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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: b6df9384b3d52c5fb12d091668d21fce
+config: e077c98cfd0f535984f44fa35c53f65a
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_modules/index.html b/_modules/index.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" />
 
     <!-- Generated with Sphinx 7.4.7 and Furo 2024.08.06 -->
-        <title>Overview: module code - MultiAssayExperiment 0.4.3 documentation</title>
+        <title>Overview: module code - MultiAssayExperiment 0.4.4 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
@@ -166,7 +166,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">MultiAssayExperiment 0.4.3 documentation</div></a>
+      <a href="../index.html"><div class="brand">MultiAssayExperiment 0.4.4 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -190,7 +190,7 @@
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
 
 
-  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.3 documentation</span>
+  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.4 documentation</span>
 
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -282,7 +282,7 @@ <h1>All modules for which code is available</h1>
 
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=5bfaad31"></script>
+</div><script src="../_static/documentation_options.js?v=90733dfc"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/scripts/furo.js?v=5fa4622c"></script>

diff --git a/_modules/multiassayexperiment/MultiAssayExperiment.html b/_modules/multiassayexperiment/MultiAssayExperiment.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../genindex.html" /><link rel="search" title="Search" href="../../search.html" />
 
     <!-- Generated with Sphinx 7.4.7 and Furo 2024.08.06 -->
-        <title>multiassayexperiment.MultiAssayExperiment - MultiAssayExperiment 0.4.3 documentation</title>
+        <title>multiassayexperiment.MultiAssayExperiment - MultiAssayExperiment 0.4.4 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=fa44fd50" />
     <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
     <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
@@ -166,7 +166,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../index.html"><div class="brand">MultiAssayExperiment 0.4.3 documentation</div></a>
+      <a href="../../index.html"><div class="brand">MultiAssayExperiment 0.4.4 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -190,7 +190,7 @@
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../index.html">
 
 
-  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.3 documentation</span>
+  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.4 documentation</span>
 
 </a><form class="sidebar-search-container" method="get" action="../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -1703,7 +1703,7 @@ <h1>Source code for multiassayexperiment.MultiAssayExperiment</h1><div class="hi
 
     </aside>
   </div>
-</div><script src="../../_static/documentation_options.js?v=5bfaad31"></script>
+</div><script src="../../_static/documentation_options.js?v=90733dfc"></script>
     <script src="../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>

diff --git a/_modules/multiassayexperiment/io/h5ad.html b/_modules/multiassayexperiment/io/h5ad.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
 
     <!-- Generated with Sphinx 7.4.7 and Furo 2024.08.06 -->
-        <title>multiassayexperiment.io.h5ad - MultiAssayExperiment 0.4.3 documentation</title>
+        <title>multiassayexperiment.io.h5ad - MultiAssayExperiment 0.4.4 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=fa44fd50" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
     <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
@@ -166,7 +166,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">MultiAssayExperiment 0.4.3 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">MultiAssayExperiment 0.4.4 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -190,7 +190,7 @@
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
 
 
-  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.3 documentation</span>
+  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.4 documentation</span>
 
 </a><form class="sidebar-search-container" method="get" action="../../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -305,7 +305,7 @@ <h1>Source code for multiassayexperiment.io.h5ad</h1><div class="highlight"><pre
 
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=5bfaad31"></script>
+</div><script src="../../../_static/documentation_options.js?v=90733dfc"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>

diff --git a/_modules/multiassayexperiment/io/interface.html b/_modules/multiassayexperiment/io/interface.html
@@ -5,7 +5,7 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../../../genindex.html" /><link rel="search" title="Search" href="../../../search.html" />
 
     <!-- Generated with Sphinx 7.4.7 and Furo 2024.08.06 -->
-        <title>multiassayexperiment.io.interface - MultiAssayExperiment 0.4.3 documentation</title>
+        <title>multiassayexperiment.io.interface - MultiAssayExperiment 0.4.4 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=fa44fd50" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
     <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
@@ -166,7 +166,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">MultiAssayExperiment 0.4.3 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">MultiAssayExperiment 0.4.4 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -190,7 +190,7 @@
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
 
 
-  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.3 documentation</span>
+  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.4 documentation</span>
 
 </a><form class="sidebar-search-container" method="get" action="../../../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -354,7 +354,7 @@ <h1>Source code for multiassayexperiment.io.interface</h1><div class="highlight"
 
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=5bfaad31"></script>
+</div><script src="../../../_static/documentation_options.js?v=90733dfc"></script>
     <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>

diff --git a/_static/documentation_options.js b/_static/documentation_options.js
@@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
-    VERSION: '0.4.3',
+    VERSION: '0.4.4',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',

diff --git a/api/modules.html b/api/modules.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="multiassayexperiment package" href="multiassayexperiment.html" /><link rel="prev" title="Multiple experiments" href="../overview.html" />
 
