 <dd><p>Fit the AAclust model on the data, optimizing cluster formation using Pearson correlation.</p>
 <p>AAclust determines the optimal number of clusters, k, without pre-specification. It partitions data(X) into
 clusters by maximizing the within-cluster Pearson correlation beyond the ‘min_th’ threshold. The quality of
@@ -290,7 +381,6 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl>
-<dt>:</dt><dd></dd>
 <dt><strong>names_medoid</strong><span class="classifier">list of str, if <cite>names</cite> is provided</span></dt><dd><p>Names of the medoids.</p>
 </dd>
 </dl>
@@ -306,7 +396,7 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.AAclust.get_cluster_centers">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_cluster_centers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</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/aaanalysis/aaclust/aaclust.html#AAclust.get_cluster_centers"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L502-L522"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.get_cluster_centers" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_cluster_centers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</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/aaanalysis/aaclust/aaclust.html#AAclust.get_cluster_centers"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L502-L522"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.get_cluster_centers" title="Permalink to this definition">¶</a></dt>
 <dd><p>Computes the center of each cluster based on the given labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -319,7 +409,6 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>centers</strong><span class="classifier">array-like</span></dt><dd><p>The computed center for each cluster.</p>
 </dd>
 <dt><strong>center_labels</strong><span class="classifier">array-like</span></dt><dd><p>The labels associated with each computed center.</p>
@@ -331,7 +420,7 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.AAclust.get_cluster_medoids">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_cluster_medoids</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</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/aaanalysis/aaclust/aaclust.html#AAclust.get_cluster_medoids"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L524-L546"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.get_cluster_medoids" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_cluster_medoids</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</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/aaanalysis/aaclust/aaclust.html#AAclust.get_cluster_medoids"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/aaclust/aaclust.py#L524-L546"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.AAclust.get_cluster_medoids" title="Permalink to this definition">¶</a></dt>
 <dd><p>Computes the medoid of each cluster based on the given labels.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -344,7 +433,6 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>medoids</strong><span class="classifier">array-like</span></dt><dd><p>The medoid for each cluster.</p>
 </dd>
 <dt><strong>medoid_labels</strong><span class="classifier">array-like</span></dt><dd><p>The labels corresponding to each medoid.</p>
@@ -362,30 +450,42 @@ <h1>aaanalysis.AAclust<a class="headerlink" href="#aaanalysis-aaclust" title="Pe
 
 
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+           
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-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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diff --git a/docs/build/html/generated/aaanalysis.CPP.html b/docs/build/html/generated/aaanalysis.CPP.html
index 60ec3227..55fad7ba 100644
--- a/docs/build/html/generated/aaanalysis.CPP.html
+++ b/docs/build/html/generated/aaanalysis.CPP.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
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 <meta property="og:url" content="generated/aaanalysis.CPP.html" />
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@@ -12,19 +15,38 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
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@@ -34,36 +56,65 @@
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               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../index/introduction.html">Introduction</a></li>
@@ -97,36 +148,78 @@
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   <div class="section" id="aaanalysis-cpp">
-<h1>aaanalysis.CPP<a class="headerlink" href="#aaanalysis-cpp" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.CPP<a class="headerlink" href="#aaanalysis-cpp" title="Permalink to this heading">¶</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="aaanalysis.CPP">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">CPP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_scales</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">df_cat</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">df_parts</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">split_kws</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">accept_gaps</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">verbose</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/aaanalysis/cpp/cpp.html#CPP"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L32-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP" 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">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">CPP</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_scales</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">df_cat</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">df_parts</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">split_kws</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">accept_gaps</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">verbose</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/aaanalysis/cpp/cpp.html#CPP"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L32-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create and filter features that are most discriminant between two sets of sequences.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
@@ -150,7 +243,7 @@ <h1>aaanalysis.CPP<a class="headerlink" href="#aaanalysis-cpp" title="Permalink
 <p>The CPP.run() method performs all steps of the CPP algorithm.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.CPP.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_scales</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">df_cat</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">df_parts</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">split_kws</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">accept_gaps</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">verbose</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/aaanalysis/cpp/cpp.html#CPP.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L56-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP.__init__" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_scales</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">df_cat</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">df_parts</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">split_kws</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">accept_gaps</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">verbose</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/aaanalysis/cpp/cpp.html#CPP.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L56-L77"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP.__init__" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <p class="rubric">Methods</p>
@@ -173,13 +266,13 @@ <h1>aaanalysis.CPP<a class="headerlink" href="#aaanalysis-cpp" title="Permalink
 </table>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.CPP.eval">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">eval</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">features</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/aaanalysis/cpp/cpp.html#CPP.eval"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L317-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP.eval" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">eval</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">features</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/aaanalysis/cpp/cpp.html#CPP.eval"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L317-L320"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP.eval" title="Permalink to this definition">¶</a></dt>
 <dd><p>Get evaluation for provided dataset</p>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.CPP.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</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">parametric</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">n_filter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">check_cat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_pre_filter</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">pct_pre_filter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_std_test</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_overlap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_cor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_processes</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/aaanalysis/cpp/cpp.html#CPP.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L204-L315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP.run" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">labels</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">parametric</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">n_filter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">check_cat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_pre_filter</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">pct_pre_filter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_std_test</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_overlap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_cor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_processes</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/aaanalysis/cpp/cpp.html#CPP.run"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp.py#L204-L315"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPP.run" title="Permalink to this definition">¶</a></dt>
 <dd><p>Perform CPP pipeline by creation and two-step filtering of features. CPP aims to
 identify a collection of non-redundant features that are most discriminant between
 a test and a reference group of sequences.</p>
@@ -221,7 +314,6 @@ <h1>aaanalysis.CPP<a class="headerlink" href="#aaanalysis-cpp" title="Permalink
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl>
-<dt>:</dt><dd></dd>
 <dt><strong>df_feat</strong><span class="classifier"><a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">pandas.DataFrame</span></code></a>, shape (n_feature, n_feature_information)</span></dt><dd><p>DataFrame with a unique identifier, scale information, statistics, and positions for each feature.</p>
 </dd>
 </dl>
@@ -252,30 +344,42 @@ <h1>aaanalysis.CPP<a class="headerlink" href="#aaanalysis-cpp" title="Permalink
 
 
            </div>
+           
           </div>
-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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+          <footer>
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
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diff --git a/docs/build/html/generated/aaanalysis.CPPPlot.html b/docs/build/html/generated/aaanalysis.CPPPlot.html
index dcf8b0d6..963feeb3 100644
--- a/docs/build/html/generated/aaanalysis.CPPPlot.html
+++ b/docs/build/html/generated/aaanalysis.CPPPlot.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="aaanalysis.CPPPlot" />
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 <meta property="og:url" content="generated/aaanalysis.CPPPlot.html" />
 <meta property="og:site_name" content="AAanalysis" />
@@ -12,19 +15,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>aaanalysis.CPPPlot &mdash; AAanalysis</title>
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   <div class="section" id="aaanalysis-cppplot">
-<h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Permalink to this heading">¶</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="aaanalysis.CPPPlot">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">CPPPlot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_cat</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">accept_gaps</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">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</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/aaanalysis/cpp/cpp_plot.html#CPPPlot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L209-L657"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot" 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">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">CPPPlot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_cat</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">accept_gaps</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">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</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/aaanalysis/cpp/cpp_plot.html#CPPPlot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L209-L657"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create and filter features that are most discriminant between two sets of sequences.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -149,7 +242,7 @@ <h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Pe
 <p>The CPP.run() method performs all steps of the CPP algorithm.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.CPPPlot.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_cat</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">accept_gaps</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">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</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/aaanalysis/cpp/cpp_plot.html#CPPPlot.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L231-L245"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot.__init__" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_cat</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">accept_gaps</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">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</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/aaanalysis/cpp/cpp_plot.html#CPPPlot.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L231-L245"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot.__init__" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <p class="rubric">Methods</p>
@@ -175,7 +268,7 @@ <h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Pe
 </table>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.CPPPlot.heatmap">
-<span class="sig-name descname"><span class="pre">heatmap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'subcategory'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_col</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean_dif'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</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">figsize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(8,</span> <span class="pre">5)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</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">title_kws</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grid_on</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'RdBu_r'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap_n_colors</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">dict_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cbar_kws</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">facecolor_dark</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">add_jmd_tmd</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_seq</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">tmd_seq</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">jmd_c_seq</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">tmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mediumspringgreen'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'blue'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'black'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'white'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seq_size</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">tmd_jmd_fontsize</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">xticks_pos</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">xtick_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ytick_size</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">add_legend_cat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_kws</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">add_importance_map</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">cbar_pct</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/cpp_plot.html#CPPPlot.heatmap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L434-L643"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot.heatmap" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">heatmap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'subcategory'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_col</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean_dif'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</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">figsize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(8,</span> <span class="pre">5)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</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">title_kws</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vmax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grid_on</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'RdBu_r'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cmap_n_colors</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">dict_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cbar_kws</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">facecolor_dark</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">add_jmd_tmd</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_seq</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">tmd_seq</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">jmd_c_seq</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">tmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mediumspringgreen'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'blue'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'black'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'white'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seq_size</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">tmd_jmd_fontsize</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">xticks_pos</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">xtick_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ytick_size</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">add_legend_cat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_kws</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">add_importance_map</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">cbar_pct</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/cpp_plot.html#CPPPlot.heatmap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L434-L643"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot.heatmap" title="Permalink to this definition">¶</a></dt>
 <dd><p>Plot a featuremap of the selected value column with scale information (y-axis) versus sequence position (x-axis).</p>
 <p>This is a wrapper function for <a class="reference external" href="https://seaborn.pydata.org/generated/seaborn.heatmap.html#seaborn.heatmap" title="(in seaborn v0.12.2)"><code class="xref py py-func docutils literal notranslate"><span class="pre">seaborn.heatmap()</span></code></a>, designed to highlight differences between two sets
 of sequences at the positional level (e.g., amino acid level for protein sequences).</p>
@@ -261,7 +354,6 @@ <h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Pe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>ax</strong><span class="classifier">matplotlib Axes</span></dt><dd></dd>
 <dt>Axes object containing the heatmap.</dt><dd></dd>
 </dl>
@@ -288,7 +380,7 @@ <h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Pe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.CPPPlot.profile">
-<span class="sig-name descname"><span class="pre">profile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'category'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_col</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean_dif'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'count'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</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">figsize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(7,</span> <span class="pre">5)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</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">title_kws</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">dict_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'none'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bar_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.75</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_jmd_tmd</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_seq</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">tmd_seq</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">jmd_c_seq</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">tmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mediumspringgreen'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'blue'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'black'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'white'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seq_size</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">tmd_jmd_fontsize</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">xtick_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xticks_pos</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">ytick_size</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">ytick_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ytick_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylim</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">highlight_tmd_area</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">highlight_alpha</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grid</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">grid_axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'both'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_legend_cat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_kws</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">shap_plot</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/cpp_plot.html#CPPPlot.profile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L248-L432"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot.profile" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">profile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'category'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_col</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mean_dif'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'count'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">normalize</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">figsize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">(7,</span> <span class="pre">5)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</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">title_kws</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">dict_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'none'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bar_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.75</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_jmd_tmd</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_seq</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">tmd_seq</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">jmd_c_seq</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">tmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'mediumspringgreen'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'blue'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'black'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_seq_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'white'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seq_size</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">tmd_jmd_fontsize</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">xtick_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">11.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xtick_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xticks_pos</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">ytick_size</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">ytick_width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ytick_length</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ylim</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">highlight_tmd_area</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">highlight_alpha</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">grid</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">grid_axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'both'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">add_legend_cat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legend_kws</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">shap_plot</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/cpp_plot.html#CPPPlot.profile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/cpp_plot.py#L248-L432"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.CPPPlot.profile" title="Permalink to this definition">¶</a></dt>
 <dd><p>Plot feature profile for given features from ‘df_feat’.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters</dt>
@@ -375,7 +467,6 @@ <h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Pe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>ax</strong><span class="classifier">matplotlib.axes.Axes</span></dt><dd><p>The axes object containing the plot.</p>
 </dd>
 </dl>
@@ -389,30 +480,42 @@ <h1>aaanalysis.CPPPlot<a class="headerlink" href="#aaanalysis-cppplot" title="Pe
 
