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diff --git a/docs/build/_modules/algorithms/contagion/animation.html b/docs/build/_modules/algorithms/contagion/animation.html
index 3692b111..138d49a8 100644
--- a/docs/build/_modules/algorithms/contagion/animation.html
+++ b/docs/build/_modules/algorithms/contagion/animation.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.contagion.animation &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.contagion.animation &mdash; HyperNetX 1.2.5 documentation</title>
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+        <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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         <script src="../../../_static/copybutton.js"></script>
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diff --git a/docs/build/_modules/algorithms/contagion/epidemics.html b/docs/build/_modules/algorithms/contagion/epidemics.html
index 5117bd0c..663a0d96 100644
--- a/docs/build/_modules/algorithms/contagion/epidemics.html
+++ b/docs/build/_modules/algorithms/contagion/epidemics.html
@@ -3,7 +3,7 @@
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   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.contagion.epidemics &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.contagion.epidemics &mdash; HyperNetX 1.2.5 documentation</title>
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+        <script src="../../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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diff --git a/docs/build/_modules/algorithms/generative_models.html b/docs/build/_modules/algorithms/generative_models.html
index 22d60ce6..dd6cc67e 100644
--- a/docs/build/_modules/algorithms/generative_models.html
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@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.generative_models &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.generative_models &mdash; HyperNetX 1.2.5 documentation</title>
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+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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diff --git a/docs/build/_modules/algorithms/homology_mod2.html b/docs/build/_modules/algorithms/homology_mod2.html
index fda5146a..6f7d6ef6 100644
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@@ -3,7 +3,7 @@
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   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.homology_mod2 &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.homology_mod2 &mdash; HyperNetX 1.2.5 documentation</title>
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+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/algorithms/hypergraph_modularity.html b/docs/build/_modules/algorithms/hypergraph_modularity.html
index 751162b9..77b24423 100644
--- a/docs/build/_modules/algorithms/hypergraph_modularity.html
+++ b/docs/build/_modules/algorithms/hypergraph_modularity.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.hypergraph_modularity &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.hypergraph_modularity &mdash; HyperNetX 1.2.5 documentation</title>
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         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/algorithms/laplacians_clustering.html b/docs/build/_modules/algorithms/laplacians_clustering.html
index 04800126..22717a21 100644
--- a/docs/build/_modules/algorithms/laplacians_clustering.html
+++ b/docs/build/_modules/algorithms/laplacians_clustering.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.laplacians_clustering &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.laplacians_clustering &mdash; HyperNetX 1.2.5 documentation</title>
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       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
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         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/algorithms/s_centrality_measures.html b/docs/build/_modules/algorithms/s_centrality_measures.html
index 24a7d4ca..3ef7e931 100644
--- a/docs/build/_modules/algorithms/s_centrality_measures.html
+++ b/docs/build/_modules/algorithms/s_centrality_measures.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.s_centrality_measures &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.s_centrality_measures &mdash; HyperNetX 1.2.5 documentation</title>
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       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
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         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../../_static/doctools.js"></script>
         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/classes/entity.html b/docs/build/_modules/classes/entity.html
index 6b16fd85..5315be89 100644
--- a/docs/build/_modules/classes/entity.html
+++ b/docs/build/_modules/classes/entity.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>classes.entity &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>classes.entity &mdash; HyperNetX 1.2.5 documentation</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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@@ -13,6 +13,7 @@
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         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../../_static/doctools.js"></script>
         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/classes/hypergraph.html b/docs/build/_modules/classes/hypergraph.html
index bfea8918..491a0b52 100644
--- a/docs/build/_modules/classes/hypergraph.html
+++ b/docs/build/_modules/classes/hypergraph.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>classes.hypergraph &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>classes.hypergraph &mdash; HyperNetX 1.2.5 documentation</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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@@ -13,6 +13,7 @@
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         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
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         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
@@ -2381,7 +2382,7 @@ <h1>Source code for classes.hypergraph</h1><div class="highlight"><pre>
 
 <div class="viewcode-block" id="Hypergraph.from_bipartite"><a class="viewcode-back" href="../../classes/classes.html#classes.hypergraph.Hypergraph.from_bipartite">[docs]</a>    <span class="nd">@classmethod</span>
     <span class="k">def</span> <span class="nf">from_bipartite</span><span class="p">(</span>
-        <span class="bp">cls</span><span class="p">,</span> <span class="n">B</span><span class="p">,</span> <span class="n">set_names</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;nodes&quot;</span><span class="p">,</span> <span class="s2">&quot;edges&quot;</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">static</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">use_nwhy</span><span class="o">=</span><span class="kc">False</span>
+        <span class="bp">cls</span><span class="p">,</span> <span class="n">B</span><span class="p">,</span> <span class="n">set_names</span><span class="o">=</span><span class="p">(</span><span class="s2">&quot;edges&quot;</span><span class="p">,</span> <span class="s2">&quot;nodes&quot;</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">static</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">use_nwhy</span><span class="o">=</span><span class="kc">False</span>
     <span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Static method creates a Hypergraph from a bipartite graph.</span>
@@ -2435,7 +2436,7 @@ <h1>Source code for classes.hypergraph</h1><div class="highlight"><pre>
         <span class="k">if</span> <span class="n">static</span><span class="p">:</span>
             <span class="n">elist</span> <span class="o">=</span> <span class="p">[]</span>
             <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">B</span><span class="o">.</span><span class="n">edges</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">nodes</span><span class="p">:</span>
+                <span class="k">if</span> <span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">edges</span><span class="p">:</span>
                     <span class="n">elist</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">e</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
                 <span class="k">else</span><span class="p">:</span>
                     <span class="n">elist</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">e</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">]])</span>
diff --git a/docs/build/_modules/classes/staticentity.html b/docs/build/_modules/classes/staticentity.html
index f5f86cfc..8639ea2f 100644
--- a/docs/build/_modules/classes/staticentity.html
+++ b/docs/build/_modules/classes/staticentity.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>classes.staticentity &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>classes.staticentity &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -13,6 +13,7 @@
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         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../../_static/doctools.js"></script>
         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/drawing/rubber_band.html b/docs/build/_modules/drawing/rubber_band.html
index eecb5b82..193d4cfd 100644
--- a/docs/build/_modules/drawing/rubber_band.html
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@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>drawing.rubber_band &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>drawing.rubber_band &mdash; HyperNetX 1.2.5 documentation</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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@@ -13,6 +13,7 @@
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         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../../_static/doctools.js"></script>
         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/drawing/two_column.html b/docs/build/_modules/drawing/two_column.html
index bf1350a1..572e9b20 100644
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   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>drawing.two_column &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>drawing.two_column &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -13,6 +13,7 @@
         <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../../_static/doctools.js"></script>
         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/drawing/util.html b/docs/build/_modules/drawing/util.html
index 1c5367b4..83207295 100644
--- a/docs/build/_modules/drawing/util.html
+++ b/docs/build/_modules/drawing/util.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>drawing.util &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>drawing.util &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -13,6 +13,7 @@
         <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../../_static/doctools.js"></script>
         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/index.html b/docs/build/_modules/index.html
index 02f0111f..f6d6ee20 100644
--- a/docs/build/_modules/index.html
+++ b/docs/build/_modules/index.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Overview: module code &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Overview: module code &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -13,6 +13,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
diff --git a/docs/build/_modules/reports/descriptive_stats.html b/docs/build/_modules/reports/descriptive_stats.html
index a2e814f0..6dd620f5 100644
--- a/docs/build/_modules/reports/descriptive_stats.html
+++ b/docs/build/_modules/reports/descriptive_stats.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>reports.descriptive_stats &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>reports.descriptive_stats &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -13,6 +13,7 @@
         <script data-url_root="../../" id="documentation_options" src="../../_static/documentation_options.js"></script>
         <script src="../../_static/jquery.js"></script>
         <script src="../../_static/underscore.js"></script>
+        <script src="../../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../../_static/doctools.js"></script>
         <script src="../../_static/copybutton.js"></script>
     <script src="../../_static/js/theme.js"></script>
diff --git a/docs/build/_static/_sphinx_javascript_frameworks_compat.js b/docs/build/_static/_sphinx_javascript_frameworks_compat.js
new file mode 100644
index 00000000..8549469d
--- /dev/null
+++ b/docs/build/_static/_sphinx_javascript_frameworks_compat.js
@@ -0,0 +1,134 @@
+/*
+ * _sphinx_javascript_frameworks_compat.js
+ * ~~~~~~~~~~
+ *
+ * Compatability shim for jQuery and underscores.js.
+ *
+ * WILL BE REMOVED IN Sphinx 6.0
+ * xref RemovedInSphinx60Warning
+ *
+ */
+
+/**
+ * select a different prefix for underscore
+ */
+$u = _.noConflict();
+
+
+/**
+ * small helper function to urldecode strings
+ *
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
+ */
+jQuery.urldecode = function(x) {
+    if (!x) {
+        return x
+    }
+    return decodeURIComponent(x.replace(/\+/g, ' '));
+};
+
+/**
+ * small helper function to urlencode strings
+ */
+jQuery.urlencode = encodeURIComponent;
+
+/**
+ * This function returns the parsed url parameters of the
+ * current request. Multiple values per key are supported,
+ * it will always return arrays of strings for the value parts.
+ */
+jQuery.getQueryParameters = function(s) {
+    if (typeof s === 'undefined')
+        s = document.location.search;
+    var parts = s.substr(s.indexOf('?') + 1).split('&');
+    var result = {};
+    for (var i = 0; i < parts.length; i++) {
+        var tmp = parts[i].split('=', 2);
+        var key = jQuery.urldecode(tmp[0]);
+        var value = jQuery.urldecode(tmp[1]);
+        if (key in result)
+            result[key].push(value);
+        else
+            result[key] = [value];
+    }
+    return result;
+};
+
+/**
+ * highlight a given string on a jquery object by wrapping it in
+ * span elements with the given class name.
+ */
+jQuery.fn.highlightText = function(text, className) {
+    function highlight(node, addItems) {
+        if (node.nodeType === 3) {
+            var val = node.nodeValue;
+            var pos = val.toLowerCase().indexOf(text);
+            if (pos >= 0 &&
+                !jQuery(node.parentNode).hasClass(className) &&
+                !jQuery(node.parentNode).hasClass("nohighlight")) {
+                var span;
+                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
+                if (isInSVG) {
+                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+                } else {
+                    span = document.createElement("span");
+                    span.className = className;
+                }
+                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+                    document.createTextNode(val.substr(pos + text.length)),
+                    node.nextSibling));
+                node.nodeValue = val.substr(0, pos);
+                if (isInSVG) {
+                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
+                    var bbox = node.parentElement.getBBox();
+                    rect.x.baseVal.value = bbox.x;
+                    rect.y.baseVal.value = bbox.y;
+                    rect.width.baseVal.value = bbox.width;
+                    rect.height.baseVal.value = bbox.height;
+                    rect.setAttribute('class', className);
+                    addItems.push({
+                        "parent": node.parentNode,
+                        "target": rect});
+                }
+            }
+        }
+        else if (!jQuery(node).is("button, select, textarea")) {
+            jQuery.each(node.childNodes, function() {
+                highlight(this, addItems);
+            });
+        }
+    }
+    var addItems = [];
+    var result = this.each(function() {
+        highlight(this, addItems);
+    });
+    for (var i = 0; i < addItems.length; ++i) {
+        jQuery(addItems[i].parent).before(addItems[i].target);
+    }
+    return result;
+};
+
+/*
+ * backward compatibility for jQuery.browser
+ * This will be supported until firefox bug is fixed.
+ */
+if (!jQuery.browser) {
+    jQuery.uaMatch = function(ua) {
+        ua = ua.toLowerCase();
+
+        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
+            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
+            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
+            /(msie) ([\w.]+)/.exec(ua) ||
+            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
+            [];
+
+        return {
+            browser: match[ 1 ] || "",
+            version: match[ 2 ] || "0"
+        };
+    };
+    jQuery.browser = {};
+    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
+}
diff --git a/docs/build/_static/basic.css b/docs/build/_static/basic.css
index 912859b5..eeb0519a 100644
--- a/docs/build/_static/basic.css
+++ b/docs/build/_static/basic.css
@@ -4,7 +4,7 @@
  *
  * Sphinx stylesheet -- basic theme.
  *
- * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
@@ -222,7 +222,7 @@ table.modindextable td {
 /* -- general body styles --------------------------------------------------- */
 
 div.body {
-    min-width: 450px;
+    min-width: 360px;
     max-width: 800px;
 }
 
@@ -236,7 +236,6 @@ div.body p, div.body dd, div.body li, div.body blockquote {
 a.headerlink {
     visibility: hidden;
 }
-
 a.brackets:before,
 span.brackets > a:before{
     content: "[";
@@ -247,6 +246,7 @@ span.brackets > a:after {
     content: "]";
 }
 
+
 h1:hover > a.headerlink,
 h2:hover > a.headerlink,
 h3:hover > a.headerlink,
@@ -334,13 +334,11 @@ aside.sidebar {
 p.sidebar-title {
     font-weight: bold;
 }
-
 div.admonition, div.topic, blockquote {
     clear: left;
 }
 
 /* -- topics ---------------------------------------------------------------- */
-
 div.topic {
     border: 1px solid #ccc;
     padding: 7px;
@@ -428,10 +426,6 @@ table.docutils td, table.docutils th {
     border-bottom: 1px solid #aaa;
 }
 
-table.footnote td, table.footnote th {
-    border: 0 !important;
-}
-
 th {
     text-align: left;
     padding-right: 5px;
@@ -614,7 +608,6 @@ ol.simple p,
 ul.simple p {
     margin-bottom: 0;
 }
-
 dl.footnote > dt,
 dl.citation > dt {
     float: left;
@@ -643,11 +636,11 @@ dl.field-list > dt {
     padding-left: 0.5em;
     padding-right: 5px;
 }
-
 dl.field-list > dt:after {
     content: ":";
 }
 
+
 dl.field-list > dd {
     padding-left: 0.5em;
     margin-top: 0em;
@@ -731,8 +724,9 @@ dl.glossary dt {
 
 .classifier:before {
     font-style: normal;
-    margin: 0.5em;
+    margin: 0 0.5em;
     content: ":";
+    display: inline-block;
 }
 
 abbr, acronym {
@@ -756,6 +750,7 @@ span.pre {
     -ms-hyphens: none;
     -webkit-hyphens: none;
     hyphens: none;
+    white-space: nowrap;
 }
 
 div[class*="highlight-"] {
diff --git a/docs/build/_static/doctools.js b/docs/build/_static/doctools.js
index 8cbf1b16..c3db08d1 100644
--- a/docs/build/_static/doctools.js
+++ b/docs/build/_static/doctools.js
@@ -2,322 +2,263 @@
  * doctools.js
  * ~~~~~~~~~~~
  *
- * Sphinx JavaScript utilities for all documentation.
+ * Base JavaScript utilities for all Sphinx HTML documentation.
  *
- * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
+"use strict";
 
-/**
- * select a different prefix for underscore
- */
-$u = _.noConflict();
-
-/**
- * make the code below compatible with browsers without
- * an installed firebug like debugger
-if (!window.console || !console.firebug) {
-  var names = ["log", "debug", "info", "warn", "error", "assert", "dir",
-    "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace",
-    "profile", "profileEnd"];
-  window.console = {};
-  for (var i = 0; i < names.length; ++i)
-    window.console[names[i]] = function() {};
-}
- */
-
-/**
- * small helper function to urldecode strings
- *
- * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
- */
-jQuery.urldecode = function(x) {
-  if (!x) {
-    return x
+const _ready = (callback) => {
+  if (document.readyState !== "loading") {
+    callback();
+  } else {
+    document.addEventListener("DOMContentLoaded", callback);
   }
-  return decodeURIComponent(x.replace(/\+/g, ' '));
 };
 
 /**
- * small helper function to urlencode strings
+ * highlight a given string on a node by wrapping it in
+ * span elements with the given class name.
  */
-jQuery.urlencode = encodeURIComponent;
+const _highlight = (node, addItems, text, className) => {
+  if (node.nodeType === Node.TEXT_NODE) {
+    const val = node.nodeValue;
+    const parent = node.parentNode;
+    const pos = val.toLowerCase().indexOf(text);
+    if (
+      pos >= 0 &&
+      !parent.classList.contains(className) &&
+      !parent.classList.contains("nohighlight")
+    ) {
+      let span;
 
-/**
- * This function returns the parsed url parameters of the
- * current request. Multiple values per key are supported,
- * it will always return arrays of strings for the value parts.
- */
-jQuery.getQueryParameters = function(s) {
-  if (typeof s === 'undefined')
-    s = document.location.search;
-  var parts = s.substr(s.indexOf('?') + 1).split('&');
-  var result = {};
-  for (var i = 0; i < parts.length; i++) {
-    var tmp = parts[i].split('=', 2);
-    var key = jQuery.urldecode(tmp[0]);
-    var value = jQuery.urldecode(tmp[1]);
-    if (key in result)
-      result[key].push(value);
-    else
-      result[key] = [value];
-  }
-  return result;
-};
+      const closestNode = parent.closest("body, svg, foreignObject");
+      const isInSVG = closestNode && closestNode.matches("svg");
+      if (isInSVG) {
+        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
+      } else {
+        span = document.createElement("span");
+        span.classList.add(className);
+      }
 
-/**
- * highlight a given string on a jquery object by wrapping it in
- * span elements with the given class name.
- */
-jQuery.fn.highlightText = function(text, className) {
-  function highlight(node, addItems) {
-    if (node.nodeType === 3) {
-      var val = node.nodeValue;
-      var pos = val.toLowerCase().indexOf(text);
-      if (pos >= 0 &&
-          !jQuery(node.parentNode).hasClass(className) &&
-          !jQuery(node.parentNode).hasClass("nohighlight")) {
-        var span;
-        var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
-        if (isInSVG) {
-          span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
-        } else {
-          span = document.createElement("span");
-          span.className = className;
-        }
-        span.appendChild(document.createTextNode(val.substr(pos, text.length)));
-        node.parentNode.insertBefore(span, node.parentNode.insertBefore(
+      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
+      parent.insertBefore(
+        span,
+        parent.insertBefore(
           document.createTextNode(val.substr(pos + text.length)),
-          node.nextSibling));
-        node.nodeValue = val.substr(0, pos);
-        if (isInSVG) {
-          var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
-          var bbox = node.parentElement.getBBox();
-          rect.x.baseVal.value = bbox.x;
-          rect.y.baseVal.value = bbox.y;
-          rect.width.baseVal.value = bbox.width;
-          rect.height.baseVal.value = bbox.height;
-          rect.setAttribute('class', className);
-          addItems.push({
-              "parent": node.parentNode,
-              "target": rect});
-        }
+          node.nextSibling
+        )
+      );
+      node.nodeValue = val.substr(0, pos);
+
+      if (isInSVG) {
+        const rect = document.createElementNS(
+          "http://www.w3.org/2000/svg",
+          "rect"
+        );
+        const bbox = parent.getBBox();
+        rect.x.baseVal.value = bbox.x;
+        rect.y.baseVal.value = bbox.y;
+        rect.width.baseVal.value = bbox.width;
+        rect.height.baseVal.value = bbox.height;
+        rect.setAttribute("class", className);
+        addItems.push({ parent: parent, target: rect });
       }
     }
-    else if (!jQuery(node).is("button, select, textarea")) {
-      jQuery.each(node.childNodes, function() {
-        highlight(this, addItems);
-      });
-    }
+  } else if (node.matches && !node.matches("button, select, textarea")) {
+    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
   }
-  var addItems = [];
-  var result = this.each(function() {
-    highlight(this, addItems);
-  });
-  for (var i = 0; i < addItems.length; ++i) {
-    jQuery(addItems[i].parent).before(addItems[i].target);
-  }
-  return result;
 };
-
-/*
- * backward compatibility for jQuery.browser
- * This will be supported until firefox bug is fixed.
- */
-if (!jQuery.browser) {
-  jQuery.uaMatch = function(ua) {
-    ua = ua.toLowerCase();
-
-    var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
-      /(webkit)[ \/]([\w.]+)/.exec(ua) ||
-      /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
-      /(msie) ([\w.]+)/.exec(ua) ||
-      ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
-      [];
-
-    return {
-      browser: match[ 1 ] || "",
-      version: match[ 2 ] || "0"
-    };
-  };
-  jQuery.browser = {};
-  jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
-}
+const _highlightText = (thisNode, text, className) => {
+  let addItems = [];
+  _highlight(thisNode, addItems, text, className);
+  addItems.forEach((obj) =>
+    obj.parent.insertAdjacentElement("beforebegin", obj.target)
+  );
+};
 
 /**
  * Small JavaScript module for the documentation.
  */
-var Documentation = {
-
-  init : function() {
-    this.fixFirefoxAnchorBug();
-    this.highlightSearchWords();
-    this.initIndexTable();
-    if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) {
-      this.initOnKeyListeners();
-    }
+const Documentation = {
+  init: () => {
+    Documentation.highlightSearchWords();
+    Documentation.initDomainIndexTable();
+    Documentation.initOnKeyListeners();
   },
 
   /**
    * i18n support
    */
-  TRANSLATIONS : {},
-  PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; },
-  LOCALE : 'unknown',
+  TRANSLATIONS: {},
+  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
+  LOCALE: "unknown",
 
   // gettext and ngettext don't access this so that the functions
   // can safely bound to a different name (_ = Documentation.gettext)
-  gettext : function(string) {
-    var translated = Documentation.TRANSLATIONS[string];
-    if (typeof translated === 'undefined')
-      return string;
-    return (typeof translated === 'string') ? translated : translated[0];
-  },
-
-  ngettext : function(singular, plural, n) {
-    var translated = Documentation.TRANSLATIONS[singular];
-    if (typeof translated === 'undefined')
-      return (n == 1) ? singular : plural;
-    return translated[Documentation.PLURALEXPR(n)];
-  },
-
-  addTranslations : function(catalog) {
-    for (var key in catalog.messages)
-      this.TRANSLATIONS[key] = catalog.messages[key];
-    this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')');
-    this.LOCALE = catalog.locale;
+  gettext: (string) => {
+    const translated = Documentation.TRANSLATIONS[string];
+    switch (typeof translated) {
+      case "undefined":
+        return string; // no translation
+      case "string":
+        return translated; // translation exists
+      default:
+        return translated[0]; // (singular, plural) translation tuple exists
+    }
   },
 
-  /**
-   * add context elements like header anchor links
-   */
-  addContextElements : function() {
-    $('div[id] > :header:first').each(function() {
-      $('<a class="headerlink">\u00B6</a>').
-      attr('href', '#' + this.id).
-      attr('title', _('Permalink to this headline')).
