diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html
index 655af1e..115acba 100644
--- a/docs/_build/html/_modules/index.html
+++ b/docs/_build/html/_modules/index.html
@@ -8,6 +8,7 @@
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     <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -190,15 +191,27 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
-<li class="toctree-l1"><a class="reference internal" href="../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../sizedist.html">xdust.graindist.sizedist</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../composition.html">xdust.graindist.composition</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../shape.html">xdust.graindist.shape</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../modules/index.html">Modules</a><input aria-label="Toggle navigation of Modules" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../modules/grainpop.html">grainpop</a></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="../modules/graindist.html">graindist</a><input aria-label="Toggle navigation of graindist" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l3"><a class="reference internal" href="../modules/sizedist.html">graindist.sizedist</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modules/composition.html">graindist.composition</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modules/shape.html">graindist.shape</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="../modules/scatmodels.html">scatteringmodel</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../modules/halos.html">halos</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="../scatmodels.html">xdust.scatteringmodel</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../halos.html">xdust.halos</a></li>
 </ul>
 
 </div>
diff --git a/docs/_build/html/_modules/xdust/graindist/composition.html b/docs/_build/html/_modules/xdust/graindist/composition.html
index b5399ba..6829873 100644
--- a/docs/_build/html/_modules/xdust/graindist/composition.html
+++ b/docs/_build/html/_modules/xdust/graindist/composition.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.composition - xdust 0.1 documentation</title>
+        <title>xdust.graindist.composition - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -424,7 +434,7 @@ <h1>Source code for xdust.graindist.composition</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -444,7 +454,7 @@ <h1>Source code for xdust.graindist.composition</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/composition/cmdrude.html b/docs/_build/html/_modules/xdust/graindist/composition/cmdrude.html
index 84fcd01..034c079 100644
--- a/docs/_build/html/_modules/xdust/graindist/composition/cmdrude.html
+++ b/docs/_build/html/_modules/xdust/graindist/composition/cmdrude.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.composition.cmdrude - xdust 0.1 documentation</title>
+        <title>xdust.graindist.composition.cmdrude - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../../sizedist.html">xdust.graindist.sizedist</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -325,7 +335,7 @@ <h1>Source code for xdust.graindist.composition.cmdrude</h1><div class="highligh
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -345,7 +355,7 @@ <h1>Source code for xdust.graindist.composition.cmdrude</h1><div class="highligh
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/composition/cmgraphite.html b/docs/_build/html/_modules/xdust/graindist/composition/cmgraphite.html
index 5355b19..1007435 100644
--- a/docs/_build/html/_modules/xdust/graindist/composition/cmgraphite.html
+++ b/docs/_build/html/_modules/xdust/graindist/composition/cmgraphite.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.composition.cmgraphite - xdust 0.1 documentation</title>
+        <title>xdust.graindist.composition.cmgraphite - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -308,7 +318,7 @@ <h1>Source code for xdust.graindist.composition.cmgraphite</h1><div class="highl
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -328,7 +338,7 @@ <h1>Source code for xdust.graindist.composition.cmgraphite</h1><div class="highl
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/composition/cmsilicate.html b/docs/_build/html/_modules/xdust/graindist/composition/cmsilicate.html
index 7f49e01..7f3aff3 100644
--- a/docs/_build/html/_modules/xdust/graindist/composition/cmsilicate.html
+++ b/docs/_build/html/_modules/xdust/graindist/composition/cmsilicate.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.composition.cmsilicate - xdust 0.1 documentation</title>
+        <title>xdust.graindist.composition.cmsilicate - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -279,7 +289,7 @@ <h1>Source code for xdust.graindist.composition.cmsilicate</h1><div class="highl
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -299,7 +309,7 @@ <h1>Source code for xdust.graindist.composition.cmsilicate</h1><div class="highl
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/graindist.html b/docs/_build/html/_modules/xdust/graindist/graindist.html
index 39005de..56206ec 100644
--- a/docs/_build/html/_modules/xdust/graindist/graindist.html
+++ b/docs/_build/html/_modules/xdust/graindist/graindist.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.graindist - xdust 0.1 documentation</title>
+        <title>xdust.graindist.graindist - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -440,7 +450,7 @@ <h1>Source code for xdust.graindist.graindist</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -460,7 +470,7 @@ <h1>Source code for xdust.graindist.graindist</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/shape.html b/docs/_build/html/_modules/xdust/graindist/shape.html
index 3684d2f..9ed662f 100644
--- a/docs/_build/html/_modules/xdust/graindist/shape.html
+++ b/docs/_build/html/_modules/xdust/graindist/shape.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.shape - xdust 0.1 documentation</title>
+        <title>xdust.graindist.shape - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -295,7 +305,7 @@ <h1>Source code for xdust.graindist.shape</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -315,7 +325,7 @@ <h1>Source code for xdust.graindist.shape</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/shape/sphere.html b/docs/_build/html/_modules/xdust/graindist/shape/sphere.html
index 2d946e2..adb851b 100644
--- a/docs/_build/html/_modules/xdust/graindist/shape/sphere.html
+++ b/docs/_build/html/_modules/xdust/graindist/shape/sphere.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.shape.sphere - xdust 0.1 documentation</title>
+        <title>xdust.graindist.shape.sphere - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -307,7 +317,7 @@ <h1>Source code for xdust.graindist.shape.sphere</h1><div class="highlight"><pre
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -327,7 +337,7 @@ <h1>Source code for xdust.graindist.shape.sphere</h1><div class="highlight"><pre
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/sizedist.html b/docs/_build/html/_modules/xdust/graindist/sizedist.html
index 0e1dfbb..686ff37 100644
--- a/docs/_build/html/_modules/xdust/graindist/sizedist.html
+++ b/docs/_build/html/_modules/xdust/graindist/sizedist.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.sizedist - xdust 0.1 documentation</title>
+        <title>xdust.graindist.sizedist - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -338,7 +348,7 @@ <h1>Source code for xdust.graindist.sizedist</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -358,7 +368,7 @@ <h1>Source code for xdust.graindist.sizedist</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/graindist/sizedist/astrodust.html b/docs/_build/html/_modules/xdust/graindist/sizedist/astrodust.html
index f5cb635..bbae21b 100644
--- a/docs/_build/html/_modules/xdust/graindist/sizedist/astrodust.html
+++ b/docs/_build/html/_modules/xdust/graindist/sizedist/astrodust.html
@@ -5,9 +5,10 @@
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     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.sizedist.astrodust - xdust 0.1 documentation</title>
+        <title>xdust.graindist.sizedist.astrodust - Xdust 1.0 documentation</title>
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     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
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@@ -160,7 +161,7 @@
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     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
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     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
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@@ -390,7 +400,7 @@ <h1>Source code for xdust.graindist.sizedist.astrodust</h1><div class="highlight
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -410,7 +420,7 @@ <h1>Source code for xdust.graindist.sizedist.astrodust</h1><div class="highlight
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
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     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
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diff --git a/docs/_build/html/_modules/xdust/graindist/sizedist/exp_cutoff.html b/docs/_build/html/_modules/xdust/graindist/sizedist/exp_cutoff.html
index b3b63f8..3807e4a 100644
--- a/docs/_build/html/_modules/xdust/graindist/sizedist/exp_cutoff.html
+++ b/docs/_build/html/_modules/xdust/graindist/sizedist/exp_cutoff.html
@@ -5,9 +5,10 @@
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     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.sizedist.exp_cutoff - xdust 0.1 documentation</title>
+        <title>xdust.graindist.sizedist.exp_cutoff - Xdust 1.0 documentation</title>
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     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
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     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -383,7 +393,7 @@ <h1>Source code for xdust.graindist.sizedist.exp_cutoff</h1><div class="highligh
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -403,7 +413,7 @@ <h1>Source code for xdust.graindist.sizedist.exp_cutoff</h1><div class="highligh
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
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diff --git a/docs/_build/html/_modules/xdust/graindist/sizedist/grain.html b/docs/_build/html/_modules/xdust/graindist/sizedist/grain.html
index ab4dd3b..b2924f5 100644
--- a/docs/_build/html/_modules/xdust/graindist/sizedist/grain.html
+++ b/docs/_build/html/_modules/xdust/graindist/sizedist/grain.html
@@ -5,9 +5,10 @@
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     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.sizedist.grain - xdust 0.1 documentation</title>
+        <title>xdust.graindist.sizedist.grain - Xdust 1.0 documentation</title>
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     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -327,7 +337,7 @@ <h1>Source code for xdust.graindist.sizedist.grain</h1><div class="highlight"><p
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -347,7 +357,7 @@ <h1>Source code for xdust.graindist.sizedist.grain</h1><div class="highlight"><p
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
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diff --git a/docs/_build/html/_modules/xdust/graindist/sizedist/powerlaw.html b/docs/_build/html/_modules/xdust/graindist/sizedist/powerlaw.html
index 2a79e3d..4ed0ac2 100644
--- a/docs/_build/html/_modules/xdust/graindist/sizedist/powerlaw.html
+++ b/docs/_build/html/_modules/xdust/graindist/sizedist/powerlaw.html
@@ -5,9 +5,10 @@
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     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.sizedist.powerlaw - xdust 0.1 documentation</title>
+        <title>xdust.graindist.sizedist.powerlaw - Xdust 1.0 documentation</title>
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     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
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 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -379,7 +389,7 @@ <h1>Source code for xdust.graindist.sizedist.powerlaw</h1><div class="highlight"
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -399,7 +409,7 @@ <h1>Source code for xdust.graindist.sizedist.powerlaw</h1><div class="highlight"
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
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     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
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diff --git a/docs/_build/html/_modules/xdust/graindist/sizedist/weingartner.html b/docs/_build/html/_modules/xdust/graindist/sizedist/weingartner.html
index 278e8f5..529c634 100644
--- a/docs/_build/html/_modules/xdust/graindist/sizedist/weingartner.html
+++ b/docs/_build/html/_modules/xdust/graindist/sizedist/weingartner.html
@@ -5,9 +5,10 @@
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     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.graindist.sizedist.weingartner - xdust 0.1 documentation</title>
+        <title>xdust.graindist.sizedist.weingartner - Xdust 1.0 documentation</title>
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     <link rel="stylesheet" type="text/css" href="../../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../../shape.html">xdust.graindist.shape</a></li>
@@ -619,7 +629,7 @@ <h1>Source code for xdust.graindist.sizedist.weingartner</h1><div class="highlig
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -639,7 +649,7 @@ <h1>Source code for xdust.graindist.sizedist.weingartner</h1><div class="highlig
       