 
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diff --git a/docs/build/html/generated/aaanalysis.SequenceFeature.html b/docs/build/html/generated/aaanalysis.SequenceFeature.html
index ca662369..e133eb61 100644
--- a/docs/build/html/generated/aaanalysis.SequenceFeature.html
+++ b/docs/build/html/generated/aaanalysis.SequenceFeature.html
@@ -1,7 +1,10 @@
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
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   <div class="section" id="aaanalysis-sequencefeature">
-<h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefeature" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefeature" title="Permalink to this heading">¶</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">SequenceFeature</span></span><a class="reference internal" href="../_modules/aaanalysis/cpp/feature.html#SequenceFeature"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L169-L623"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature" 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">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">SequenceFeature</span></span><a class="reference internal" href="../_modules/aaanalysis/cpp/feature.html#SequenceFeature"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L169-L623"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature" title="Permalink to this definition">¶</a></dt>
 <dd><p>Retrieve and create sequence feature components (Part, Split, and Scale).</p>
 <p class="rubric">Notes</p>
 <dl class="simple">
@@ -149,7 +242,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#aaanalysis.SequenceFeature.__init__" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#aaanalysis.SequenceFeature.__init__" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <p class="rubric">Methods</p>
@@ -190,7 +283,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </table>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.add_dif">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">add_dif</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_seq=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_name=&lt;class</span> <span class="pre">'str'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_group=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">accept_gaps=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len=10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len=10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_parts=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_scales=None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/feature.html#SequenceFeature.add_dif"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L539-L580"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.add_dif" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">add_dif</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_seq=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample_name=&lt;class</span> <span class="pre">'str'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_group=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">accept_gaps=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len=10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len=10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_parts=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_scales=None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/feature.html#SequenceFeature.add_dif"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L539-L580"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.add_dif" title="Permalink to this definition">¶</a></dt>
 <dd><p>Add feature value difference between sample and reference group to DataFrame.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -211,7 +304,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>df_feat: <a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">pandas.DataFrame</span></code></a></dt><dd><p>Feature DataFrame including feature value difference.</p>
 </dd>
 </dl>
@@ -221,7 +313,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.add_feat_value">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">add_feat_value</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_parts</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">split</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">dict_scale</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">accept_gaps</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/aaanalysis/cpp/feature.html#SequenceFeature.add_feat_value"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L490-L537"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.add_feat_value" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">add_feat_value</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_parts</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">split</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">dict_scale</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">accept_gaps</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/aaanalysis/cpp/feature.html#SequenceFeature.add_feat_value"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L490-L537"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.add_feat_value" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create feature values for all sequence parts by combining Part, Split, and Scale.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -238,7 +330,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>feature_value: array-like, shape (n_samples, n_parts)</dt><dd><p>Average scale values over sequence parts.</p>
 </dd>
 </dl>
@@ -273,7 +364,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.add_position">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">add_position</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">features</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">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_split</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/aaanalysis/cpp/feature.html#SequenceFeature.add_position"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L582-L623"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.add_position" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">add_position</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_feat</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">features</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">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_split</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/aaanalysis/cpp/feature.html#SequenceFeature.add_position"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L582-L623"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.add_position" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create list with positions for given feature names</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -297,7 +388,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>feat_positions: list</dt><dd><p>list with positions for each feature in feat_names</p>
 </dd>
 </dl>
@@ -309,7 +399,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.feat_matrix">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">feat_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</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">df_parts</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">df_scales</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">accept_gaps</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">n_jobs</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">verbose</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">return_labels</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/aaanalysis/cpp/feature.html#SequenceFeature.feat_matrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L367-L427"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.feat_matrix" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">feat_matrix</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</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">df_parts</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">df_scales</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">accept_gaps</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">n_jobs</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">verbose</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">return_labels</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/aaanalysis/cpp/feature.html#SequenceFeature.feat_matrix"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L367-L427"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.feat_matrix" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create feature matrix for given feature ids and sequence parts.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -332,7 +422,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>feat_matrix: array-like or sparse matrix, shape (n_samples, n_features)</dt><dd><p>Feature values of samples.</p>
 </dd>
 </dl>
@@ -342,7 +431,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.feat_names">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">feat_names</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</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">df_cat</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">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/feature.html#SequenceFeature.feat_names"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L430-L485"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.feat_names" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">feat_names</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">features</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">df_cat</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">tmd_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">20</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_c_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jmd_n_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/cpp/feature.html#SequenceFeature.feat_names"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L430-L485"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.feat_names" title="Permalink to this definition">¶</a></dt>
 <dd><p>Convert feature ids (PART-SPLIT-SCALE) into feature names (scale name [positions]).</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -366,7 +455,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>feat_names: list of strings</dt><dd><p>Names of features.</p>
 </dd>
 </dl>
@@ -385,7 +473,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.get_df_parts">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_df_parts</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_seq</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">list_parts</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">jmd_n_len</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">jmd_c_len</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">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_parts</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/aaanalysis/cpp/feature.html#SequenceFeature.get_df_parts"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L198-L262"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.get_df_parts" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_df_parts</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df_seq</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">list_parts</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">jmd_n_len</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">jmd_c_len</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">ext_len</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">all_parts</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/aaanalysis/cpp/feature.html#SequenceFeature.get_df_parts"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L198-L262"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.get_df_parts" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create DataFrane with sequence parts.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -407,7 +495,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>df_parts: <a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">pandas.DataFrame</span></code></a></dt><dd><p>DataFrame with sequence parts.</p>
 </dd>
 </dl>
@@ -434,7 +521,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.get_features">
-<span class="sig-name descname"><span class="pre">get_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">list_parts</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">split_kws</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">df_scales</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">all_parts</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/aaanalysis/cpp/feature.html#SequenceFeature.get_features"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L328-L365"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.get_features" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">list_parts</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">split_kws</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">df_scales</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">all_parts</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/aaanalysis/cpp/feature.html#SequenceFeature.get_features"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L328-L365"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.get_features" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create list of all feature ids for given Parts, Splits, and Scales</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -451,7 +538,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>features: list of strings</dt><dd><p>Ids of all possible features for combination of Parts, Splits, and Scales with form: PART-SPLIT-SCALE</p>
 </dd>
 </dl>
@@ -461,7 +547,7 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.SequenceFeature.get_split_kws">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_split_kws</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n_split_min</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_split_max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps_pattern</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">n_min</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">len_max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps_periodicpattern</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">split_types</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/aaanalysis/cpp/feature.html#SequenceFeature.get_split_kws"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L264-L326"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.get_split_kws" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_split_kws</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n_split_min</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_split_max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps_pattern</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">n_min</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">4</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">len_max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps_periodicpattern</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">split_types</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/aaanalysis/cpp/feature.html#SequenceFeature.get_split_kws"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/cpp/feature.py#L264-L326"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.SequenceFeature.get_split_kws" title="Permalink to this definition">¶</a></dt>
 <dd><p>Create dictionary with kwargs for three split types: Segment, Pattern, PeriodicPattern</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -486,7 +572,6 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>split_kws: dict</dt><dd><p>Nested dictionary with parameters for chosen split_types:</p>
 <ol class="loweralpha simple">
 <li><p>Segment: {n_split_min:1, n_split_max=15}</p></li>
@@ -518,30 +603,42 @@ <h1>aaanalysis.SequenceFeature<a class="headerlink" href="#aaanalysis-sequencefe
 