-      appendTo(this);
-    });
-    $('dt[id]').each(function() {
-      $('<a class="headerlink">\u00B6</a>').
-      attr('href', '#' + this.id).
-      attr('title', _('Permalink to this definition')).
-      appendTo(this);
-    });
+  ngettext: (singular, plural, n) => {
+    const translated = Documentation.TRANSLATIONS[singular];
+    if (typeof translated !== "undefined")
+      return translated[Documentation.PLURAL_EXPR(n)];
+    return n === 1 ? singular : plural;
   },
 
-  /**
-   * workaround a firefox stupidity
-   * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075
-   */
-  fixFirefoxAnchorBug : function() {
-    if (document.location.hash && $.browser.mozilla)
-      window.setTimeout(function() {
-        document.location.href += '';
-      }, 10);
+  addTranslations: (catalog) => {
+    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
+    Documentation.PLURAL_EXPR = new Function(
+      "n",
+      `return (${catalog.plural_expr})`
+    );
+    Documentation.LOCALE = catalog.locale;
   },
 
   /**
    * highlight the search words provided in the url in the text
    */
-  highlightSearchWords : function() {
-    var params = $.getQueryParameters();
-    var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : [];
-    if (terms.length) {
-      var body = $('div.body');
-      if (!body.length) {
-        body = $('body');
-      }
-      window.setTimeout(function() {
-        $.each(terms, function() {
-          body.highlightText(this.toLowerCase(), 'highlighted');
-        });
-      }, 10);
-      $('<p class="highlight-link"><a href="javascript:Documentation.' +
-        'hideSearchWords()">' + _('Hide Search Matches') + '</a></p>')
-          .appendTo($('#searchbox'));
-    }
-  },
+  highlightSearchWords: () => {
+    const highlight =
+      new URLSearchParams(window.location.search).get("highlight") || "";
+    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
+    if (terms.length === 0) return; // nothing to do
 
-  /**
-   * init the domain index toggle buttons
-   */
-  initIndexTable : function() {
-    var togglers = $('img.toggler').click(function() {
-      var src = $(this).attr('src');
-      var idnum = $(this).attr('id').substr(7);
-      $('tr.cg-' + idnum).toggle();
-      if (src.substr(-9) === 'minus.png')
-        $(this).attr('src', src.substr(0, src.length-9) + 'plus.png');
-      else
-        $(this).attr('src', src.substr(0, src.length-8) + 'minus.png');
-    }).css('display', '');
-    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) {
-        togglers.click();
-    }
+    // There should never be more than one element matching "div.body"
+    const divBody = document.querySelectorAll("div.body");
+    const body = divBody.length ? divBody[0] : document.querySelector("body");
+    window.setTimeout(() => {
+      terms.forEach((term) => _highlightText(body, term, "highlighted"));
+    }, 10);
+
+    const searchBox = document.getElementById("searchbox");
+    if (searchBox === null) return;
+    searchBox.appendChild(
+      document
+        .createRange()
+        .createContextualFragment(
+          '<p class="highlight-link">' +
+            '<a href="javascript:Documentation.hideSearchWords()">' +
+            Documentation.gettext("Hide Search Matches") +
+            "</a></p>"
+        )
+    );
   },
 
   /**
    * helper function to hide the search marks again
    */
-  hideSearchWords : function() {
-    $('#searchbox .highlight-link').fadeOut(300);
-    $('span.highlighted').removeClass('highlighted');
+  hideSearchWords: () => {
+    document
+      .querySelectorAll("#searchbox .highlight-link")
+      .forEach((el) => el.remove());
+    document
+      .querySelectorAll("span.highlighted")
+      .forEach((el) => el.classList.remove("highlighted"));
+    const url = new URL(window.location);
+    url.searchParams.delete("highlight");
+    window.history.replaceState({}, "", url);
   },
 
   /**
-   * make the url absolute
+   * helper function to focus on search bar
    */
-  makeURL : function(relativeURL) {
-    return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL;
+  focusSearchBar: () => {
+    document.querySelectorAll("input[name=q]")[0]?.focus();
   },
 
   /**
-   * get the current relative url
+   * Initialise the domain index toggle buttons
    */
-  getCurrentURL : function() {
-    var path = document.location.pathname;
-    var parts = path.split(/\//);
-    $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() {
-      if (this === '..')
-        parts.pop();
-    });
-    var url = parts.join('/');
-    return path.substring(url.lastIndexOf('/') + 1, path.length - 1);
+  initDomainIndexTable: () => {
+    const toggler = (el) => {
+      const idNumber = el.id.substr(7);
+      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
+      if (el.src.substr(-9) === "minus.png") {
+        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
+        toggledRows.forEach((el) => (el.style.display = "none"));
+      } else {
+        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
+        toggledRows.forEach((el) => (el.style.display = ""));
+      }
+    };
+
+    const togglerElements = document.querySelectorAll("img.toggler");
+    togglerElements.forEach((el) =>
+      el.addEventListener("click", (event) => toggler(event.currentTarget))
+    );
+    togglerElements.forEach((el) => (el.style.display = ""));
+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
   },
 
-  initOnKeyListeners: function() {
-    $(document).keydown(function(event) {
-      var activeElementType = document.activeElement.tagName;
-      // don't navigate when in search box, textarea, dropdown or button
-      if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT'
-          && activeElementType !== 'BUTTON' && !event.altKey && !event.ctrlKey && !event.metaKey
-          && !event.shiftKey) {
-        switch (event.keyCode) {
-          case 37: // left
-            var prevHref = $('link[rel="prev"]').prop('href');
-            if (prevHref) {
-              window.location.href = prevHref;
-              return false;
+  initOnKeyListeners: () => {
+    // only install a listener if it is really needed
+    if (
+      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
+      !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS
+    )
+      return;
+
+    const blacklistedElements = new Set([
+      "TEXTAREA",
+      "INPUT",
+      "SELECT",
+      "BUTTON",
+    ]);
+    document.addEventListener("keydown", (event) => {
+      if (blacklistedElements.has(document.activeElement.tagName)) return; // bail for input elements
+      if (event.altKey || event.ctrlKey || event.metaKey) return; // bail with special keys
+
+      if (!event.shiftKey) {
+        switch (event.key) {
+          case "ArrowLeft":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const prevLink = document.querySelector('link[rel="prev"]');
+            if (prevLink && prevLink.href) {
+              window.location.href = prevLink.href;
+              event.preventDefault();
             }
             break;
-          case 39: // right
-            var nextHref = $('link[rel="next"]').prop('href');
-            if (nextHref) {
-              window.location.href = nextHref;
-              return false;
+          case "ArrowRight":
+            if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break;
+
+            const nextLink = document.querySelector('link[rel="next"]');
+            if (nextLink && nextLink.href) {
+              window.location.href = nextLink.href;
+              event.preventDefault();
             }
             break;
+          case "Escape":
+            if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+            Documentation.hideSearchWords();
+            event.preventDefault();
         }
       }
+
+      // some keyboard layouts may need Shift to get /
+      switch (event.key) {
+        case "/":
+          if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break;
+          Documentation.focusSearchBar();
+          event.preventDefault();
+      }
     });
-  }
+  },
 };
 
 // quick alias for translations
-_ = Documentation.gettext;
+const _ = Documentation.gettext;
 
-$(document).ready(function() {
-  Documentation.init();
-});
+_ready(Documentation.init);
diff --git a/docs/build/_static/documentation_options.js b/docs/build/_static/documentation_options.js
index eb128930..fc9cc5db 100644
--- a/docs/build/_static/documentation_options.js
+++ b/docs/build/_static/documentation_options.js
@@ -1,12 +1,14 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '1.2.4',
-    LANGUAGE: 'None',
+    VERSION: '1.2.5',
+    LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
     FILE_SUFFIX: '.html',
     LINK_SUFFIX: '.html',
     HAS_SOURCE: true,
     SOURCELINK_SUFFIX: '.txt',
-    NAVIGATION_WITH_KEYS: false
+    NAVIGATION_WITH_KEYS: false,
+    SHOW_SEARCH_SUMMARY: true,
+    ENABLE_SEARCH_SHORTCUTS: true,
 };
\ No newline at end of file
diff --git a/docs/build/_static/jquery-3.5.1.js b/docs/build/_static/jquery-3.6.0.js
similarity index 98%
rename from docs/build/_static/jquery-3.5.1.js
rename to docs/build/_static/jquery-3.6.0.js
index 50937333..fc6c299b 100644
--- a/docs/build/_static/jquery-3.5.1.js
+++ b/docs/build/_static/jquery-3.6.0.js
@@ -1,15 +1,15 @@
 /*!
- * jQuery JavaScript Library v3.5.1
+ * jQuery JavaScript Library v3.6.0
  * https://jquery.com/
  *
  * Includes Sizzle.js
  * https://sizzlejs.com/
  *
- * Copyright JS Foundation and other contributors
+ * Copyright OpenJS Foundation and other contributors
  * Released under the MIT license
  * https://jquery.org/license
  *
- * Date: 2020-05-04T22:49Z
+ * Date: 2021-03-02T17:08Z
  */
 ( function( global, factory ) {
 
@@ -76,12 +76,16 @@ var support = {};
 
 var isFunction = function isFunction( obj ) {
 
-      // Support: Chrome <=57, Firefox <=52
-      // In some browsers, typeof returns "function" for HTML <object> elements
-      // (i.e., `typeof document.createElement( "object" ) === "function"`).
-      // We don't want to classify *any* DOM node as a function.
-      return typeof obj === "function" && typeof obj.nodeType !== "number";
-  };
+		// Support: Chrome <=57, Firefox <=52
+		// In some browsers, typeof returns "function" for HTML <object> elements
+		// (i.e., `typeof document.createElement( "object" ) === "function"`).
+		// We don't want to classify *any* DOM node as a function.
+		// Support: QtWeb <=3.8.5, WebKit <=534.34, wkhtmltopdf tool <=0.12.5
+		// Plus for old WebKit, typeof returns "function" for HTML collections
+		// (e.g., `typeof document.getElementsByTagName("div") === "function"`). (gh-4756)
+		return typeof obj === "function" && typeof obj.nodeType !== "number" &&
+			typeof obj.item !== "function";
+	};
 
 
 var isWindow = function isWindow( obj ) {
@@ -147,7 +151,7 @@ function toType( obj ) {
 
 
 var
-	version = "3.5.1",
+	version = "3.6.0",
 
 	// Define a local copy of jQuery
 	jQuery = function( selector, context ) {
@@ -401,7 +405,7 @@ jQuery.extend( {
 			if ( isArrayLike( Object( arr ) ) ) {
 				jQuery.merge( ret,
 					typeof arr === "string" ?
-					[ arr ] : arr
+						[ arr ] : arr
 				);
 			} else {
 				push.call( ret, arr );
@@ -496,9 +500,9 @@ if ( typeof Symbol === "function" ) {
 
 // Populate the class2type map
 jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ),
-function( _i, name ) {
-	class2type[ "[object " + name + "]" ] = name.toLowerCase();
-} );
+	function( _i, name ) {
+		class2type[ "[object " + name + "]" ] = name.toLowerCase();
+	} );
 
 function isArrayLike( obj ) {
 
@@ -518,14 +522,14 @@ function isArrayLike( obj ) {
 }
 var Sizzle =
 /*!
- * Sizzle CSS Selector Engine v2.3.5
+ * Sizzle CSS Selector Engine v2.3.6
  * https://sizzlejs.com/
  *
  * Copyright JS Foundation and other contributors
  * Released under the MIT license
  * https://js.foundation/
  *
- * Date: 2020-03-14
+ * Date: 2021-02-16
  */
 ( function( window ) {
 var i,
@@ -1108,8 +1112,8 @@ support = Sizzle.support = {};
  * @returns {Boolean} True iff elem is a non-HTML XML node
  */
 isXML = Sizzle.isXML = function( elem ) {
-	var namespace = elem.namespaceURI,
-		docElem = ( elem.ownerDocument || elem ).documentElement;
+	var namespace = elem && elem.namespaceURI,
+		docElem = elem && ( elem.ownerDocument || elem ).documentElement;
 
 	// Support: IE <=8
 	// Assume HTML when documentElement doesn't yet exist, such as inside loading iframes
@@ -3024,9 +3028,9 @@ var rneedsContext = jQuery.expr.match.needsContext;
 
 function nodeName( elem, name ) {
 
-  return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
+	return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase();
 
-};
+}
 var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i );
 
 
@@ -3997,8 +4001,8 @@ jQuery.extend( {
 			resolveContexts = Array( i ),
 			resolveValues = slice.call( arguments ),
 
-			// the master Deferred
-			master = jQuery.Deferred(),
+			// the primary Deferred
+			primary = jQuery.Deferred(),
 
 			// subordinate callback factory
 			updateFunc = function( i ) {
@@ -4006,30 +4010,30 @@ jQuery.extend( {
 					resolveContexts[ i ] = this;
 					resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value;
 					if ( !( --remaining ) ) {
-						master.resolveWith( resolveContexts, resolveValues );
+						primary.resolveWith( resolveContexts, resolveValues );
 					}
 				};
 			};
 
 		// Single- and empty arguments are adopted like Promise.resolve
 		if ( remaining <= 1 ) {
-			adoptValue( singleValue, master.done( updateFunc( i ) ).resolve, master.reject,
+			adoptValue( singleValue, primary.done( updateFunc( i ) ).resolve, primary.reject,
 				!remaining );
 
 			// Use .then() to unwrap secondary thenables (cf. gh-3000)
-			if ( master.state() === "pending" ||
+			if ( primary.state() === "pending" ||
 				isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) {
 
-				return master.then();
+				return primary.then();
 			}
 		}
 
 		// Multiple arguments are aggregated like Promise.all array elements
 		while ( i-- ) {
-			adoptValue( resolveValues[ i ], updateFunc( i ), master.reject );
+			adoptValue( resolveValues[ i ], updateFunc( i ), primary.reject );
 		}
 
-		return master.promise();
+		return primary.promise();
 	}
 } );
 
@@ -4180,8 +4184,8 @@ var access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
 			for ( ; i < len; i++ ) {
 				fn(
 					elems[ i ], key, raw ?
-					value :
-					value.call( elems[ i ], i, fn( elems[ i ], key ) )
+						value :
+						value.call( elems[ i ], i, fn( elems[ i ], key ) )
 				);
 			}
 		}
@@ -5089,10 +5093,7 @@ function buildFragment( elems, context, scripts, selection, ignored ) {
 }
 
 
-var
-	rkeyEvent = /^key/,
-	rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/,
-	rtypenamespace = /^([^.]*)(?:\.(.+)|)/;
+var rtypenamespace = /^([^.]*)(?:\.(.+)|)/;
 
 function returnTrue() {
 	return true;
@@ -5387,8 +5388,8 @@ jQuery.event = {
 			event = jQuery.event.fix( nativeEvent ),
 
 			handlers = (
-					dataPriv.get( this, "events" ) || Object.create( null )
-				)[ event.type ] || [],
+				dataPriv.get( this, "events" ) || Object.create( null )
+			)[ event.type ] || [],
 			special = jQuery.event.special[ event.type ] || {};
 
 		// Use the fix-ed jQuery.Event rather than the (read-only) native event
@@ -5512,12 +5513,12 @@ jQuery.event = {
 			get: isFunction( hook ) ?
 				function() {
 					if ( this.originalEvent ) {
-							return hook( this.originalEvent );
+						return hook( this.originalEvent );
 					}
 				} :
 				function() {
 					if ( this.originalEvent ) {
-							return this.originalEvent[ name ];
+						return this.originalEvent[ name ];
 					}
 				},
 
@@ -5656,7 +5657,13 @@ function leverageNative( el, type, expectSync ) {
 						// Cancel the outer synthetic event
 						event.stopImmediatePropagation();
 						event.preventDefault();
-						return result.value;
+
+						// Support: Chrome 86+
+						// In Chrome, if an element having a focusout handler is blurred by
+						// clicking outside of it, it invokes the handler synchronously. If
+						// that handler calls `.remove()` on the element, the data is cleared,
+						// leaving `result` undefined. We need to guard against this.
+						return result && result.value;
 					}
 
 				// If this is an inner synthetic event for an event with a bubbling surrogate
@@ -5821,34 +5828,7 @@ jQuery.each( {
 	targetTouches: true,
 	toElement: true,
 	touches: true,
-
-	which: function( event ) {
-		var button = event.button;
-
-		// Add which for key events
-		if ( event.which == null && rkeyEvent.test( event.type ) ) {
-			return event.charCode != null ? event.charCode : event.keyCode;
-		}
-
-		// Add which for click: 1 === left; 2 === middle; 3 === right
-		if ( !event.which && button !== undefined && rmouseEvent.test( event.type ) ) {
-			if ( button & 1 ) {
-				return 1;
-			}
-
-			if ( button & 2 ) {
-				return 3;
-			}
-
-			if ( button & 4 ) {
-				return 2;
-			}
-
-			return 0;
-		}
-
-		return event.which;
-	}
+	which: true
 }, jQuery.event.addProp );
 
 jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) {
@@ -5874,6 +5854,12 @@ jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateTyp
 			return true;
 		},
 
+		// Suppress native focus or blur as it's already being fired
+		// in leverageNative.
+		_default: function() {
+			return true;
+		},
+
 		delegateType: delegateType
 	};
 } );
@@ -6541,6 +6527,10 @@ var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
 		// set in CSS while `offset*` properties report correct values.
 		// Behavior in IE 9 is more subtle than in newer versions & it passes
 		// some versions of this test; make sure not to make it pass there!
+		//
+		// Support: Firefox 70+
+		// Only Firefox includes border widths
+		// in computed dimensions. (gh-4529)
 		reliableTrDimensions: function() {
 			var table, tr, trChild, trStyle;
 			if ( reliableTrDimensionsVal == null ) {
@@ -6548,17 +6538,32 @@ var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
 				tr = document.createElement( "tr" );
 				trChild = document.createElement( "div" );
 
-				table.style.cssText = "position:absolute;left:-11111px";
+				table.style.cssText = "position:absolute;left:-11111px;border-collapse:separate";
+				tr.style.cssText = "border:1px solid";
+
+				// Support: Chrome 86+
+				// Height set through cssText does not get applied.
+				// Computed height then comes back as 0.
 				tr.style.height = "1px";
 				trChild.style.height = "9px";
 
+				// Support: Android 8 Chrome 86+
+				// In our bodyBackground.html iframe,
+				// display for all div elements is set to "inline",
+				// which causes a problem only in Android 8 Chrome 86.
+				// Ensuring the div is display: block
+				// gets around this issue.
+				trChild.style.display = "block";
+
 				documentElement
 					.appendChild( table )
 					.appendChild( tr )
 					.appendChild( trChild );
 
 				trStyle = window.getComputedStyle( tr );
-				reliableTrDimensionsVal = parseInt( trStyle.height ) > 3;
+				reliableTrDimensionsVal = ( parseInt( trStyle.height, 10 ) +
+					parseInt( trStyle.borderTopWidth, 10 ) +
+					parseInt( trStyle.borderBottomWidth, 10 ) ) === tr.offsetHeight;
 
 				documentElement.removeChild( table );
 			}
@@ -7022,10 +7027,10 @@ jQuery.each( [ "height", "width" ], function( _i, dimension ) {
 					// Running getBoundingClientRect on a disconnected node
 					// in IE throws an error.
 					( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ?
-						swap( elem, cssShow, function() {
-							return getWidthOrHeight( elem, dimension, extra );
-						} ) :
-						getWidthOrHeight( elem, dimension, extra );
+					swap( elem, cssShow, function() {
+						return getWidthOrHeight( elem, dimension, extra );
+					} ) :
+					getWidthOrHeight( elem, dimension, extra );
 			}
 		},
 
@@ -7084,7 +7089,7 @@ jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft,
 					swap( elem, { marginLeft: 0 }, function() {
 						return elem.getBoundingClientRect().left;
 					} )
-				) + "px";
+			) + "px";
 		}
 	}
 );
@@ -7223,7 +7228,7 @@ Tween.propHooks = {
 			if ( jQuery.fx.step[ tween.prop ] ) {
 				jQuery.fx.step[ tween.prop ]( tween );
 			} else if ( tween.elem.nodeType === 1 && (
-					jQuery.cssHooks[ tween.prop ] ||
+				jQuery.cssHooks[ tween.prop ] ||
 					tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) {
 				jQuery.style( tween.elem, tween.prop, tween.now + tween.unit );
 			} else {
@@ -7468,7 +7473,7 @@ function defaultPrefilter( elem, props, opts ) {
 
 			anim.done( function() {
 
-			/* eslint-enable no-loop-func */
+				/* eslint-enable no-loop-func */
 
 				// The final step of a "hide" animation is actually hiding the element
 				if ( !hidden ) {
@@ -7588,7 +7593,7 @@ function Animation( elem, properties, options ) {
 			tweens: [],
 			createTween: function( prop, end ) {
 				var tween = jQuery.Tween( elem, animation.opts, prop, end,
-						animation.opts.specialEasing[ prop ] || animation.opts.easing );
+					animation.opts.specialEasing[ prop ] || animation.opts.easing );
 				animation.tweens.push( tween );
 				return tween;
 			},
@@ -7761,7 +7766,8 @@ jQuery.fn.extend( {
 					anim.stop( true );
 				}
 			};
-			doAnimation.finish = doAnimation;
+
+		doAnimation.finish = doAnimation;
 
 		return empty || optall.queue === false ?
 			this.each( doAnimation ) :
@@ -8401,8 +8407,8 @@ jQuery.fn.extend( {
 				if ( this.setAttribute ) {
 					this.setAttribute( "class",
 						className || value === false ?
-						"" :
-						dataPriv.get( this, "__className__" ) || ""
+							"" :
+							dataPriv.get( this, "__className__" ) || ""
 					);
 				}
 			}
@@ -8417,7 +8423,7 @@ jQuery.fn.extend( {
 		while ( ( elem = this[ i++ ] ) ) {
 			if ( elem.nodeType === 1 &&
 				( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) {
-					return true;
+				return true;
 			}
 		}
 
@@ -8707,9 +8713,7 @@ jQuery.extend( jQuery.event, {
 				special.bindType || type;
 
 			// jQuery handler
-			handle = (
-					dataPriv.get( cur, "events" ) || Object.create( null )
-				)[ event.type ] &&
+			handle = ( dataPriv.get( cur, "events" ) || Object.create( null ) )[ event.type ] &&
 				dataPriv.get( cur, "handle" );
 			if ( handle ) {
 				handle.apply( cur, data );
@@ -8856,7 +8860,7 @@ var rquery = ( /\?/ );
 
 // Cross-browser xml parsing
 jQuery.parseXML = function( data ) {
-	var xml;
+	var xml, parserErrorElem;
 	if ( !data || typeof data !== "string" ) {
 		return null;
 	}
@@ -8865,12 +8869,17 @@ jQuery.parseXML = function( data ) {
 	// IE throws on parseFromString with invalid input.
 	try {
 		xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" );
-	} catch ( e ) {
-		xml = undefined;
-	}
+	} catch ( e ) {}
 
-	if ( !xml || xml.getElementsByTagName( "parsererror" ).length ) {
-		jQuery.error( "Invalid XML: " + data );
+	parserErrorElem = xml && xml.getElementsByTagName( "parsererror" )[ 0 ];
+	if ( !xml || parserErrorElem ) {
+		jQuery.error( "Invalid XML: " + (
+			parserErrorElem ?