     </aside>
   </div>
-</div><script src="../../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/grainpop.html b/docs/_build/html/_modules/xdust/grainpop.html
index 2c42167..55d4673 100644
--- a/docs/_build/html/_modules/xdust/grainpop.html
+++ b/docs/_build/html/_modules/xdust/grainpop.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.grainpop - xdust 0.1 documentation</title>
+        <title>xdust.grainpop - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../shape.html">xdust.graindist.shape</a></li>
@@ -867,7 +877,7 @@ <h1>Source code for xdust.grainpop</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -887,7 +897,7 @@ <h1>Source code for xdust.grainpop</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/halos/galhalo.html b/docs/_build/html/_modules/xdust/halos/galhalo.html
index ab9690b..7114685 100644
--- a/docs/_build/html/_modules/xdust/halos/galhalo.html
+++ b/docs/_build/html/_modules/xdust/halos/galhalo.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.halos.galhalo - xdust 0.1 documentation</title>
+        <title>xdust.halos.galhalo - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -888,7 +898,7 @@ <h1>Source code for xdust.halos.galhalo</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -908,7 +918,7 @@ <h1>Source code for xdust.halos.galhalo</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/halos/halo.html b/docs/_build/html/_modules/xdust/halos/halo.html
index 16610c5..53c1a83 100644
--- a/docs/_build/html/_modules/xdust/halos/halo.html
+++ b/docs/_build/html/_modules/xdust/halos/halo.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.halos.halo - xdust 0.1 documentation</title>
+        <title>xdust.halos.halo - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -711,7 +721,7 @@ <h1>Source code for xdust.halos.halo</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -731,7 +741,7 @@ <h1>Source code for xdust.halos.halo</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/scatteringmodel.html b/docs/_build/html/_modules/xdust/scatteringmodel.html
index 4ea5518..9ece84a 100644
--- a/docs/_build/html/_modules/xdust/scatteringmodel.html
+++ b/docs/_build/html/_modules/xdust/scatteringmodel.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.scatteringmodel - xdust 0.1 documentation</title>
+        <title>xdust.scatteringmodel - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../shape.html">xdust.graindist.shape</a></li>
@@ -503,7 +513,7 @@ <h1>Source code for xdust.scatteringmodel</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -523,7 +533,7 @@ <h1>Source code for xdust.scatteringmodel</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/scatteringmodel/ggadt.html b/docs/_build/html/_modules/xdust/scatteringmodel/ggadt.html
index 431519e..04f7b9b 100644
--- a/docs/_build/html/_modules/xdust/scatteringmodel/ggadt.html
+++ b/docs/_build/html/_modules/xdust/scatteringmodel/ggadt.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.scatteringmodel.ggadt - xdust 0.1 documentation</title>
+        <title>xdust.scatteringmodel.ggadt - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -268,7 +278,7 @@ <h1>Source code for xdust.scatteringmodel.ggadt</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -288,7 +298,7 @@ <h1>Source code for xdust.scatteringmodel.ggadt</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/scatteringmodel/miescat.html b/docs/_build/html/_modules/xdust/scatteringmodel/miescat.html
index 6710a56..adce03c 100644
--- a/docs/_build/html/_modules/xdust/scatteringmodel/miescat.html
+++ b/docs/_build/html/_modules/xdust/scatteringmodel/miescat.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.scatteringmodel.miescat - xdust 0.1 documentation</title>
+        <title>xdust.scatteringmodel.miescat - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -590,7 +600,7 @@ <h1>Source code for xdust.scatteringmodel.miescat</h1><div class="highlight"><pr
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -610,7 +620,7 @@ <h1>Source code for xdust.scatteringmodel.miescat</h1><div class="highlight"><pr
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/scatteringmodel/pah.html b/docs/_build/html/_modules/xdust/scatteringmodel/pah.html
index 0a0cc09..c77c4e6 100644
--- a/docs/_build/html/_modules/xdust/scatteringmodel/pah.html
+++ b/docs/_build/html/_modules/xdust/scatteringmodel/pah.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.scatteringmodel.pah - xdust 0.1 documentation</title>
+        <title>xdust.scatteringmodel.pah - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -432,7 +442,7 @@ <h1>Source code for xdust.scatteringmodel.pah</h1><div class="highlight"><pre>
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -452,7 +462,7 @@ <h1>Source code for xdust.scatteringmodel.pah</h1><div class="highlight"><pre>
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_modules/xdust/scatteringmodel/rgscat.html b/docs/_build/html/_modules/xdust/scatteringmodel/rgscat.html
index bbb874b..c76627b 100644
--- a/docs/_build/html/_modules/xdust/scatteringmodel/rgscat.html
+++ b/docs/_build/html/_modules/xdust/scatteringmodel/rgscat.html
@@ -5,9 +5,10 @@
     <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 9.1.0 and Furo 2025.12.19 -->
-        <title>xdust.scatteringmodel.rgscat - xdust 0.1 documentation</title>
+        <title>xdust.scatteringmodel.rgscat - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -160,7 +161,7 @@
       </label>
     </div>
     <div class="header-center">
-      <a href="../../../index.html"><div class="brand">xdust 0.1 documentation</div></a>
+      <a href="../../../index.html"><div class="brand">Xdust 1.0 documentation</div></a>
     </div>
     <div class="header-right">
       <div class="theme-toggle-container theme-toggle-header">
@@ -181,7 +182,7 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../index.html">
   
-  <span class="sidebar-brand-text">xdust 0.1 documentation</span>
+  <span class="sidebar-brand-text">Xdust 1.0 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">
@@ -190,8 +191,17 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../../tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="../../../graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="../../../sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../../shape.html">xdust.graindist.shape</a></li>
@@ -384,7 +394,7 @@ <h1>Source code for xdust.scatteringmodel.rgscat</h1><div class="highlight"><pre
         <div class="bottom-of-page">
           <div class="left-details">
             <div class="copyright">
-                Copyright &#169; 2024, Lia Corrales
+                Copyright &#169; 2026, Lia Corrales
             </div>
             Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
             
@@ -404,7 +414,7 @@ <h1>Source code for xdust.scatteringmodel.rgscat</h1><div class="highlight"><pre
       
     </aside>
   </div>
-</div><script src="../../../_static/documentation_options.js?v=2709fde1"></script>
+</div><script src="../../../_static/documentation_options.js?v=f2a433a1"></script>
     <script src="../../../_static/doctools.js?v=fd6eb6e6"></script>
     <script src="../../../_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
diff --git a/docs/_build/html/_sources/index.rst.txt b/docs/_build/html/_sources/index.rst.txt
index 5ce554e..459e186 100644
--- a/docs/_build/html/_sources/index.rst.txt
+++ b/docs/_build/html/_sources/index.rst.txt
@@ -5,7 +5,7 @@
 
 .. _index:
 
-*Xdust* documentation
+Xdust documentation
 =====================
 
 The *xdust* library calculates scattering and absorption efficiencies 
@@ -17,7 +17,7 @@ http://dx.doi.org/10.5281/zenodo.15991
 
 **Source code:** `github.com/eblur/xdust <https://github.com/eblur/xdust>`_
 
-**Support:** If you are having issues, please contact liac@umich.edu
+**Support:** If you have questions, please contact liac@umich.edu
 
 Features
 --------
@@ -71,16 +71,21 @@ The ``xdust.halos`` module provides tools for calculating the intensity of
 X-ray dust scattering halos under the ideal assumptions of single-scattering 
 through an optically thin sight line (Corrales & Paerels 2015, Corrales et al. 2016).
 
+Tutorials
+---------
+
+.. toctree::
+   :maxdepth: 2
+
+   tutorials/index
+
 Modules
 -------
 
 .. toctree::
    :maxdepth: 2
 
-   grainpop
-   graindist
-   scatmodels
-   halos
+   modules/index
 
 
 .. Indices and tables
diff --git a/docs/_build/html/composition.html b/docs/_build/html/composition.html
index 0ec74db..7fbc3da 100644
--- a/docs/_build/html/composition.html
+++ b/docs/_build/html/composition.html
@@ -9,6 +9,7 @@
         <title>xdust.graindist.composition - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -190,9 +191,18 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 current has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul class="current">
+<li class="toctree-l1 current has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
@@ -599,6 +609,7 @@
     <script src="_static/doctools.js?v=fd6eb6e6"></script>
     <script src="_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="_static/scripts/furo.js?v=46bd48cc"></script>
+    <script>window.MathJax = {"options": {"processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@4/tex-mml-chtml.js"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/docs/_build/html/genindex.html b/docs/_build/html/genindex.html
index 8db1132..0b53378 100644
--- a/docs/_build/html/genindex.html
+++ b/docs/_build/html/genindex.html
@@ -7,6 +7,7 @@
     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 --><title>Index - Xdust 1.0 documentation</title>
 <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -189,15 +190,27 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
-<li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
-<li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
-<li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="modules/index.html">Modules</a><input aria-label="Toggle navigation of Modules" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="modules/grainpop.html">grainpop</a></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="modules/graindist.html">graindist</a><input aria-label="Toggle navigation of graindist" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l3"><a class="reference internal" href="modules/sizedist.html">graindist.sizedist</a></li>
+<li class="toctree-l3"><a class="reference internal" href="modules/composition.html">graindist.composition</a></li>
+<li class="toctree-l3"><a class="reference internal" href="modules/shape.html">graindist.shape</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="modules/scatmodels.html">scatteringmodel</a></li>
+<li class="toctree-l2"><a class="reference internal" href="modules/halos.html">halos</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="scatmodels.html">xdust.scatteringmodel</a></li>
-<li class="toctree-l1"><a class="reference internal" href="halos.html">xdust.halos</a></li>
 </ul>
 
 </div>
@@ -239,17 +252,17 @@ <h1 id="index">Index</h1>
   <h2>A</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.a">a (xdust.graindist.GrainDist property)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.a">a (xdust.graindist.GrainDist property)</a>
 
         <ul>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Grain.a">(xdust.graindist.sizedist.Grain attribute)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Grain.a">(xdust.graindist.sizedist.Grain attribute)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Sizedist.a">(xdust.graindist.sizedist.Sizedist attribute)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Sizedist.a">(xdust.graindist.sizedist.Sizedist attribute)</a>
 </li>
         </ul></li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.Astrodust">Astrodust (class in xdust.graindist.sizedist)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Astrodust">Astrodust (class in xdust.graindist.sizedist)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -259,65 +272,65 @@ <h2>A</h2>
   <h2>C</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.galhalo.ScreenGalHalo.calculate">calculate() (xdust.halos.galhalo.ScreenGalHalo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.ScreenGalHalo.calculate">calculate() (xdust.halos.galhalo.ScreenGalHalo method)</a>
 