 
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diff --git a/docs/build/html/generated/aaanalysis.dPULearn.html b/docs/build/html/generated/aaanalysis.dPULearn.html
index 7a71b1e2..28a74256 100644
--- a/docs/build/html/generated/aaanalysis.dPULearn.html
+++ b/docs/build/html/generated/aaanalysis.dPULearn.html
@@ -1,7 +1,10 @@
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
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@@ -94,36 +145,78 @@
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   <div class="section" id="aaanalysis-dpulearn">
-<h1>aaanalysis.dPULearn<a class="headerlink" href="#aaanalysis-dpulearn" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.dPULearn<a class="headerlink" href="#aaanalysis-dpulearn" title="Permalink to this heading">¶</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="aaanalysis.dPULearn">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">dPULearn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">verbose</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">n_components</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pca_kwargs</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">metric</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/aaanalysis/dpulearn/dpulearn.html#dPULearn"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/dpulearn/dpulearn.py#L185-L307"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.dPULearn" 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">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">dPULearn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">verbose</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">n_components</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pca_kwargs</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">metric</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/aaanalysis/dpulearn/dpulearn.html#dPULearn"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/dpulearn/dpulearn.py#L185-L307"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.dPULearn" title="Permalink to this definition">¶</a></dt>
 <dd><p>Deterministic Positive-Unlabeled (dPULearn) model.</p>
 <p>dPULearn offers a deterministic approach for Positive-Unlabeled (PU) learning. The model primarily employs
 Principal Component Analysis (PCA) to reduce the dimensionality of the feature space. Based on the most
@@ -170,7 +263,7 @@ <h1>aaanalysis.dPULearn<a class="headerlink" href="#aaanalysis-dpulearn" title="
 </dl>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.dPULearn.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">verbose</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">n_components</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pca_kwargs</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">metric</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/aaanalysis/dpulearn/dpulearn.html#dPULearn.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/dpulearn/dpulearn.py#L222-L233"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.dPULearn.__init__" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">verbose</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">n_components</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pca_kwargs</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">metric</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/aaanalysis/dpulearn/dpulearn.html#dPULearn.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/dpulearn/dpulearn.py#L222-L233"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.dPULearn.__init__" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <p class="rubric">Methods</p>
@@ -193,7 +286,7 @@ <h1>aaanalysis.dPULearn<a class="headerlink" href="#aaanalysis-dpulearn" title="
 </table>
 <dl class="py method">
 <dt class="sig sig-object py" id="aaanalysis.dPULearn.fit">
-<span class="sig-name descname"><span class="pre">fit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</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">n_neg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_pos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name_neg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'REL_NEG'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_seq</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">col_class</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'class'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/dpulearn/dpulearn.html#dPULearn.fit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/dpulearn/dpulearn.py#L236-L304"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.dPULearn.fit" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">fit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">X</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</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">n_neg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_pos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name_neg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'REL_NEG'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df_seq</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">col_class</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'class'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/dpulearn/dpulearn.html#dPULearn.fit"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/dpulearn/dpulearn.py#L236-L304"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.dPULearn.fit" title="Permalink to this definition">¶</a></dt>
 <dd><p>Fit the dPULearn model to identify reliable negative samples
 from the provided feature matrix and labels.</p>
 <dl class="field-list simple">
@@ -217,7 +310,6 @@ <h1>aaanalysis.dPULearn<a class="headerlink" href="#aaanalysis-dpulearn" title="
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>df_seq</strong><span class="classifier">DataFrame</span></dt><dd><p>DataFrame with the newly identified reliable negatives. Will be None if not provided.</p>
 </dd>
 </dl>
@@ -252,30 +344,42 @@ <h1>aaanalysis.dPULearn<a class="headerlink" href="#aaanalysis-dpulearn" title="
 
 
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diff --git a/docs/build/html/generated/aaanalysis.load_dataset.html b/docs/build/html/generated/aaanalysis.load_dataset.html
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@@ -95,36 +146,78 @@
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   <div class="section" id="aaanalysis-load-dataset">
-<h1>aaanalysis.load_dataset<a class="headerlink" href="#aaanalysis-load-dataset" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.load_dataset<a class="headerlink" href="#aaanalysis-load-dataset" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="aaanalysis.load_dataset">
-<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">load_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'INFO'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</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">non_canonical_aa</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'remove'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_len</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">max_len</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/aaanalysis/data_loader/data_loader.html#load_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/data_loader/data_loader.py#L56-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.load_dataset" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">load_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'INFO'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</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">non_canonical_aa</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'remove'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_len</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">max_len</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/aaanalysis/data_loader/data_loader.html#load_dataset"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/data_loader/data_loader.py#L56-L115"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.load_dataset" title="Permalink to this definition">¶</a></dt>
 <dd><p>Load protein benchmarking datasets.</p>
 <p>The benchmarks are distinguished into residue/amino acid (‘AA’), domain (‘DOM’), and sequence (‘SEQ’) level
 datasets. An overview table can be retrieved by using default setting (name=’INFO’). A through analysis of
@@ -149,47 +242,60 @@ <h1>aaanalysis.load_dataset<a class="headerlink" href="#aaanalysis-load-dataset"
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt>df_seq</dt><dd><p>Dataframe with the selected sequence dataset.</p>
 </dd>
 </dl>
 </dd>
+</dl>
+<p class="rubric">Notes</p>
+<p>See further information on the benchmark datasets in</p>
+<dl class="field-list simple">
 <dt class="field-odd">Return type</dt>
 <dd class="field-odd"><p><a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a></p>
 </dd>
 </dl>
-<p class="rubric">Notes</p>
-<p>See further information on the benchmark datasets in</p>
 </dd></dl>
 
 </div>
 
 
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diff --git a/docs/build/html/generated/aaanalysis.load_scales.html b/docs/build/html/generated/aaanalysis.load_scales.html
index 6ccb5b21..6a326f47 100644
--- a/docs/build/html/generated/aaanalysis.load_scales.html
+++ b/docs/build/html/generated/aaanalysis.load_scales.html
@@ -1,7 +1,10 @@
+
+
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 <html class="writer-html5" lang="en" >
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@@ -12,19 +15,38 @@
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@@ -95,36 +146,78 @@
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-<h1>aaanalysis.load_scales<a class="headerlink" href="#aaanalysis-load-scales" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.load_scales<a class="headerlink" href="#aaanalysis-load-scales" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="aaanalysis.load_scales">
-<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">load_scales</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'scales'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">just_aaindex</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">unclassified_in</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/aaanalysis/data_loader/data_loader.html#load_scales"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/data_loader/data_loader.py#L134-L168"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.load_scales" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">load_scales</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'scales'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">just_aaindex</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">unclassified_in</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/aaanalysis/data_loader/data_loader.html#load_scales"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/data_loader/data_loader.py#L134-L168"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.load_scales" title="Permalink to this definition">¶</a></dt>
 <dd><p>Load amino acid scales, scale classification (AAontology), or scale evaluation.</p>
 <p>A through analysis of the residue and sequence datasets can be found in TODO[Breimann23a].</p>
 <dl class="field-list">
@@ -143,7 +236,6 @@ <h1>aaanalysis.load_scales<a class="headerlink" href="#aaanalysis-load-scales" t
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl>
-<dt>:</dt><dd></dd>
 <dt><strong>df</strong><span class="classifier"><a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html#pandas.DataFrame" title="(in pandas v2.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">pandas.DataFrame</span></code></a></span></dt><dd><p>Dataframe for the selected scale dataset.</p>
 </dd>
 </dl>
@@ -155,30 +247,42 @@ <h1>aaanalysis.load_scales<a class="headerlink" href="#aaanalysis-load-scales" t
 
 
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diff --git a/docs/build/html/generated/aaanalysis.plot_gcfs.html b/docs/build/html/generated/aaanalysis.plot_gcfs.html
index 74d46fbd..d9de22d9 100644
--- a/docs/build/html/generated/aaanalysis.plot_gcfs.html
+++ b/docs/build/html/generated/aaanalysis.plot_gcfs.html
@@ -1,7 +1,10 @@
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
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@@ -98,36 +149,78 @@
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   <div class="section" id="aaanalysis-plot-gcfs">
-<h1>aaanalysis.plot_gcfs<a class="headerlink" href="#aaanalysis-plot-gcfs" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.plot_gcfs<a class="headerlink" href="#aaanalysis-plot-gcfs" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="aaanalysis.plot_gcfs">
-<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_gcfs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/plotting/plotting_functions.html#plot_gcfs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L317-L322"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_gcfs" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_gcfs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/plotting/plotting_functions.html#plot_gcfs"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L317-L322"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_gcfs" title="Permalink to this definition">¶</a></dt>
 <dd><p>Get current font size, which is set by ut.plot_settings function</p>
 </dd></dl>
 
@@ -135,30 +228,42 @@ <h1>aaanalysis.plot_gcfs<a class="headerlink" href="#aaanalysis-plot-gcfs" title
 
 
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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+    <p>
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diff --git a/docs/build/html/generated/aaanalysis.plot_get_cdict.html b/docs/build/html/generated/aaanalysis.plot_get_cdict.html
index 8595ddb6..c6baa95f 100644
--- a/docs/build/html/generated/aaanalysis.plot_get_cdict.html
+++ b/docs/build/html/generated/aaanalysis.plot_get_cdict.html
@@ -1,7 +1,10 @@
+
+
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@@ -12,19 +15,38 @@
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+  <link rel="stylesheet" href="../_static/copybutton.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
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   <div class="section" id="aaanalysis-plot-get-cdict">
-<h1>aaanalysis.plot_get_cdict<a class="headerlink" href="#aaanalysis-plot-get-cdict" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.plot_get_cdict<a class="headerlink" href="#aaanalysis-plot-get-cdict" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="aaanalysis.plot_get_cdict">
-<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_get_cdict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/plotting/plotting_functions.html#plot_get_cdict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L169-L186"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_get_cdict" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_get_cdict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/plotting/plotting_functions.html#plot_get_cdict"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L169-L186"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_get_cdict" title="Permalink to this definition">¶</a></dt>
 <dd><p>Retrieve color dictionaries specified for AAanalysis.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -139,7 +232,6 @@ <h1>aaanalysis.plot_get_cdict<a class="headerlink" href="#aaanalysis-plot-get-cd
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>cmap</strong><span class="classifier">dict</span></dt><dd><p>Specific AAanalysis color dictionary.</p>
 </dd>
 </dl>
@@ -151,30 +243,42 @@ <h1>aaanalysis.plot_get_cdict<a class="headerlink" href="#aaanalysis-plot-get-cd
 