+				jQuery.map( parserErrorElem.childNodes, function( el ) {
+					return el.textContent;
+				} ).join( "\n" ) :
+				data
+		) );
 	}
 	return xml;
 };
@@ -8971,16 +8980,14 @@ jQuery.fn.extend( {
 			// Can add propHook for "elements" to filter or add form elements
 			var elements = jQuery.prop( this, "elements" );
 			return elements ? jQuery.makeArray( elements ) : this;
-		} )
-		.filter( function() {
+		} ).filter( function() {
 			var type = this.type;
 
 			// Use .is( ":disabled" ) so that fieldset[disabled] works
 			return this.name && !jQuery( this ).is( ":disabled" ) &&
 				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
 				( this.checked || !rcheckableType.test( type ) );
-		} )
-		.map( function( _i, elem ) {
+		} ).map( function( _i, elem ) {
 			var val = jQuery( this ).val();
 
 			if ( val == null ) {
@@ -9033,7 +9040,8 @@ var
 
 	// Anchor tag for parsing the document origin
 	originAnchor = document.createElement( "a" );
-	originAnchor.href = location.href;
+
+originAnchor.href = location.href;
 
 // Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport
 function addToPrefiltersOrTransports( structure ) {
@@ -9414,8 +9422,8 @@ jQuery.extend( {
 			// Context for global events is callbackContext if it is a DOM node or jQuery collection
 			globalEventContext = s.context &&
 				( callbackContext.nodeType || callbackContext.jquery ) ?
-					jQuery( callbackContext ) :
-					jQuery.event,
+				jQuery( callbackContext ) :
+				jQuery.event,
 
 			// Deferreds
 			deferred = jQuery.Deferred(),
@@ -9727,8 +9735,10 @@ jQuery.extend( {
 				response = ajaxHandleResponses( s, jqXHR, responses );
 			}
 
-			// Use a noop converter for missing script
-			if ( !isSuccess && jQuery.inArray( "script", s.dataTypes ) > -1 ) {
+			// Use a noop converter for missing script but not if jsonp
+			if ( !isSuccess &&
+				jQuery.inArray( "script", s.dataTypes ) > -1 &&
+				jQuery.inArray( "json", s.dataTypes ) < 0 ) {
 				s.converters[ "text script" ] = function() {};
 			}
 
@@ -10466,12 +10476,6 @@ jQuery.offset = {
 			options.using.call( elem, props );
 
 		} else {
-			if ( typeof props.top === "number" ) {
-				props.top += "px";
-			}
-			if ( typeof props.left === "number" ) {
-				props.left += "px";
-			}
 			curElem.css( props );
 		}
 	}
@@ -10640,8 +10644,11 @@ jQuery.each( [ "top", "left" ], function( _i, prop ) {
 
 // Create innerHeight, innerWidth, height, width, outerHeight and outerWidth methods
 jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
-	jQuery.each( { padding: "inner" + name, content: type, "": "outer" + name },
-		function( defaultExtra, funcName ) {
+	jQuery.each( {
+		padding: "inner" + name,
+		content: type,
+		"": "outer" + name
+	}, function( defaultExtra, funcName ) {
 
 		// Margin is only for outerHeight, outerWidth
 		jQuery.fn[ funcName ] = function( margin, value ) {
@@ -10726,7 +10733,8 @@ jQuery.fn.extend( {
 	}
 } );
 
-jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " +
+jQuery.each(
+	( "blur focus focusin focusout resize scroll click dblclick " +
 	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
 	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
 	function( _i, name ) {
@@ -10737,7 +10745,8 @@ jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " +
 				this.on( name, null, data, fn ) :
 				this.trigger( name );
 		};
-	} );
+	}
+);
 
 
 
diff --git a/docs/build/_static/jquery.js b/docs/build/_static/jquery.js
index b0614034..c4c6022f 100644
--- a/docs/build/_static/jquery.js
+++ b/docs/build/_static/jquery.js
@@ -1,2 +1,2 @@
-/*! jQuery v3.5.1 | (c) JS Foundation and other contributors | jquery.org/license */
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diff --git a/docs/build/_static/language_data.js b/docs/build/_static/language_data.js
index 863704b3..2e22b06a 100644
--- a/docs/build/_static/language_data.js
+++ b/docs/build/_static/language_data.js
@@ -5,12 +5,12 @@
  * This script contains the language-specific data used by searchtools.js,
  * namely the list of stopwords, stemmer, scorer and splitter.
  *
- * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
 
-var stopwords = ["a","and","are","as","at","be","but","by","for","if","in","into","is","it","near","no","not","of","on","or","such","that","the","their","then","there","these","they","this","to","was","will","with"];
+var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
 
 
 /* Non-minified version is copied as a separate JS file, is available */
@@ -197,101 +197,3 @@ var Stemmer = function() {
   }
 }
 
-
-
-
-var splitChars = (function() {
-    var result = {};
-    var singles = [96, 180, 187, 191, 215, 247, 749, 885, 903, 907, 909, 930, 1014, 1648,
-         1748, 1809, 2416, 2473, 2481, 2526, 2601, 2609, 2612, 2615, 2653, 2702,
-         2706, 2729, 2737, 2740, 2857, 2865, 2868, 2910, 2928, 2948, 2961, 2971,
-         2973, 3085, 3089, 3113, 3124, 3213, 3217, 3241, 3252, 3295, 3341, 3345,
-         3369, 3506, 3516, 3633, 3715, 3721, 3736, 3744, 3748, 3750, 3756, 3761,
-         3781, 3912, 4239, 4347, 4681, 4695, 4697, 4745, 4785, 4799, 4801, 4823,
-         4881, 5760, 5901, 5997, 6313, 7405, 8024, 8026, 8028, 8030, 8117, 8125,
-         8133, 8181, 8468, 8485, 8487, 8489, 8494, 8527, 11311, 11359, 11687, 11695,
-         11703, 11711, 11719, 11727, 11735, 12448, 12539, 43010, 43014, 43019, 43587,
-         43696, 43713, 64286, 64297, 64311, 64317, 64319, 64322, 64325, 65141];
-    var i, j, start, end;
-    for (i = 0; i < singles.length; i++) {
-        result[singles[i]] = true;
-    }
-    var ranges = [[0, 47], [58, 64], [91, 94], [123, 169], [171, 177], [182, 184], [706, 709],
-         [722, 735], [741, 747], [751, 879], [888, 889], [894, 901], [1154, 1161],
-         [1318, 1328], [1367, 1368], [1370, 1376], [1416, 1487], [1515, 1519], [1523, 1568],
-         [1611, 1631], [1642, 1645], [1750, 1764], [1767, 1773], [1789, 1790], [1792, 1807],
-         [1840, 1868], [1958, 1968], [1970, 1983], [2027, 2035], [2038, 2041], [2043, 2047],
-         [2070, 2073], [2075, 2083], [2085, 2087], [2089, 2307], [2362, 2364], [2366, 2383],
-         [2385, 2391], [2402, 2405], [2419, 2424], [2432, 2436], [2445, 2446], [2449, 2450],
-         [2483, 2485], [2490, 2492], [2494, 2509], [2511, 2523], [2530, 2533], [2546, 2547],
-         [2554, 2564], [2571, 2574], [2577, 2578], [2618, 2648], [2655, 2661], [2672, 2673],
-         [2677, 2692], [2746, 2748], [2750, 2767], [2769, 2783], [2786, 2789], [2800, 2820],
-         [2829, 2830], [2833, 2834], [2874, 2876], [2878, 2907], [2914, 2917], [2930, 2946],
-         [2955, 2957], [2966, 2968], [2976, 2978], [2981, 2983], [2987, 2989], [3002, 3023],
-         [3025, 3045], [3059, 3076], [3130, 3132], [3134, 3159], [3162, 3167], [3170, 3173],
-         [3184, 3191], [3199, 3204], [3258, 3260], [3262, 3293], [3298, 3301], [3312, 3332],
-         [3386, 3388], [3390, 3423], [3426, 3429], [3446, 3449], [3456, 3460], [3479, 3481],
-         [3518, 3519], [3527, 3584], [3636, 3647], [3655, 3663], [3674, 3712], [3717, 3718],
-         [3723, 3724], [3726, 3731], [3752, 3753], [3764, 3772], [3774, 3775], [3783, 3791],
-         [3802, 3803], [3806, 3839], [3841, 3871], [3892, 3903], [3949, 3975], [3980, 4095],
-         [4139, 4158], [4170, 4175], [4182, 4185], [4190, 4192], [4194, 4196], [4199, 4205],
-         [4209, 4212], [4226, 4237], [4250, 4255], [4294, 4303], [4349, 4351], [4686, 4687],
-         [4702, 4703], [4750, 4751], [4790, 4791], [4806, 4807], [4886, 4887], [4955, 4968],
-         [4989, 4991], [5008, 5023], [5109, 5120], [5741, 5742], [5787, 5791], [5867, 5869],
-         [5873, 5887], [5906, 5919], [5938, 5951], [5970, 5983], [6001, 6015], [6068, 6102],
-         [6104, 6107], [6109, 6111], [6122, 6127], [6138, 6159], [6170, 6175], [6264, 6271],
-         [6315, 6319], [6390, 6399], [6429, 6469], [6510, 6511], [6517, 6527], [6572, 6592],
-         [6600, 6607], [6619, 6655], [6679, 6687], [6741, 6783], [6794, 6799], [6810, 6822],
-         [6824, 6916], [6964, 6980], [6988, 6991], [7002, 7042], [7073, 7085], [7098, 7167],
-         [7204, 7231], [7242, 7244], [7294, 7400], [7410, 7423], [7616, 7679], [7958, 7959],
-         [7966, 7967], [8006, 8007], [8014, 8015], [8062, 8063], [8127, 8129], [8141, 8143],
-         [8148, 8149], [8156, 8159], [8173, 8177], [8189, 8303], [8306, 8307], [8314, 8318],
-         [8330, 8335], [8341, 8449], [8451, 8454], [8456, 8457], [8470, 8472], [8478, 8483],
-         [8506, 8507], [8512, 8516], [8522, 8525], [8586, 9311], [9372, 9449], [9472, 10101],
-         [10132, 11263], [11493, 11498], [11503, 11516], [11518, 11519], [11558, 11567],
-         [11622, 11630], [11632, 11647], [11671, 11679], [11743, 11822], [11824, 12292],
-         [12296, 12320], [12330, 12336], [12342, 12343], [12349, 12352], [12439, 12444],
-         [12544, 12548], [12590, 12592], [12687, 12689], [12694, 12703], [12728, 12783],
-         [12800, 12831], [12842, 12880], [12896, 12927], [12938, 12976], [12992, 13311],
-         [19894, 19967], [40908, 40959], [42125, 42191], [42238, 42239], [42509, 42511],
-         [42540, 42559], [42592, 42593], [42607, 42622], [42648, 42655], [42736, 42774],
-         [42784, 42785], [42889, 42890], [42893, 43002], [43043, 43055], [43062, 43071],
-         [43124, 43137], [43188, 43215], [43226, 43249], [43256, 43258], [43260, 43263],
-         [43302, 43311], [43335, 43359], [43389, 43395], [43443, 43470], [43482, 43519],
-         [43561, 43583], [43596, 43599], [43610, 43615], [43639, 43641], [43643, 43647],
-         [43698, 43700], [43703, 43704], [43710, 43711], [43715, 43738], [43742, 43967],
-         [44003, 44015], [44026, 44031], [55204, 55215], [55239, 55242], [55292, 55295],
-         [57344, 63743], [64046, 64047], [64110, 64111], [64218, 64255], [64263, 64274],
-         [64280, 64284], [64434, 64466], [64830, 64847], [64912, 64913], [64968, 65007],
-         [65020, 65135], [65277, 65295], [65306, 65312], [65339, 65344], [65371, 65381],
-         [65471, 65473], [65480, 65481], [65488, 65489], [65496, 65497]];
-    for (i = 0; i < ranges.length; i++) {
-        start = ranges[i][0];
-        end = ranges[i][1];
-        for (j = start; j <= end; j++) {
-            result[j] = true;
-        }
-    }
-    return result;
-})();
-
-function splitQuery(query) {
-    var result = [];
-    var start = -1;
-    for (var i = 0; i < query.length; i++) {
-        if (splitChars[query.charCodeAt(i)]) {
-            if (start !== -1) {
-                result.push(query.slice(start, i));
-                start = -1;
-            }
-        } else if (start === -1) {
-            start = i;
-        }
-    }
-    if (start !== -1) {
-        result.push(query.slice(start));
-    }
-    return result;
-}
-
-
diff --git a/docs/build/_static/searchtools.js b/docs/build/_static/searchtools.js
index 58ff35c4..f2fb7d5c 100644
--- a/docs/build/_static/searchtools.js
+++ b/docs/build/_static/searchtools.js
@@ -4,22 +4,24 @@
  *
  * Sphinx JavaScript utilities for the full-text search.
  *
- * :copyright: Copyright 2007-2021 by the Sphinx team, see AUTHORS.
+ * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS.
  * :license: BSD, see LICENSE for details.
  *
  */
+"use strict";
 
-if (!Scorer) {
-  /**
-   * Simple result scoring code.
-   */
+/**
+ * Simple result scoring code.
+ */
+if (typeof Scorer === "undefined") {
   var Scorer = {
     // Implement the following function to further tweak the score for each result
-    // The function takes a result array [filename, title, anchor, descr, score]
+    // The function takes a result array [docname, title, anchor, descr, score, filename]
     // and returns the new score.
     /*
-    score: function(result) {
-      return result[4];
+    score: result => {
+      const [docname, title, anchor, descr, score, filename] = result
+      return score
     },
     */
 
@@ -28,9 +30,11 @@ if (!Scorer) {
     // or matches in the last dotted part of the object name
     objPartialMatch: 6,
     // Additive scores depending on the priority of the object
-    objPrio: {0:  15,   // used to be importantResults
-              1:  5,   // used to be objectResults
-              2: -5},  // used to be unimportantResults
+    objPrio: {
+      0: 15, // used to be importantResults
+      1: 5, // used to be objectResults
+      2: -5, // used to be unimportantResults
+    },
     //  Used when the priority is not in the mapping.
     objPrioDefault: 0,
 
@@ -39,455 +43,453 @@ if (!Scorer) {
     partialTitle: 7,
     // query found in terms
     term: 5,
-    partialTerm: 2
+    partialTerm: 2,
   };
 }
 
-if (!splitQuery) {
-  function splitQuery(query) {
-    return query.split(/\s+/);
+const _removeChildren = (element) => {
+  while (element && element.lastChild) element.removeChild(element.lastChild);
+};
+
+/**
+ * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+ */
+const _escapeRegExp = (string) =>
+  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+
+const _displayItem = (item, highlightTerms, searchTerms) => {
+  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
+  const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT;
+  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
+  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
+  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
+
+  const [docName, title, anchor, descr] = item;
+
+  let listItem = document.createElement("li");
+  let requestUrl;
+  let linkUrl;
+  if (docBuilder === "dirhtml") {
+    // dirhtml builder
+    let dirname = docName + "/";
+    if (dirname.match(/\/index\/$/))
+      dirname = dirname.substring(0, dirname.length - 6);
+    else if (dirname === "index/") dirname = "";
+    requestUrl = docUrlRoot + dirname;
+    linkUrl = requestUrl;
+  } else {
+    // normal html builders
+    requestUrl = docUrlRoot + docName + docFileSuffix;
+    linkUrl = docName + docLinkSuffix;
+  }
+  const params = new URLSearchParams();
+  params.set("highlight", [...highlightTerms].join(" "));
+  let linkEl = listItem.appendChild(document.createElement("a"));
+  linkEl.href = linkUrl + "?" + params.toString() + anchor;
+  linkEl.innerHTML = title;
+  if (descr)
+    listItem.appendChild(document.createElement("span")).innerHTML =
+      " (" + descr + ")";
+  else if (showSearchSummary)
+    fetch(requestUrl)
+      .then((responseData) => responseData.text())
+      .then((data) => {
+        if (data)
+          listItem.appendChild(
+            Search.makeSearchSummary(data, searchTerms, highlightTerms)
+          );
+      });
+  Search.output.appendChild(listItem);
+};
+const _finishSearch = (resultCount) => {
+  Search.stopPulse();
+  Search.title.innerText = _("Search Results");
+  if (!resultCount)
+    Search.status.innerText = Documentation.gettext(
+      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
+    );
+  else
+    Search.status.innerText = _(
+      `Search finished, found ${resultCount} page(s) matching the search query.`
+    );
+};
+const _displayNextItem = (
+  results,
+  resultCount,
+  highlightTerms,
+  searchTerms
+) => {
+  // results left, load the summary and display it
+  // this is intended to be dynamic (don't sub resultsCount)
+  if (results.length) {
+    _displayItem(results.pop(), highlightTerms, searchTerms);
+    setTimeout(
+      () => _displayNextItem(results, resultCount, highlightTerms, searchTerms),
+      5
+    );
   }
+  // search finished, update title and status message
+  else _finishSearch(resultCount);
+};
+
+/**
+ * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
+ * custom function per language.
+ *
+ * The regular expression works by splitting the string on consecutive characters
+ * that are not Unicode letters, numbers, underscores, or emoji characters.
+ * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
+ */
+if (typeof splitQuery === "undefined") {
+  var splitQuery = (query) => query
+      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
+      .filter(term => term)  // remove remaining empty strings
 }
 
 /**
  * Search Module
  */
-var Search = {
-
-  _index : null,
-  _queued_query : null,
-  _pulse_status : -1,
-
-  htmlToText : function(htmlString) {
-      var virtualDocument = document.implementation.createHTMLDocument('virtual');
-      var htmlElement = $(htmlString, virtualDocument);
-      htmlElement.find('.headerlink').remove();
-      docContent = htmlElement.find('[role=main]')[0];
-      if(docContent === undefined) {
-          console.warn("Content block not found. Sphinx search tries to obtain it " +
-                       "via '[role=main]'. Could you check your theme or template.");
-          return "";
-      }
-      return docContent.textContent || docContent.innerText;
+const Search = {
+  _index: null,
+  _queued_query: null,
+  _pulse_status: -1,
+
+  htmlToText: (htmlString) => {
+    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
+    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
+    const docContent = htmlElement.querySelector('[role="main"]');
+    if (docContent !== undefined) return docContent.textContent;
+    console.warn(
+      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template."
+    );
+    return "";
   },
 
-  init : function() {
-      var params = $.getQueryParameters();
-      if (params.q) {
-          var query = params.q[0];
-          $('input[name="q"]')[0].value = query;
-          this.performSearch(query);
-      }
+  init: () => {
+    const query = new URLSearchParams(window.location.search).get("q");
+    document
+      .querySelectorAll('input[name="q"]')
+      .forEach((el) => (el.value = query));
+    if (query) Search.performSearch(query);
   },
 
-  loadIndex : function(url) {
-    $.ajax({type: "GET", url: url, data: null,
-            dataType: "script", cache: true,
-            complete: function(jqxhr, textstatus) {
-              if (textstatus != "success") {
-                document.getElementById("searchindexloader").src = url;
-              }
-            }});
-  },
+  loadIndex: (url) =>
+    (document.body.appendChild(document.createElement("script")).src = url),
 
-  setIndex : function(index) {
-    var q;
-    this._index = index;
-    if ((q = this._queued_query) !== null) {
-      this._queued_query = null;
-      Search.query(q);
+  setIndex: (index) => {
+    Search._index = index;
+    if (Search._queued_query !== null) {
+      const query = Search._queued_query;
+      Search._queued_query = null;
+      Search.query(query);
     }
   },
 
-  hasIndex : function() {
-      return this._index !== null;
-  },
+  hasIndex: () => Search._index !== null,
 
-  deferQuery : function(query) {
-      this._queued_query = query;
-  },
+  deferQuery: (query) => (Search._queued_query = query),
 
-  stopPulse : function() {
-      this._pulse_status = 0;
-  },
+  stopPulse: () => (Search._pulse_status = -1),
 
-  startPulse : function() {
-    if (this._pulse_status >= 0)
-        return;
-    function pulse() {
-      var i;
+  startPulse: () => {
+    if (Search._pulse_status >= 0) return;
+
+    const pulse = () => {
       Search._pulse_status = (Search._pulse_status + 1) % 4;
-      var dotString = '';
-      for (i = 0; i < Search._pulse_status; i++)
-        dotString += '.';
-      Search.dots.text(dotString);
-      if (Search._pulse_status > -1)
-        window.setTimeout(pulse, 500);
-    }
+      Search.dots.innerText = ".".repeat(Search._pulse_status);
+      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
+    };
     pulse();
   },
 
   /**
    * perform a search for something (or wait until index is loaded)
    */
-  performSearch : function(query) {
+  performSearch: (query) => {
     // create the required interface elements
-    this.out = $('#search-results');
-    this.title = $('<h2>' + _('Searching') + '</h2>').appendTo(this.out);
-    this.dots = $('<span></span>').appendTo(this.title);
-    this.status = $('<p class="search-summary">&nbsp;</p>').appendTo(this.out);
-    this.output = $('<ul class="search"/>').appendTo(this.out);
-
-    $('#search-progress').text(_('Preparing search...'));
-    this.startPulse();
+    const searchText = document.createElement("h2");
+    searchText.textContent = _("Searching");
+    const searchSummary = document.createElement("p");
+    searchSummary.classList.add("search-summary");
+    searchSummary.innerText = "";
+    const searchList = document.createElement("ul");
+    searchList.classList.add("search");
+
+    const out = document.getElementById("search-results");
+    Search.title = out.appendChild(searchText);
+    Search.dots = Search.title.appendChild(document.createElement("span"));
+    Search.status = out.appendChild(searchSummary);
+    Search.output = out.appendChild(searchList);
+
+    const searchProgress = document.getElementById("search-progress");
+    // Some themes don't use the search progress node
+    if (searchProgress) {
+      searchProgress.innerText = _("Preparing search...");
+    }
+    Search.startPulse();
 
     // index already loaded, the browser was quick!