         <ul>
-          <li><a href="halos.html#xdust.halos.galhalo.ScreenGalHaloCP15.calculate">(xdust.halos.galhalo.ScreenGalHaloCP15 method)</a>
+          <li><a href="modules/halos.html#xdust.halos.galhalo.ScreenGalHaloCP15.calculate">(xdust.halos.galhalo.ScreenGalHaloCP15 method)</a>
 </li>
-          <li><a href="halos.html#xdust.halos.galhalo.UniformGalHalo.calculate">(xdust.halos.galhalo.UniformGalHalo method)</a>
+          <li><a href="modules/halos.html#xdust.halos.galhalo.UniformGalHalo.calculate">(xdust.halos.galhalo.UniformGalHalo method)</a>
 </li>
-          <li><a href="halos.html#xdust.halos.galhalo.UniformGalHaloCP15.calculate">(xdust.halos.galhalo.UniformGalHaloCP15 method)</a>
+          <li><a href="modules/halos.html#xdust.halos.galhalo.UniformGalHaloCP15.calculate">(xdust.halos.galhalo.UniformGalHaloCP15 method)</a>
 </li>
-          <li><a href="scatmodels.html#xdust.scatteringmodel.Mie.calculate">(xdust.scatteringmodel.Mie method)</a>
+          <li><a href="modules/scatmodels.html#xdust.scatteringmodel.Mie.calculate">(xdust.scatteringmodel.Mie method)</a>
 </li>
-          <li><a href="scatmodels.html#xdust.scatteringmodel.PAH.calculate">(xdust.scatteringmodel.PAH method)</a>
+          <li><a href="modules/scatmodels.html#xdust.scatteringmodel.PAH.calculate">(xdust.scatteringmodel.PAH method)</a>
 </li>
-          <li><a href="scatmodels.html#xdust.scatteringmodel.RGscattering.calculate">(xdust.scatteringmodel.RGscattering method)</a>
+          <li><a href="modules/scatmodels.html#xdust.scatteringmodel.RGscattering.calculate">(xdust.scatteringmodel.RGscattering method)</a>
 </li>
-          <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.calculate">(xdust.scatteringmodel.ScatteringModel method)</a>
+          <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.calculate">(xdust.scatteringmodel.ScatteringModel method)</a>
 </li>
         </ul></li>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.calculate_ext">calculate_ext() (xdust.grainpop.GrainPop method)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.calculate_ext">calculate_ext() (xdust.grainpop.GrainPop method)</a>
 
         <ul>
-          <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.calculate_ext">(xdust.grainpop.SingleGrainPop method)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.calculate_ext">(xdust.grainpop.SingleGrainPop method)</a>
 </li>
         </ul></li>
-        <li><a href="halos.html#xdust.halos.Halo.calculate_intensity">calculate_intensity() (xdust.halos.Halo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.calculate_intensity">calculate_intensity() (xdust.halos.Halo method)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.galhalo.calculate_taux">calculate_taux() (in module xdust.halos.galhalo)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.calculate_taux">calculate_taux() (in module xdust.halos.galhalo)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.cgeo">cgeo (xdust.graindist.GrainDist property)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.cgeo">cgeo (xdust.graindist.GrainDist property)</a>
 </li>
-        <li><a href="shape.html#xdust.graindist.shape.Shape.cgeo">cgeo() (xdust.graindist.shape.Shape method)</a>
+        <li><a href="modules/shape.html#xdust.graindist.shape.Shape.cgeo">cgeo() (xdust.graindist.shape.Shape method)</a>
 
         <ul>
-          <li><a href="shape.html#xdust.graindist.shape.Sphere.cgeo">(xdust.graindist.shape.Sphere method)</a>
+          <li><a href="modules/shape.html#xdust.graindist.shape.Sphere.cgeo">(xdust.graindist.shape.Sphere method)</a>
 </li>
         </ul></li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.RGscattering.characteristic_angle">characteristic_angle() (xdust.scatteringmodel.RGscattering method)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.RGscattering.characteristic_angle">characteristic_angle() (xdust.scatteringmodel.RGscattering method)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.citation">citation (xdust.graindist.composition.Composition attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.citation">citation (xdust.graindist.composition.Composition attribute)</a>
 
         <ul>
-          <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.citation">(xdust.scatteringmodel.ScatteringModel attribute)</a>
+          <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.citation">(xdust.scatteringmodel.ScatteringModel attribute)</a>
 </li>
         </ul></li>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.cm">cm() (xdust.graindist.composition.Composition method)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.cm">cm() (xdust.graindist.composition.Composition method)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.CmDrude">CmDrude (class in xdust.graindist.composition)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.CmDrude">CmDrude (class in xdust.graindist.composition)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.CmGraphite">CmGraphite (class in xdust.graindist.composition)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.CmGraphite">CmGraphite (class in xdust.graindist.composition)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.CmSilicate">CmSilicate (class in xdust.graindist.composition)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.CmSilicate">CmSilicate (class in xdust.graindist.composition)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.cmtype">cmtype (xdust.graindist.composition.Composition attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.cmtype">cmtype (xdust.graindist.composition.Composition attribute)</a>
 </li>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.comp">comp (xdust.graindist.GrainDist attribute)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.comp">comp (xdust.graindist.GrainDist attribute)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.Composition">Composition (class in xdust.graindist.composition)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition">Composition (class in xdust.graindist.composition)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -327,24 +340,24 @@ <h2>C</h2>
   <h2>D</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.description">description (xdust.grainpop.GrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.description">description (xdust.grainpop.GrainPop attribute)</a>
 
         <ul>
-          <li><a href="halos.html#xdust.halos.Halo.description">(xdust.halos.Halo attribute)</a>
+          <li><a href="modules/halos.html#xdust.halos.Halo.description">(xdust.halos.Halo attribute)</a>
 </li>
         </ul></li>
-        <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.diff">diff (xdust.grainpop.SingleGrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.diff">diff (xdust.grainpop.SingleGrainPop attribute)</a>
 
         <ul>
-          <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.diff">(xdust.scatteringmodel.ScatteringModel attribute)</a>
+          <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.diff">(xdust.scatteringmodel.ScatteringModel attribute)</a>
 </li>
         </ul></li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.Grain.dtype">dtype (xdust.graindist.sizedist.Grain attribute)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Grain.dtype">dtype (xdust.graindist.sizedist.Grain attribute)</a>
 
         <ul>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Sizedist.dtype">(xdust.graindist.sizedist.Sizedist attribute)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Sizedist.dtype">(xdust.graindist.sizedist.Sizedist attribute)</a>
 </li>
         </ul></li>
     </ul></td>
@@ -355,11 +368,11 @@ <h2>D</h2>
   <h2>E</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.Halo.ecf">ecf() (xdust.halos.Halo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.ecf">ecf() (xdust.halos.Halo method)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.ExpCutoff">ExpCutoff (class in xdust.graindist.sizedist)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.ExpCutoff">ExpCutoff (class in xdust.graindist.sizedist)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -369,19 +382,19 @@ <h2>E</h2>
   <h2>F</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.Halo.fabs">fabs (xdust.halos.Halo attribute)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.fabs">fabs (xdust.halos.Halo attribute)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.Halo.fake_image">fake_image() (xdust.halos.Halo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.fake_image">fake_image() (xdust.halos.Halo method)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.galhalo.ScreenGalHalo.fake_variable_image">fake_variable_image() (xdust.halos.galhalo.ScreenGalHalo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.ScreenGalHalo.fake_variable_image">fake_variable_image() (xdust.halos.galhalo.ScreenGalHalo method)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.Halo.fext">fext (xdust.halos.Halo property)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.fext">fext (xdust.halos.Halo property)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.Halo.fhalo">fhalo (xdust.halos.Halo property)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.fhalo">fhalo (xdust.halos.Halo property)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.Halo.frac_halo">frac_halo() (xdust.halos.Halo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.frac_halo">frac_halo() (xdust.halos.Halo method)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -391,19 +404,19 @@ <h2>F</h2>
   <h2>G</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.GGADT">GGADT (class in xdust.scatteringmodel)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.GGADT">GGADT (class in xdust.scatteringmodel)</a>
 </li>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.gpoplist">gpoplist (xdust.grainpop.GrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.gpoplist">gpoplist (xdust.grainpop.GrainPop attribute)</a>
 </li>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.Grain">Grain (class in xdust.graindist.sizedist)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Grain">Grain (class in xdust.graindist.sizedist)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="graindist.html#xdust.graindist.GrainDist">GrainDist (class in xdust.graindist)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist">GrainDist (class in xdust.graindist)</a>
 </li>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop">GrainPop (class in xdust.grainpop)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop">GrainPop (class in xdust.grainpop)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.Mie.gsca">gsca (xdust.scatteringmodel.Mie attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.Mie.gsca">gsca (xdust.scatteringmodel.Mie attribute)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -413,7 +426,7 @@ <h2>G</h2>
   <h2>H</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.Halo">Halo (class in xdust.halos)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo">Halo (class in xdust.halos)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -423,24 +436,24 @@ <h2>H</h2>
   <h2>I</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.imvals">imvals (xdust.graindist.composition.Composition attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.imvals">imvals (xdust.graindist.composition.Composition attribute)</a>
 </li>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.info">info() (xdust.grainpop.GrainPop method)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.info">info() (xdust.grainpop.GrainPop method)</a>
 
         <ul>
-          <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.info">(xdust.grainpop.SingleGrainPop method)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.info">(xdust.grainpop.SingleGrainPop method)</a>
 </li>
         </ul></li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.int_diff">int_diff (xdust.grainpop.SingleGrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.int_diff">int_diff (xdust.grainpop.SingleGrainPop attribute)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.Halo.intensity">intensity (xdust.halos.Halo attribute)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.intensity">intensity (xdust.halos.Halo attribute)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.CmDrude.ip">ip() (xdust.graindist.composition.CmDrude method)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.CmDrude.ip">ip() (xdust.graindist.composition.CmDrude method)</a>
 
         <ul>
-          <li><a href="composition.html#xdust.graindist.composition.Composition.ip">(xdust.graindist.composition.Composition method)</a>
+          <li><a href="modules/composition.html#xdust.graindist.composition.Composition.ip">(xdust.graindist.composition.Composition method)</a>
 </li>
         </ul></li>
     </ul></td>
@@ -451,7 +464,7 @@ <h2>I</h2>
   <h2>K</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.keys">keys (xdust.grainpop.GrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.keys">keys (xdust.grainpop.GrainPop attribute)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -461,12 +474,12 @@ <h2>K</h2>
   <h2>L</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.lam">lam (xdust.grainpop.GrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.lam">lam (xdust.grainpop.GrainPop attribute)</a>
 
         <ul>
-          <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.lam">(xdust.grainpop.SingleGrainPop attribute)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.lam">(xdust.grainpop.SingleGrainPop attribute)</a>
 </li>
-          <li><a href="halos.html#xdust.halos.Halo.lam">(xdust.halos.Halo attribute)</a>
+          <li><a href="modules/halos.html#xdust.halos.Halo.lam">(xdust.halos.Halo attribute)</a>
 </li>
         </ul></li>
     </ul></td>
@@ -477,37 +490,37 @@ <h2>L</h2>
   <h2>M</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.make_MRN">make_MRN() (in module xdust.grainpop)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.make_MRN">make_MRN() (in module xdust.grainpop)</a>
 </li>
-        <li><a href="grainpop.html#xdust.grainpop.make_MRN_RGDrude">make_MRN_RGDrude() (in module xdust.grainpop)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.make_MRN_RGDrude">make_MRN_RGDrude() (in module xdust.grainpop)</a>
 </li>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.md">md (xdust.graindist.GrainDist attribute)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.md">md (xdust.graindist.GrainDist attribute)</a>
 