 
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diff --git a/docs/build/html/generated/aaanalysis.plot_get_cmap.html b/docs/build/html/generated/aaanalysis.plot_get_cmap.html
index 61f27c2c..384dabbf 100644
--- a/docs/build/html/generated/aaanalysis.plot_get_cmap.html
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   <div class="section" id="aaanalysis-plot-get-cmap">
-<h1>aaanalysis.plot_get_cmap<a class="headerlink" href="#aaanalysis-plot-get-cmap" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.plot_get_cmap<a class="headerlink" href="#aaanalysis-plot-get-cmap" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="aaanalysis.plot_get_cmap">
-<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_get_cmap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_colors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">facecolor_dark</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">color_pos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_neg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_center</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">input</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'hex'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pct_gap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pct_center</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/aaanalysis/plotting/plotting_functions.html#plot_get_cmap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L116-L166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_get_cmap" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_get_cmap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_colors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">facecolor_dark</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">color_pos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_neg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">color_center</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">input</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'hex'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pct_gap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pct_center</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/aaanalysis/plotting/plotting_functions.html#plot_get_cmap"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L116-L166"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_get_cmap" title="Permalink to this definition">¶</a></dt>
 <dd><p>Retrieve color maps or color dictionaries specified for AAanalysis.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -169,7 +262,6 @@ <h1>aaanalysis.plot_get_cmap<a class="headerlink" href="#aaanalysis-plot-get-cma
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>cmap</strong><span class="classifier">list or dict</span></dt><dd><p>If ‘name’ parameter is ‘SHAP’, ‘FEAT’, or ‘GGPLOT’, a list of colors specified for AAanalysis will be returned.
 If ‘name’ parameter is None, a list of colors based on provided colors</p>
 </dd>
@@ -191,30 +283,42 @@ <h1>aaanalysis.plot_get_cmap<a class="headerlink" href="#aaanalysis-plot-get-cma
 
 
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           SphinxRtdTheme.Navigation.enable(true);
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-  </script> 
+  </script>
+
+  
+  
+    
+   
 
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\ No newline at end of file
diff --git a/docs/build/html/generated/aaanalysis.plot_set_legend.html b/docs/build/html/generated/aaanalysis.plot_set_legend.html
index 237c2476..e95c98ef 100644
--- a/docs/build/html/generated/aaanalysis.plot_set_legend.html
+++ b/docs/build/html/generated/aaanalysis.plot_set_legend.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="aaanalysis.plot_set_legend" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="aaanalysis.plot_set_legend" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="generated/aaanalysis.plot_set_legend.html" />
 <meta property="og:site_name" content="AAanalysis" />
@@ -12,19 +15,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>aaanalysis.plot_set_legend &mdash; AAanalysis</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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-      <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
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-      <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+  
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <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/copybutton.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
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@@ -34,36 +56,65 @@
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         <script src="../_static/copybutton.js"></script>
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-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
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@@ -98,36 +149,78 @@
 <li class="toctree-l1"><a class="reference internal" href="../index/references.html">References</a></li>
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   <div class="section" id="aaanalysis-plot-set-legend">
-<h1>aaanalysis.plot_set_legend<a class="headerlink" href="#aaanalysis-plot-set-legend" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.plot_set_legend<a class="headerlink" href="#aaanalysis-plot-set-legend" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="aaanalysis.plot_set_legend">
-<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_set_legend</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">handles</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">dict_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">list_cat</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">labels</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">y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ncol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fontsize</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">weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'normal'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lw</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edgecolor</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">return_handles</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">loc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'upper</span> <span class="pre">left'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelspacing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnspacing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</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">fontsize_legend</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">title_align_left</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fontsize_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'normal'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shape</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/plotting/plotting_functions.html#plot_set_legend"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L325-L434"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_set_legend" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_set_legend</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">handles</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">dict_color</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">list_cat</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">labels</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">y</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ncol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fontsize</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">weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'normal'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lw</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edgecolor</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">return_handles</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">loc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'upper</span> <span class="pre">left'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelspacing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnspacing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</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">fontsize_legend</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">title_align_left</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fontsize_weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'normal'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shape</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/aaanalysis/plotting/plotting_functions.html#plot_set_legend"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L325-L434"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_set_legend" title="Permalink to this definition">¶</a></dt>
 <dd><p>Set a customizable legend for a plot.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -180,7 +273,6 @@ <h1>aaanalysis.plot_set_legend<a class="headerlink" href="#aaanalysis-plot-set-l
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><dl class="simple">
-<dt>:</dt><dd></dd>
 <dt><strong>ax</strong><span class="classifier">matplotlib.axes.Axes</span></dt><dd><p>The axes with the legend applied.</p>
 </dd>
 </dl>
@@ -206,30 +298,42 @@ <h1>aaanalysis.plot_set_legend<a class="headerlink" href="#aaanalysis-plot-set-l
 
 
            </div>
+           
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-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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+    <p>
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diff --git a/docs/build/html/generated/aaanalysis.plot_settings.html b/docs/build/html/generated/aaanalysis.plot_settings.html
index f321d4be..a3a978dc 100644
--- a/docs/build/html/generated/aaanalysis.plot_settings.html
+++ b/docs/build/html/generated/aaanalysis.plot_settings.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="aaanalysis.plot_settings" />
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+  <meta property="og:title" content="aaanalysis.plot_settings" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="generated/aaanalysis.plot_settings.html" />
 <meta property="og:site_name" content="AAanalysis" />
@@ -12,19 +15,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>aaanalysis.plot_settings &mdash; AAanalysis</title>
-      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+  
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+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <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/copybutton.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
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@@ -34,36 +56,65 @@
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         <script src="../_static/copybutton.js"></script>
         <script src="../_static/design-tabs.js"></script>
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   <div class="section" id="aaanalysis-plot-settings">
-<h1>aaanalysis.plot_settings<a class="headerlink" href="#aaanalysis-plot-settings" title="Permalink to this heading"></a></h1>
+<h1>aaanalysis.plot_settings<a class="headerlink" href="#aaanalysis-plot-settings" title="Permalink to this heading">¶</a></h1>
 <dl class="py function">
 <dt class="sig sig-object py" id="aaanalysis.plot_settings">
-<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_settings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fig_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'pdf'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</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">grid</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">grid_axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'y'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">font_scale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.7</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">font</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Arial'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">change_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weight_bold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">adjust_elements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">short_ticks</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">no_ticks</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">no_ticks_y</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">short_ticks_y</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">no_ticks_x</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">short_ticks_x</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/aaanalysis/plotting/plotting_functions.html#plot_settings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L189-L314"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_settings" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">aaanalysis.</span></span><span class="sig-name descname"><span class="pre">plot_settings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fig_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'pdf'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verbose</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">grid</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">grid_axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'y'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">font_scale</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.7</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">font</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'Arial'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">change_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">weight_bold</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">adjust_elements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">short_ticks</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">no_ticks</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">no_ticks_y</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">short_ticks_y</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">no_ticks_x</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">short_ticks_x</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/aaanalysis/plotting/plotting_functions.html#plot_settings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="reference external" href="https://github.com/breimanntools/aaanalysis/tree/master/aaanalysis/plotting/plotting_functions.py#L189-L314"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#aaanalysis.plot_settings" title="Permalink to this definition">¶</a></dt>
 <dd><p>Configure general settings for plot visualization with various customization options.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -178,30 +271,42 @@ <h1>aaanalysis.plot_settings<a class="headerlink" href="#aaanalysis-plot-setting
 
 
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@@ -72,29 +123,69 @@
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@@ -36,35 +58,64 @@
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         <script src="_static/copybutton.js"></script>
         <script src="_static/design-tabs.js"></script>
-    <script src="_static/js/theme.js"></script>
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+    <script type="text/javascript" src="_static/js/theme.js"></script>
+
+    
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 </head>
 
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+<body class="wy-body-for-nav">
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+   
   <div class="wy-grid-for-nav">
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search"  style="background: #343131" >
+          
 
           
+            <a href="#">
+          
+
           
-          <a href="#">
             
-              <img src="_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
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+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="index/introduction.html">Introduction</a></li>
@@ -84,32 +135,73 @@
 <li class="toctree-l1"><a class="reference internal" href="index/references.html">References</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"  style="background: #343131" >
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
           <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
           <a href="#">AAanalysis</a>
+        
       </nav>
 