-    if (this.hasIndex())
-      this.query(query);
-    else
-      this.deferQuery(query);
+    if (Search.hasIndex()) Search.query(query);
+    else Search.deferQuery(query);
   },
 
   /**
    * execute search (requires search index to be loaded)
    */
-  query : function(query) {
-    var i;
-
-    // stem the searchterms and add them to the correct list
-    var stemmer = new Stemmer();
-    var searchterms = [];
-    var excluded = [];
-    var hlterms = [];
-    var tmp = splitQuery(query);
-    var objectterms = [];
-    for (i = 0; i < tmp.length; i++) {
-      if (tmp[i] !== "") {
-          objectterms.push(tmp[i].toLowerCase());
-      }
+  query: (query) => {
+    // stem the search terms and add them to the correct list
+    const stemmer = new Stemmer();
+    const searchTerms = new Set();
+    const excludedTerms = new Set();
+    const highlightTerms = new Set();
+    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
+    splitQuery(query.trim()).forEach((queryTerm) => {
+      const queryTermLower = queryTerm.toLowerCase();
+
+      // maybe skip this "word"
+      // stopwords array is from language_data.js
+      if (
+        stopwords.indexOf(queryTermLower) !== -1 ||
+        queryTerm.match(/^\d+$/)
+      )
+        return;
 
-      if ($u.indexOf(stopwords, tmp[i].toLowerCase()) != -1 || tmp[i] === "") {
-        // skip this "word"
-        continue;
-      }
       // stem the word
-      var word = stemmer.stemWord(tmp[i].toLowerCase());
-      // prevent stemmer from cutting word smaller than two chars
-      if(word.length < 3 && tmp[i].length >= 3) {
-        word = tmp[i];
-      }
-      var toAppend;
+      let word = stemmer.stemWord(queryTermLower);
       // select the correct list
-      if (word[0] == '-') {
-        toAppend = excluded;
-        word = word.substr(1);
-      }
+      if (word[0] === "-") excludedTerms.add(word.substr(1));
       else {
-        toAppend = searchterms;
-        hlterms.push(tmp[i].toLowerCase());
+        searchTerms.add(word);
+        highlightTerms.add(queryTermLower);
       }
-      // only add if not already in the list
-      if (!$u.contains(toAppend, word))
-        toAppend.push(word);
-    }
-    var highlightstring = '?highlight=' + $.urlencode(hlterms.join(" "));
-
-    // console.debug('SEARCH: searching for:');
-    // console.info('required: ', searchterms);
-    // console.info('excluded: ', excluded);
+    });
 
-    // prepare search
-    var terms = this._index.terms;
-    var titleterms = this._index.titleterms;
+    // console.debug("SEARCH: searching for:");
+    // console.info("required: ", [...searchTerms]);
+    // console.info("excluded: ", [...excludedTerms]);
 
-    // array of [filename, title, anchor, descr, score]
-    var results = [];
-    $('#search-progress').empty();
+    // array of [docname, title, anchor, descr, score, filename]
+    let results = [];
+    _removeChildren(document.getElementById("search-progress"));
 
     // lookup as object
-    for (i = 0; i < objectterms.length; i++) {
-      var others = [].concat(objectterms.slice(0, i),
-                             objectterms.slice(i+1, objectterms.length));
-      results = results.concat(this.performObjectSearch(objectterms[i], others));
-    }
+    objectTerms.forEach((term) =>
+      results.push(...Search.performObjectSearch(term, objectTerms))
+    );
 
     // lookup as search terms in fulltext
-    results = results.concat(this.performTermsSearch(searchterms, excluded, terms, titleterms));
+    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
 
     // let the scorer override scores with a custom scoring function
-    if (Scorer.score) {
-      for (i = 0; i < results.length; i++)
-        results[i][4] = Scorer.score(results[i]);
-    }
+    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
 
     // now sort the results by score (in opposite order of appearance, since the
     // display function below uses pop() to retrieve items) and then
     // alphabetically
-    results.sort(function(a, b) {
-      var left = a[4];
-      var right = b[4];
-      if (left > right) {
-        return 1;
-      } else if (left < right) {
-        return -1;
-      } else {
+    results.sort((a, b) => {
+      const leftScore = a[4];
+      const rightScore = b[4];
+      if (leftScore === rightScore) {
         // same score: sort alphabetically
-        left = a[1].toLowerCase();
-        right = b[1].toLowerCase();
-        return (left > right) ? -1 : ((left < right) ? 1 : 0);
+        const leftTitle = a[1].toLowerCase();
+        const rightTitle = b[1].toLowerCase();
+        if (leftTitle === rightTitle) return 0;
+        return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
       }
+      return leftScore > rightScore ? 1 : -1;
     });
 
+    // remove duplicate search results
+    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
+    let seen = new Set();
+    results = results.reverse().reduce((acc, result) => {
+      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
+      if (!seen.has(resultStr)) {
+        acc.push(result);
+        seen.add(resultStr);
+      }
+      return acc;
+    }, []);
+
+    results = results.reverse();
+
     // for debugging
     //Search.lastresults = results.slice();  // a copy
-    //console.info('search results:', Search.lastresults);
+    // console.info("search results:", Search.lastresults);
 
     // print the results
-    var resultCount = results.length;
-    function displayNextItem() {
-      // results left, load the summary and display it
-      if (results.length) {
-        var item = results.pop();
-        var listItem = $('<li></li>');
-        var requestUrl = "";
-        var linkUrl = "";
-        if (DOCUMENTATION_OPTIONS.BUILDER === 'dirhtml') {
-          // dirhtml builder
-          var dirname = item[0] + '/';
-          if (dirname.match(/\/index\/$/)) {
-            dirname = dirname.substring(0, dirname.length-6);
-          } else if (dirname == 'index/') {
-            dirname = '';
-          }
-          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + dirname;
-          linkUrl = requestUrl;
-
-        } else {
-          // normal html builders
-          requestUrl = DOCUMENTATION_OPTIONS.URL_ROOT + item[0] + DOCUMENTATION_OPTIONS.FILE_SUFFIX;
-          linkUrl = item[0] + DOCUMENTATION_OPTIONS.LINK_SUFFIX;
-        }
-        listItem.append($('<a/>').attr('href',
-            linkUrl +
-            highlightstring + item[2]).html(item[1]));
-        if (item[3]) {
-          listItem.append($('<span> (' + item[3] + ')</span>'));
-          Search.output.append(listItem);
-          setTimeout(function() {
-            displayNextItem();
-          }, 5);
-        } else if (DOCUMENTATION_OPTIONS.HAS_SOURCE) {
-          $.ajax({url: requestUrl,
-                  dataType: "text",
-                  complete: function(jqxhr, textstatus) {
-                    var data = jqxhr.responseText;
-                    if (data !== '' && data !== undefined) {
-                      var summary = Search.makeSearchSummary(data, searchterms, hlterms);
-                      if (summary) {
-                        listItem.append(summary);
-                      }
-                    }
-                    Search.output.append(listItem);
-                    setTimeout(function() {
-                      displayNextItem();
-                    }, 5);
-                  }});
-        } else {
-          // no source available, just display title
-          Search.output.append(listItem);
-          setTimeout(function() {
-            displayNextItem();
-          }, 5);
-        }
-      }
-      // search finished, update title and status message
-      else {
-        Search.stopPulse();
-        Search.title.text(_('Search Results'));
-        if (!resultCount)
-          Search.status.text(_('Your search did not match any documents. Please make sure that all words are spelled correctly and that you\'ve selected enough categories.'));
-        else
-            Search.status.text(_('Search finished, found %s page(s) matching the search query.').replace('%s', resultCount));
-        Search.status.fadeIn(500);
-      }
-    }
-    displayNextItem();
+    _displayNextItem(results, results.length, highlightTerms, searchTerms);
   },
 
   /**
    * search for object names
    */
-  performObjectSearch : function(object, otherterms) {
-    var filenames = this._index.filenames;
-    var docnames = this._index.docnames;
-    var objects = this._index.objects;
-    var objnames = this._index.objnames;
-    var titles = this._index.titles;
-
-    var i;
-    var results = [];
-
-    for (var prefix in objects) {
-      for (var name in objects[prefix]) {
-        var fullname = (prefix ? prefix + '.' : '') + name;
-        var fullnameLower = fullname.toLowerCase()
-        if (fullnameLower.indexOf(object) > -1) {
-          var score = 0;
-          var parts = fullnameLower.split('.');
-          // check for different match types: exact matches of full name or
-          // "last name" (i.e. last dotted part)
-          if (fullnameLower == object || parts[parts.length - 1] == object) {
-            score += Scorer.objNameMatch;
-          // matches in last name
-          } else if (parts[parts.length - 1].indexOf(object) > -1) {
-            score += Scorer.objPartialMatch;
-          }
-          var match = objects[prefix][name];
-          var objname = objnames[match[1]][2];
-          var title = titles[match[0]];
-          // If more than one term searched for, we require other words to be
-          // found in the name/title/description
-          if (otherterms.length > 0) {
-            var haystack = (prefix + ' ' + name + ' ' +
-                            objname + ' ' + title).toLowerCase();
-            var allfound = true;
-            for (i = 0; i < otherterms.length; i++) {
-              if (haystack.indexOf(otherterms[i]) == -1) {
-                allfound = false;
-                break;
-              }
-            }
-            if (!allfound) {
-              continue;
-            }
-          }
-          var descr = objname + _(', in ') + title;
-
-          var anchor = match[3];
-          if (anchor === '')
-            anchor = fullname;
-          else if (anchor == '-')
-            anchor = objnames[match[1]][1] + '-' + fullname;
-          // add custom score for some objects according to scorer
-          if (Scorer.objPrio.hasOwnProperty(match[2])) {
-            score += Scorer.objPrio[match[2]];
-          } else {
-            score += Scorer.objPrioDefault;
-          }
-          results.push([docnames[match[0]], fullname, '#'+anchor, descr, score, filenames[match[0]]]);
-        }
+  performObjectSearch: (object, objectTerms) => {
+    const filenames = Search._index.filenames;
+    const docNames = Search._index.docnames;
+    const objects = Search._index.objects;
+    const objNames = Search._index.objnames;
+    const titles = Search._index.titles;
+
+    const results = [];
+
+    const objectSearchCallback = (prefix, match) => {
+      const name = match[4]
+      const fullname = (prefix ? prefix + "." : "") + name;
+      const fullnameLower = fullname.toLowerCase();
+      if (fullnameLower.indexOf(object) < 0) return;
+
+      let score = 0;
+      const parts = fullnameLower.split(".");
+
+      // check for different match types: exact matches of full name or
+      // "last name" (i.e. last dotted part)
+      if (fullnameLower === object || parts.slice(-1)[0] === object)
+        score += Scorer.objNameMatch;
+      else if (parts.slice(-1)[0].indexOf(object) > -1)
+        score += Scorer.objPartialMatch; // matches in last name
+
+      const objName = objNames[match[1]][2];
+      const title = titles[match[0]];
+
+      // If more than one term searched for, we require other words to be
+      // found in the name/title/description
+      const otherTerms = new Set(objectTerms);
+      otherTerms.delete(object);
+      if (otherTerms.size > 0) {
+        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
+        if (
+          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
+        )
+          return;
       }
-    }
 
+      let anchor = match[3];
+      if (anchor === "") anchor = fullname;
+      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
+
+      const descr = objName + _(", in ") + title;
+
+      // add custom score for some objects according to scorer
+      if (Scorer.objPrio.hasOwnProperty(match[2]))
+        score += Scorer.objPrio[match[2]];
+      else score += Scorer.objPrioDefault;
+
+      results.push([
+        docNames[match[0]],
+        fullname,
+        "#" + anchor,
+        descr,
+        score,
+        filenames[match[0]],
+      ]);
+    };
+    Object.keys(objects).forEach((prefix) =>
+      objects[prefix].forEach((array) =>
+        objectSearchCallback(prefix, array)
+      )
+    );
     return results;
   },
 
-  /**
-   * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions
-   */
-  escapeRegExp : function(string) {
-    return string.replace(/[.*+\-?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
-  },
-
   /**
    * search for full-text terms in the index
    */
-  performTermsSearch : function(searchterms, excluded, terms, titleterms) {
-    var docnames = this._index.docnames;
-    var filenames = this._index.filenames;
-    var titles = this._index.titles;
+  performTermsSearch: (searchTerms, excludedTerms) => {
+    // prepare search
+    const terms = Search._index.terms;
+    const titleTerms = Search._index.titleterms;
+    const docNames = Search._index.docnames;
+    const filenames = Search._index.filenames;
+    const titles = Search._index.titles;
 
-    var i, j, file;
-    var fileMap = {};
-    var scoreMap = {};
-    var results = [];
+    const scoreMap = new Map();
+    const fileMap = new Map();
 
     // perform the search on the required terms
-    for (i = 0; i < searchterms.length; i++) {
-      var word = searchterms[i];
-      var files = [];
-      var _o = [
-        {files: terms[word], score: Scorer.term},
-        {files: titleterms[word], score: Scorer.title}
+    searchTerms.forEach((word) => {
+      const files = [];
+      const arr = [
+        { files: terms[word], score: Scorer.term },
+        { files: titleTerms[word], score: Scorer.title },
       ];
       // add support for partial matches
       if (word.length > 2) {
-        var word_regex = this.escapeRegExp(word);
-        for (var w in terms) {
-          if (w.match(word_regex) && !terms[word]) {
-            _o.push({files: terms[w], score: Scorer.partialTerm})
-          }
-        }
-        for (var w in titleterms) {
-          if (w.match(word_regex) && !titleterms[word]) {
-              _o.push({files: titleterms[w], score: Scorer.partialTitle})
-          }
-        }
+        const escapedWord = _escapeRegExp(word);
+        Object.keys(terms).forEach((term) => {
+          if (term.match(escapedWord) && !terms[word])
+            arr.push({ files: terms[term], score: Scorer.partialTerm });
+        });
+        Object.keys(titleTerms).forEach((term) => {
+          if (term.match(escapedWord) && !titleTerms[word])
+            arr.push({ files: titleTerms[word], score: Scorer.partialTitle });
+        });
       }
 
       // no match but word was a required one
-      if ($u.every(_o, function(o){return o.files === undefined;})) {
-        break;
-      }
+      if (arr.every((record) => record.files === undefined)) return;
+
       // found search word in contents
-      $u.each(_o, function(o) {
-        var _files = o.files;
-        if (_files === undefined)
-          return
-
-        if (_files.length === undefined)
-          _files = [_files];
-        files = files.concat(_files);
-
-        // set score for the word in each file to Scorer.term
-        for (j = 0; j < _files.length; j++) {
-          file = _files[j];
-          if (!(file in scoreMap))
-            scoreMap[file] = {};
-          scoreMap[file][word] = o.score;
-        }
+      arr.forEach((record) => {
+        if (record.files === undefined) return;
+
+        let recordFiles = record.files;
+        if (recordFiles.length === undefined) recordFiles = [recordFiles];
+        files.push(...recordFiles);
+
+        // set score for the word in each file
+        recordFiles.forEach((file) => {
+          if (!scoreMap.has(file)) scoreMap.set(file, {});
+          scoreMap.get(file)[word] = record.score;
+        });
       });
 
       // create the mapping
-      for (j = 0; j < files.length; j++) {
-        file = files[j];
-        if (file in fileMap && fileMap[file].indexOf(word) === -1)
-          fileMap[file].push(word);
-        else
-          fileMap[file] = [word];
-      }
-    }
+      files.forEach((file) => {
+        if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1)
+          fileMap.get(file).push(word);
+        else fileMap.set(file, [word]);
+      });
+    });
 
     // now check if the files don't contain excluded terms
-    for (file in fileMap) {
-      var valid = true;
-
+    const results = [];
+    for (const [file, wordList] of fileMap) {
       // check if all requirements are matched
-      var filteredTermCount = // as search terms with length < 3 are discarded: ignore
-        searchterms.filter(function(term){return term.length > 2}).length
+
+      // as search terms with length < 3 are discarded
+      const filteredTermCount = [...searchTerms].filter(
+        (term) => term.length > 2
+      ).length;
       if (
-        fileMap[file].length != searchterms.length &&
-        fileMap[file].length != filteredTermCount
-      ) continue;
+        wordList.length !== searchTerms.size &&
+        wordList.length !== filteredTermCount
+      )
+        continue;
 
       // ensure that none of the excluded terms is in the search result
-      for (i = 0; i < excluded.length; i++) {
-        if (terms[excluded[i]] == file ||
-            titleterms[excluded[i]] == file ||
-            $u.contains(terms[excluded[i]] || [], file) ||
-            $u.contains(titleterms[excluded[i]] || [], file)) {
-          valid = false;
-          break;
-        }
-      }
+      if (
+        [...excludedTerms].some(
+          (term) =>
+            terms[term] === file ||
+            titleTerms[term] === file ||
+            (terms[term] || []).includes(file) ||
+            (titleTerms[term] || []).includes(file)
+        )
+      )
+        break;
 
-      // if we have still a valid result we can add it to the result list
-      if (valid) {
-        // select one (max) score for the file.
-        // for better ranking, we should calculate ranking by using words statistics like basic tf-idf...
-        var score = $u.max($u.map(fileMap[file], function(w){return scoreMap[file][w]}));
-        results.push([docnames[file], titles[file], '', null, score, filenames[file]]);
-      }
+      // select one (max) score for the file.
+      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
+      // add result to the result list
+      results.push([
+        docNames[file],
+        titles[file],
+        "",
+        null,
+        score,
+        filenames[file],
+      ]);
     }
     return results;
   },
@@ -495,34 +497,34 @@ var Search = {
   /**
    * helper function to return a node containing the
    * search summary for a given text. keywords is a list
-   * of stemmed words, hlwords is the list of normal, unstemmed
+   * of stemmed words, highlightWords is the list of normal, unstemmed
    * words. the first one is used to find the occurrence, the
    * latter for highlighting it.