         <ul>
-          <li><a href="grainpop.html#xdust.grainpop.GrainPop.md">(xdust.grainpop.GrainPop attribute)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.md">(xdust.grainpop.GrainPop attribute)</a>
 </li>
-          <li><a href="grainpop.html#id0">(xdust.grainpop.GrainPop property)</a>
+          <li><a href="modules/grainpop.html#id0">(xdust.grainpop.GrainPop property)</a>
 </li>
         </ul></li>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.mdens">mdens (xdust.graindist.GrainDist property)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.mdens">mdens (xdust.graindist.GrainDist property)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.Astrodust.mdens">mdens() (xdust.graindist.sizedist.Astrodust method)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Astrodust.mdens">mdens() (xdust.graindist.sizedist.Astrodust method)</a>
 
         <ul>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.ExpCutoff.mdens">(xdust.graindist.sizedist.ExpCutoff method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.ExpCutoff.mdens">(xdust.graindist.sizedist.ExpCutoff method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Grain.mdens">(xdust.graindist.sizedist.Grain method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Grain.mdens">(xdust.graindist.sizedist.Grain method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Powerlaw.mdens">(xdust.graindist.sizedist.Powerlaw method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Powerlaw.mdens">(xdust.graindist.sizedist.Powerlaw method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Sizedist.mdens">(xdust.graindist.sizedist.Sizedist method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Sizedist.mdens">(xdust.graindist.sizedist.Sizedist method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.WD01.mdens">(xdust.graindist.sizedist.WD01 method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.WD01.mdens">(xdust.graindist.sizedist.WD01 method)</a>
 </li>
         </ul></li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.Mie">Mie (class in xdust.scatteringmodel)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.Mie">Mie (class in xdust.scatteringmodel)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -517,25 +530,25 @@ <h2>M</h2>
   <h2>N</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.ndens">ndens (xdust.graindist.GrainDist property)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.ndens">ndens (xdust.graindist.GrainDist property)</a>
 </li>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.Astrodust.ndens">ndens() (xdust.graindist.sizedist.Astrodust method)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Astrodust.ndens">ndens() (xdust.graindist.sizedist.Astrodust method)</a>
 
         <ul>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.ExpCutoff.ndens">(xdust.graindist.sizedist.ExpCutoff method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.ExpCutoff.ndens">(xdust.graindist.sizedist.ExpCutoff method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Grain.ndens">(xdust.graindist.sizedist.Grain method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Grain.ndens">(xdust.graindist.sizedist.Grain method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Powerlaw.ndens">(xdust.graindist.sizedist.Powerlaw method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Powerlaw.ndens">(xdust.graindist.sizedist.Powerlaw method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.Sizedist.ndens">(xdust.graindist.sizedist.Sizedist method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Sizedist.ndens">(xdust.graindist.sizedist.Sizedist method)</a>
 </li>
-          <li><a href="sizedist.html#xdust.graindist.sizedist.WD01.ndens">(xdust.graindist.sizedist.WD01 method)</a>
+          <li><a href="modules/sizedist.html#xdust.graindist.sizedist.WD01.ndens">(xdust.graindist.sizedist.WD01 method)</a>
 </li>
         </ul></li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.Halo.norm_int">norm_int (xdust.halos.Halo attribute)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.norm_int">norm_int (xdust.halos.Halo attribute)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -545,7 +558,7 @@ <h2>N</h2>
   <h2>O</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="composition.html#xdust.graindist.composition.CmGraphite.orient">orient (xdust.graindist.composition.CmGraphite attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.CmGraphite.orient">orient (xdust.graindist.composition.CmGraphite attribute)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -555,35 +568,35 @@ <h2>O</h2>
   <h2>P</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.PAH">PAH (class in xdust.scatteringmodel)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.PAH">PAH (class in xdust.scatteringmodel)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.PAH.pahtype">pahtype (xdust.scatteringmodel.PAH attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.PAH.pahtype">pahtype (xdust.scatteringmodel.PAH attribute)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.pars">pars (xdust.scatteringmodel.ScatteringModel attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.pars">pars (xdust.scatteringmodel.ScatteringModel attribute)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.galhalo.path_diff">path_diff() (in module xdust.halos.galhalo)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.path_diff">path_diff() (in module xdust.halos.galhalo)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.Halo.percent_fabs">percent_fabs (xdust.halos.Halo property)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.percent_fabs">percent_fabs (xdust.halos.Halo property)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.Halo.percent_fext">percent_fext (xdust.halos.Halo property)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.percent_fext">percent_fext (xdust.halos.Halo property)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.plot">plot() (xdust.graindist.composition.Composition method)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.plot">plot() (xdust.graindist.composition.Composition method)</a>
 
         <ul>
-          <li><a href="graindist.html#xdust.graindist.GrainDist.plot">(xdust.graindist.GrainDist method)</a>
+          <li><a href="modules/graindist.html#xdust.graindist.GrainDist.plot">(xdust.graindist.GrainDist method)</a>
 </li>
         </ul></li>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.plot_ext">plot_ext() (xdust.grainpop.GrainPop method)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.plot_ext">plot_ext() (xdust.grainpop.GrainPop method)</a>
 
         <ul>
-          <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.plot_ext">(xdust.grainpop.SingleGrainPop method)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.plot_ext">(xdust.grainpop.SingleGrainPop method)</a>
 </li>
         </ul></li>
-        <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.plot_sdist">plot_sdist() (xdust.grainpop.SingleGrainPop method)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.plot_sdist">plot_sdist() (xdust.grainpop.SingleGrainPop method)</a>
 </li>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.Powerlaw">Powerlaw (class in xdust.graindist.sizedist)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Powerlaw">Powerlaw (class in xdust.graindist.sizedist)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -593,15 +606,15 @@ <h2>P</h2>
   <h2>Q</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.qabs">qabs (xdust.scatteringmodel.ScatteringModel attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.qabs">qabs (xdust.scatteringmodel.ScatteringModel attribute)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.Mie.qback">qback (xdust.scatteringmodel.Mie attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.Mie.qback">qback (xdust.scatteringmodel.Mie attribute)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.qext">qext (xdust.scatteringmodel.ScatteringModel attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.qext">qext (xdust.scatteringmodel.ScatteringModel attribute)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.qsca">qsca (xdust.scatteringmodel.ScatteringModel attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.qsca">qsca (xdust.scatteringmodel.ScatteringModel attribute)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -611,24 +624,24 @@ <h2>Q</h2>
   <h2>R</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.read_from_table">read_from_table() (xdust.scatteringmodel.ScatteringModel method)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.read_from_table">read_from_table() (xdust.scatteringmodel.ScatteringModel method)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.revals">revals (xdust.graindist.composition.Composition attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.revals">revals (xdust.graindist.composition.Composition attribute)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.RGscattering">RGscattering (class in xdust.scatteringmodel)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.RGscattering">RGscattering (class in xdust.scatteringmodel)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.rho">rho (xdust.graindist.composition.Composition attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.rho">rho (xdust.graindist.composition.Composition attribute)</a>
 
         <ul>
-          <li><a href="graindist.html#xdust.graindist.GrainDist.rho">(xdust.graindist.GrainDist property)</a>
+          <li><a href="modules/graindist.html#xdust.graindist.GrainDist.rho">(xdust.graindist.GrainDist property)</a>
 </li>
         </ul></li>
-        <li><a href="composition.html#xdust.graindist.composition.CmDrude.rp">rp() (xdust.graindist.composition.CmDrude method)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.CmDrude.rp">rp() (xdust.graindist.composition.CmDrude method)</a>
 
         <ul>
-          <li><a href="composition.html#xdust.graindist.composition.Composition.rp">(xdust.graindist.composition.Composition method)</a>
+          <li><a href="modules/composition.html#xdust.graindist.composition.Composition.rp">(xdust.graindist.composition.Composition method)</a>
 </li>
         </ul></li>
     </ul></td>
@@ -639,38 +652,38 @@ <h2>R</h2>
   <h2>S</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel">ScatteringModel (class in xdust.scatteringmodel)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel">ScatteringModel (class in xdust.scatteringmodel)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.galhalo.ScreenGalHalo">ScreenGalHalo (class in xdust.halos.galhalo)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.ScreenGalHalo">ScreenGalHalo (class in xdust.halos.galhalo)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.galhalo.ScreenGalHaloCP15">ScreenGalHaloCP15 (class in xdust.halos.galhalo)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.ScreenGalHaloCP15">ScreenGalHaloCP15 (class in xdust.halos.galhalo)</a>
 </li>
-        <li><a href="shape.html#xdust.graindist.shape.Shape">Shape (class in xdust.graindist.shape)</a>
+        <li><a href="modules/shape.html#xdust.graindist.shape.Shape">Shape (class in xdust.graindist.shape)</a>
 </li>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.shape">shape (xdust.graindist.GrainDist attribute)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.shape">shape (xdust.graindist.GrainDist attribute)</a>
 
         <ul>
-          <li><a href="shape.html#xdust.graindist.shape.Sphere.shape">(xdust.graindist.shape.Sphere attribute)</a>
+          <li><a href="modules/shape.html#xdust.graindist.shape.Sphere.shape">(xdust.graindist.shape.Sphere attribute)</a>
 </li>
         </ul></li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop">SingleGrainPop (class in xdust.grainpop)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop">SingleGrainPop (class in xdust.grainpop)</a>
 </li>
-        <li><a href="composition.html#xdust.graindist.composition.CmGraphite.size">size (xdust.graindist.composition.CmGraphite attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.CmGraphite.size">size (xdust.graindist.composition.CmGraphite attribute)</a>
 
         <ul>
-          <li><a href="graindist.html#xdust.graindist.GrainDist.size">(xdust.graindist.GrainDist attribute)</a>
+          <li><a href="modules/graindist.html#xdust.graindist.GrainDist.size">(xdust.graindist.GrainDist attribute)</a>
 </li>
         </ul></li>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.Sizedist">Sizedist (class in xdust.graindist.sizedist)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.Sizedist">Sizedist (class in xdust.graindist.sizedist)</a>
 </li>
-        <li><a href="shape.html#xdust.graindist.shape.Sphere">Sphere (class in xdust.graindist.shape)</a>
+        <li><a href="modules/shape.html#xdust.graindist.shape.Sphere">Sphere (class in xdust.graindist.shape)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.PAH.stype">stype (xdust.scatteringmodel.PAH attribute)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.PAH.stype">stype (xdust.scatteringmodel.PAH attribute)</a>
 
         <ul>
-          <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.stype">(xdust.scatteringmodel.ScatteringModel attribute)</a>
+          <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.stype">(xdust.scatteringmodel.ScatteringModel attribute)</a>
 </li>
         </ul></li>
     </ul></td>
@@ -681,37 +694,37 @@ <h2>S</h2>
   <h2>T</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.tau_abs">tau_abs (xdust.grainpop.GrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.tau_abs">tau_abs (xdust.grainpop.GrainPop attribute)</a>
 