+
       <div class="wy-nav-content">
+        
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+        
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+
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+<div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-      <li><a href="#" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">Welcome to the AAanalysis documentation</li>
+    
+      <li><a href="#" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Welcome to the AAanalysis documentation</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="_sources/index.rst.txt" rel="nofollow"> View page source</a>
+          
+        
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <div class="section" id="welcome-to-the-aaanalysis-documentation">
-<h1>Welcome to the AAanalysis documentation<a class="headerlink" href="#welcome-to-the-aaanalysis-documentation" title="Permalink to this heading"></a></h1>
+<h1>Welcome to the AAanalysis documentation<a class="headerlink" href="#welcome-to-the-aaanalysis-documentation" title="Permalink to this heading">¶</a></h1>
 <a class="reference external image-reference" href="https://github.com/breimanntools/aaanalysis/actions"><img alt="Build Status" src="https://github.com/breimanntools/aaanalysis/workflows/Build/badge.svg" /></a>
 <a class="reference external image-reference" href="https://github.com/breimanntools/aaanalysis/actions"><img alt="Python-check" src="https://github.com/breimanntools/aaanalysis/workflows/Python-check/badge.svg" /></a>
 <a class="reference external image-reference" href="https://pypi.org/project/aaanalysis/"><img alt="PyPI - Status" src="https://img.shields.io/pypi/status/aaanalysis.svg" /></a>
@@ -130,7 +222,7 @@ <h1>Welcome to the AAanalysis documentation<a class="headerlink" href="#welcome-
 amino acid scale sets (<strong>load_scales</strong>), and their in-depth two-level classification (<strong>AAontology</strong>).</p>
 </div>
 <div class="section" id="install">
-<h1>Install<a class="headerlink" href="#install" title="Permalink to this heading"></a></h1>
+<h1>Install<a class="headerlink" href="#install" title="Permalink to this heading">¶</a></h1>
 <p><strong>AAanalysis</strong> can be installed either from <a class="reference external" href="https://pypi.org/project/aaanalysis">PyPi</a> or
 <a class="reference external" href="https://anaconda.org/conda-forge/aaanalysis">conda-forge</a>:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>-u<span class="w"> </span>aaanalysis
@@ -174,7 +266,7 @@ <h1>Install<a class="headerlink" href="#install" title="Permalink to this headin
 </div>
 </div>
 <div class="section" id="indices-and-tables">
-<h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this heading"></a></h1>
+<h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p><a class="reference internal" href="genindex.html"><span class="std std-ref">Index</span></a></p></li>
 <li><p><a class="reference internal" href="py-modindex.html"><span class="std std-ref">Module Index</span></a></p></li>
@@ -182,7 +274,7 @@ <h1>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Pe
 </ul>
 </div>
 <div class="section" id="citation">
-<h1>Citation<a class="headerlink" href="#citation" title="Permalink to this heading"></a></h1>
+<h1>Citation<a class="headerlink" href="#citation" title="Permalink to this heading">¶</a></h1>
 <p id="citations">If you use ‘AAanalysis’ in your work, please cite the respective publication as follows:</p>
 <dl class="simple">
 <dt><strong>AAclust</strong>:</dt><dd><p>[Citation details and link if available]</p>
@@ -200,29 +292,41 @@ <h1>Citation<a class="headerlink" href="#citation" title="Permalink to this head
 
 
            </div>
+           
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-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
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     </div>
 
   <hr/>
 
   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
         </div>
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 </body>
 </html>
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diff --git a/docs/build/html/index/CONTRIBUTING_COPY.html b/docs/build/html/index/CONTRIBUTING_COPY.html
index 0d72fdbc..59b4ee37 100644
--- a/docs/build/html/index/CONTRIBUTING_COPY.html
+++ b/docs/build/html/index/CONTRIBUTING_COPY.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="Contributing" />
+  <meta charset="utf-8" />
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 <meta property="og:type" content="website" />
 <meta property="og:url" content="index/CONTRIBUTING_COPY.html" />
 <meta property="og:site_name" content="AAanalysis" />
@@ -14,19 +17,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>Contributing &mdash; AAanalysis</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/copybutton.css" type="text/css" />
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+  
+
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+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/copybutton.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
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+  
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     <script src="../_static/js/html5shiv.min.js"></script>
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@@ -36,36 +58,65 @@
         <script src="../_static/clipboard.min.js"></script>
         <script src="../_static/copybutton.js"></script>
         <script src="../_static/design-tabs.js"></script>
-    <script src="../_static/js/theme.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
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     <link rel="next" title="Tutorials" href="../tutorials.html" />
     <link rel="prev" title="Usage Principles" href="usage_principles.html" /> 
 </head>
 
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+
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       <div class="wy-side-scroll">
         <div class="wy-side-nav-search"  style="background: #343131" >
+          
 
           
+            <a href="../index.html">
+          
+
           
-          <a href="../index.html">
             
-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
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+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
+
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+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
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               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="introduction.html">Introduction</a></li>
@@ -111,32 +162,73 @@
 <li class="toctree-l1"><a class="reference internal" href="references.html">References</a></li>
 </ul>
 
+            
+          
         </div>
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+<div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">Contributing</li>
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Contributing</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="../_sources/index/CONTRIBUTING_COPY.rst.txt" rel="nofollow"> View page source</a>
+          
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+
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   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <div class="section" id="contributing">
-<h1>Contributing<a class="headerlink" href="#contributing" title="Permalink to this heading"></a></h1>
+<h1>Contributing<a class="headerlink" href="#contributing" title="Permalink to this heading">¶</a></h1>
 <div class="contents local topic" id="contents">
 <ul class="simple">
 <li><p><a class="reference internal" href="#introduction" id="id2">Introduction</a></p></li>
@@ -148,7 +240,7 @@ <h1>Contributing<a class="headerlink" href="#contributing" title="Permalink to t
 </ul>
 </div>
 <div class="section" id="introduction">
-<h2><a class="toc-backref" href="#id2">Introduction</a><a class="headerlink" href="#introduction" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id2">Introduction</a><a class="headerlink" href="#introduction" title="Permalink to this heading">¶</a></h2>
 <p>Welcome and thank you for considering a contribution to AAanalysis! We are an open-source project focusing on
 interpretable protein prediction. Your involvement is invaluable to us. Contributions can be made in the following ways:</p>
 <ul class="simple">
@@ -160,9 +252,9 @@ <h2><a class="toc-backref" href="#id2">Introduction</a><a class="headerlink" hre
 Please email <a class="reference external" href="mailto:stephanbreimann&#37;&#52;&#48;gmail&#46;com">stephanbreimann<span>&#64;</span>gmail<span>&#46;</span>com</a> for further questions or suggestions?</p>
 </div>
 <div class="section" id="vision">
-<h2><a class="toc-backref" href="#id3">Vision</a><a class="headerlink" href="#vision" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id3">Vision</a><a class="headerlink" href="#vision" title="Permalink to this heading">¶</a></h2>
 <div class="section" id="objectives">
-<h3>Objectives<a class="headerlink" href="#objectives" title="Permalink to this heading"></a></h3>
+<h3>Objectives<a class="headerlink" href="#objectives" title="Permalink to this heading">¶</a></h3>
 <ul class="simple">
 <li><p>Establish a comprehensive toolkit for interpretable, sequence-based protein prediction.</p></li>
 <li><p>Enable robust learning from small and unbalanced datasets, common in life sciences.</p></li>
@@ -172,7 +264,7 @@ <h3>Objectives<a class="headerlink" href="#objectives" title="Permalink to this
 </ul>
 </div>
 <div class="section" id="non-goals">
-<h3>Non-goals<a class="headerlink" href="#non-goals" title="Permalink to this heading"></a></h3>
+<h3>Non-goals<a class="headerlink" href="#non-goals" title="Permalink to this heading">¶</a></h3>
 <ul class="simple">
 <li><p>Reimplementation of existing solutions.</p></li>
 <li><p>Ignoring the biological context.</p></li>
@@ -180,7 +272,7 @@ <h3>Non-goals<a class="headerlink" href="#non-goals" title="Permalink to this he
 </ul>
 </div>
 <div class="section" id="principles">
-<h3>Principles<a class="headerlink" href="#principles" title="Permalink to this heading"></a></h3>
+<h3>Principles<a class="headerlink" href="#principles" title="Permalink to this heading">¶</a></h3>
 <ul class="simple">
 <li><p>Algorithms should be biologically inspired and combine empirical insights with cutting-edge computational methods.</p></li>
 <li><p>We emphasize fair, accountable, and transparent machine learning, as detailed
@@ -191,7 +283,7 @@ <h3>Principles<a class="headerlink" href="#principles" title="Permalink to this
 </div>
 </div>
 <div class="section" id="bug-reports">
-<h2><a class="toc-backref" href="#id4">Bug Reports</a><a class="headerlink" href="#bug-reports" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id4">Bug Reports</a><a class="headerlink" href="#bug-reports" title="Permalink to this heading">¶</a></h2>
 <p>For effective bug reports, please include a Minimal Reproducible Example (MRE):</p>
 <ul class="simple">
 <li><p><strong>Minimal</strong>: Include the least amount of code to demonstrate the issue.</p></li>
@@ -201,18 +293,18 @@ <h2><a class="toc-backref" href="#id4">Bug Reports</a><a class="headerlink" href
 <p>Further guidelines can be found <a class="reference external" href="https://matthewrocklin.com/minimal-bug-reports">here</a>.</p>
 </div>
 <div class="section" id="installation">
-<h2><a class="toc-backref" href="#id5">Installation</a><a class="headerlink" href="#installation" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id5">Installation</a><a class="headerlink" href="#installation" title="Permalink to this heading">¶</a></h2>
 <div class="section" id="latest-version">
-<h3>Latest Version<a class="headerlink" href="#latest-version" title="Permalink to this heading"></a></h3>
+<h3>Latest Version<a class="headerlink" href="#latest-version" title="Permalink to this heading">¶</a></h3>
 <p>To test the latest development version, you can use pip:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>git+https://github.com/breimanntools/aaanalysis.git@master
 </pre></div>
 </div>
 </div>
 <div class="section" id="local-development-environment">
-<h3>Local Development Environment<a class="headerlink" href="#local-development-environment" title="Permalink to this heading"></a></h3>
+<h3>Local Development Environment<a class="headerlink" href="#local-development-environment" title="Permalink to this heading">¶</a></h3>
 <div class="section" id="fork-and-clone">
-<h4>Fork and Clone<a class="headerlink" href="#fork-and-clone" title="Permalink to this heading"></a></h4>
+<h4>Fork and Clone<a class="headerlink" href="#fork-and-clone" title="Permalink to this heading">¶</a></h4>
 <ol class="arabic simple">
 <li><p>Fork the <a class="reference external" href="https://github.com/breimanntools/aaanalysis">repository</a></p></li>
 <li><p>Clone your fork:</p></li>
@@ -222,7 +314,7 @@ <h4>Fork and Clone<a class="headerlink" href="#fork-and-clone" title="Permalink
 </div>
 </div>
 <div class="section" id="install-dependencies">
-<h4>Install Dependencies<a class="headerlink" href="#install-dependencies" title="Permalink to this heading"></a></h4>
+<h4>Install Dependencies<a class="headerlink" href="#install-dependencies" title="Permalink to this heading">¶</a></h4>
 <p>Navigate to the project folder and set up the Python environment.</p>
 <ol class="arabic simple">
 <li><p>Navigate to project folder:</p></li>
@@ -245,7 +337,7 @@ <h4>Install Dependencies<a class="headerlink" href="#install-dependencies" title
 </div>
 </div>
 <div class="section" id="run-unit-tests">
-<h4>Run Unit Tests<a class="headerlink" href="#run-unit-tests" title="Permalink to this heading"></a></h4>
+<h4>Run Unit Tests<a class="headerlink" href="#run-unit-tests" title="Permalink to this heading">¶</a></h4>
 <p>We utilize <a class="reference external" href="https://docs.pytest.org/en/7.4.x/">pytest</a> and <a class="reference external" href="https://hypothesis.readthedocs.io/en/latest/">hypothesis</a>.</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pytest
 </pre></div>
@@ -255,7 +347,7 @@ <h4>Run Unit Tests<a class="headerlink" href="#run-unit-tests" title="Permalink
 </div>
 </div>
 <div class="section" id="pull-requests">
-<h2><a class="toc-backref" href="#id6">Pull Requests</a><a class="headerlink" href="#pull-requests" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id6">Pull Requests</a><a class="headerlink" href="#pull-requests" title="Permalink to this heading">¶</a></h2>
 <p>For substantial changes, start by opening an issue for discussion. For minor changes like typos, submit a pull request directly.</p>
 <p>Ensure your pull request:</p>
 <ul class="simple">
@@ -264,21 +356,21 @@ <h2><a class="toc-backref" href="#id6">Pull Requests</a><a class="headerlink" hr
 <li><p>Is up-to-date with the master branch and passes all tests.</p></li>
 </ul>
 <div class="section" id="preview-changes">
-<h3>Preview Changes<a class="headerlink" href="#preview-changes" title="Permalink to this heading"></a></h3>
+<h3>Preview Changes<a class="headerlink" href="#preview-changes" title="Permalink to this heading">¶</a></h3>
 <p>To preview documentation changes in pull requests, follow the “docs/readthedocs.org” check link under “All checks have passed”.</p>
 </div>
 </div>
 <div class="section" id="documentation">
-<h2><a class="toc-backref" href="#id7">Documentation</a><a class="headerlink" href="#documentation" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id7">Documentation</a><a class="headerlink" href="#documentation" title="Permalink to this heading">¶</a></h2>
 <p>Documentation is a crucial part of the project. If you make any modifications to the documentation,
 please ensure they render correctly.</p>
 <div class="section" id="naming-conventions">
-<h3>Naming Conventions<a class="headerlink" href="#naming-conventions" title="Permalink to this heading"></a></h3>
+<h3>Naming Conventions<a class="headerlink" href="#naming-conventions" title="Permalink to this heading">¶</a></h3>
 <p>We strive for consistency of our public interfaces with well-established libraries like
 <a class="reference external" href="https://scikit-learn.org/stable/">scikit-learn</a>, <a class="reference external" href="https://pandas.pydata.org/">pandas</a>,
 <a class="reference external" href="https://matplotlib.org/">matplotlib</a>, and <a class="reference external" href="https://seaborn.pydata.org/">seaborn</a>.</p>
 <div class="section" id="class-templates">
-<h4>Class Templates<a class="headerlink" href="#class-templates" title="Permalink to this heading"></a></h4>
+<h4>Class Templates<a class="headerlink" href="#class-templates" title="Permalink to this heading">¶</a></h4>
 <p>We primarily use two class templates for organizing our codebase:</p>
 <ul class="simple">
 <li><p><strong>Wrapper</strong>: Designed to extend models from libraries like scikit-learn. These classes contain <cite>.fit</cite> and <cite>.eval</cite> methods
@@ -294,14 +386,14 @@ <h4>Class Templates<a class="headerlink" href="#class-templates" title="Permalin
 </ul>
 </div>
 <div class="section" id="function-and-method-naming">
-<h4>Function and Method Naming<a class="headerlink" href="#function-and-method-naming" title="Permalink to this heading"></a></h4>
+<h4>Function and Method Naming<a class="headerlink" href="#function-and-method-naming" title="Permalink to this heading">¶</a></h4>
 <p>We semi-strictly adhere to the naming conventions established by the aforementioned libraries. Functions/Methods
 processing data values should correspond with the names specified in our primary <cite>pd.DataFrame</cite> columns, as defined in
 <cite>aaanalysis/_utils/_utils_constants.py</cite>.</p>
 </div>
 </div>
 <div class="section" id="code-philosophy">
-<h3>Code Philosophy<a class="headerlink" href="#code-philosophy" title="Permalink to this heading"></a></h3>
+<h3>Code Philosophy<a class="headerlink" href="#code-philosophy" title="Permalink to this heading">¶</a></h3>
 <p>We aim for a modular, robust, and easily extendable codebase. Therefore, we adhere to flat class hierarchies
 (i.e., only inheriting from <cite>Wrapper</cite> or <cite>Tool</cite> is recommended) and functional programming principles, as outlined in
 <a class="reference external" href="https://dl.acm.org/doi/10.5555/3288797">A Philosophy of Software Design</a>.
@@ -312,7 +404,7 @@ <h3>Code Philosophy<a class="headerlink" href="#code-philosophy" title="Permalin
 For the validation of user inputs, we use comprehensive checking functions with descriptive error messages.</p>
 </div>
 <div class="section" id="documentation-style">
-<h3>Documentation Style<a class="headerlink" href="#documentation-style" title="Permalink to this heading"></a></h3>
+<h3>Documentation Style<a class="headerlink" href="#documentation-style" title="Permalink to this heading">¶</a></h3>
 <ul class="simple">
 <li><p><strong>Docstring Style</strong>: We use the <a class="reference external" href="https://numpydoc.readthedocs.io/en/latest/format.html">Numpy Docstring style</a> and
 adhere to the <a class="reference external" href="https://peps.python.org/pep-0257/">PEP 257</a> docstring conventions.</p></li>
@@ -328,7 +420,7 @@ <h3>Documentation Style<a class="headerlink" href="#documentation-style" title="
 </ul>
 </div>
 <div class="section" id="building-the-docs">
-<h3>Building the Docs<a class="headerlink" href="#building-the-docs" title="Permalink to this heading"></a></h3>
+<h3>Building the Docs<a class="headerlink" href="#building-the-docs" title="Permalink to this heading">¶</a></h3>
 <p>To generate the documentation locally:</p>
 <ul class="simple">
 <li><p>Go to the <cite>docs</cite> directory.</p></li>
@@ -347,30 +439,42 @@ <h3>Building the Docs<a class="headerlink" href="#building-the-docs" title="Perm
 