    */
-  makeSearchSummary : function(htmlText, keywords, hlwords) {
-    var text = Search.htmlToText(htmlText);
-    if (text == "") {
-      return null;
-    }
-    var textLower = text.toLowerCase();
-    var start = 0;
-    $.each(keywords, function() {
-      var i = textLower.indexOf(this.toLowerCase());
-      if (i > -1)
-        start = i;
-    });
-    start = Math.max(start - 120, 0);
-    var excerpt = ((start > 0) ? '...' : '') +
-      $.trim(text.substr(start, 240)) +
-      ((start + 240 - text.length) ? '...' : '');
-    var rv = $('<p class="context"></p>').text(excerpt);
-    $.each(hlwords, function() {
-      rv = rv.highlightText(this, 'highlighted');
-    });
-    return rv;
-  }
+  makeSearchSummary: (htmlText, keywords, highlightWords) => {
+    const text = Search.htmlToText(htmlText);
+    if (text === "") return null;
+
+    const textLower = text.toLowerCase();
+    const actualStartPosition = [...keywords]
+      .map((k) => textLower.indexOf(k.toLowerCase()))
+      .filter((i) => i > -1)
+      .slice(-1)[0];
+    const startWithContext = Math.max(actualStartPosition - 120, 0);
+
+    const top = startWithContext === 0 ? "" : "...";
+    const tail = startWithContext + 240 < text.length ? "..." : "";
+
+    let summary = document.createElement("p");
+    summary.classList.add("context");
+    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
+
+    highlightWords.forEach((highlightWord) =>
+      _highlightText(summary, highlightWord, "highlighted")
+    );
+
+    return summary;
+  },
 };
 
-$(document).ready(function() {
-  Search.init();
-});
+_ready(Search.init);
diff --git a/docs/build/algorithms/algorithms.contagion.html b/docs/build/algorithms/algorithms.contagion.html
index 30b4265a..1ba6de40 100644
--- a/docs/build/algorithms/algorithms.contagion.html
+++ b/docs/build/algorithms/algorithms.contagion.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms.contagion package &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms.contagion package &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
@@ -102,12 +103,12 @@
            <div itemprop="articleBody">
              
   <section id="algorithms-contagion-package">
-<h1>algorithms.contagion package<a class="headerlink" href="#algorithms-contagion-package" title="Permalink to this headline"></a></h1>
+<h1>algorithms.contagion package<a class="headerlink" href="#algorithms-contagion-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-algorithms.contagion.animation">
-<span id="algorithms-contagion-animation-module"></span><h2>algorithms.contagion.animation module<a class="headerlink" href="#module-algorithms.contagion.animation" title="Permalink to this headline"></a></h2>
+<span id="algorithms-contagion-animation-module"></span><h2>algorithms.contagion.animation module<a class="headerlink" href="#module-algorithms.contagion.animation" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.contagion.animation.contagion_animation">
 <span class="sig-prename descclassname"><span class="pre">algorithms.contagion.animation.</span></span><span class="sig-name descname"><span class="pre">contagion_animation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fig</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transition_events</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_state_color_dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_state_color_dict</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_radius</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">fps</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/algorithms/contagion/animation.html#contagion_animation"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.animation.contagion_animation" title="Permalink to this definition"></a></dt>
@@ -126,11 +127,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>fps</strong> (<em>int &gt; 0</em><em>, </em><em>default: 1</em>) – Frames per second of the animation</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>matplotlib Animation object</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>matplotlib Animation object</p>
 </dd>
 </dl>
 <p class="rubric">Notes</p>
@@ -161,10 +159,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-algorithms.contagion.epidemics">
-<span id="algorithms-contagion-epidemics-module"></span><h2>algorithms.contagion.epidemics module<a class="headerlink" href="#module-algorithms.contagion.epidemics" title="Permalink to this headline"></a></h2>
+<span id="algorithms-contagion-epidemics-module"></span><h2>algorithms.contagion.epidemics module<a class="headerlink" href="#module-algorithms.contagion.epidemics" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.contagion.epidemics.Gillespie_SIR">
-<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">Gillespie_SIR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">H</span></em>, <em class="sig-param"><span class="pre">tau</span></em>, <em class="sig-param"><span class="pre">gamma</span></em>, <em class="sig-param"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></em>, <em class="sig-param"><span class="pre">initial_infecteds=None</span></em>, <em class="sig-param"><span class="pre">initial_recovereds=None</span></em>, <em class="sig-param"><span class="pre">rho=None</span></em>, <em class="sig-param"><span class="pre">tmin=0</span></em>, <em class="sig-param"><span class="pre">tmax=inf</span></em>, <em class="sig-param"><span class="pre">**args</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#Gillespie_SIR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.Gillespie_SIR" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">Gillespie_SIR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tau</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gamma</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_infecteds=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_recovereds=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rho=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmin=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmax=inf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**args</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#Gillespie_SIR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.Gillespie_SIR" title="Permalink to this definition"></a></dt>
 <dd><p>A continuous-time SIR model for hypergraphs similar to the model in
 “The effect of heterogeneity on hypergraph contagion models” by Landry and Restrepo
 <a class="reference external" href="https://doi.org/10.1063/5.0020034">https://doi.org/10.1063/5.0020034</a> and
@@ -212,7 +210,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.contagion.epidemics.Gillespie_SIS">
-<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">Gillespie_SIS</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">H</span></em>, <em class="sig-param"><span class="pre">tau</span></em>, <em class="sig-param"><span class="pre">gamma</span></em>, <em class="sig-param"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></em>, <em class="sig-param"><span class="pre">initial_infecteds=None</span></em>, <em class="sig-param"><span class="pre">rho=None</span></em>, <em class="sig-param"><span class="pre">tmin=0</span></em>, <em class="sig-param"><span class="pre">tmax=inf</span></em>, <em class="sig-param"><span class="pre">return_full_data=False</span></em>, <em class="sig-param"><span class="pre">sim_kwargs=None</span></em>, <em class="sig-param"><span class="pre">**args</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#Gillespie_SIS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.Gillespie_SIS" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">Gillespie_SIS</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tau</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gamma</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_infecteds=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rho=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmin=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmax=inf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_full_data=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sim_kwargs=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**args</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#Gillespie_SIS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.Gillespie_SIS" title="Permalink to this definition"></a></dt>
 <dd><p>A continuous-time SIS model for hypergraphs similar to the model in
 “The effect of heterogeneity on hypergraph contagion models” by Landry and Restrepo
 <a class="reference external" href="https://doi.org/10.1063/5.0020034">https://doi.org/10.1063/5.0020034</a> and
@@ -293,7 +291,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.contagion.epidemics.discrete_SIR">
-<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">discrete_SIR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">H</span></em>, <em class="sig-param"><span class="pre">tau</span></em>, <em class="sig-param"><span class="pre">gamma</span></em>, <em class="sig-param"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></em>, <em class="sig-param"><span class="pre">initial_infecteds=None</span></em>, <em class="sig-param"><span class="pre">initial_recovereds=None</span></em>, <em class="sig-param"><span class="pre">rho=None</span></em>, <em class="sig-param"><span class="pre">tmin=0</span></em>, <em class="sig-param"><span class="pre">tmax=inf</span></em>, <em class="sig-param"><span class="pre">dt=1.0</span></em>, <em class="sig-param"><span class="pre">return_full_data=False</span></em>, <em class="sig-param"><span class="pre">**args</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#discrete_SIR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.discrete_SIR" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">discrete_SIR</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tau</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gamma</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_infecteds=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_recovereds=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rho=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmin=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmax=inf</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dt=1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_full_data=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**args</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#discrete_SIR"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.discrete_SIR" title="Permalink to this definition"></a></dt>
 <dd><p>A discrete-time SIR model for hypergraphs similar to the construction described in
 “The effect of heterogeneity on hypergraph contagion models” by Landry and Restrepo
 <a class="reference external" href="https://doi.org/10.1063/5.0020034">https://doi.org/10.1063/5.0020034</a> and
@@ -354,7 +352,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.contagion.epidemics.discrete_SIS">
-<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">discrete_SIS</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">H</span></em>, <em class="sig-param"><span class="pre">tau</span></em>, <em class="sig-param"><span class="pre">gamma</span></em>, <em class="sig-param"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></em>, <em class="sig-param"><span class="pre">initial_infecteds=None</span></em>, <em class="sig-param"><span class="pre">rho=None</span></em>, <em class="sig-param"><span class="pre">tmin=0</span></em>, <em class="sig-param"><span class="pre">tmax=100</span></em>, <em class="sig-param"><span class="pre">dt=1.0</span></em>, <em class="sig-param"><span class="pre">return_full_data=False</span></em>, <em class="sig-param"><span class="pre">**args</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#discrete_SIS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.discrete_SIS" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">algorithms.contagion.epidemics.</span></span><span class="sig-name descname"><span class="pre">discrete_SIS</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tau</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gamma</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transmission_function=&lt;function</span> <span class="pre">threshold&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_infecteds=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rho=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmin=0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmax=100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dt=1.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_full_data=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**args</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/contagion/epidemics.html#discrete_SIS"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.contagion.epidemics.discrete_SIS" title="Permalink to this definition"></a></dt>
 <dd><p>A discrete-time SIS model for hypergraphs as implemented in
 “The effect of heterogeneity on hypergraph contagion models” by Landry and Restrepo
 <a class="reference external" href="https://doi.org/10.1063/5.0020034">https://doi.org/10.1063/5.0020034</a> and
@@ -517,7 +515,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-algorithms.contagion">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-algorithms.contagion" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-algorithms.contagion" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/build/algorithms/algorithms.html b/docs/build/algorithms/algorithms.html
index 88daf2fc..00006ccc 100644
--- a/docs/build/algorithms/algorithms.html
+++ b/docs/build/algorithms/algorithms.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms package &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms package &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
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         <script src="../_static/copybutton.js"></script>
         <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
@@ -102,9 +103,9 @@
            <div itemprop="articleBody">
              
   <section id="algorithms-package">
-<h1>algorithms package<a class="headerlink" href="#algorithms-package" title="Permalink to this headline"></a></h1>
+<h1>algorithms package<a class="headerlink" href="#algorithms-package" title="Permalink to this heading"></a></h1>
 <section id="subpackages">
-<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this headline"></a></h2>
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to this heading"></a></h2>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="algorithms.contagion.html">algorithms.contagion package</a><ul>
@@ -118,10 +119,10 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
 </div>
 </section>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-algorithms.generative_models">
-<span id="algorithms-generative-models-module"></span><h2>algorithms.generative_models module<a class="headerlink" href="#module-algorithms.generative_models" title="Permalink to this headline"></a></h2>
+<span id="algorithms-generative-models-module"></span><h2>algorithms.generative_models module<a class="headerlink" href="#module-algorithms.generative_models" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.generative_models.chung_lu_hypergraph">
 <span class="sig-prename descclassname"><span class="pre">algorithms.generative_models.</span></span><span class="sig-name descname"><span class="pre">chung_lu_hypergraph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">k1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/generative_models.html#chung_lu_hypergraph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.generative_models.chung_lu_hypergraph" title="Permalink to this definition"></a></dt>
@@ -134,11 +135,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>k2</strong> (<em>dictionary</em>) – This a dictionary where the keys are edge ids and the values are edge degrees also known as edge sizes.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>HyperNetX Hypergraph object</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>HyperNetX Hypergraph object</p>
 </dd>
 </dl>
 <p class="rubric">Notes</p>
@@ -174,11 +172,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 must match the number of edge communities.</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>HyperNetX Hypergraph object</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>HyperNetX Hypergraph object</p>
 </dd>
 </dl>
 <p class="rubric">Notes</p>
@@ -213,11 +208,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>edge_labels</strong> (<em>list</em><em>, </em><em>default=None</em>) – Hyperedge labels</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>HyperNetX Hypergraph object</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>HyperNetX Hypergraph object</p>
 </dd>
 </dl>
 <p>Example:</p>
@@ -232,9 +224,9 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-algorithms.homology_mod2">
-<span id="algorithms-homology-mod2-module"></span><h2>algorithms.homology_mod2 module<a class="headerlink" href="#module-algorithms.homology_mod2" title="Permalink to this headline"></a></h2>
+<span id="algorithms-homology-mod2-module"></span><h2>algorithms.homology_mod2 module<a class="headerlink" href="#module-algorithms.homology_mod2" title="Permalink to this heading"></a></h2>
 <section id="homology-and-smith-normal-form">
-<h3>Homology and Smith Normal Form<a class="headerlink" href="#homology-and-smith-normal-form" title="Permalink to this headline"></a></h3>
+<h3>Homology and Smith Normal Form<a class="headerlink" href="#homology-and-smith-normal-form" title="Permalink to this heading"></a></h3>
 <p>The purpose of computing the Homology groups for data generated
 hypergraphs is to identify data sources that correspond to interesting
 features in the topology of the hypergraph.</p>
@@ -248,7 +240,7 @@ <h3>Homology and Smith Normal Form<a class="headerlink" href="#homology-and-smit
 map</strong> represented as a matrix. To discover the bases we compute the
 <strong>Smith Normal Form</strong> of the boundary map.</p>
 <section id="homology-mod2">
-<h4>Homology Mod2<a class="headerlink" href="#homology-mod2" title="Permalink to this headline"></a></h4>
+<h4>Homology Mod2<a class="headerlink" href="#homology-mod2" title="Permalink to this heading"></a></h4>
 <p>This module computes the homology groups for data represented as an
 abstract simplicial complex with chain groups <span class="math notranslate nohighlight">\(\{C_k\}\)</span> and <span class="math notranslate nohighlight">\(Z_2\)</span> additions.
 The boundary matrices are represented as rectangular matrices over <span class="math notranslate nohighlight">\(Z_2\)</span>.
@@ -375,11 +367,8 @@ <h4>Homology Mod2<a class="headerlink" href="#homology-mod2" title="Permalink to
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><p><strong>image_basis</strong> (<em>numpy.ndarray</em><em> or </em><em>scipy.sparse.csr_matrix</em>) – 2d-array of basis elements</p>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>scipy.sparse.csr_matrix</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>scipy.sparse.csr_matrix</p>
 </dd>
 </dl>
 </dd></dl>
@@ -716,9 +705,9 @@ <h4>Homology Mod2<a class="headerlink" href="#homology-mod2" title="Permalink to
 </section>
 </section>
 <section id="module-algorithms.hypergraph_modularity">
-<span id="algorithms-hypergraph-modularity-module"></span><h2>algorithms.hypergraph_modularity module<a class="headerlink" href="#module-algorithms.hypergraph_modularity" title="Permalink to this headline"></a></h2>
+<span id="algorithms-hypergraph-modularity-module"></span><h2>algorithms.hypergraph_modularity module<a class="headerlink" href="#module-algorithms.hypergraph_modularity" title="Permalink to this heading"></a></h2>
 <section id="hypergraph-modularity">
-<h3>Hypergraph_Modularity<a class="headerlink" href="#hypergraph-modularity" title="Permalink to this headline"></a></h3>
+<h3>Hypergraph_Modularity<a class="headerlink" href="#hypergraph-modularity" title="Permalink to this heading"></a></h3>
 <p>Modularity and clustering for hypergraphs using HyperNetX.
 Adapted from F. Théberge’s GitHub repository: <a class="reference external" href="https://github.com/ftheberge/Hypergraph_Clustering">Hypergraph Clustering</a>
 See Tutorial 13 in the tutorials folder for library usage.</p>
@@ -774,7 +763,7 @@ <h3>Hypergraph_Modularity<a class="headerlink" href="#hypergraph-modularity" tit
 
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.hypergraph_modularity.last_step">
-<span class="sig-prename descclassname"><span class="pre">algorithms.hypergraph_modularity.</span></span><span class="sig-name descname"><span class="pre">last_step</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">HG</span></em>, <em class="sig-param"><span class="pre">L</span></em>, <em class="sig-param"><span class="pre">wdc=&lt;function</span> <span class="pre">linear&gt;</span></em>, <em class="sig-param"><span class="pre">delta=0.01</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/hypergraph_modularity.html#last_step"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.hypergraph_modularity.last_step" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">algorithms.hypergraph_modularity.</span></span><span class="sig-name descname"><span class="pre">last_step</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">HG</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">L</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wdc=&lt;function</span> <span class="pre">linear&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delta=0.01</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/hypergraph_modularity.html#last_step"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.hypergraph_modularity.last_step" title="Permalink to this definition"></a></dt>
 <dd><p>Given some initial partition L, compute a new partition of the vertices in HG as per Last-Step algorithm <a class="footnote-reference brackets" href="#id2" id="id5">2</a></p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
@@ -844,7 +833,7 @@ <h3>Hypergraph_Modularity<a class="headerlink" href="#hypergraph-modularity" tit
 
 <dl class="py function">
 <dt class="sig sig-object py" id="algorithms.hypergraph_modularity.modularity">
-<span class="sig-prename descclassname"><span class="pre">algorithms.hypergraph_modularity.</span></span><span class="sig-name descname"><span class="pre">modularity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">HG</span></em>, <em class="sig-param"><span class="pre">A</span></em>, <em class="sig-param"><span class="pre">wdc=&lt;function</span> <span class="pre">linear&gt;</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/hypergraph_modularity.html#modularity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.hypergraph_modularity.modularity" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">algorithms.hypergraph_modularity.</span></span><span class="sig-name descname"><span class="pre">modularity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">HG</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">A</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wdc=&lt;function</span> <span class="pre">linear&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/algorithms/hypergraph_modularity.html#modularity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#algorithms.hypergraph_modularity.modularity" title="Permalink to this definition"></a></dt>
 <dd><p>Computes modularity of hypergraph HG with respect to partition A.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -956,9 +945,9 @@ <h3>Hypergraph_Modularity<a class="headerlink" href="#hypergraph-modularity" tit
 </section>
 </section>
 <section id="module-algorithms.laplacians_clustering">
-<span id="algorithms-laplacians-clustering-module"></span><h2>algorithms.laplacians_clustering module<a class="headerlink" href="#module-algorithms.laplacians_clustering" title="Permalink to this headline"></a></h2>
+<span id="algorithms-laplacians-clustering-module"></span><h2>algorithms.laplacians_clustering module<a class="headerlink" href="#module-algorithms.laplacians_clustering" title="Permalink to this heading"></a></h2>
 <section id="hypergraph-probability-transition-matrices-laplacians-and-clustering">
-<h3>Hypergraph Probability Transition Matrices, Laplacians, and Clustering<a class="headerlink" href="#hypergraph-probability-transition-matrices-laplacians-and-clustering" title="Permalink to this headline"></a></h3>
+<h3>Hypergraph Probability Transition Matrices, Laplacians, and Clustering<a class="headerlink" href="#hypergraph-probability-transition-matrices-laplacians-and-clustering" title="Permalink to this heading"></a></h3>
 <p>We contruct hypergraph random walks utilizing optional “edge-dependent vertex weights”, which are
 weights associated with each vertex-hyperedge pair (i.e. cell weights on the incidence matrix).
 The probability transition matrix of this random walk is used to construct a normalized Laplacian
@@ -1086,9 +1075,9 @@ <h3>Hypergraph Probability Transition Matrices, Laplacians, and Clustering<a cla
 </section>
 </section>
 <section id="module-algorithms.s_centrality_measures">
-<span id="algorithms-s-centrality-measures-module"></span><h2>algorithms.s_centrality_measures module<a class="headerlink" href="#module-algorithms.s_centrality_measures" title="Permalink to this headline"></a></h2>
+<span id="algorithms-s-centrality-measures-module"></span><h2>algorithms.s_centrality_measures module<a class="headerlink" href="#module-algorithms.s_centrality_measures" title="Permalink to this heading"></a></h2>
 <section id="s-centrality-measures">
-<h3>S-Centrality Measures<a class="headerlink" href="#s-centrality-measures" title="Permalink to this headline"></a></h3>
+<h3>S-Centrality Measures<a class="headerlink" href="#s-centrality-measures" title="Permalink to this heading"></a></h3>
 <p>We generalize graph metrics to s-metrics for a hypergraph by using its s-connected
 components. This is accomplished by computing the s edge-adjacency matrix and
 constructing the corresponding graph of the matrix. We then use existing graph metrics
@@ -1240,7 +1229,7 @@ <h3>S-Centrality Measures<a class="headerlink" href="#s-centrality-measures" tit
 </section>
 </section>
 <section id="module-algorithms">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-algorithms" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-algorithms" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/build/algorithms/modules.html b/docs/build/algorithms/modules.html
index 2eaa9af9..4eada88a 100644
--- a/docs/build/algorithms/modules.html
+++ b/docs/build/algorithms/modules.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>algorithms &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>algorithms &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
@@ -90,7 +91,7 @@
            <div itemprop="articleBody">
              
   <section id="algorithms">
-<h1>algorithms<a class="headerlink" href="#algorithms" title="Permalink to this headline"></a></h1>
+<h1>algorithms<a class="headerlink" href="#algorithms" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="algorithms.html">algorithms package</a><ul>
diff --git a/docs/build/classes/classes.html b/docs/build/classes/classes.html
index 6dad3efc..8f62af74 100644
--- a/docs/build/classes/classes.html
+++ b/docs/build/classes/classes.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>classes package &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>classes package &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
@@ -98,15 +99,15 @@
            <div itemprop="articleBody">
              
   <section id="classes-package">
-<h1>classes package<a class="headerlink" href="#classes-package" title="Permalink to this headline"></a></h1>
+<h1>classes package<a class="headerlink" href="#classes-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-classes.entity">
-<span id="classes-entity-module"></span><h2>classes.entity module<a class="headerlink" href="#module-classes.entity" title="Permalink to this headline"></a></h2>
+<span id="classes-entity-module"></span><h2>classes.entity module<a class="headerlink" href="#module-classes.entity" title="Permalink to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="classes.entity.Entity">
-<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">classes.entity.</span></span><span class="sig-name descname"><span class="pre">Entity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uid</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">elements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">entity</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">weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/entity.html#Entity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.entity.Entity" 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">classes.entity.</span></span><span class="sig-name descname"><span class="pre">Entity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uid</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">elements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">entity</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">weight</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1.0</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/entity.html#Entity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.entity.Entity" title="Permalink to this definition"></a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <p>Base class for objects used in building network-like objects including
 Hypergraphs, Posets, Cell Complexes.</p>
@@ -237,7 +238,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.children">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">children</span></span><a class="headerlink" href="#classes.entity.Entity.children" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">children</span></span><a class="headerlink" href="#classes.entity.Entity.children" title="Permalink to this definition"></a></dt>
 <dd><p>Set of uids of the elements of elements of entity.</p>
 <p>To return set of ids for deeper level use:
 <code class="code docutils literal notranslate"><span class="pre">Entity.levelset(level).keys()</span></code>
@@ -298,7 +299,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.elements">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">elements</span></span><a class="headerlink" href="#classes.entity.Entity.elements" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">elements</span></span><a class="headerlink" href="#classes.entity.Entity.elements" title="Permalink to this definition"></a></dt>
 <dd><p>Dictionary of elements belonging to entity.</p>
 </dd></dl>
 
@@ -325,7 +326,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.incidence_dict">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">incidence_dict</span></span><a class="headerlink" href="#classes.entity.Entity.incidence_dict" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">incidence_dict</span></span><a class="headerlink" href="#classes.entity.Entity.incidence_dict" title="Permalink to this definition"></a></dt>
 <dd><p>element.uidset for each element in entity</p>
 <p>To return an incidence dictionary of all nested entities in entity
 use nested_incidence_dict</p>
@@ -355,13 +356,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.is_bipartite">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">is_bipartite</span></span><a class="headerlink" href="#classes.entity.Entity.is_bipartite" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_bipartite</span></span><a class="headerlink" href="#classes.entity.Entity.is_bipartite" title="Permalink to this definition"></a></dt>
 <dd><p>Returns boolean indicating if the entity satisfies the <a class="reference internal" href="#bipartite-condition">Bipartite Condition</a></p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.is_empty">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">is_empty</span></span><a class="headerlink" href="#classes.entity.Entity.is_empty" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_empty</span></span><a class="headerlink" href="#classes.entity.Entity.is_empty" title="Permalink to this definition"></a></dt>
 <dd><p>Boolean indicating if entity.elements is empty</p>
 </dd></dl>
 
@@ -416,7 +417,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.memberships">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">memberships</span></span><a class="headerlink" href="#classes.entity.Entity.memberships" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">memberships</span></span><a class="headerlink" href="#classes.entity.Entity.memberships" title="Permalink to this definition"></a></dt>
 <dd><p>Dictionary of elements to which entity belongs.</p>
 <p>This assignment is done on construction and controlled by
 <a class="reference internal" href="#classes.entity.Entity.add_element" title="classes.entity.Entity.add_element"><code class="xref py py-func docutils literal notranslate"><span class="pre">Entity.add_element()</span></code></a>
@@ -425,7 +426,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="classes.entity.Entity.merge_entities">
-<em class="property"><span class="pre">static</span> </em><span class="sig-name descname"><span class="pre">merge_entities</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ent1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ent2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/entity.html#Entity.merge_entities"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.entity.Entity.merge_entities" 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">merge_entities</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ent1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ent2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/entity.html#Entity.merge_entities"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.entity.Entity.merge_entities" title="Permalink to this definition"></a></dt>
 <dd><p>Merge two entities making sure they do not conflict.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -466,13 +467,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.properties">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">properties</span></span><a class="headerlink" href="#classes.entity.Entity.properties" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">properties</span></span><a class="headerlink" href="#classes.entity.Entity.properties" title="Permalink to this definition"></a></dt>
 <dd><p>Dictionary of properties of entity</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.registry">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">registry</span></span><a class="headerlink" href="#classes.entity.Entity.registry" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">registry</span></span><a class="headerlink" href="#classes.entity.Entity.registry" title="Permalink to this definition"></a></dt>
 <dd><p>Entity pairs for children entity.</p>
 <p>To return a dictionary of all entities at all depths
 <a class="reference internal" href="#classes.entity.Entity.complete_registry" title="classes.entity.Entity.complete_registry"><code class="xref py py-func docutils literal notranslate"><span class="pre">Entity.complete_registry()</span></code></a></p>
@@ -564,13 +565,13 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.uid">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">uid</span></span><a class="headerlink" href="#classes.entity.Entity.uid" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">uid</span></span><a class="headerlink" href="#classes.entity.Entity.uid" title="Permalink to this definition"></a></dt>
 <dd><p>String identifier for entity</p>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.entity.Entity.uidset">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">uidset</span></span><a class="headerlink" href="#classes.entity.Entity.uidset" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">uidset</span></span><a class="headerlink" href="#classes.entity.Entity.uidset" title="Permalink to this definition"></a></dt>
 <dd><p>Set of uids of elements of entity.</p>
 </dd></dl>
 
@@ -578,8 +579,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py class">
 <dt class="sig sig-object py" id="classes.entity.EntitySet">
-<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">classes.entity.</span></span><span class="sig-name descname"><span class="pre">EntitySet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uid</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">elements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/entity.html#EntitySet"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.entity.EntitySet" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#classes.entity.Entity" title="classes.entity.Entity"><code class="xref py py-class docutils literal notranslate"><span class="pre">classes.entity.Entity</span></code></a></p>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">classes.entity.</span></span><span class="sig-name descname"><span class="pre">EntitySet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uid</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">elements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/entity.html#EntitySet"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.entity.EntitySet" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#classes.entity.Entity" title="classes.entity.Entity"><code class="xref py py-class docutils literal notranslate"><span class="pre">Entity</span></code></a></p>
 <dl class="field-list simple" id="entityset">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
@@ -658,11 +659,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>return_equivalence_classes</strong> (<em>boolean</em><em>, </em><em>default=False</em>) – If True, return a dictionary of equivalence classes keyed by new edge names</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p><a class="reference internal" href="#classes.entity.EntitySet" title="classes.entity.EntitySet">EntitySet</a></p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p><a class="reference internal" href="#classes.entity.EntitySet" title="classes.entity.EntitySet">EntitySet</a></p>
 </dd>
 </dl>
 <dl class="simple">
@@ -749,10 +747,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-classes.hypergraph">
-<span id="classes-hypergraph-module"></span><h2>classes.hypergraph module<a class="headerlink" href="#module-classes.hypergraph" title="Permalink to this headline"></a></h2>
+<span id="classes-hypergraph-module"></span><h2>classes.hypergraph module<a class="headerlink" href="#module-classes.hypergraph" title="Permalink to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph">
-<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">classes.hypergraph.</span></span><span class="sig-name descname"><span class="pre">Hypergraph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">setsystem</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</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">static</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">weights</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">aggregateby</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_nwhy</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">filepath</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/classes/hypergraph.html#Hypergraph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph" 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">classes.hypergraph.</span></span><span class="sig-name descname"><span class="pre">Hypergraph</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">setsystem</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</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">static</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">weights</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">aggregateby</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_nwhy</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">filepath</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/classes/hypergraph.html#Hypergraph"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph" title="Permalink to this definition"></a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <p>Hypergraph H = (V,E) references a pair of disjoint sets:
 V = nodes (vertices) and E = (hyper)edges.</p>
@@ -912,7 +910,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.add_nwhy">
-<em class="property"><span class="pre">classmethod</span> </em><span class="sig-name descname"><span class="pre">add_nwhy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">h</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fpath</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/classes/hypergraph.html#Hypergraph.add_nwhy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.add_nwhy" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">add_nwhy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">h</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fpath</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/classes/hypergraph.html#Hypergraph.add_nwhy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.add_nwhy" title="Permalink to this definition"></a></dt>
 <dd><p>Add nwhy functionality to a hypergraph.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -1196,11 +1194,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>max_size</strong> (<em>positive integer</em><em> or </em><em>None</em><em>, </em><em>optional</em><em>, </em><em>default: None</em>) – largest size of edge to consider in degree</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>int</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>int</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1420,18 +1415,15 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">edge_size_dist</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/hypergraph.html#Hypergraph.edge_size_dist"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.edge_size_dist" title="Permalink to this definition"></a></dt>
 <dd><p>Returns the size for each edge</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p></p>
-</dd>
-<dt class="field-even">Return type</dt>
-<dd class="field-even"><p>np.array</p>
+<dt class="field-odd">Return type</dt>
+<dd class="field-odd"><p>np.array</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.edges">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.edges" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">edges</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.edges" title="Permalink to this definition"></a></dt>
 <dd><p>Object associated with self._edges.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -1445,7 +1437,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.from_bipartite">
-<em class="property"><span class="pre">classmethod</span> </em><span class="sig-name descname"><span class="pre">from_bipartite</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">B</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">set_names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">('nodes',</span> <span class="pre">'edges')</span></span></em>, <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">static</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.from_bipartite"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.from_bipartite" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_bipartite</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">B</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">set_names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">('edges',</span> <span class="pre">'nodes')</span></span></em>, <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">static</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.from_bipartite"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.from_bipartite" title="Permalink to this definition"></a></dt>
 <dd><p>Static method creates a Hypergraph from a bipartite graph.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -1457,11 +1449,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>static</strong> (<em>bool</em>) – </p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p><a class="reference internal" href="#classes.hypergraph.Hypergraph" title="classes.hypergraph.Hypergraph">Hypergraph</a></p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p><a class="reference internal" href="#classes.hypergraph.Hypergraph" title="classes.hypergraph.Hypergraph">Hypergraph</a></p>
 </dd>
 </dl>
 <p class="rubric">Notes</p>
@@ -1480,7 +1469,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.from_dataframe">
-<em class="property"><span class="pre">classmethod</span> </em><span class="sig-name descname"><span class="pre">from_dataframe</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</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">rows</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</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">fillna</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">transpose</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">transforms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</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">node_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'nodes'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'edges'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">static</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.from_dataframe"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.from_dataframe" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dataframe</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</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">rows</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</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">fillna</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">transpose</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">transforms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</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">node_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'nodes'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'edges'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">static</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.from_dataframe"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.from_dataframe" title="Permalink to this definition"></a></dt>
 <dd><p>Create a hypergraph from a Pandas Dataframe object using index to label vertices
 and Columns to label edges. The values of the dataframe are transformed into an
 incidence matrix.