         <ul>
-          <li><a href="grainpop.html#id3">(xdust.grainpop.GrainPop property)</a>
+          <li><a href="modules/grainpop.html#id4">(xdust.grainpop.GrainPop property)</a>
 </li>
-          <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.tau_abs">(xdust.grainpop.SingleGrainPop attribute)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.tau_abs">(xdust.grainpop.SingleGrainPop attribute)</a>
 </li>
         </ul></li>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.tau_ext">tau_ext (xdust.grainpop.GrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.tau_ext">tau_ext (xdust.grainpop.GrainPop attribute)</a>
 
         <ul>
-          <li><a href="grainpop.html#id4">(xdust.grainpop.GrainPop property)</a>
+          <li><a href="modules/grainpop.html#id5">(xdust.grainpop.GrainPop property)</a>
 </li>
-          <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.tau_ext">(xdust.grainpop.SingleGrainPop attribute)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.tau_ext">(xdust.grainpop.SingleGrainPop attribute)</a>
 </li>
         </ul></li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="grainpop.html#xdust.grainpop.GrainPop.tau_sca">tau_sca (xdust.grainpop.GrainPop attribute)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.GrainPop.tau_sca">tau_sca (xdust.grainpop.GrainPop attribute)</a>
 
         <ul>
-          <li><a href="grainpop.html#id5">(xdust.grainpop.GrainPop property)</a>
+          <li><a href="modules/grainpop.html#id6">(xdust.grainpop.GrainPop property)</a>
 </li>
-          <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.tau_sca">(xdust.grainpop.SingleGrainPop attribute)</a>
+          <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.tau_sca">(xdust.grainpop.SingleGrainPop attribute)</a>
 </li>
         </ul></li>
-        <li><a href="halos.html#xdust.halos.Halo.taux">taux (xdust.halos.Halo attribute)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.taux">taux (xdust.halos.Halo attribute)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.Halo.theta">theta (xdust.halos.Halo attribute)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.theta">theta (xdust.halos.Halo attribute)</a>
 </li>
-        <li><a href="halos.html#xdust.halos.galhalo.time_delay">time_delay() (in module xdust.halos.galhalo)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.time_delay">time_delay() (in module xdust.halos.galhalo)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -721,11 +734,11 @@ <h2>T</h2>
   <h2>U</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.galhalo.UniformGalHalo">UniformGalHalo (class in xdust.halos.galhalo)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.UniformGalHalo">UniformGalHalo (class in xdust.halos.galhalo)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.galhalo.UniformGalHaloCP15">UniformGalHaloCP15 (class in xdust.halos.galhalo)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.UniformGalHaloCP15">UniformGalHaloCP15 (class in xdust.halos.galhalo)</a>
 </li>
     </ul></td>
   </tr></table>
@@ -735,16 +748,16 @@ <h2>U</h2>
   <h2>V</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.galhalo.ScreenGalHalo.variable_profile">variable_profile() (xdust.halos.galhalo.ScreenGalHalo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.galhalo.ScreenGalHalo.variable_profile">variable_profile() (xdust.halos.galhalo.ScreenGalHalo method)</a>
 </li>
-        <li><a href="graindist.html#xdust.graindist.GrainDist.vol">vol (xdust.graindist.GrainDist property)</a>
+        <li><a href="modules/graindist.html#xdust.graindist.GrainDist.vol">vol (xdust.graindist.GrainDist property)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="shape.html#xdust.graindist.shape.Shape.vol">vol() (xdust.graindist.shape.Shape method)</a>
+        <li><a href="modules/shape.html#xdust.graindist.shape.Shape.vol">vol() (xdust.graindist.shape.Shape method)</a>
 
         <ul>
-          <li><a href="shape.html#xdust.graindist.shape.Sphere.vol">(xdust.graindist.shape.Sphere method)</a>
+          <li><a href="modules/shape.html#xdust.graindist.shape.Sphere.vol">(xdust.graindist.shape.Sphere method)</a>
 </li>
         </ul></li>
     </ul></td>
@@ -755,17 +768,17 @@ <h2>V</h2>
   <h2>W</h2>
   <table style="width: 100%" class="indextable genindextable"><tr>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="composition.html#xdust.graindist.composition.Composition.wavel">wavel (xdust.graindist.composition.Composition attribute)</a>
+        <li><a href="modules/composition.html#xdust.graindist.composition.Composition.wavel">wavel (xdust.graindist.composition.Composition attribute)</a>
 </li>
-        <li><a href="sizedist.html#xdust.graindist.sizedist.WD01">WD01 (class in xdust.graindist.sizedist)</a>
+        <li><a href="modules/sizedist.html#xdust.graindist.sizedist.WD01">WD01 (class in xdust.graindist.sizedist)</a>
 </li>
     </ul></td>
     <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="halos.html#xdust.halos.Halo.write">write() (xdust.halos.Halo method)</a>
+        <li><a href="modules/halos.html#xdust.halos.Halo.write">write() (xdust.halos.Halo method)</a>
 </li>
-        <li><a href="grainpop.html#xdust.grainpop.SingleGrainPop.write_extinction_table">write_extinction_table() (xdust.grainpop.SingleGrainPop method)</a>
+        <li><a href="modules/grainpop.html#xdust.grainpop.SingleGrainPop.write_extinction_table">write_extinction_table() (xdust.grainpop.SingleGrainPop method)</a>
 </li>
-        <li><a href="scatmodels.html#xdust.scatteringmodel.ScatteringModel.write_table">write_table() (xdust.scatteringmodel.ScatteringModel method)</a>
+        <li><a href="modules/scatmodels.html#xdust.scatteringmodel.ScatteringModel.write_table">write_table() (xdust.scatteringmodel.ScatteringModel method)</a>
 </li>
     </ul></td>
   </tr></table>
diff --git a/docs/_build/html/graindist.html b/docs/_build/html/graindist.html
index ae6baf9..0f140b9 100644
--- a/docs/_build/html/graindist.html
+++ b/docs/_build/html/graindist.html
@@ -9,6 +9,7 @@
         <title>xdust.graindist - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -190,9 +191,18 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 current has-children current-page"><a class="current reference internal" href="#">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 current has-children current-page"><a class="current reference internal" href="#">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
diff --git a/docs/_build/html/grainpop.html b/docs/_build/html/grainpop.html
index ff6cba0..449c8c4 100644
--- a/docs/_build/html/grainpop.html
+++ b/docs/_build/html/grainpop.html
@@ -3,12 +3,13 @@
   <head><meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1">
     <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
-<link rel="index" title="Index" href="genindex.html"><link rel="search" title="Search" href="search.html"><link rel="next" title="xdust.graindist" href="graindist.html"><link rel="prev" title="Xdust documentation" href="index.html">
+<link rel="index" title="Index" href="genindex.html"><link rel="search" title="Search" href="search.html"><link rel="next" title="xdust.graindist" href="graindist.html"><link rel="prev" title="Modeling X-ray dust scattering halos" href="tutorials/halos.html">
 
     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 -->
         <title>xdust.grainpop - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -190,9 +191,18 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul class="current">
 <li class="toctree-l1 current current-page"><a class="current reference internal" href="#">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
@@ -679,14 +689,14 @@
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
-          <a class="prev-page" href="index.html">
+          <a class="prev-page" href="tutorials/halos.html">
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
               <div class="page-info">
                 <div class="context">
                   <span>Previous</span>
                 </div>
                 
-                <div class="title">Home</div>
+                <div class="title">Modeling X-ray dust scattering halos</div>
                 
               </div>
             </a>
@@ -779,6 +789,7 @@
     <script src="_static/doctools.js?v=fd6eb6e6"></script>
     <script src="_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="_static/scripts/furo.js?v=46bd48cc"></script>
+    <script>window.MathJax = {"options": {"processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@4/tex-mml-chtml.js"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/docs/_build/html/halos.html b/docs/_build/html/halos.html
index 207d1ce..e28a5dd 100644
--- a/docs/_build/html/halos.html
+++ b/docs/_build/html/halos.html
@@ -9,6 +9,7 @@
         <title>xdust.halos - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -190,9 +191,18 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
@@ -947,6 +957,7 @@
     <script src="_static/doctools.js?v=fd6eb6e6"></script>
     <script src="_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="_static/scripts/furo.js?v=46bd48cc"></script>
+    <script>window.MathJax = {"options": {"processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@4/tex-mml-chtml.js"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html
index 57df630..f73d6e0 100644
--- a/docs/_build/html/index.html
+++ b/docs/_build/html/index.html
@@ -3,12 +3,13 @@
   <head><meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1">
     <meta name="color-scheme" content="light dark"><meta name="viewport" content="width=device-width, initial-scale=1" />
-<link rel="index" title="Index" href="genindex.html"><link rel="search" title="Search" href="search.html"><link rel="next" title="xdust.grainpop" href="grainpop.html">
+<link rel="index" title="Index" href="genindex.html"><link rel="search" title="Search" href="search.html"><link rel="next" title="Tutorials" href="tutorials/index.html">
 
     <!-- Generated with Sphinx 9.1.0 and Furo 2025.12.19 -->
         <title>Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -191,15 +192,27 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
-<li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
-<li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
-<li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="modules/index.html">Modules</a><input aria-label="Toggle navigation of Modules" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="modules/grainpop.html">grainpop</a></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="modules/graindist.html">graindist</a><input aria-label="Toggle navigation of graindist" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l3"><a class="reference internal" href="modules/sizedist.html">graindist.sizedist</a></li>
+<li class="toctree-l3"><a class="reference internal" href="modules/composition.html">graindist.composition</a></li>
+<li class="toctree-l3"><a class="reference internal" href="modules/shape.html">graindist.shape</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="modules/scatmodels.html">scatteringmodel</a></li>
+<li class="toctree-l2"><a class="reference internal" href="modules/halos.html">halos</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="scatmodels.html">xdust.scatteringmodel</a></li>
-<li class="toctree-l1"><a class="reference internal" href="halos.html">xdust.halos</a></li>
 </ul>
 