 
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+           
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-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
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         <a href="../tutorials.html" class="btn btn-neutral float-right" title="Tutorials" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="usage_principles.html" class="btn btn-neutral float-left" title="Usage Principles" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
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+  </div> 
 
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diff --git a/docs/build/html/index/citations.html b/docs/build/html/index/citations.html
index 3358b72a..5a780889 100644
--- a/docs/build/html/index/citations.html
+++ b/docs/build/html/index/citations.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
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-  <meta charset="utf-8" /><meta property="og:title" content="<no title>" />
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 <meta property="og:url" content="index/citations.html" />
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@@ -14,19 +17,38 @@
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+  
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
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         <script src="../_static/copybutton.js"></script>
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-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
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                 latest
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   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
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+    <input type="text" name="q" placeholder="Search docs" />
     <input type="hidden" name="check_keywords" value="yes" />
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 </div>
-        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
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               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="introduction.html">Introduction</a></li>
@@ -83,30 +134,71 @@
 <li class="toctree-l1"><a class="reference internal" href="references.html">References</a></li>
 </ul>
 
+            
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+        
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-      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">&lt;no title&gt;</li>
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>&lt;no title&gt;</li>
+    
+    
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+        
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+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <p id="citations">If you use ‘AAanalysis’ in your work, please cite the respective publication as follows:</p>
 <dl class="simple">
 <dt><strong>AAclust</strong>:</dt><dd><p>[Citation details and link if available]</p>
@@ -123,27 +215,38 @@
 
 
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+           
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           <footer>
 
   <hr/>
 
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-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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-   
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+  </div> 
 
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diff --git a/docs/build/html/index/introduction.html b/docs/build/html/index/introduction.html
index 7590569d..040f013c 100644
--- a/docs/build/html/index/introduction.html
+++ b/docs/build/html/index/introduction.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="Introduction" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="Introduction" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="index/introduction.html" />
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@@ -14,19 +17,38 @@
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+  
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+  <link rel="stylesheet" href="../_static/copybutton.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
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 <ul class="current">
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@@ -88,37 +139,78 @@
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   <div class="section" id="introduction">
-<h1>Introduction<a class="headerlink" href="#introduction" title="Permalink to this heading"></a></h1>
+<h1>Introduction<a class="headerlink" href="#introduction" title="Permalink to this heading">¶</a></h1>
 <p><strong>AAanalysis</strong> (Amino Acid analysis) is a Python framework for interpretable sequence-based protein prediction.
 It was developed to compare two sets of protein sequences using amino acids scales, but can be generally used
 for any (biological) sequence which can be represented by numerical values.</p>
 <div class="section" id="workflow">
-<h2>Workflow<a class="headerlink" href="#workflow" title="Permalink to this heading"></a></h2>
+<h2>Workflow<a class="headerlink" href="#workflow" title="Permalink to this heading">¶</a></h2>
 <p>A typical workflow consists of the following steps:</p>
 <ul class="simple">
 <li><p><strong>AAclust</strong>: k-optimized clustering wrapper framework to select redundancy-reduced sets of numerical scales (e.g., amino acid scales)</p></li>
@@ -130,30 +222,42 @@ <h2>Workflow<a class="headerlink" href="#workflow" title="Permalink to this head
 
 
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-        <a href="../index.html" class="btn btn-neutral float-left" title="Welcome to the AAanalysis documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
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+        <a href="../index.html" class="btn btn-neutral float-left" title="Welcome to the AAanalysis documentation" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
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   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
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+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
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+  
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+    
+   
 