@@ -1515,11 +1504,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <p><a class="reference internal" href="#classes.hypergraph.Hypergraph.from_numpy_array" title="classes.hypergraph.Hypergraph.from_numpy_array"><code class="xref py py-obj docutils literal notranslate"><span class="pre">from_numpy_array</span></code></a></p>
 </div>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p></p>
-</dd>
-<dt class="field-even">Return type</dt>
-<dd class="field-even"><p><a class="reference internal" href="#classes.hypergraph.Hypergraph" title="classes.hypergraph.Hypergraph">Hypergraph</a></p>
+<dt class="field-odd">Return type</dt>
+<dd class="field-odd"><p><a class="reference internal" href="#classes.hypergraph.Hypergraph" title="classes.hypergraph.Hypergraph">Hypergraph</a></p>
 </dd>
 </dl>
 <p class="rubric">Notes</p>
@@ -1544,7 +1530,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.from_numpy_array">
-<em class="property"><span class="pre">classmethod</span> </em><span class="sig-name descname"><span class="pre">from_numpy_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">M</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_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">edge_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">node_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'nodes'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'edges'</span></span></em>, <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">key</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">static</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.from_numpy_array"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.from_numpy_array" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_numpy_array</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">M</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_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">edge_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">node_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'nodes'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'edges'</span></span></em>, <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">key</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">static</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.from_numpy_array"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.from_numpy_array" title="Permalink to this definition"></a></dt>
 <dd><p>Create a hypergraph from a real valued matrix represented as a 2 dimensionsl numpy array.
 The matrix is converted to a matrix of 0’s and 1’s so that any truthy cells are converted to 1’s and
 all others to 0’s.</p>
@@ -1561,11 +1547,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 must be applicable to numpy.array</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p><a class="reference internal" href="#classes.hypergraph.Hypergraph" title="classes.hypergraph.Hypergraph">Hypergraph</a></p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p><a class="reference internal" href="#classes.hypergraph.Hypergraph" title="classes.hypergraph.Hypergraph">Hypergraph</a></p>
 </dd>
 </dl>
 <div class="admonition note">
@@ -1646,14 +1629,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.incidence_dict">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">incidence_dict</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.incidence_dict" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">incidence_dict</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.incidence_dict" title="Permalink to this definition"></a></dt>
 <dd><p>Dictionary keyed by edge uids with values the uids of nodes in each edge</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p></p>
-</dd>
-<dt class="field-even">Return type</dt>
-<dd class="field-even"><p>dict</p>
+<dt class="field-odd">Return type</dt>
+<dd class="field-odd"><p>dict</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1715,14 +1695,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.isstatic">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">isstatic</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.isstatic" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">isstatic</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.isstatic" title="Permalink to this definition"></a></dt>
 <dd><p>Checks whether nodes and edges are immutable</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p></p>
-</dd>
-<dt class="field-even">Return type</dt>
-<dd class="field-even"><p>Boolean</p>
+<dt class="field-odd">Return type</dt>
+<dd class="field-odd"><p>Boolean</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1763,7 +1740,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.nodes">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">nodes</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.nodes" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">nodes</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.nodes" title="Permalink to this definition"></a></dt>
 <dd><p>Object associated with self._nodes.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -1825,7 +1802,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py method">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.recover_from_state">
-<em class="property"><span class="pre">classmethod</span> </em><span class="sig-name descname"><span class="pre">recover_from_state</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fpath</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'current_state.p'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">newfpath</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.recover_from_state"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.recover_from_state" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">recover_from_state</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fpath</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'current_state.p'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">newfpath</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">use_nwhy</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/classes/hypergraph.html#Hypergraph.recover_from_state"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.hypergraph.Hypergraph.recover_from_state" title="Permalink to this definition"></a></dt>
 <dd><p>Recover a static hypergraph pickled using save_state.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -2125,14 +2102,11 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.hypergraph.Hypergraph.shape">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">shape</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.shape" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">shape</span></span><a class="headerlink" href="#classes.hypergraph.Hypergraph.shape" title="Permalink to this definition"></a></dt>
 <dd><p>(number of nodes, number of edges)</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p></p>
-</dd>
-<dt class="field-even">Return type</dt>
-<dd class="field-even"><p>tuple</p>
+<dt class="field-odd">Return type</dt>
+<dd class="field-odd"><p>tuple</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2189,7 +2163,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>use_reps</strong> (<em>#</em>) – </p></li>
 <li><p><strong>of</strong> (<em>#     If collapse=True then each toplex will be named by a representative of the set</em>) – </p></li>
 <li><p><strong>edges</strong> (<em>#     equivalent</em>) – </p></li>
-<li><p><strong>collapse_edges</strong><strong>)</strong><strong></strong> (<em>default is False</em><em> (</em><em>see</em>) – </p></li>
+<li><p><strong>collapse_edges</strong><strong>)</strong><strong>.</strong> (<em>default is False</em><em> (</em><em>see</em>) – </p></li>
 <li><p><strong>return_counts</strong> (<em>boolean</em><em>, </em><em>optional</em><em>, </em><em>default: True</em>) – # If collapse=True then each toplex will be named by a tuple of the representative
 # of the set of equivalent edges and their count</p></li>
 </ul>
@@ -2224,10 +2198,10 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-classes.staticentity">
-<span id="classes-staticentity-module"></span><h2>classes.staticentity module<a class="headerlink" href="#module-classes.staticentity" title="Permalink to this headline"></a></h2>
+<span id="classes-staticentity-module"></span><h2>classes.staticentity module<a class="headerlink" href="#module-classes.staticentity" title="Permalink to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity">
-<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">classes.staticentity.</span></span><span class="sig-name descname"><span class="pre">StaticEntity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">entity</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">data</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">arr</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">uid</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">weights</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">keep_weights</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">aggregateby</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/staticentity.html#StaticEntity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.staticentity.StaticEntity" 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">classes.staticentity.</span></span><span class="sig-name descname"><span class="pre">StaticEntity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">entity</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">data</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">arr</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">uid</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">weights</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">keep_weights</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">aggregateby</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'sum'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/staticentity.html#StaticEntity"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.staticentity.StaticEntity" title="Permalink to this definition"></a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
 <dl class="field-list simple" id="staticentity">
 <dt class="field-odd">Parameters</dt>
@@ -2260,7 +2234,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.arr">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">arr</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.arr" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">arr</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.arr" title="Permalink to this definition"></a></dt>
 <dd><p>Tensor like representation of data indexed by labels with values given by incidence or cell weight.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2275,7 +2249,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.cell_weights">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">cell_weights</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.cell_weights" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">cell_weights</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.cell_weights" title="Permalink to this definition"></a></dt>
 <dd><p>User defined weights corresponding to unique rows in data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2289,7 +2263,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.children">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">children</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.children" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">children</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.children" title="Permalink to this definition"></a></dt>
 <dd><p>Labels of keys of first index</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2303,7 +2277,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.data">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.data" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">data</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.data" title="Permalink to this definition"></a></dt>
 <dd><p>Data array or tensor array of Static Entity</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2318,7 +2292,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.dataframe">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">dataframe</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.dataframe" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dataframe</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.dataframe" title="Permalink to this definition"></a></dt>
 <dd><p>Returns the entity data in DataFrame format</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2332,7 +2306,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.dimensions">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">dimensions</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.dimensions" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dimensions</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.dimensions" title="Permalink to this definition"></a></dt>
 <dd><p>Dimension of Static Entity data</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2346,7 +2320,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.dimsize">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">dimsize</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.dimsize" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">dimsize</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.dimsize" title="Permalink to this definition"></a></dt>
 <dd><p>Number of categories in the data</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2360,7 +2334,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.elements">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">elements</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.elements" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">elements</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.elements" title="Permalink to this definition"></a></dt>
 <dd><p>Keys and values in the order of insertion</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2397,7 +2371,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.incidence_dict">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">incidence_dict</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.incidence_dict" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">incidence_dict</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.incidence_dict" title="Permalink to this definition"></a></dt>
 <dd><p>Same as elements.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2454,11 +2428,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>value</strong> (<em>string</em><em>, </em><em>optional</em>) – </p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>int or tuple of ints</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>int or tuple of ints</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2474,11 +2445,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>values</strong> (<em>single string</em><em> or </em><em>array of strings</em>) – </p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>list</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>list</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2491,11 +2459,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><p><strong>level</strong> (<em>int</em><em>, </em><em>optional</em>) – </p>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>bool</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>bool</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2517,7 +2482,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.keys">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">keys</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.keys" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">keys</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.keys" title="Permalink to this definition"></a></dt>
 <dd><p>Array of keys of labels</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2531,7 +2496,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.labels">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.labels" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">labels</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.labels" title="Permalink to this definition"></a></dt>
 <dd><p>Ordered dictionary of labels</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2552,11 +2517,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><p><strong>kdx</strong> (<em>int</em>) – index of key in E.keys</p>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>np.ndarray</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>np.ndarray</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2575,18 +2537,15 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>return_index</strong> (<em>bool</em><em>, </em><em>optional</em>) – </p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>tuple</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>tuple</p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.memberships">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">memberships</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.memberships" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">memberships</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.memberships" title="Permalink to this definition"></a></dt>
 <dd><p>Reverses the elements dictionary</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2648,11 +2607,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <span class="sig-name descname"><span class="pre">size</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/staticentity.html#StaticEntity.size"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.staticentity.StaticEntity.size" title="Permalink to this definition"></a></dt>
 <dd><p>The number of elements in E, the size of dimension 0 in the E.arr</p>
 <dl class="field-list simple">
-<dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p></p>
-</dd>
-<dt class="field-even">Return type</dt>
-<dd class="field-even"><p>int</p>
+<dt class="field-odd">Return type</dt>
+<dd class="field-odd"><p>int</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2668,11 +2624,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <li><p><strong>index</strong> (<em>int</em>) – value index of label</p></li>
 </ul>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>numpy.array(str)</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>numpy.array(str)</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2685,11 +2638,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><p><strong>coords</strong> (<em>tuple of ints</em>) – </p>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>list</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>list</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2713,7 +2663,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.uid">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">uid</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.uid" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">uid</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.uid" title="Permalink to this definition"></a></dt>
 <dd><p>User defined identifier for each object in static entity.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2727,7 +2677,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py property">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntity.uidset">
-<em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">uidset</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.uidset" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">uidset</span></span><a class="headerlink" href="#classes.staticentity.StaticEntity.uidset" title="Permalink to this definition"></a></dt>
 <dd><p>Returns a set of the string identifiers for Static Entity</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns</dt>
@@ -2747,11 +2697,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><p><strong>level</strong> (<em>int</em><em>, </em><em>optional</em>) – </p>
 </dd>
-<dt class="field-even">Returns</dt>
-<dd class="field-even"><p></p>
-</dd>
-<dt class="field-odd">Return type</dt>
-<dd class="field-odd"><p>frozenset</p>
+<dt class="field-even">Return type</dt>
+<dd class="field-even"><p>frozenset</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2760,8 +2707,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py class">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntitySet">
-<em class="property"><span class="pre">class</span> </em><span class="sig-prename descclassname"><span class="pre">classes.staticentity.</span></span><span class="sig-name descname"><span class="pre">StaticEntitySet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">entity</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">data</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">arr</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">uid</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">level1</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">level2</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">weights</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">keep_weights</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">aggregateby</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">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/staticentity.html#StaticEntitySet"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.staticentity.StaticEntitySet" title="Permalink to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#classes.staticentity.StaticEntity" title="classes.staticentity.StaticEntity"><code class="xref py py-class docutils literal notranslate"><span class="pre">classes.staticentity.StaticEntity</span></code></a></p>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">classes.staticentity.</span></span><span class="sig-name descname"><span class="pre">StaticEntitySet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">entity</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">data</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">arr</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">uid</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">level1</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">level2</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">weights</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">keep_weights</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">aggregateby</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">props</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/classes/staticentity.html#StaticEntitySet"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.staticentity.StaticEntitySet" title="Permalink to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#classes.staticentity.StaticEntity" title="classes.staticentity.StaticEntity"><code class="xref py py-class docutils literal notranslate"><span class="pre">StaticEntity</span></code></a></p>
 <span class="target" id="staticentityset"></span><dl class="py method">
 <dt class="sig sig-object py" id="classes.staticentity.StaticEntitySet.collapse_identical_elements">
 <span class="sig-name descname"><span class="pre">collapse_identical_elements</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">uid</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_equivalence_classes</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/classes/staticentity.html#StaticEntitySet.collapse_identical_elements"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#classes.staticentity.StaticEntitySet.collapse_identical_elements" title="Permalink to this definition"></a></dt>
@@ -2848,7 +2795,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-classes">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-classes" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-classes" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/build/classes/modules.html b/docs/build/classes/modules.html
index 8fb3bee0..537b950f 100644
--- a/docs/build/classes/modules.html
+++ b/docs/build/classes/modules.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>classes &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>classes &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
@@ -90,7 +91,7 @@
            <div itemprop="articleBody">
              
   <section id="classes">
-<h1>classes<a class="headerlink" href="#classes" title="Permalink to this headline"></a></h1>
+<h1>classes<a class="headerlink" href="#classes" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="classes.html">classes package</a><ul>
diff --git a/docs/build/core.html b/docs/build/core.html
index eb15fd70..e774ba2f 100644
--- a/docs/build/core.html
+++ b/docs/build/core.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>HyperNetX Packages &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>HyperNetX Packages &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
@@ -86,7 +87,7 @@
            <div itemprop="articleBody">
              
   <section id="hypernetx-packages">
-<span id="core"></span><h1>HyperNetX Packages<a class="headerlink" href="#hypernetx-packages" title="Permalink to this headline"></a></h1>
+<span id="core"></span><h1>HyperNetX Packages<a class="headerlink" href="#hypernetx-packages" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="classes/modules.html">Hypergraphs</a><ul>
diff --git a/docs/build/drawing/drawing.html b/docs/build/drawing/drawing.html
index 309ad17a..b81cf29f 100644
--- a/docs/build/drawing/drawing.html
+++ b/docs/build/drawing/drawing.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>drawing package &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>drawing package &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
@@ -98,15 +99,15 @@
            <div itemprop="articleBody">
              
   <section id="drawing-package">
-<h1>drawing package<a class="headerlink" href="#drawing-package" title="Permalink to this headline"></a></h1>
+<h1>drawing package<a class="headerlink" href="#drawing-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-drawing.rubber_band">
-<span id="drawing-rubber-band-module"></span><h2>drawing.rubber_band module<a class="headerlink" href="#module-drawing.rubber_band" title="Permalink to this headline"></a></h2>
+<span id="drawing-rubber-band-module"></span><h2>drawing.rubber_band module<a class="headerlink" href="#module-drawing.rubber_band" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="drawing.rubber_band.draw">
-<span class="sig-prename descclassname"><span class="pre">drawing.rubber_band.</span></span><span class="sig-name descname"><span class="pre">draw</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">H</span></em>, <em class="sig-param"><span class="pre">pos=None</span></em>, <em class="sig-param"><span class="pre">with_color=True</span></em>, <em class="sig-param"><span class="pre">with_node_counts=False</span></em>, <em class="sig-param"><span class="pre">with_edge_counts=False</span></em>, <em class="sig-param"><span class="pre">layout=&lt;function</span> <span class="pre">spring_layout&gt;</span></em>, <em class="sig-param"><span class="pre">layout_kwargs={}</span></em>, <em class="sig-param"><span class="pre">ax=None</span></em>, <em class="sig-param"><span class="pre">node_radius=None</span></em>, <em class="sig-param"><span class="pre">edges_kwargs={}</span></em>, <em class="sig-param"><span class="pre">nodes_kwargs={}</span></em>, <em class="sig-param"><span class="pre">edge_labels={}</span></em>, <em class="sig-param"><span class="pre">edge_labels_kwargs={}</span></em>, <em class="sig-param"><span class="pre">node_labels={}</span></em>, <em class="sig-param"><span class="pre">node_labels_kwargs={}</span></em>, <em class="sig-param"><span class="pre">with_edge_labels=True</span></em>, <em class="sig-param"><span class="pre">with_node_labels=True</span></em>, <em class="sig-param"><span class="pre">label_alpha=0.35</span></em>, <em class="sig-param"><span class="pre">return_pos=False</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/drawing/rubber_band.html#draw"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#drawing.rubber_band.draw" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">drawing.rubber_band.</span></span><span class="sig-name descname"><span class="pre">draw</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pos=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_color=True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_node_counts=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_edge_counts=False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layout=&lt;function</span> <span class="pre">spring_layout&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layout_kwargs={}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ax=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_radius=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edges_kwargs={}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes_kwargs={}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_labels={}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edge_labels_kwargs={}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_labels={}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">node_labels_kwargs={}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_edge_labels=True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_node_labels=True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_alpha=0.35</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_pos=False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/drawing/rubber_band.html#draw"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#drawing.rubber_band.draw" title="Permalink to this definition"></a></dt>
 <dd><p>Draw a hypergraph as a Matplotlib figure</p>
 <p>By default this will draw a colorful “rubber band” like hypergraph, where
 convex hulls represent edges and are drawn around the nodes they contain.</p>
@@ -317,7 +318,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 <dl class="py function">
 <dt class="sig sig-object py" id="drawing.rubber_band.layout_node_link">
-<span class="sig-prename descclassname"><span class="pre">drawing.rubber_band.</span></span><span class="sig-name descname"><span class="pre">layout_node_link</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="pre">H</span></em>, <em class="sig-param"><span class="pre">layout=&lt;function</span> <span class="pre">spring_layout&gt;</span></em>, <em class="sig-param"><span class="pre">**kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/drawing/rubber_band.html#layout_node_link"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#drawing.rubber_band.layout_node_link" title="Permalink to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">drawing.rubber_band.</span></span><span class="sig-name descname"><span class="pre">layout_node_link</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layout=&lt;function</span> <span class="pre">spring_layout&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/drawing/rubber_band.html#layout_node_link"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#drawing.rubber_band.layout_node_link" title="Permalink to this definition"></a></dt>
 <dd><p>Helper function to use a NetwrokX-like graph layout algorithm on a Hypergraph</p>
 <p>The hypergraph is converted to a bipartite graph, allowing the usual graph layout
 techniques to be applied.</p>
@@ -340,7 +341,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-drawing.two_column">
-<span id="drawing-two-column-module"></span><h2>drawing.two_column module<a class="headerlink" href="#module-drawing.two_column" title="Permalink to this headline"></a></h2>
+<span id="drawing-two-column-module"></span><h2>drawing.two_column module<a class="headerlink" href="#module-drawing.two_column" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="drawing.two_column.draw">
 <span class="sig-prename descclassname"><span class="pre">drawing.two_column.</span></span><span class="sig-name descname"><span class="pre">draw</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">H</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_node_labels</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">with_edge_labels</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">with_node_counts</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">with_edge_counts</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">with_color</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">edge_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">ax</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/drawing/two_column.html#draw"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#drawing.two_column.draw" title="Permalink to this definition"></a></dt>
@@ -433,7 +434,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-drawing.util">
-<span id="drawing-util-module"></span><h2>drawing.util module<a class="headerlink" href="#module-drawing.util" title="Permalink to this headline"></a></h2>
+<span id="drawing-util-module"></span><h2>drawing.util module<a class="headerlink" href="#module-drawing.util" title="Permalink to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="drawing.util.get_collapsed_size">
 <span class="sig-prename descclassname"><span class="pre">drawing.util.</span></span><span class="sig-name descname"><span class="pre">get_collapsed_size</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">v</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/drawing/util.html#get_collapsed_size"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#drawing.util.get_collapsed_size" title="Permalink to this definition"></a></dt>
@@ -534,7 +535,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-drawing">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-drawing" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-drawing" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
diff --git a/docs/build/drawing/modules.html b/docs/build/drawing/modules.html
index 5a73a013..4dd44936 100644
--- a/docs/build/drawing/modules.html
+++ b/docs/build/drawing/modules.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>drawing &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>drawing &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
@@ -90,7 +91,7 @@
            <div itemprop="articleBody">
              
   <section id="drawing">
-<h1>drawing<a class="headerlink" href="#drawing" title="Permalink to this headline"></a></h1>
+<h1>drawing<a class="headerlink" href="#drawing" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="drawing.html">drawing package</a><ul>
diff --git a/docs/build/genindex.html b/docs/build/genindex.html
index d6aa5cd1..5483b332 100644
--- a/docs/build/genindex.html
+++ b/docs/build/genindex.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Index &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Index &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -13,6 +13,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
diff --git a/docs/build/glossary.html b/docs/build/glossary.html
index f73d9358..489708e3 100644
--- a/docs/build/glossary.html
+++ b/docs/build/glossary.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Glossary of HNX terms &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Glossary of HNX terms &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
@@ -80,7 +81,7 @@
            <div itemprop="articleBody">
              
   <section id="glossary-of-hnx-terms">
-<span id="glossary"></span><h1>Glossary of HNX terms<a class="headerlink" href="#glossary-of-hnx-terms" title="Permalink to this headline"></a></h1>
+<span id="glossary"></span><h1>Glossary of HNX terms<a class="headerlink" href="#glossary-of-hnx-terms" title="Permalink to this heading"></a></h1>
 <dl class="glossary simple">
 <dt id="term-Bipartite-Condition">Bipartite Condition<a class="headerlink" href="#term-Bipartite-Condition" title="Permalink to this term"></a></dt><dd><p>Condition imposed on instances of the class EntitySet.