 </div>
@@ -239,14 +252,14 @@
         </div>
         <article role="main" id="furo-main-content">
           <section id="xdust-documentation">
-<span id="index"></span><h1><em>Xdust</em> documentation<a class="headerlink" href="#xdust-documentation" title="Link to this heading">¶</a></h1>
+<span id="index"></span><h1>Xdust documentation<a class="headerlink" href="#xdust-documentation" title="Link to this heading">¶</a></h1>
 <p>The <em>xdust</em> library calculates scattering and absorption efficiencies
 for dust from the infrared to the X-ray. It has special capabilities
 to calculate dust scattering halo images in the X-ray.</p>
 <p><strong>First published version of this code</strong> (released with <a class="reference external" href="http://adsabs.harvard.edu/abs/2015MNRAS.453.1121C">Corrales &amp; Paerels, 2015</a>)
 <a class="reference external" href="http://dx.doi.org/10.5281/zenodo.15991">http://dx.doi.org/10.5281/zenodo.15991</a></p>
 <p><strong>Source code:</strong> <a class="reference external" href="https://github.com/eblur/xdust">github.com/eblur/xdust</a></p>
-<p><strong>Support:</strong> If you are having issues, please contact <a class="reference external" href="mailto:liac&#37;&#52;&#48;umich&#46;edu">liac<span>&#64;</span>umich<span>&#46;</span>edu</a></p>
+<p><strong>Support:</strong> If you have questions, please contact <a class="reference external" href="mailto:liac&#37;&#52;&#48;umich&#46;edu">liac<span>&#64;</span>umich<span>&#46;</span>edu</a></p>
 <section id="features">
 <h2>Features<a class="headerlink" href="#features" title="Link to this heading">¶</a></h2>
 <p>A number of dust grain size distributions and optical constants are
@@ -295,38 +308,29 @@ <h2>X-ray Scattering Halos<a class="headerlink" href="#x-ray-scattering-halos" t
 X-ray dust scattering halos under the ideal assumptions of single-scattering
 through an optically thin sight line (Corrales &amp; Paerels 2015, Corrales et al. 2016).</p>
 </section>
-<section id="modules">
-<h2>Modules<a class="headerlink" href="#modules" title="Link to this heading">¶</a></h2>
+<section id="tutorials">
+<h2>Tutorials<a class="headerlink" href="#tutorials" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="grainpop.html#singlegrainpop">SingleGrainPop</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grainpop.html#grainpopclass">GrainPop</a></li>
-<li class="toctree-l2"><a class="reference internal" href="grainpop.html#helper-functions">Helper functions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="tutorials/index.html">Tutorials</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="graindist.html">xdust.graindist</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="graindist.html#graindistclass">GrainDist</a></li>
-<li class="toctree-l2"><a class="reference internal" href="graindist.html#supporting-modules">Supporting modules</a></li>
 </ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="scatmodels.html">xdust.scatteringmodel</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="scatmodels.html#scatteringmodel">ScatteringModel</a></li>
-<li class="toctree-l2"><a class="reference internal" href="scatmodels.html#rgscattering">RGscattering</a></li>
-<li class="toctree-l2"><a class="reference internal" href="scatmodels.html#mie">Mie</a></li>
-<li class="toctree-l2"><a class="reference internal" href="scatmodels.html#ggadt">GGADT</a></li>
-<li class="toctree-l2"><a class="reference internal" href="scatmodels.html#pah">PAH</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="halos.html">xdust.halos</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#halo">Halo</a></li>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#uniformgalhalo">UniformGalHalo</a></li>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#screengalhalo">ScreenGalHalo</a></li>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#uniformgalhalocp15">UniformGalHaloCP15</a></li>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#screengalhalocp15">ScreenGalHaloCP15</a></li>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#path-diff">path_diff</a></li>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#time-delay">time_delay</a></li>
-<li class="toctree-l2"><a class="reference internal" href="halos.html#calculate-taux">calculate_taux</a></li>
+</div>
+</section>
+<section id="modules">
+<h2>Modules<a class="headerlink" href="#modules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="modules/index.html">Modules</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="modules/grainpop.html">grainpop</a></li>
+<li class="toctree-l2"><a class="reference internal" href="modules/graindist.html">graindist</a></li>
+<li class="toctree-l2"><a class="reference internal" href="modules/scatmodels.html">scatteringmodel</a></li>
+<li class="toctree-l2"><a class="reference internal" href="modules/halos.html">halos</a></li>
 </ul>
 </li>
 </ul>
@@ -339,12 +343,12 @@ <h2>Modules<a class="headerlink" href="#modules" title="Link to this heading">¶
       <footer>
         
         <div class="related-pages">
-          <a class="next-page" href="grainpop.html">
+          <a class="next-page" href="tutorials/index.html">
               <div class="page-info">
                 <div class="context">
                   <span>Next</span>
                 </div>
-                <div class="title">xdust.grainpop</div>
+                <div class="title">Tutorials</div>
               </div>
               <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
             </a>
@@ -379,10 +383,11 @@ <h2>Modules<a class="headerlink" href="#modules" title="Link to this heading">¶
         <div class="toc-tree-container">
           <div class="toc-tree">
             <ul>
-<li><a class="reference internal" href="#"><em>Xdust</em> documentation</a><ul>
+<li><a class="reference internal" href="#">Xdust documentation</a><ul>
 <li><a class="reference internal" href="#features">Features</a></li>
 <li><a class="reference internal" href="#grain-populations">Grain Populations</a></li>
 <li><a class="reference internal" href="#x-ray-scattering-halos">X-ray Scattering Halos</a></li>
+<li><a class="reference internal" href="#tutorials">Tutorials</a></li>
 <li><a class="reference internal" href="#modules">Modules</a></li>
 </ul>
 </li>
diff --git a/docs/_build/html/objects.inv b/docs/_build/html/objects.inv
index a5f50ba..fdbb8a9 100644
Binary files a/docs/_build/html/objects.inv and b/docs/_build/html/objects.inv differ
diff --git a/docs/_build/html/scatmodels.html b/docs/_build/html/scatmodels.html
index 5cf3bea..c223792 100644
--- a/docs/_build/html/scatmodels.html
+++ b/docs/_build/html/scatmodels.html
@@ -9,6 +9,7 @@
         <title>xdust.scatteringmodel - Xdust 1.0 documentation</title>
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     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
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@@ -190,9 +191,18 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
@@ -689,6 +699,7 @@
     <script src="_static/doctools.js?v=fd6eb6e6"></script>
     <script src="_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="_static/scripts/furo.js?v=46bd48cc"></script>
+    <script>window.MathJax = {"options": {"processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@4/tex-mml-chtml.js"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/docs/_build/html/search.html b/docs/_build/html/search.html
index 071ee16..da79480 100644
--- a/docs/_build/html/search.html
+++ b/docs/_build/html/search.html
@@ -9,6 +9,7 @@
 <meta name="robots" content="noindex" />
 <title>Search - Xdust 1.0 documentation</title><link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -191,15 +192,27 @@
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
   <ul>
-<li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
-<li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
-<li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="modules/index.html">Modules</a><input aria-label="Toggle navigation of Modules" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="modules/grainpop.html">grainpop</a></li>
+<li class="toctree-l2 has-children"><a class="reference internal" href="modules/graindist.html">graindist</a><input aria-label="Toggle navigation of graindist" class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" role="switch" type="checkbox"/><label for="toctree-checkbox-3"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l3"><a class="reference internal" href="modules/sizedist.html">graindist.sizedist</a></li>
+<li class="toctree-l3"><a class="reference internal" href="modules/composition.html">graindist.composition</a></li>
+<li class="toctree-l3"><a class="reference internal" href="modules/shape.html">graindist.shape</a></li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="modules/scatmodels.html">scatteringmodel</a></li>
+<li class="toctree-l2"><a class="reference internal" href="modules/halos.html">halos</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="scatmodels.html">xdust.scatteringmodel</a></li>
-<li class="toctree-l1"><a class="reference internal" href="halos.html">xdust.halos</a></li>
 </ul>
 
 </div>
diff --git a/docs/_build/html/searchindex.js b/docs/_build/html/searchindex.js
index 38266b2..b1fa964 100644
--- a/docs/_build/html/searchindex.js
+++ b/docs/_build/html/searchindex.js
@@ -1 +1 @@
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@@ -190,9 +191,18 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 current has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul class="current">
+<li class="toctree-l1 current has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="sizedist.html">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">xdust.graindist.shape</a></li>
@@ -435,6 +445,7 @@
     <script src="_static/doctools.js?v=fd6eb6e6"></script>
     <script src="_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="_static/scripts/furo.js?v=46bd48cc"></script>
+    <script>window.MathJax = {"options": {"processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@4/tex-mml-chtml.js"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/docs/_build/html/sizedist.html b/docs/_build/html/sizedist.html
index cb0772b..02a17d5 100644
--- a/docs/_build/html/sizedist.html
+++ b/docs/_build/html/sizedist.html
@@ -9,6 +9,7 @@
         <title>xdust.graindist.sizedist - Xdust 1.0 documentation</title>
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=7bdb33bb" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.11b39860a7a0cbfd473a3ad8a317855267ff0bd372690045ca344a6b62be495e.css?v=8cd3d715" />
     <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     
     
@@ -190,9 +191,18 @@
   <input type="hidden" name="area" value="default">
 </form>
 <div id="searchbox"></div><div class="sidebar-scroll"><div class="sidebar-tree">
-  <ul class="current">
+  <ul>
+<li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input aria-label="Toggle navigation of Tutorials" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/quickstart.html">Quick start</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/grainpop.html">Extinction curves from custom grain populations</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/scattering.html">Computing scattering and extinction efficiencies</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/halos.html">Modeling X-ray dust scattering halos</a></li>
+</ul>
+</li>
+</ul>
+<ul class="current">
 <li class="toctree-l1"><a class="reference internal" href="grainpop.html">xdust.grainpop</a></li>
-<li class="toctree-l1 current has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" role="switch" type="checkbox"/><label for="toctree-checkbox-1"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul class="current">
+<li class="toctree-l1 current has-children"><a class="reference internal" href="graindist.html">xdust.graindist</a><input aria-label="Toggle navigation of xdust.graindist" checked="" class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" role="switch" type="checkbox"/><label for="toctree-checkbox-2"><span class="icon"><svg><use href="#svg-arrow-right"></use></svg></span></label><ul class="current">
 <li class="toctree-l2 current current-page"><a class="current reference internal" href="#">xdust.graindist.sizedist</a></li>
 <li class="toctree-l2"><a class="reference internal" href="composition.html">xdust.graindist.composition</a></li>
 <li class="toctree-l2"><a class="reference internal" href="shape.html">xdust.graindist.shape</a></li>
@@ -781,6 +791,7 @@
     <script src="_static/doctools.js?v=fd6eb6e6"></script>
     <script src="_static/sphinx_highlight.js?v=6ffebe34"></script>
     <script src="_static/scripts/furo.js?v=46bd48cc"></script>
+    <script>window.MathJax = {"options": {"processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
     <script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@4/tex-mml-chtml.js"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index 3a45ed6..338c44e 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -19,6 +19,7 @@
     'sphinx.ext.mathjax',
     'sphinx.ext.viewcode',
     'sphinx.ext.napoleon',
+    'myst_nb',
     # 'sphinx_autodoc_typehints', # requires a different format: https://pypi.org/project/sphinx-autodoc-typehints/
 ]
 
@@ -34,9 +35,17 @@
 exclude_patterns = ['_build']
 
 master_doc = 'index'
-source_suffix = '.rst'
+source_suffix = {
+    '.rst': 'restructuredtext',
+    '.ipynb': 'myst-nb',
+}
 language = 'en'
 
+# -- Options for myst-nb -------------------------------------------------
+nb_execution_mode = 'auto'
+nb_execution_timeout = 120
+myst_enable_extensions = ['dollarmath', 'amsmath']
+
 # -- Options for HTML output -------------------------------------------------
 html_theme = 'furo'
 
diff --git a/docs/index.rst b/docs/index.rst
index 5ce554e..459e186 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -5,7 +5,7 @@
 
 .. _index:
 
-*Xdust* documentation
+Xdust documentation
 =====================
 
 The *xdust* library calculates scattering and absorption efficiencies 
@@ -17,7 +17,7 @@ http://dx.doi.org/10.5281/zenodo.15991
 
 **Source code:** `github.com/eblur/xdust <https://github.com/eblur/xdust>`_
 
-**Support:** If you are having issues, please contact liac@umich.edu
+**Support:** If you have questions, please contact liac@umich.edu
 
 Features
 --------
@@ -71,16 +71,21 @@ The ``xdust.halos`` module provides tools for calculating the intensity of
 X-ray dust scattering halos under the ideal assumptions of single-scattering 
 through an optically thin sight line (Corrales & Paerels 2015, Corrales et al. 2016).
 