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diff --git a/docs/build/html/index/references.html b/docs/build/html/index/references.html
index 78f6ae3b..577d2546 100644
--- a/docs/build/html/index/references.html
+++ b/docs/build/html/index/references.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="References" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="References" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="index/references.html" />
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@@ -14,19 +17,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
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-      <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/copybutton.css" type="text/css" />
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+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/copybutton.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
+  
+
+  
+  
+
+  
+
+  
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+    
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
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@@ -36,35 +58,64 @@
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+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
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+<body class="wy-body-for-nav">
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         <div class="wy-side-nav-search"  style="background: #343131" >
+          
 
           
+            <a href="../index.html">
+          
+
           
-          <a href="../index.html">
             
-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="introduction.html">Introduction</a></li>
@@ -90,34 +141,75 @@
 </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"  style="background: #343131" >
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
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           <a href="../index.html">AAanalysis</a>
+        
       </nav>
 
+
       <div class="wy-nav-content">
+        
         <div class="rst-content">
-          <div role="navigation" aria-label="Page navigation">
+        
+          
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+
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+
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+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">References</li>
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>References</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="../_sources/index/references.rst.txt" rel="nofollow"> View page source</a>
+          
+        
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+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <div class="section" id="references">
-<h1>References<a class="headerlink" href="#references" title="Permalink to this heading"></a></h1>
+<h1>References<a class="headerlink" href="#references" title="Permalink to this heading">¶</a></h1>
 <div class="section" id="algorithms">
-<h2>Algorithms<a class="headerlink" href="#algorithms" title="Permalink to this heading"></a></h2>
+<h2>Algorithms<a class="headerlink" href="#algorithms" title="Permalink to this heading">¶</a></h2>
 <dl class="citation">
 <dt class="label" id="breimann23a"><span class="brackets">Breimann23a</span></dt>
 <dd><p>Breimann et al. (2023a),
@@ -137,7 +229,7 @@ <h2>Algorithms<a class="headerlink" href="#algorithms" title="Permalink to this
 </dl>
 </div>
 <div class="section" id="datasets-and-benchmarks">
-<h2>Datasets and Benchmarks<a class="headerlink" href="#datasets-and-benchmarks" title="Permalink to this heading"></a></h2>
+<h2>Datasets and Benchmarks<a class="headerlink" href="#datasets-and-benchmarks" title="Permalink to this heading">¶</a></h2>
 <dl class="citation">
 <dt class="label" id="cheng06"><span class="brackets">Cheng06</span></dt>
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@@ -187,38 +279,50 @@ <h2>Datasets and Benchmarks<a class="headerlink" href="#datasets-and-benchmarks"
 </dl>
 </div>
 <div class="section" id="use-cases">
-<h2>Use Cases<a class="headerlink" href="#use-cases" title="Permalink to this heading"></a></h2>
+<h2>Use Cases<a class="headerlink" href="#use-cases" title="Permalink to this heading">¶</a></h2>
 </div>
 <div class="section" id="further-information">
-<h2>Further Information<a class="headerlink" href="#further-information" title="Permalink to this heading"></a></h2>
+<h2>Further Information<a class="headerlink" href="#further-information" title="Permalink to this heading">¶</a></h2>
 </div>
 </div>
 
 
            </div>
+           
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-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
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     </div>
 
   <hr/>
 
   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
         </div>
       </div>
+
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+
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-  <script>
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+    
+   
 
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\ No newline at end of file
diff --git a/docs/build/html/index/tables_template.html b/docs/build/html/index/tables_template.html
index adac147c..1f7426ce 100644
--- a/docs/build/html/index/tables_template.html
+++ b/docs/build/html/index/tables_template.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="Tables" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="Tables" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="index/tables_template.html" />
 <meta property="og:site_name" content="AAanalysis" />
@@ -14,19 +17,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>Tables &mdash; AAanalysis</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/copybutton.css" type="text/css" />
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-      <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+  
+
+  
+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+  <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/copybutton.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
+  
+
+  
+  
+
+  
+
+  
   <!--[if lt IE 9]>
     <script src="../_static/js/html5shiv.min.js"></script>
   <![endif]-->
   
+    
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
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@@ -36,34 +58,63 @@
         <script src="../_static/clipboard.min.js"></script>
         <script src="../_static/copybutton.js"></script>
         <script src="../_static/design-tabs.js"></script>
-    <script src="../_static/js/theme.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" /> 
 </head>
 
-<body class="wy-body-for-nav"> 
+<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"  style="background: #343131" >
+          
 
           
+            <a href="../index.html">
+          
+
           
-          <a href="../index.html">
             
-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="introduction.html">Introduction</a></li>
@@ -83,32 +134,73 @@
 <li class="toctree-l1"><a class="reference internal" href="references.html">References</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"  style="background: #343131" >
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
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           <a href="../index.html">AAanalysis</a>
+        
       </nav>
 
+
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+        
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+        
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+
+
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+
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+
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+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">Tables</li>
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Tables</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="../_sources/index/tables_template.rst.txt" rel="nofollow"> View page source</a>
+          
+        
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <div class="section" id="tables">
-<h1>Tables<a class="headerlink" href="#tables" title="Permalink to this heading"></a></h1>
+<h1>Tables<a class="headerlink" href="#tables" title="Permalink to this heading">¶</a></h1>
 <div class="contents local topic" id="contents">
 <ul class="simple">
 <li><p><a class="reference internal" href="#overview-table" id="id1">Overview Table</a></p></li>
@@ -116,7 +208,7 @@ <h1>Tables<a class="headerlink" href="#tables" title="Permalink to this heading"
 </ul>
 </div>
 <div class="section" id="overview-table">
-<h2><a class="toc-backref" href="#id1">Overview Table</a><a class="headerlink" href="#overview-table" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id1">Overview Table</a><a class="headerlink" href="#overview-table" title="Permalink to this heading">¶</a></h2>
 <p>All tables from the AAanalysis documentation are given here in chronological order of the project history.</p>
 <table class="colwidths-given docutils align-default">
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@@ -143,33 +235,44 @@ <h2><a class="toc-backref" href="#id1">Overview Table</a><a class="headerlink" h
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 <div class="section" id="protein-benchmark-datasets">
-<h2><a class="toc-backref" href="#id2">Protein benchmark datasets</a><a class="headerlink" href="#protein-benchmark-datasets" title="Permalink to this heading"></a></h2>
+<h2><a class="toc-backref" href="#id2">Protein benchmark datasets</a><a class="headerlink" href="#protein-benchmark-datasets" title="Permalink to this heading">¶</a></h2>
 </div>
 </div>
 
 
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+           
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           <footer>
 
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   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
         </div>
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+
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+
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           SphinxRtdTheme.Navigation.enable(true);
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+  </script>
+
+  
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+    
+   
 
 </body>
 </html>
\ No newline at end of file
diff --git a/docs/build/html/index/usage_principles.html b/docs/build/html/index/usage_principles.html
index 96ea94a1..170074ef 100644
--- a/docs/build/html/index/usage_principles.html
+++ b/docs/build/html/index/usage_principles.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="Usage Principles" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="Usage Principles" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="index/usage_principles.html" />
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@@ -14,19 +17,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+  
+
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+  <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/copybutton.css" type="text/css" />
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+  <link rel="stylesheet" href="../_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="../_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="../_static/logo_small.png"/>
+  
+
+  
+  
+
+  
+
+  
   <!--[if lt IE 9]>
     <script src="../_static/js/html5shiv.min.js"></script>
   <![endif]-->
   
+    
+      <script type="text/javascript" id="documentation_options" data-url_root="../" src="../_static/documentation_options.js"></script>
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-    <script src="../_static/js/theme.js"></script>
+    
+    <script type="text/javascript" src="../_static/js/theme.js"></script>
+
+    
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="Contributing" href="CONTRIBUTING_COPY.html" />
     <link rel="prev" title="Introduction" href="introduction.html" /> 
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-<body class="wy-body-for-nav"> 
+<body class="wy-body-for-nav">
+
+   
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+    
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+          
 
           
+            <a href="../index.html">
+          
+
           
-          <a href="../index.html">
             
-              <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="../_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="introduction.html">Introduction</a></li>
@@ -85,32 +136,73 @@
 <li class="toctree-l1"><a class="reference internal" href="references.html">References</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"  style="background: #343131" >
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
           <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
           <a href="../index.html">AAanalysis</a>
+        
       </nav>
 
+
       <div class="wy-nav-content">
+        
         <div class="rst-content">
-          <div role="navigation" aria-label="Page navigation">
+        
+          
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+
+
+
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+
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+
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+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-      <li><a href="../index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">Usage Principles</li>
+    
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Usage Principles</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="../_sources/index/usage_principles.rst.txt" rel="nofollow"> View page source</a>
+          
+        
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <div class="section" id="usage-principles">
-<h1>Usage Principles<a class="headerlink" href="#usage-principles" title="Permalink to this heading"></a></h1>
+<h1>Usage Principles<a class="headerlink" href="#usage-principles" title="Permalink to this heading">¶</a></h1>
 <p>Import AAanalysis as:</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">aaanalysis</span> <span class="k">as</span> <span class="nn">aa</span>
 </pre></div>
@@ -119,30 +211,42 @@ <h1>Usage Principles<a class="headerlink" href="#usage-principles" title="Permal
 
 
            </div>
+           
           </div>
-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="introduction.html" class="btn btn-neutral float-left" title="Introduction" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+          <footer>
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
         <a href="CONTRIBUTING_COPY.html" class="btn btn-neutral float-right" title="Contributing" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="introduction.html" class="btn btn-neutral float-left" title="Introduction" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
     </div>
 
   <hr/>
 
   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
         </div>
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-  </script> 
+  </script>
+
+  
+  
+    
+   
 
 </body>
 </html>
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diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index 8753d9a4..dd8bed5a 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -1,22 +1,44 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
   <meta charset="utf-8" />
+  
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
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-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
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+  <link rel="stylesheet" href="_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="_static/css/style.css" type="text/css" />
+
+  
+  
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+  
+
+  
+  
+
+  
+
+  
     
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     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
   