 ities that are elements of the same EntitySet, may not contain each other as elements.*
diff --git a/docs/build/index.html b/docs/build/index.html
index 69363700..6e9677b4 100644
--- a/docs/build/index.html
+++ b/docs/build/index.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>HyperNetX (HNX) &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>HyperNetX (HNX) &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
@@ -79,10 +80,10 @@
            <div itemprop="articleBody">
              
   <section id="hypernetx-hnx">
-<h1>HyperNetX (HNX)<a class="headerlink" href="#hypernetx-hnx" title="Permalink to this headline"></a></h1>
+<h1>HyperNetX (HNX)<a class="headerlink" href="#hypernetx-hnx" title="Permalink to this heading"></a></h1>
 <a class="reference internal image-reference" href="_images/hnxbasics.png"><img alt="_images/hnxbasics.png" class="align-right" src="_images/hnxbasics.png" style="width: 300px;" /></a>
 <section id="description">
-<h2>Description<a class="headerlink" href="#description" title="Permalink to this headline"></a></h2>
+<h2>Description<a class="headerlink" href="#description" title="Permalink to this heading"></a></h2>
 <p>The <a class="reference external" href="https://github.com/pnnl/HyperNetX">HNX</a> library provides classes and methods for modeling the entities and relationships
 found in complex networks as hypergraphs, the natural models for multi-dimensional network data.
 As strict generalizations of graphs, hyperedges can represent arbitrary multi-way relations
@@ -102,7 +103,7 @@ <h2>Description<a class="headerlink" href="#description" title="Permalink to thi
 </dl>
 </section>
 <section id="contents">
-<h2>Contents<a class="headerlink" href="#contents" title="Permalink to this headline"></a></h2>
+<h2>Contents<a class="headerlink" href="#contents" title="Permalink to this heading"></a></h2>
 <div class="toctree-wrapper compound">
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Home</a></li>
@@ -249,7 +250,7 @@ <h2>Contents<a class="headerlink" href="#contents" title="Permalink to this head
 </ul>
 </div>
 <section id="indices-and-tables">
-<h3>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this headline"></a></h3>
+<h3>Indices and tables<a class="headerlink" href="#indices-and-tables" title="Permalink to this heading"></a></h3>
 <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>
diff --git a/docs/build/install.html b/docs/build/install.html
index 6980abea..bd011b5c 100644
--- a/docs/build/install.html
+++ b/docs/build/install.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Installing HyperNetX &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Installing HyperNetX &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
@@ -85,10 +86,10 @@
            <div itemprop="articleBody">
              
   <section id="installing-hypernetx">
-<h1>Installing HyperNetX<a class="headerlink" href="#installing-hypernetx" title="Permalink to this headline"></a></h1>
+<h1>Installing HyperNetX<a class="headerlink" href="#installing-hypernetx" title="Permalink to this heading"></a></h1>
 <p>HyperNetX may be cloned or forked from: <a class="reference external" href="https://github.com/pnnl/HyperNetX">https://github.com/pnnl/HyperNetX</a> .</p>
 <section id="to-install-in-an-anaconda-environment">
-<h2>To install in an Anaconda environment<a class="headerlink" href="#to-install-in-an-anaconda-environment" title="Permalink to this headline"></a></h2>
+<h2>To install in an Anaconda environment<a class="headerlink" href="#to-install-in-an-anaconda-environment" title="Permalink to this heading"></a></h2>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">conda</span> <span class="n">create</span> <span class="o">-</span><span class="n">n</span> <span class="o">&lt;</span><span class="n">env</span> <span class="n">name</span><span class="o">&gt;</span> <span class="n">python</span><span class="o">=</span><span class="mf">3.7</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">source</span> <span class="n">activate</span> <span class="o">&lt;</span><span class="n">env</span> <span class="n">name</span><span class="o">&gt;</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="n">pip</span> <span class="n">install</span> <span class="n">hypernetx</span>
@@ -111,7 +112,7 @@ <h2>To install in an Anaconda environment<a class="headerlink" href="#to-install
 </div>
 </section>
 <section id="to-install-in-a-virtualenv-environment">
-<h2>To install in a virtualenv environment<a class="headerlink" href="#to-install-in-a-virtualenv-environment" title="Permalink to this headline"></a></h2>
+<h2>To install in a virtualenv environment<a class="headerlink" href="#to-install-in-a-virtualenv-environment" title="Permalink to this heading"></a></h2>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">virtualenv</span> <span class="o">--</span><span class="n">python</span><span class="o">=&lt;</span><span class="n">path</span> <span class="n">to</span> <span class="n">python</span> <span class="mf">3.7</span> <span class="n">executable</span><span class="o">&gt;</span> <span class="o">&lt;</span><span class="n">path</span> <span class="n">to</span> <span class="n">env</span> <span class="n">name</span><span class="o">&gt;</span>
 </pre></div>
 </div>
@@ -131,7 +132,7 @@ <h2>To install in a virtualenv environment<a class="headerlink" href="#to-instal
 <p>Once activated continue to follow the installation instructions below.</p>
 </section>
 <section id="install-using-pip-options">
-<h2>Install using Pip options<a class="headerlink" href="#install-using-pip-options" title="Permalink to this headline"></a></h2>
+<h2>Install using Pip options<a class="headerlink" href="#install-using-pip-options" title="Permalink to this heading"></a></h2>
 <p>For a minimal installation:</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">pip</span> <span class="n">install</span> <span class="n">hypernetx</span>
 </pre></div>
diff --git a/docs/build/license.html b/docs/build/license.html
index 20bb9b83..712c1d4d 100644
--- a/docs/build/license.html
+++ b/docs/build/license.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>License &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>License &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
@@ -79,7 +80,7 @@
            <div itemprop="articleBody">
              
   <section id="license">
-<span id="id1"></span><h1>License<a class="headerlink" href="#license" title="Permalink to this headline"></a></h1>
+<span id="id1"></span><h1>License<a class="headerlink" href="#license" title="Permalink to this heading"></a></h1>
 <p>HyperNetX</p>
 <p>Copyright © 2018, Battelle Memorial Institute</p>
 <p>Battelle Memorial Institute (hereinafter Battelle) hereby grants permission
diff --git a/docs/build/modularity.html b/docs/build/modularity.html
index 6b7ef7bf..e13d2293 100644
--- a/docs/build/modularity.html
+++ b/docs/build/modularity.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Modularity and Clustering &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Modularity and Clustering &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
         <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
@@ -94,10 +95,10 @@
            <div itemprop="articleBody">
              
   <section id="modularity-and-clustering">
-<span id="modularity"></span><h1>Modularity and Clustering<a class="headerlink" href="#modularity-and-clustering" title="Permalink to this headline"></a></h1>
+<span id="modularity"></span><h1>Modularity and Clustering<a class="headerlink" href="#modularity-and-clustering" title="Permalink to this heading"></a></h1>
 <a class="reference internal image-reference" href="_images/ModularityScreenShot.png"><img alt="_images/ModularityScreenShot.png" class="align-right" src="_images/ModularityScreenShot.png" style="width: 300px;" /></a>
 <section id="overview">
-<h2>Overview<a class="headerlink" href="#overview" title="Permalink to this headline"></a></h2>
+<h2>Overview<a class="headerlink" href="#overview" title="Permalink to this heading"></a></h2>
 <p>The hypergraph_modularity submodule in HNX provides functions to compute <strong>hypergraph modularity</strong> for a
 given partition of the vertices in a hypergraph. In general, higher modularity indicates a better
 partitioning of the vertices into dense communities.</p>
@@ -107,7 +108,7 @@ <h2>Overview<a class="headerlink" href="#overview" title="Permalink to this head
 vertex partitions via graph-based algorithms.</p>
 </section>
 <section id="installation">
-<h2>Installation<a class="headerlink" href="#installation" title="Permalink to this headline"></a></h2>
+<h2>Installation<a class="headerlink" href="#installation" title="Permalink to this heading"></a></h2>
 <p>Since it is part of HNX, no extra installation is required.
 The submodule can be imported as follows:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">hypernetx.algorithms.hypergraph_modularity</span> <span class="k">as</span> <span class="nn">hmod</span>
@@ -115,9 +116,9 @@ <h2>Installation<a class="headerlink" href="#installation" title="Permalink to t
 </div>
 </section>
 <section id="using-the-tool">
-<h2>Using the Tool<a class="headerlink" href="#using-the-tool" title="Permalink to this headline"></a></h2>
+<h2>Using the Tool<a class="headerlink" href="#using-the-tool" title="Permalink to this heading"></a></h2>
 <section id="precomputation">
-<h3>Precomputation<a class="headerlink" href="#precomputation" title="Permalink to this headline"></a></h3>
+<h3>Precomputation<a class="headerlink" href="#precomputation" title="Permalink to this heading"></a></h3>
 <p>In order to make the computation of hypergraph modularity more efficient, some quantities need to be pre-computed.
 Given hypergraph H, calling:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">HG</span> <span class="o">=</span> <span class="n">hmod</span><span class="o">.</span><span class="n">precompute_attributes</span><span class="p">(</span><span class="n">H</span><span class="p">)</span>
@@ -126,7 +127,7 @@ <h3>Precomputation<a class="headerlink" href="#precomputation" title="Permalink
 <p>will pre-compute quantities such as node strength (weighted degree), d-weights (total weight for each edge cardinality) and binomial coefficients.</p>
 </section>
 <section id="id1">
-<h3>Modularity<a class="headerlink" href="#id1" title="Permalink to this headline"></a></h3>
+<h3>Modularity<a class="headerlink" href="#id1" title="Permalink to this heading"></a></h3>
 <p>Given hypergraph HG and a partition A of its vertices, hypergraph modularity is a measure of the quality of this partition.
 Random partitions typically yield modularity near zero (it can be negative) while positive modularity is indicative of the presence
 of dense communities, or modules. There are several variations for the definition of hypergraph modularity, and the main difference lies in the
@@ -151,7 +152,7 @@ <h3>Modularity<a class="headerlink" href="#id1" title="Permalink to this headlin
 <p>The ‘linear’ function is used by default. More details in [2].</p>
 </section>
 <section id="two-section-graph">
-<h3>Two-section graph<a class="headerlink" href="#two-section-graph" title="Permalink to this headline"></a></h3>
+<h3>Two-section graph<a class="headerlink" href="#two-section-graph" title="Permalink to this heading"></a></h3>
 <p>There are several good partitioning algorithms for graphs such as the Louvain algorithm and ECG, a consensus clustering algorithm.
 One way to obtain a partition for hypergraph HG is to build its corresponding two-section graph G and run a graph clustering algorithm.
 Code is provided to build such graph via:</p>
@@ -161,7 +162,7 @@ <h3>Two-section graph<a class="headerlink" href="#two-section-graph" title="Perm
 <p>which returns an igraph.Graph object.</p>
 </section>
 <section id="clustering-algorithms">
-<h3>Clustering Algorithms<a class="headerlink" href="#clustering-algorithms" title="Permalink to this headline"></a></h3>
+<h3>Clustering Algorithms<a class="headerlink" href="#clustering-algorithms" title="Permalink to this heading"></a></h3>
 <p>Two clustering (vertex partitioning) algorithms are supplied. The first one is a hybrid method proposed by Kumar et al. (see [1])
 that uses the Louvain algorithm on the two-section graph, but re-weights the edges according to the distibution of vertices
 from each part inside each edge. Given hypergraph HG, this is called as:</p>
@@ -177,12 +178,12 @@ <h3>Clustering Algorithms<a class="headerlink" href="#clustering-algorithms" tit
 <p>where the ‘wdc’ parameter is the same as in the modularity function.</p>
 </section>
 <section id="other-features">
-<h3>Other Features<a class="headerlink" href="#other-features" title="Permalink to this headline"></a></h3>
+<h3>Other Features<a class="headerlink" href="#other-features" title="Permalink to this heading"></a></h3>
 <p>We represent a vertex partition A  as a list of sets, but another conveninent representation is via a dictionary.
 We provide two utility functions to switch representation, namely <cite>A = dict2part(D)</cite> and <cite>D = part2dict(A)</cite>.</p>
 </section>
 <section id="references">
-<h3>References<a class="headerlink" href="#references" title="Permalink to this headline"></a></h3>
+<h3>References<a class="headerlink" href="#references" title="Permalink to this heading"></a></h3>
 <p>[1] Kumar T., Vaidyanathan S., Ananthapadmanabhan H., Parthasarathy S. and Ravindran B. “A New Measure of Modularity in Hypergraphs: Theoretical Insights and Implications for Effective Clustering”. In: Cherifi H., Gaito S., Mendes J., Moro E., Rocha L. (eds) Complex Networks and Their Applications VIII. COMPLEX NETWORKS 2019. Studies in Computational Intelligence, vol 881. Springer, Cham. <a class="reference external" href="https://doi.org/10.1007/978-3-030-36687-2_24">https://doi.org/10.1007/978-3-030-36687-2_24</a></p>
 <p>[2] Kamiński B., Prałat P. and Théberge F. “Community Detection Algorithm Using Hypergraph Modularity”. In: Benito R.M., Cherifi C., Cherifi H., Moro E., Rocha L.M., Sales-Pardo M. (eds) Complex Networks &amp; Their Applications IX. COMPLEX NETWORKS 2020. Studies in Computational Intelligence, vol 943. Springer, Cham. <a class="reference external" href="https://doi.org/10.1007/978-3-030-65347-7_13">https://doi.org/10.1007/978-3-030-65347-7_13</a></p>
 </section>
diff --git a/docs/build/nwhy.html b/docs/build/nwhy.html
index a2d0461d..6ca46a51 100644
--- a/docs/build/nwhy.html
+++ b/docs/build/nwhy.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>NWHy &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>NWHy &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
         <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
@@ -102,9 +103,9 @@
            <div itemprop="articleBody">
              
   <section id="nwhy">
-<span id="id1"></span><h1>NWHy<a class="headerlink" href="#nwhy" title="Permalink to this headline"></a></h1>
+<span id="id1"></span><h1>NWHy<a class="headerlink" href="#nwhy" title="Permalink to this heading"></a></h1>
 <section id="description">
-<h2>Description<a class="headerlink" href="#description" title="Permalink to this headline"></a></h2>
+<h2>Description<a class="headerlink" href="#description" title="Permalink to this heading"></a></h2>
 <p>NWHy is an addon for HNX providing optimized C++ implementations of many of the hypergraph methods.
 NWHy is a scalable, high-performance hypergraph library. It has three dependencies.</p>
 <blockquote>
@@ -118,22 +119,22 @@ <h2>Description<a class="headerlink" href="#description" title="Permalink to thi
 NWHy was developed by Xu Tony Liu. The current version is preliminary and under active development.</p>
 </section>
 <section id="installing-nwhy">
-<h2>Installing NWHy<a class="headerlink" href="#installing-nwhy" title="Permalink to this headline"></a></h2>
+<h2>Installing NWHy<a class="headerlink" href="#installing-nwhy" title="Permalink to this heading"></a></h2>
 <p>The NWHy library provides <a class="reference external" href="https://github.com/pybind/pybind11">Pybind11</a> APIs for analysis of complex data sets interpreted as hypergraphs.</p>
 <section id="to-install-in-an-anaconda-environment">
-<h3>To install in an Anaconda environment<a class="headerlink" href="#to-install-in-an-anaconda-environment" title="Permalink to this headline"></a></h3>
+<h3>To install in an Anaconda environment<a class="headerlink" href="#to-install-in-an-anaconda-environment" title="Permalink to this heading"></a></h3>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">conda</span> <span class="n">create</span> <span class="o">-</span><span class="n">n</span> <span class="o">&lt;</span><span class="n">env</span> <span class="n">name</span><span class="o">&gt;</span> <span class="n">python</span><span class="o">=</span><span class="mf">3.9</span>
 </pre></div>
 </div>
 </section>
 <section id="then-activate-the-environment">
-<h3>Then activate the environment<a class="headerlink" href="#then-activate-the-environment" title="Permalink to this headline"></a></h3>
+<h3>Then activate the environment<a class="headerlink" href="#then-activate-the-environment" title="Permalink to this heading"></a></h3>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">conda</span> <span class="n">activate</span> <span class="o">&lt;</span><span class="n">env</span> <span class="n">name</span><span class="o">&gt;</span>
 </pre></div>
 </div>
 </section>
 <section id="install-intel-threading-building-blocks-tbb">
-<h3>Install Intel Threading Building Blocks(TBB)<a class="headerlink" href="#install-intel-threading-building-blocks-tbb" title="Permalink to this headline"></a></h3>
+<h3>Install Intel Threading Building Blocks(TBB)<a class="headerlink" href="#install-intel-threading-building-blocks-tbb" title="Permalink to this heading"></a></h3>
 <p>To install <a class="reference external" href="https://github.com/oneapi-src/oneTBB">TBB</a>:</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">conda</span> <span class="n">install</span> <span class="n">tbb</span>
 </pre></div>
@@ -144,7 +145,7 @@ <h3>Install Intel Threading Building Blocks(TBB)<a class="headerlink" href="#ins
 </div>
 </section>
 <section id="install-using-pip">
-<h3>Install using Pip<a class="headerlink" href="#install-using-pip" title="Permalink to this headline"></a></h3>
+<h3>Install using Pip<a class="headerlink" href="#install-using-pip" title="Permalink to this heading"></a></h3>
 <p>For installation:</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">pip</span> <span class="n">install</span> <span class="n">nwhy</span>
 </pre></div>
@@ -159,7 +160,7 @@ <h3>Install using Pip<a class="headerlink" href="#install-using-pip" title="Perm
 </div>
 </section>
 <section id="quick-test-with-import">
-<h3>Quick test with import<a class="headerlink" href="#quick-test-with-import" title="Permalink to this headline"></a></h3>
+<h3>Quick test with import<a class="headerlink" href="#quick-test-with-import" title="Permalink to this heading"></a></h3>
 <p>For quick test:</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">python</span> <span class="o">-</span><span class="n">c</span> <span class="s2">&quot;import nwhy&quot;</span>
 </pre></div>
@@ -168,9 +169,9 @@ <h3>Quick test with import<a class="headerlink" href="#quick-test-with-import" t
 </section>
 </section>
 <section id="nwhy-apis">
-<h2>NWHy APIs<a class="headerlink" href="#nwhy-apis" title="Permalink to this headline"></a></h2>
+<h2>NWHy APIs<a class="headerlink" href="#nwhy-apis" title="Permalink to this heading"></a></h2>
 <section id="nwhy-module">
-<span id="nwhy-sorted"></span><h3>nwhy module<a class="headerlink" href="#nwhy-module" title="Permalink to this headline"></a></h3>
+<span id="nwhy-sorted"></span><h3>nwhy module<a class="headerlink" href="#nwhy-module" title="Permalink to this heading"></a></h3>
 <blockquote>
 <div><dl class="simple">
 <dt>_version</dt><dd><p>Attribute in nwhy module.
@@ -180,7 +181,7 @@ <h2>NWHy APIs<a class="headerlink" href="#nwhy-apis" title="Permalink to this he
 </div></blockquote>
 </section>
 <section id="nwhypergraph-class">
-<h3>NWHypergraph class<a class="headerlink" href="#nwhypergraph-class" title="Permalink to this headline"></a></h3>
+<h3>NWHypergraph class<a class="headerlink" href="#nwhypergraph-class" title="Permalink to this heading"></a></h3>
 <blockquote>
 <div><dl class="simple">
 <dt>NWHypergraph</dt><dd><p>Class in nwhy module.