+Tutorials
+---------
+
+.. toctree::
+   :maxdepth: 2
+
+   tutorials/index
+
 Modules
 -------
 
 .. toctree::
    :maxdepth: 2
 
-   grainpop
-   graindist
-   scatmodels
-   halos
+   modules/index
 
 
 .. Indices and tables
diff --git a/docs/composition.rst b/docs/modules/composition.rst
similarity index 90%
rename from docs/composition.rst
rename to docs/modules/composition.rst
index e0c6792..4c883d9 100644
--- a/docs/composition.rst
+++ b/docs/modules/composition.rst
@@ -1,7 +1,7 @@
 .. _composition:
 
-xdust.graindist.composition
-===========================
+graindist.composition
+=====================
 
 The composition library is built on the superclass :ref:`CompositionClass`, which holds the optical constants and material density [g cm^-3] of a grain composition type.
 
@@ -15,7 +15,7 @@ The composition library is built on the superclass :ref:`CompositionClass`, whic
 .. _CompositionClass:
 
 Composition
----------------------------
+-----------
 
 .. autoclass:: xdust.graindist.composition.Composition
 
diff --git a/docs/graindist.rst b/docs/modules/graindist.rst
similarity index 89%
rename from docs/graindist.rst
rename to docs/modules/graindist.rst
index 65899ba..05a74b4 100644
--- a/docs/graindist.rst
+++ b/docs/modules/graindist.rst
@@ -1,7 +1,7 @@
 .. _graindist:
 
-xdust.graindist
-===============
+graindist
+=========
 
 This module contains:
 
@@ -14,7 +14,7 @@ This is tied together by the :ref:`GrainDistClass` superclass.
 .. _GrainDistClass:
    
 GrainDist
----------------------------
+----------
 
 .. autoclass:: xdust.graindist.GrainDist
 
diff --git a/docs/grainpop.rst b/docs/modules/grainpop.rst
similarity index 97%
rename from docs/grainpop.rst
rename to docs/modules/grainpop.rst
index 3a7ad97..0af0b0c 100644
--- a/docs/grainpop.rst
+++ b/docs/modules/grainpop.rst
@@ -1,7 +1,7 @@
 .. _grainpop:
 
-xdust.grainpop
-==============
+grainpop
+========
 
 The :ref:`SingleGrainPop` object is used to model a population of dust grains 
 based on three distinct properties:
diff --git a/docs/halos.rst b/docs/modules/halos.rst
similarity index 98%
rename from docs/halos.rst
rename to docs/modules/halos.rst
index 92ceae6..355c2d3 100644
--- a/docs/halos.rst
+++ b/docs/modules/halos.rst
@@ -1,7 +1,7 @@
 .. _halos:
 
-xdust.halos
-===========
+halos
+=====
 
 The superclass :ref:`Halo` holds all information and special functions for 
 working with a simulated X-ray dust scattering halo. 
diff --git a/docs/modules/index.rst b/docs/modules/index.rst
new file mode 100644
index 0000000..1fba7df
--- /dev/null
+++ b/docs/modules/index.rst
@@ -0,0 +1,25 @@
+.. xdust documentation master file, created by
+   sphinx-quickstart on Sunday May 30 2026
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+.. _modules:
+
+Modules
+-------
+
+.. toctree::
+   :maxdepth: 2
+
+   grainpop
+   graindist
+   scatmodels
+   halos
+
+
+.. Indices and tables
+    ==================
+
+    * :ref:`genindex`
+    * :ref:`modindex`
+    * :ref:`search`
diff --git a/docs/scatmodels.rst b/docs/modules/scatmodels.rst
similarity index 94%
rename from docs/scatmodels.rst
rename to docs/modules/scatmodels.rst
index cd313aa..2a63b8c 100644
--- a/docs/scatmodels.rst
+++ b/docs/modules/scatmodels.rst
@@ -1,7 +1,7 @@
 .. _scatmodels:
 
-xdust.scatteringmodel
-=====================
+scatteringmodel
+===============
 
 The scattering model library is built on the superclass :ref:`ScatteringModelClass`, which defines the scattering physics model and holds the 
 computational results once the scattering model is calculated. 
diff --git a/docs/shape.rst b/docs/modules/shape.rst
similarity index 92%
rename from docs/shape.rst
rename to docs/modules/shape.rst
index 7a0e6a9..3e4d80d 100644
--- a/docs/shape.rst
+++ b/docs/modules/shape.rst
@@ -1,7 +1,7 @@
 .. _shape:
 
-xdust.graindist.shape
-=====================
+graindist.shape
+===============
 
 The superclass :ref:`ShapeClass` describes the geometric properties of the dust grains.
 
diff --git a/docs/sizedist.rst b/docs/modules/sizedist.rst
similarity index 95%
rename from docs/sizedist.rst
rename to docs/modules/sizedist.rst
index 8a398fc..dfc315d 100644
--- a/docs/sizedist.rst
+++ b/docs/modules/sizedist.rst
@@ -1,7 +1,7 @@
 .. _sizedist:
 
-xdust.graindist.sizedist
-============================
+graindist.sizedist
+==================
 
 The size distribution library is built on the superclass :ref:`SizedistClass`, which holds the grain size distribution function and the grain size array. 
 