+    
+      <script type="text/javascript" id="documentation_options" data-url_root="./" src="_static/documentation_options.js"></script>
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-    <script src="_static/searchtools.js"></script>
-    <script src="_static/language_data.js"></script>
+    
+    <script type="text/javascript" src="_static/js/theme.js"></script>
+
+    
+    <script type="text/javascript" src="_static/searchtools.js"></script>
+    <script type="text/javascript" src="_static/language_data.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="#" /> 
 </head>
 
-<body class="wy-body-for-nav"> 
+<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"  style="background: #343131" >
+          
 
           
+            <a href="index.html">
+          
+
           
-          <a href="index.html">
             
-              <img src="_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="#" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
               <p class="caption" role="heading"><span class="caption-text">OVERVIEW</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="index/introduction.html">Introduction</a></li>
@@ -75,29 +126,67 @@
 <li class="toctree-l1"><a class="reference internal" href="index/references.html">References</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"  style="background: #343131" >
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
+
+      
+      <nav class="wy-nav-top" aria-label="top navigation">
+        
           <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
           <a href="index.html">AAanalysis</a>
+        
       </nav>
 
+
       <div class="wy-nav-content">
+        
         <div class="rst-content">
-          <div role="navigation" aria-label="Page navigation">
+        
+          
+
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+
+
+
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+
+
+
+
+
+
+
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+
+
+<div role="navigation" aria-label="breadcrumbs navigation">
+
   <ul class="wy-breadcrumbs">
-      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">Search</li>
+    
+      <li><a href="index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Search</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
       </li>
+    
   </ul>
+
+  
   <hr/>
 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
            <div itemprop="articleBody">
-             
+            
   <noscript>
   <div id="fallback" class="admonition warning">
     <p class="last">
@@ -112,32 +201,43 @@
   </div>
 
            </div>
+           
           </div>
           <footer>
 
   <hr/>
 
   <div role="contentinfo">
-    <p>&#169; Copyright 2023, Stephan Breimann.</p>
-  </div>
+    <p>
+        &#169; Copyright 2023, Stephan Breimann.
 
-   
+    </p>
+  </div> 
 
 </footer>
         </div>
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+
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+
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-  <script>
+  
+
+  <script type="text/javascript">
       jQuery(function () {
           SphinxRtdTheme.Navigation.enable(true);
       });
   </script>
-  <script>
+
+  
+  
+    
+  
+  <script type="text/javascript">
     jQuery(function() { Search.loadIndex("searchindex.js"); });
   </script>
   
-  <script id="searchindexloader"></script>
+  <script type="text/javascript" id="searchindexloader"></script>
    
 
 
diff --git a/docs/build/html/tutorials.html b/docs/build/html/tutorials.html
index 08590fe7..5b415db5 100644
--- a/docs/build/html/tutorials.html
+++ b/docs/build/html/tutorials.html
@@ -1,7 +1,10 @@
+
+
 <!DOCTYPE html>
 <html class="writer-html5" lang="en" >
 <head>
-  <meta charset="utf-8" /><meta property="og:title" content="Tutorials" />
+  <meta charset="utf-8" />
+  <meta property="og:title" content="Tutorials" />
 <meta property="og:type" content="website" />
 <meta property="og:url" content="tutorials.html" />
 <meta property="og:site_name" content="AAanalysis" />
@@ -14,19 +17,38 @@
 <meta name="twitter:card" content="summary_large_image" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  
   <title>Tutorials &mdash; AAanalysis</title>
-      <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
-      <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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-      <link rel="stylesheet" href="_static/css/style.css" type="text/css" />
+  
+
+  
+  <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
+  <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+  <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/copybutton.css" type="text/css" />
+  <link rel="stylesheet" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" type="text/css" />
+  <link rel="stylesheet" href="_static/plot_directive.css" type="text/css" />
+  <link rel="stylesheet" href="_static/design-style.1e8bd061cd6da7fc9cf755528e8ffc24.min.css" type="text/css" />
+  <link rel="stylesheet" href="_static/css/style.css" type="text/css" />
+
+  
+  
     <link rel="shortcut icon" href="_static/logo_small.png"/>
+  
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+  
+
+  
+
+  
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     <script src="_static/js/html5shiv.min.js"></script>
   <![endif]-->
   
+    
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         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
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@@ -36,36 +58,65 @@
         <script src="_static/clipboard.min.js"></script>
         <script src="_static/copybutton.js"></script>
         <script src="_static/design-tabs.js"></script>
-    <script src="_static/js/theme.js"></script>
+    
+    <script type="text/javascript" src="_static/js/theme.js"></script>
+
+    
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
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 </head>
 
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+<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"  style="background: #343131" >
+          
 
           
+            <a href="index.html">
+          
+
           
-          <a href="index.html">
             
-              <img src="_static/logo_big_trans.png" class="logo" alt="Logo"/>
+            <img src="_static/logo_big_trans.png" class="logo" alt="Logo"/>
+          
           </a>
+
+          
+            
+            
               <div class="version">
                 latest
               </div>
+            
+          
+
+          
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
-    <input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
+    <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">
+
+          
+        </div>
+
+        
+        <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
+          
+            
+            
+              
+            
+            
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 <ul>
 <li class="toctree-l1"><a class="reference internal" href="index/introduction.html">Introduction</a></li>
@@ -92,80 +143,133 @@
 <li class="toctree-l1"><a class="reference internal" href="index/references.html">References</a></li>
 </ul>
 
+            
+          
         </div>
+        
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     </nav>
 
-    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu"  style="background: #343131" >
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+      <nav class="wy-nav-top" aria-label="top navigation">
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+
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-      <li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
-      <li class="breadcrumb-item active">Tutorials</li>
+    
+      <li><a href="index.html" class="icon icon-home"></a> &raquo;</li>
+        
+      <li>Tutorials</li>
+    
+    
       <li class="wy-breadcrumbs-aside">
+        
+          
             <a href="_sources/tutorials.rst.txt" rel="nofollow"> View page source</a>
+          
+        
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+
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 </div>
           <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
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-             
+            
   <div class="section" id="tutorials">
-<span id="id1"></span><h1>Tutorials<a class="headerlink" href="#tutorials" title="Permalink to this heading"></a></h1>
+<span id="id1"></span><h1>Tutorials<a class="headerlink" href="#tutorials" title="Permalink to this heading">¶</a></h1>
 <div class="section" id="data-loading">
-<h2>Data loading<a class="headerlink" href="#data-loading" title="Permalink to this heading"></a></h2>
+<h2>Data loading<a class="headerlink" href="#data-loading" title="Permalink to this heading">¶</a></h2>
 <p><a class="reference external" href="#path_to_notebook_for_load_data">View data loading notebook</a></p>
 </div>
 <div class="section" id="redundancy-reduction">
-<h2>Redundancy-reduction<a class="headerlink" href="#redundancy-reduction" title="Permalink to this heading"></a></h2>
+<h2>Redundancy-reduction<a class="headerlink" href="#redundancy-reduction" title="Permalink to this heading">¶</a></h2>
 <p><a class="reference external" href="#path_to_notebook_for_redundancy_reduction">View AAclust notebook</a></p>
 </div>
 <div class="section" id="feature-engineering">
-<h2>Feature engineering<a class="headerlink" href="#feature-engineering" title="Permalink to this heading"></a></h2>
+<h2>Feature engineering<a class="headerlink" href="#feature-engineering" title="Permalink to this heading">¶</a></h2>
 <p><a class="reference external" href="#path_to_notebook_for_feature_engineering">View CPP notebook</a></p>
 </div>
 <div class="section" id="identification-of-negatives">
-<h2>Identification of negatives<a class="headerlink" href="#identification-of-negatives" title="Permalink to this heading"></a></h2>
+<h2>Identification of negatives<a class="headerlink" href="#identification-of-negatives" title="Permalink to this heading">¶</a></h2>
 <p><a class="reference external" href="#path_to_notebook_for_PU_learning">View dPULearn notebook</a></p>
 </div>
 <div class="section" id="protein-prediction">
-<h2>Protein prediction<a class="headerlink" href="#protein-prediction" title="Permalink to this heading"></a></h2>
+<h2>Protein prediction<a class="headerlink" href="#protein-prediction" title="Permalink to this heading">¶</a></h2>
 <p><a class="reference external" href="#path_to_notebook_for_protein_prediction">View the protein prediction notebook</a></p>
 </div>
 </div>
 
 
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diff --git a/docs/requirements_docs.txt b/docs/requirements_docs.txt
index 16e0e0e2..8d1334e2 100644
--- a/docs/requirements_docs.txt
+++ b/docs/requirements_docs.txt
@@ -1,12 +1,12 @@
 # Adjust these changes to the pyproject.toml
 sphinx>=5.0,<7.0
-sphinx_rtd_theme>=1.3.0
+sphinx_rtd_theme>=0.5.2
 #sphinx_book_theme>=1.0.1
 #pydata_sphinx_theme>=0.13.3
 sphinx_design>=0.5
 sphinx_copybutton>=0.5.2
 sphinxext-opengraph>=0.8.2
-sphinx-autodoc-typehints>=1.24.0
+sphinx-autodoc-typehints>=1.11.1
 myst_nb>=0.17.2
 numpydoc>=1.5.0
 pytest>=6.2
diff --git a/pyproject.toml b/pyproject.toml
index 612ff936..c0813e70 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,13 +59,13 @@ threadpoolctl = "^3.1.0"
 #... (keep the other dependencies as they are)
 [tool.poetry.dev-dependencies]
 sphinx = ">=5.0,<7.0"
-sphinx_rtd_theme = "^1.3.0"
+sphinx_rtd_theme = "^0.5.2" #0.5.2
 #sphinx_book_theme = "^1.0.1"
 #pydata_sphinx_theme = "^0.13.3"
 sphinx-design = { version = "^0.5", python = ">=3.8" }
 sphinx_copybutton = "^0.5.2"
 sphinxext-opengraph = "^0.8.2"
-sphinx-autodoc-typehints = "^1.24.0"
+sphinx-autodoc-typehints = "^1.11.1"
 myst_nb = "^0.17.2"
 numpydoc = "1.5.0"
 pytest = "^6.2"