@@ -190,7 +191,7 @@ <h3>NWHypergraph class<a class="headerlink" href="#nwhypergraph-class" title="Pe
 </div></blockquote>
 </section>
 <section id="nwhypergraph-class-attributes">
-<h3>NWHypergraph class attributes<a class="headerlink" href="#nwhypergraph-class-attributes" title="Permalink to this headline"></a></h3>
+<h3>NWHypergraph class attributes<a class="headerlink" href="#nwhypergraph-class-attributes" title="Permalink to this heading"></a></h3>
 <blockquote>
 <div><dl class="simple">
 <dt>NWHypergraph.row</dt><dd><p>Attribute in class NWHypergraph.
@@ -206,7 +207,7 @@ <h3>NWHypergraph class attributes<a class="headerlink" href="#nwhypergraph-class
 </div></blockquote>
 </section>
 <section id="nwhypergraph-class-methods">
-<h3>NWHypergraph class methods<a class="headerlink" href="#nwhypergraph-class-methods" title="Permalink to this headline"></a></h3>
+<h3>NWHypergraph class methods<a class="headerlink" href="#nwhypergraph-class-methods" title="Permalink to this heading"></a></h3>
 <blockquote>
 <div><dl class="simple">
 <dt>NWHypergraph.NWHypergraph(x, y)</dt><dd><p>Constructor of class NWHypergraph.
@@ -267,7 +268,7 @@ <h3>NWHypergraph class methods<a class="headerlink" href="#nwhypergraph-class-me
 </div></blockquote>
 </section>
 <section id="slinegraph-class">
-<h3>Slinegraph class<a class="headerlink" href="#slinegraph-class" title="Permalink to this headline"></a></h3>
+<h3>Slinegraph class<a class="headerlink" href="#slinegraph-class" title="Permalink to this heading"></a></h3>
 <blockquote>
 <div><dl class="simple">
 <dt>Slinegraph</dt><dd><p>Class in nwhy module.
@@ -277,7 +278,7 @@ <h3>Slinegraph class<a class="headerlink" href="#slinegraph-class" title="Permal
 </div></blockquote>
 </section>
 <section id="slinegraph-class-attributes">
-<h3>Slinegraph class attributes<a class="headerlink" href="#slinegraph-class-attributes" title="Permalink to this headline"></a></h3>
+<h3>Slinegraph class attributes<a class="headerlink" href="#slinegraph-class-attributes" title="Permalink to this heading"></a></h3>
 <blockquote>
 <div><dl class="simple">
 <dt>Slinegraph.row</dt><dd><p>Attribute in class Slinegraph.
@@ -296,7 +297,7 @@ <h3>Slinegraph class attributes<a class="headerlink" href="#slinegraph-class-att
 </div></blockquote>
 </section>
 <section id="slinegraph-class-methods">
-<h3>Slinegraph class methods<a class="headerlink" href="#slinegraph-class-methods" title="Permalink to this headline"></a></h3>
+<h3>Slinegraph class methods<a class="headerlink" href="#slinegraph-class-methods" title="Permalink to this heading"></a></h3>
 <blockquote>
 <div><dl>
 <dt>Slinegraph.Slinegraph(g, s=1, edges=True)</dt><dd><p>Constructor of class Slinegraph.
diff --git a/docs/build/overview/index.html b/docs/build/overview/index.html
index 6a7e4627..ccb391b7 100644
--- a/docs/build/overview/index.html
+++ b/docs/build/overview/index.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Overview &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Overview &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
@@ -90,7 +91,7 @@
            <div itemprop="articleBody">
              
   <section id="overview">
-<h1>Overview<a class="headerlink" href="#overview" title="Permalink to this headline"></a></h1>
+<h1>Overview<a class="headerlink" href="#overview" title="Permalink to this heading"></a></h1>
 <a class="reference internal image-reference" href="../_images/harrypotter_basic_hyp.png"><img alt="../_images/harrypotter_basic_hyp.png" class="align-right" src="../_images/harrypotter_basic_hyp.png" style="width: 300px;" /></a>
 <p>The <a class="reference external" href="https://github.com/pnnl/HyperNetX">HyperNetX</a> (<a class="reference external" href="https://github.com/pnnl/HyperNetX">HNX</a>) library was developed to support researchers modeling data
 as hypergraphs. We have a growing community of users and contributors.
@@ -107,7 +108,7 @@ <h1>Overview<a class="headerlink" href="#overview" title="Permalink to this head
 <li><p>Mathematics, methods, and algorithms: Sinan Aksoy, Dustin Arendt, Cliff Joslyn, Nicholas Landry, Tony Liu, Andrew Lumsdaine, Brenda Praggastis, and Emilie Purvine, François Théberge</p></li>
 </ul>
 <section id="new-features-in-version-1-0">
-<h2>New Features in Version 1.0<a class="headerlink" href="#new-features-in-version-1-0" title="Permalink to this headline"></a></h2>
+<h2>New Features in Version 1.0<a class="headerlink" href="#new-features-in-version-1-0" title="Permalink to this heading"></a></h2>
 <ol class="arabic simple">
 <li><p>Hypergraph construction can be sped up by reading in all of the data at once. In particular the hypergraph constructor may read a Pandas dataframe object and create edges and nodes based on column headers.</p></li>
 <li><p>The C++ addon <a class="reference internal" href="../nwhy.html#nwhy"><span class="std std-ref">NWHy</span></a> can be used in Linux environments to support optimized hypergraph methods such as s-centrality measures.</p></li>
@@ -116,7 +117,7 @@ <h2>New Features in Version 1.0<a class="headerlink" href="#new-features-in-vers
 </ol>
 </section>
 <section id="new-features-in-version-1-1">
-<h2>New Features in Version 1.1<a class="headerlink" href="#new-features-in-version-1-1" title="Permalink to this headline"></a></h2>
+<h2>New Features in Version 1.1<a class="headerlink" href="#new-features-in-version-1-1" title="Permalink to this heading"></a></h2>
 <ol class="arabic simple">
 <li><p>Cell weights for incidence matrices.</p></li>
 <li><p>Support for edge and node properties in static hypergraphs.</p></li>
@@ -130,13 +131,13 @@ <h2>New Features in Version 1.1<a class="headerlink" href="#new-features-in-vers
 </ol>
 </section>
 <section id="new-features-in-version-1-2">
-<h2>New Features in Version 1.2<a class="headerlink" href="#new-features-in-version-1-2" title="Permalink to this headline"></a></h2>
+<h2>New Features in Version 1.2<a class="headerlink" href="#new-features-in-version-1-2" title="Permalink to this heading"></a></h2>
 <ol class="arabic simple">
 <li><p>Added algorithm module and tutorial for Modularity and Clustering</p></li>
 </ol>
 </section>
 <section id="colab-tutorials">
-<span id="colab"></span><h2>COLAB Tutorials<a class="headerlink" href="#colab-tutorials" title="Permalink to this headline"></a></h2>
+<span id="colab"></span><h2>COLAB Tutorials<a class="headerlink" href="#colab-tutorials" title="Permalink to this heading"></a></h2>
 <p>The following tutorials may be run in your browser using Google Colab. Additional tutorials are
 available on <a class="reference external" href="https://github.com/pnnl/HyperNetX">GitHub</a>.</p>
 <div>
@@ -177,7 +178,7 @@ <h2>New Features in Version 1.2<a class="headerlink" href="#new-features-in-vers
 </br></br></br>
 </div></section>
 <section id="notice">
-<h2>Notice<a class="headerlink" href="#notice" title="Permalink to this headline"></a></h2>
+<h2>Notice<a class="headerlink" href="#notice" title="Permalink to this heading"></a></h2>
 <p>This material was prepared as an account of work sponsored by an agency of the United States Government.
 Neither the United States Government nor the United States Department of Energy, nor Battelle,
 nor any of their employees, nor any jurisdiction or organization that has cooperated in the development of
@@ -200,7 +201,7 @@ <h2>Notice<a class="headerlink" href="#notice" title="Permalink to this headline
    </pre>
 </div></section>
 <section id="license">
-<h2>License<a class="headerlink" href="#license" title="Permalink to this headline"></a></h2>
+<h2>License<a class="headerlink" href="#license" title="Permalink to this heading"></a></h2>
 <p>HyperNetX is released under the 3-Clause BSD license (see <a class="reference internal" href="../license.html#license"><span class="std std-ref">License</span></a>)</p>
 <div class="toctree-wrapper compound">
 </div>
diff --git a/docs/build/publications.html b/docs/build/publications.html
index bc87c4bb..e92ed968 100644
--- a/docs/build/publications.html
+++ b/docs/build/publications.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Publications &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Publications &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
@@ -80,7 +81,7 @@
            <div itemprop="articleBody">
              
   <section id="publications">
-<span id="id1"></span><h1>Publications<a class="headerlink" href="#publications" title="Permalink to this headline"></a></h1>
+<span id="id1"></span><h1>Publications<a class="headerlink" href="#publications" title="Permalink to this heading"></a></h1>
 <p>Joslyn, Cliff A; Aksoy, Sinan; Callahan, Tiffany J; Hunter, LE; Jefferson, Brett ; Praggastis, Brenda ; Purvine, Emilie AH ; Tripodi, Ignacio J: (2020) <strong>“Hypernetwork Science: From Multidimensional Networks to Computational Topology”</strong>, in: Int. Conf. Complex Systems (ICCS 2020), <a class="reference external" href="https://arxiv.org/abs/2003.11782">https://arxiv.org/abs/2003.11782</a>, (in press)</p>
 <p>Feng, Song; Heath, Emily; Jefferson, Brett; Joslyn, CA; Kvinge, Henry; McDermott, Jason E ; Mitchell, Hugh D ; Praggastis, Brenda ; Eisfeld, Amie J; Sims, Amy C ; Thackray, Larissa B ; Fan, Shufang ; Walters, Kevin B; Halfmann, Peter J ; Westhoff-Smith, Danielle ; Tan, Qing ; Menachery, Vineet D ; Sheahan, Timothy P ; Cockrell, Adam S ; Kocher, Jacob F ; Stratton, Kelly G ; Heller, Natalie C ; Bramer, Lisa M ; Diamond, Michael S ; Baric, Ralph S ; Waters, Katrina M ; Kawaoka, Yoshihiro ; Purvine, Emilie: (2020) <strong>“Hypergraph Models of Biological Networks to Identify Genes Critical to Pathogenic Viral Response”</strong>, in: <a class="reference external" href="https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-021-04197-2">https://bmcbioinformatics.biomedcentral.com/articles/10.1186/s12859-021-04197-2</a>, BMC Bioinformatics, 22:287, doi: 10.1186/s12859-021-04197-2</p>
 <p>Aksoy, Sinan G; Joslyn, Cliff A; Marrero, Carlos O; Praggastis, B; Purvine, Emilie AH: (2020) <strong>“Hypernetwork Science via High-Order Hypergraph Walks”</strong>, EPJ Data Science, v. 9:16, <a class="reference external" href="https://doi.org/10.1140/epjds/s13688-020-00231-0">https://doi.org/10.1140/epjds/s13688-020-00231-0</a></p>
diff --git a/docs/build/py-modindex.html b/docs/build/py-modindex.html
index 29a6cce9..25daeaee 100644
--- a/docs/build/py-modindex.html
+++ b/docs/build/py-modindex.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Python Module Index &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Python Module Index &mdash; HyperNetX 1.2.5 documentation</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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         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
diff --git a/docs/build/reports/modules.html b/docs/build/reports/modules.html
index 67ab694c..bd1fefd3 100644
--- a/docs/build/reports/modules.html
+++ b/docs/build/reports/modules.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>reports &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>reports &mdash; HyperNetX 1.2.5 documentation</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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         <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
         <script src="../_static/jquery.js"></script>
         <script src="../_static/underscore.js"></script>
+        <script src="../_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="../_static/doctools.js"></script>
         <script src="../_static/copybutton.js"></script>
     <script src="../_static/js/theme.js"></script>
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            <div itemprop="articleBody">
              
   <section id="reports">
-<h1>reports<a class="headerlink" href="#reports" title="Permalink to this headline"></a></h1>
+<h1>reports<a class="headerlink" href="#reports" title="Permalink to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="reports.html">reports package</a><ul>
diff --git a/docs/build/reports/reports.html b/docs/build/reports/reports.html
index e0393c7e..fe0d5096 100644
--- a/docs/build/reports/reports.html
+++ b/docs/build/reports/reports.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>reports package &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>reports package &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
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   <section id="reports-package">
-<h1>reports package<a class="headerlink" href="#reports-package" title="Permalink to this headline"></a></h1>
+<h1>reports package<a class="headerlink" href="#reports-package" title="Permalink to this heading"></a></h1>
 <section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
+<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading"></a></h2>
 </section>
 <section id="module-reports.descriptive_stats">
-<span id="reports-descriptive-stats-module"></span><h2>reports.descriptive_stats module<a class="headerlink" href="#module-reports.descriptive_stats" title="Permalink to this headline"></a></h2>
+<span id="reports-descriptive-stats-module"></span><h2>reports.descriptive_stats module<a class="headerlink" href="#module-reports.descriptive_stats" title="Permalink to this heading"></a></h2>
 <dl class="simple">
 <dt>This module contains methods which compute various distributions for hypergraphs:</dt><dd><ul class="simple">
 <li><p>Edge size distribution</p></li>
@@ -375,7 +376,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
 
 </section>
 <section id="module-reports">
-<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-reports" title="Permalink to this headline"></a></h2>
+<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-reports" title="Permalink to this heading"></a></h2>
 </section>
 </section>
 
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index c1d863b3..32fb4f3a 100644
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index 10416b51..1833a33c 100644
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"degree_dist"], [17, 1, 1, "", "dist_stats"], [17, 1, 1, "", "edge_size_dist"], [17, 1, 1, "", "info"], [17, 1, 1, "", "info_dict"], [17, 1, 1, "", "s_comp_dist"], [17, 1, 1, "", "s_edge_diameter_dist"], [17, 1, 1, "", "s_node_diameter_dist"], [17, 1, 1, "", "toplex_dist"]]}, "objtypes": {"0": "py:module", "1": "py:function", "2": "py:class", "3": "py:method", "4": "py:property", "5": "py:attribute"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "function", "Python function"], "2": ["py", "class", "Python class"], "3": ["py", "method", "Python method"], "4": ["py", "property", "Python property"], "5": ["py", "attribute", "Python attribute"]}, "titleterms": {"algorithm": [0, 1, 2, 12], "packag": [0, 1, 3, 5, 6, 17], "subpackag": 0, "submodul": [0, 1, 3, 6, 17], "generative_model": 0, "modul": [0, 1, 3, 6, 13, 17], "homology_mod2": 0, "homologi": 0, "smith": 0, "normal": 0, "form": 0, "mod2": 0, "hypergraph_modular": 0, "laplacians_clust": 0, "hypergraph": [0, 3], "probabl": 0, "transit": 0, "matric": 0, "laplacian": 0, "cluster": [0, 12], "s_centrality_measur": 0, "": 0, "central": 0, "measur": 0, "content": [0, 1, 3, 6, 9, 17], "contagion": 1, "anim": 1, "epidem": 1, "class": [3, 4, 13], "entiti": 3, "staticent": 3, "hypernetx": [5, 9, 10, 18], "draw": [6, 7], "rubber_band": 6, "two_column": 6, "util": 6, "glossari": 8, "hnx": [8, 9], "term": 8, "descript": [9, 13], "indic": 9, "tabl": 9, "instal": [10, 12, 13, 18], "To": [10, 13], "an": [10, 13], "anaconda": [10, 13], "environ": [10, 13], "virtualenv": 10, "us": [10, 12, 13, 18], "pip": [10, 13], "option": 10, "licens": [11, 14], "modular": 12, "overview": [12, 14, 18], "tool": [12, 18], "precomput": 12, "two": 12, "section": 12, "graph": 12, "other": [12, 18], "featur": [12, 14, 18], "refer": 12, "nwhy": 13, "Then": 13, "activ": 13, "intel": 13, "thread": 13, "build": 13, "block": 13, "tbb": 13, "quick": 13, "test": 13, "import": 13, "api": 13, "nwhypergraph": 13, "attribut": 13, "method": 13, "slinegraph": 13, "new": 14, "version": 14, "1": 14, "0": 14, "2": 14, "colab": 14, "tutori": 14, "notic": 14, "public": 15, "report": [16, 17], "descriptive_stat": 17, "widget": 18, "layout": 18, "select": 18, "side": 18, "panel": 18}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2, "sphinx.ext.viewcode": 1, "sphinx": 56}})
\ No newline at end of file
diff --git a/docs/build/widget.html b/docs/build/widget.html
index 29f88d06..7f72f997 100644
--- a/docs/build/widget.html
+++ b/docs/build/widget.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Hypernetx-Widget &mdash; HyperNetX 1.2.4 documentation</title>
+  <title>Hypernetx-Widget &mdash; HyperNetX 1.2.5 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
   <!--[if lt IE 9]>
@@ -14,6 +14,7 @@
         <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
         <script src="_static/jquery.js"></script>
         <script src="_static/underscore.js"></script>
+        <script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
         <script src="_static/doctools.js"></script>
         <script src="_static/copybutton.js"></script>
     <script src="_static/js/theme.js"></script>
@@ -91,17 +92,17 @@
            <div itemprop="articleBody">
              
   <section id="hypernetx-widget">
-<span id="widget"></span><h1>Hypernetx-Widget<a class="headerlink" href="#hypernetx-widget" title="Permalink to this headline"></a></h1>
+<span id="widget"></span><h1>Hypernetx-Widget<a class="headerlink" href="#hypernetx-widget" title="Permalink to this heading"></a></h1>
 <a class="reference internal image-reference" href="_images/WidgetScreenShot.png"><img alt="_images/WidgetScreenShot.png" class="align-right" src="_images/WidgetScreenShot.png" style="width: 300px;" /></a>
 <section id="overview">
-<h2>Overview<a class="headerlink" href="#overview" title="Permalink to this headline"></a></h2>
+<h2>Overview<a class="headerlink" href="#overview" title="Permalink to this heading"></a></h2>
 <p>The <a class="reference external" href="https://github.com/pnnl/hypernetx-widget">HyperNetXWidget</a> is an addon for HNX, which extends the built in visualization
 capabilities of HNX to a JavaScript based interactive visualization. The tool has two main interfaces,
 the hypergraph visualization and the nodes &amp; edges panel.
 You may <a class="reference external" href="https://pnnl.github.io/hypernetx-widget/">demo the widget here</a></p>
 </section>
 <section id="installation">
-<h2>Installation<a class="headerlink" href="#installation" title="Permalink to this headline"></a></h2>
+<h2>Installation<a class="headerlink" href="#installation" title="Permalink to this heading"></a></h2>
 <p>The <a class="reference external" href="https://github.com/pnnl/hypernetx-widget">HypernetxWidget</a> is available on <a class="reference external" href="https://github.com">GitHub</a> and may be
 installed using pip:</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">pip</span> <span class="n">install</span> <span class="n">hnxwidget</span>
@@ -109,9 +110,9 @@ <h2>Installation<a class="headerlink" href="#installation" title="Permalink to t
 </div>
 </section>
 <section id="using-the-tool">
-<h2>Using the Tool<a class="headerlink" href="#using-the-tool" title="Permalink to this headline"></a></h2>
+<h2>Using the Tool<a class="headerlink" href="#using-the-tool" title="Permalink to this heading"></a></h2>
 <section id="layout">
-<h3>Layout<a class="headerlink" href="#layout" title="Permalink to this headline"></a></h3>
+<h3>Layout<a class="headerlink" href="#layout" title="Permalink to this heading"></a></h3>
 <p>The hypergraph visualization is an Euler diagram that shows nodes as circles and hyper edges as outlines
 containing the nodes/circles they contain. The visualization uses a force directed optimization to perform
 the layout. This algorithm is not perfect and sometimes gives results that the user might want to improve upon.
@@ -120,7 +121,7 @@ <h3>Layout<a class="headerlink" href="#layout" title="Permalink to this headline
 will release a pinned node it to be re-positioned by the algorithm.</p>
 </section>
 <section id="selection">
-<h3>Selection<a class="headerlink" href="#selection" title="Permalink to this headline"></a></h3>
+<h3>Selection<a class="headerlink" href="#selection" title="Permalink to this heading"></a></h3>
 <p>Nodes and edges can be selected by clicking them. Nodes and edges can be selected independently of each other,
 i.e., it is possible to select an edge without selecting the nodes it contains. Multiple nodes and edges can
 be selected, by holding down Shift while clicking. Shift clicking an already selected node will de-select it.
@@ -139,11 +140,11 @@ <h3>Selection<a class="headerlink" href="#selection" title="Permalink to this he
 </ul>
 </section>
 <section id="side-panel">
-<h3>Side Panel<a class="headerlink" href="#side-panel" title="Permalink to this headline"></a></h3>
+<h3>Side Panel<a class="headerlink" href="#side-panel" title="Permalink to this heading"></a></h3>
 <p>Details on nodes and edges are visible in the side panel. For both nodes and edges, a table shows the node name, degree (or size for edges), its selection state, removed state, and color. These properties can also be controlled directly from this panel. The color of nodes and edges can be set in bulk here as well, for example, coloring by degree.</p>
 </section>
 <section id="other-features">
-<h3>Other Features<a class="headerlink" href="#other-features" title="Permalink to this headline"></a></h3>
+<h3>Other Features<a class="headerlink" href="#other-features" title="Permalink to this heading"></a></h3>
 <p>Nodes with identical edge membership can be collapsed into a super node, which can be helpful for larger hypergraphs. Dragging any node in a super node will drag the entire super node. This feature is available as a toggle in the nodes panel.</p>
 <p>The hypergraph can also be visualized as a bipartite graph (similar to a traditional node-link diagram). Toggling this feature will preserve the locations of the nodes between the bipartite and the Euler diagrams.</p>
 </section>
diff --git a/docs/source/conf.py b/docs/source/conf.py
index f3fac2ce..7daaca27 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -19,7 +19,7 @@
 import os
 import shlex
 
-__version__ = "1.2.4"
+__version__ = "1.2.5"
 
 
 # If extensions (or modules to document with autodoc) are in another directory,
diff --git a/setup.py b/setup.py
index 3caecc9a..8c4384f0 100644
--- a/setup.py
+++ b/setup.py
@@ -1,7 +1,7 @@
 from setuptools import setup
 import sys
 
-__version__ = "1.2.4"
+__version__ = "1.2.5"
 
 if sys.version_info < (3, 7):
     sys.exit("HyperNetX requires Python 3.7 or later.")