     <!-- Generated with Sphinx 7.4.7 and Furo 2024.08.06 -->
-        <title>multiassayexperiment - MultiAssayExperiment 0.4.3 documentation</title>
+        <title>multiassayexperiment - MultiAssayExperiment 0.4.4 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
@@ -167,7 +167,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">MultiAssayExperiment 0.4.3 documentation</div></a>
+      <a href="../index.html"><div class="brand">MultiAssayExperiment 0.4.4 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -191,7 +191,7 @@
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
 
 
-  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.3 documentation</span>
+  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.4 documentation</span>
 
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -381,7 +381,7 @@ <h1>multiassayexperiment<a class="headerlink" href="#multiassayexperiment" title
 
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=5bfaad31"></script>
+</div><script src="../_static/documentation_options.js?v=90733dfc"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/scripts/furo.js?v=5fa4622c"></script>

diff --git a/api/multiassayexperiment.html b/api/multiassayexperiment.html
@@ -6,7 +6,7 @@
 <link rel="index" title="Index" href="../genindex.html" /><link rel="search" title="Search" href="../search.html" /><link rel="next" title="multiassayexperiment.io package" href="multiassayexperiment.io.html" /><link rel="prev" title="multiassayexperiment" href="modules.html" />
 
     <!-- Generated with Sphinx 7.4.7 and Furo 2024.08.06 -->
-        <title>multiassayexperiment package - MultiAssayExperiment 0.4.3 documentation</title>
+        <title>multiassayexperiment package - MultiAssayExperiment 0.4.4 documentation</title>
       <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=fa44fd50" />
     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
     <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
@@ -167,7 +167,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../index.html"><div class="brand">MultiAssayExperiment 0.4.3 documentation</div></a>
+      <a href="../index.html"><div class="brand">MultiAssayExperiment 0.4.4 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -191,7 +191,7 @@
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../index.html">
 
 
-  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.3 documentation</span>
+  <span class="sidebar-brand-text">MultiAssayExperiment 0.4.4 documentation</span>
 
 </a><form class="sidebar-search-container" method="get" action="../search.html" role="search">
   <input class="sidebar-search" placeholder="Search" name="q" aria-label="Search">
@@ -483,8 +483,8 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 <dl class="py method">
 <dt class="sig sig-object py" id="multiassayexperiment.MultiAssayExperiment.MultiAssayExperiment.from_anndata">
 <em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_anndata</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input</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">'unknown'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/multiassayexperiment/MultiAssayExperiment.html#MultiAssayExperiment.from_anndata"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#multiassayexperiment.MultiAssayExperiment.MultiAssayExperiment.from_anndata" title="Link to this definition">¶</a></dt>
-<dd><p>Create a <code class="docutils literal notranslate"><span class="pre">MultiAssayExperiment</span></code> from <a class="reference external" href="https://anndata.readthedocs.io/en/latest/generated/anndata.AnnData.html#anndata.AnnData" title="(in anndata v0.1.dev50+gdedc0b4)"><code class="xref py py-class docutils literal notranslate"><span class="pre">AnnData</span></code></a>.</p>
-<p>Since <a class="reference external" href="https://anndata.readthedocs.io/en/latest/generated/anndata.AnnData.html#anndata.AnnData" title="(in anndata v0.1.dev50+gdedc0b4)"><code class="xref py py-class docutils literal notranslate"><span class="pre">AnnData</span></code></a> does not contain sample information,
+<dd><p>Create a <code class="docutils literal notranslate"><span class="pre">MultiAssayExperiment</span></code> from <a class="reference external" href="https://anndata.readthedocs.io/en/latest/generated/anndata.AnnData.html#anndata.AnnData" title="(in anndata v0.11.0rc3.dev3+g8e9eb88)"><code class="xref py py-class docutils literal notranslate"><span class="pre">AnnData</span></code></a>.</p>
+<p>Since <a class="reference external" href="https://anndata.readthedocs.io/en/latest/generated/anndata.AnnData.html#anndata.AnnData" title="(in anndata v0.11.0rc3.dev3+g8e9eb88)"><code class="xref py py-class docutils literal notranslate"><span class="pre">AnnData</span></code></a> does not contain sample information,
 sample named <code class="docutils literal notranslate"><span class="pre">&quot;unknown_sample&quot;</span></code> will be added to
 <code class="xref py py-attr docutils literal notranslate"><span class="pre">col_data</span></code>.
 All cells are considered to be extracted from this sample and is reflected in
@@ -1088,7 +1088,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
 
     </aside>
   </div>
-</div><script src="../_static/documentation_options.js?v=5bfaad31"></script>
+</div><script src="../_static/documentation_options.js?v=90733dfc"></script>
     <script src="../_static/doctools.js?v=9a2dae69"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script src="../_static/scripts/furo.js?v=5fa4622c"></script>