diff --git a/docs/tutorials/grainpop.ipynb b/docs/tutorials/grainpop.ipynb
new file mode 100644
index 0000000..6994cb2
--- /dev/null
+++ b/docs/tutorials/grainpop.ipynb
@@ -0,0 +1,412 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "4a3eda48",
+   "metadata": {},
+   "source": [
+    "# Extinction curves from custom grain populations\n",
+    "\n",
+    "## Initial parameters\n",
+    "\n",
+    "Extinction calculations need a grid of photon energies or wavelengths, and (optionally) a dust mass column so that the output can be expressed as an optical depth rather than an efficiency. Here we set up an X-ray energy grid and an optical/UV wavelength grid, and compute a dust mass column from a gas column density and a dust-to-gas mass ratio."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9711a11d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import astropy.units as u\n",
+    "import astropy.constants as c\n",
+    "\n",
+    "import xdust"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "446eb8ef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xray_grid = np.logspace(-1, 1, 30) * u.keV\n",
+    "UV_IR_grid = np.logspace(-1, 1.5, 100) * u.micron\n",
+    "\n",
+    "N_H = 1.e22  # hydrogen column density, cm^-2\n",
+    "dust_to_gas = 0.009  # dust-to-gas mass ratio\n",
+    "\n",
+    "# Dust mass column, in g cm^-2\n",
+    "# The factor 1.4 accounts for the presence of helium\n",
+    "dust_mass_column = N_H * 1.4 * c.m_p.to('g').value * dust_to_gas\n",
+    "\n",
+    "print(\"Dust mass column: {:.1e} g cm^-2\".format(dust_mass_column))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e1e2581",
+   "metadata": {},
+   "source": [
+    "## Grain Populations\n",
+    "\n",
+    "An `xdust` grain population ties together three ingredients: a grain **size distribution**, a grain **composition** (the optical constants of the material), and a **scattering model** (the physics used to compute how light interacts with the grains).\n",
+    "\n",
+    "By the end of this tutorial, you will be able to:\n",
+    "\n",
+    "- construct a `SingleGrainPop`, describing one grain composition and size distribution\n",
+    "- compute and plot its extinction, scattering, and absorption efficiencies\n",
+    "- combine several `SingleGrainPop` objects into a `GrainPop`, and work with it like a dictionary\n",
+    "- use the built-in helper functions `xdust.make_MRN` and `xdust.make_MRN_RGDrude` for common dust models\n",
+    "\n",
+    "### Constructing a SingleGrainPop\n",
+    "\n",
+    "`SingleGrainPop` accepts short string names for the size distribution, composition, and scattering model, so you can build a grain population in one line.\n",
+    "\n",
+    "**Size distributions:**\n",
+    "\n",
+    "- `'Grain'` -- a single grain size\n",
+    "- `'Powerlaw'`\n",
+    "- `'ExpCutoff'`\n",
+    "- `'Astrodust'` -- Astrodust size distribution from Hensley & Draine (2022)\n",
+    "- `'WD01'` -- Weingartner & Draine (2001) size distributions\n",
+    "\n",
+    "Any additional keyword arguments passed to `SingleGrainPop` are forwarded to the size distribution class.\n",
+    "\n",
+    "**Compositions:**\n",
+    "\n",
+    "- `'Drude'` -- the Drude approximation for the complex index of refraction\n",
+    "- `'Silicate'` -- silicate properties from Draine (2003)\n",
+    "- `'Graphite'` -- perpendicular graphite properties from Draine (2003)\n",
+    "\n",
+    "**Scattering models:**\n",
+    "\n",
+    "- `'RG'` -- the Rayleigh-Gans approximation (relevant for X-rays)\n",
+    "- `'Mie'` -- the Mie scattering algorithm of Bohren & Huffman"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "daf01df7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A power-law size distribution of silicate grains, using Mie scattering\n",
+    "silicate_pop = xdust.SingleGrainPop('Powerlaw', 'Silicate', 'Mie', md=dust_mass_column)\n",
+    "\n",
+    "# Run the extinction calculation for the UV-optical wavelength grid\n",
+    "silicate_pop.calculate_ext(UV_IR_grid)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ece558d",
+   "metadata": {},
+   "source": [
+    "The built-in `plot_ext` method plots the extinction properties of the grain population, integrated over its grain size distribution. It takes two required arguments: a matplotlib axis, and a string specifying which property to plot:\n",
+    "\n",
+    "- `'all'` -- scattering, absorption, and extinction\n",
+    "- `'sca'` -- scattering only\n",
+    "- `'abs'` -- absorption only\n",
+    "- `'ext'` -- extinction only (extinction = absorption + scattering)\n",
+    "\n",
+    "The `unit` keyword changes the units on the x-axis. Any other keyword arguments are passed to `matplotlib.pyplot.legend` when plotting `'all'`, or to `matplotlib.pyplot.plot` otherwise.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "003b938a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "silicate_pop.plot_ext(ax, 'all', unit='nm', frameon=False)\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3c6399a3",
+   "metadata": {},
+   "source": [
+    "Keyword arguments can be used to customize the appearance of each curve individually.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a13b88a5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "silicate_pop.plot_ext(ax, 'ext', color='g', lw=3, label='Extinction')\n",
+    "silicate_pop.plot_ext(ax, 'sca', color='b', lw=2, label='Scattering')\n",
+    "silicate_pop.plot_ext(ax, 'abs', color='r', lw=1, label='Absorption')\n",
+    "plt.ylabel(r'$\\tau$', size=16)\n",
+    "plt.loglog()\n",
+    "plt.legend(loc='upper right', frameon=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "daaa02f6",
+   "metadata": {},
+   "source": [
+    "### Customizing a SingleGrainPop\n",
+    "\n",
+    "The string shortcuts above initialize the composition and scattering model with their default parameters. To change a setting -- for example, a non-default value for a composition's `rho` -- construct the composition object yourself and pass it in directly.\n",
+    "\n",
+    "In fact, `SingleGrainPop` accepts either a string shortcut *or* an actual size distribution ({ref}`graindist`), composition ({ref}`composition`), or scattering model ({ref}`scatmodels`), for each of its three arguments.\n",
+    "\n",
+    "The example below creates separate populations for the perpendicular and parallel orientations of graphitic grains (see Draine 2003 for details), which requires constructing `CmGraphite` objects directly since there is no separate string shortcut for each orientation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "63f81956",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from xdust.graindist.composition import CmGraphite\n",
+    "\n",
+    "graphite_perp = xdust.SingleGrainPop('Powerlaw', CmGraphite(orient='perp'), 'Mie')\n",
+    "graphite_para = xdust.SingleGrainPop('Powerlaw', CmGraphite(orient='para'), 'Mie')\n",
+    "\n",
+    "graphite_perp.calculate_ext(UV_IR_grid)\n",
+    "graphite_para.calculate_ext(UV_IR_grid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "75ae1699",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "graphite_perp.plot_ext(ax, 'ext', unit='nm', color='k', ls='-', label='Perpendicular')\n",
+    "graphite_para.plot_ext(ax, 'ext', unit='nm', color='k', ls='--', label='Parallel')\n",
+    "plt.legend()\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "356ef264",
+   "metadata": {},
+   "source": [
+    "## Combining multiple SingleGrainPop objects into a GrainPop\n",
+    "\n",
+    "A `GrainPop` combines several `SingleGrainPop` objects and runs extinction calculations on all of them with a single method call. It behaves like a dictionary: each `SingleGrainPop` it contains is accessed by a key you choose when constructing it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8d3513f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Combine the two graphitic grain populations initialized above into a GrainPop dictionary\n",
+    "gra_dust_mix = xdust.GrainPop([graphite_perp, graphite_para], keys=['gra_perp', 'gra_para'])\n",
+    "\n",
+    "# Calculate the extinction for every SingleGrainPop in the mixture, in one call\n",
+    "gra_dust_mix.calculate_ext(UV_IR_grid)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d683b68a",
+   "metadata": {},
+   "source": [
+    "The `GrainPop.info()` method prints a short summary of the `SingleGrainPop` objects it contains.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "14bb32c3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gra_dust_mix.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0387f861",
+   "metadata": {},
+   "source": [
+    "The `GrainPop` extinction curves can be accessed individually or plotted in sum using the `plot_ext` method."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2e9387ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "\n",
+    "# Each SingleGrainPop is accessed using the key assigned above\n",
+    "gra_dust_mix['gra_perp'].plot_ext(ax, 'ext', color='g', label='Graphite (perpendicular)')\n",
+    "gra_dust_mix['gra_para'].plot_ext(ax, 'ext', color='b', label='Graphite (parallel)')\n",
+    "\n",
+    "# The GrainPop itself can be plotted the same way as a SingleGrainPop --\n",
+    "# this shows the sum of the silicate and graphite extinction\n",
+    "gra_dust_mix.plot_ext(ax, 'ext', color='k', lw=2, label='Total')\n",
+    "\n",
+    "ax.legend(loc='upper right', frameon=False)\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "516fe636",
+   "metadata": {},
+   "source": [
+    "## Helper functions for common dust models\n",
+    "\n",
+    "The `xdust.grainpop` module also provides ready-made `GrainPop` objects for two common dust models, so you don't need to assemble them by hand.\n",
+    "\n",
+    "### make_MRN\n",
+    "\n",
+    "`make_MRN` returns a mixture of silicate and graphite grains following a power-law size distribution with a maximum grain size of 0.3 micron (Mathis, Rumpl & Nordsieck 1977). Following Draine's recommendation, the graphitic grain population is split 1/3 parallel and 2/3 perpendicular; by default, 60% of the dust mass is silicate, following the recommendation in Corrales et al. (2016). Use the `fsil` keyword to change the silicate mass fraction.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "845a8588",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mrn = xdust.make_MRN(md=dust_mass_column)\n",
+    "mrn.calculate_ext(UV_IR_grid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d641dc53",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "mrn.plot_ext(ax, 'all', frameon=False)\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f85ce990",
+   "metadata": {},
+   "source": [
+    "The individual components can be plotted alongside the total by looping over `GrainPop.keys`, the same way you would iterate over the keys of a dictionary.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "599abf22",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "mrn.plot_ext(ax, 'ext', color='k', lw=2, label='total')\n",
+    "\n",
+    "print(\"GrainPop keys:\", mrn.keys)\n",
+    "\n",
+    "for key in mrn.keys:\n",
+    "    mrn[key].plot_ext(ax, 'ext', ls='--', label=key)\n",
+    "\n",
+    "ax.legend(loc='upper right', frameon=False)\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "da8a2d12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mrn.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68e2ae27",
+   "metadata": {},
+   "source": [
+    "### make_MRN_RGDrude\n",
+    "\n",
+    "The Drude approximation treats the complex index of refraction as if the solid were a mass of free electrons, making it relatively insensitive to the specific compound. `make_MRN_RGDrude` returns a `SingleGrainPop` using the `CmDrude` composition together with the Rayleigh-Gans scattering approximation, which is most relevant at X-ray wavelengths.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "34e93346",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mrn_xray = xdust.make_MRN_RGDrude(md=dust_mass_column)\n",
+    "mrn_xray.calculate_ext(xray_grid)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0c6f9673",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "mrn_xray.plot_ext(ax, 'all')\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "26a02c1e",
+   "metadata": {},
+   "source": [
+    "The plot above shows that the Rayleigh-Gans-plus-Drude approximation produces an extinction model that decays smoothly as $E^{-2}$. There is no absorption component in the RG-Drude model.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6ba4d1b4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mrn_xray.info()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "pygments_lexer": "ipython3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/tutorials/halos.ipynb b/docs/tutorials/halos.ipynb
new file mode 100644
index 0000000..0817c46
--- /dev/null
+++ b/docs/tutorials/halos.ipynb
@@ -0,0 +1,428 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "12e0a28d",
+   "metadata": {},
+   "source": [
+    "# Modeling X-ray dust scattering halos\n",
+    "\n",
+    "The `xdust.halos` module computes the surface brightness profile of an X-ray dust scattering halo under a variety of geometric assumptions. This functionality is provided by two subclasses of `xdust.halos.Halo`:\n",
+    "\n",
+    "- `xdust.halos.UniformGalHalo` assumes the scattering dust is distributed uniformly along the line of sight between the telescope and the X-ray point source.\n",
+    "- `xdust.halos.ScreenGalHalo` assumes the scattering dust is confined to an infinitesimally thin screen at position $x = 1 - d/D$, where $d$ is the distance from the telescope to the screen and $D$ is the distance from the telescope to the X-ray point source.\n",
+    "\n",
+    "See the {ref}`halos` module reference for the full API, including the `UniformGalHaloCP15` and `ScreenGalHaloCP15` shortcuts for the semi-analytic model of Corrales & Paerels (2015).\n",
+    "\n",
+    "By the end of this tutorial, you will be able to:\n",
+    "\n",
+    "- initialize a `UniformGalHalo` and a `ScreenGalHalo` over an energy and angle grid\n",
+    "- run a scattering halo calculation for a given `GrainPop`\n",
+    "- verify a halo calculation by integrating its surface brightness profile\n",
+    "- compute the halo intensity produced by an X-ray point-source spectrum\n",
+    "- slice a `Halo` object by energy, the same way you would slice a numpy array\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "15ffd05a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import astropy.units as u\n",
+    "import astropy.constants as c\n",
+    "\n",
+    "import xdust\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "082acd13",
+   "metadata": {},
+   "source": [
+    "## Setting up a scattering halo\n",
+    "\n",
+    "To initialize a scattering halo object, we need a grid of photon energies and a grid of angular distances (the angles at which the scattering halo is visible around the point source).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "740bf117",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_energy, n_theta = 50, 200\n",
+    "energy_grid = np.logspace(-1, 1, n_energy) * u.keV\n",
+    "theta_grid = np.logspace(-1, 4, n_theta) * u.arcsec\n",
+    "\n",
+    "uniform_halo = xdust.halos.UniformGalHalo(energy_grid, theta_grid)\n",
+    "screen_halo = xdust.halos.ScreenGalHalo(energy_grid, theta_grid)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4827a267",
+   "metadata": {},
+   "source": [
+    "To run the calculation, each halo also needs to know what kind of dust grains are doing the scattering -- their size distribution and composition, stored in a `xdust.GrainPop` object.\n",
+    "\n",
+    "Below, we use the Rayleigh-Gans-plus-Drude approximation, which treats a dust grain as a cloud of free electrons and is therefore relatively insensitive to grain composition (unlike Mie scattering). The `xdust.make_MRN_RGDrude` shortcut builds a standard power-law grain size distribution (Mathis, Rumpl & Nordsieck 1977) using the RG-Drude approximation.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "51df2c86",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dust_pop = xdust.make_MRN_RGDrude(md=1.e-6)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dab5cae8",
+   "metadata": {},
+   "source": [
+    "Now we run the `calculate` method for each halo, passing in the dust population.\n",
+    "\n",
+    "For the screen halo, we choose $x = 0.33$, meaning the dust screen sits two-thirds of the way along the line of sight between the telescope and the background X-ray point source. The `%%time` cell magic prints how long each calculation takes.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ee2a90ea",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "screen_halo.calculate(dust_pop, x=0.33)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22ff390d",
+   "metadata": {},
+   "source": [
+    "For dust distributed uniformly along the line of sight, the calculation instead integrates the scattering profile over many positions between the telescope and the point source. The `nx` keyword sets how fine that integration grid is -- try changing it to see how it affects both the calculation speed and the shape of the resulting profile (plotted below).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "18969f51",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%%time\n",
+    "uniform_halo.calculate(dust_pop, nx=100)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62ea9bc1",
+   "metadata": {},
+   "source": [
+    "## Plotting the surface brightness profile\n",
+    "\n",
+    "The results are stored in the `norm_int` attribute, with shape `(len(energy_grid), len(theta_grid))` -- the normalized intensity (surface brightness divided by flux) as a function of energy and angle. To see a single profile, pick an energy index.\n",
+    "\n",
+    "Below we plot an arbitrary energy index; try other values to see how the halo profile shape changes with energy.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c95fea26",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "i = 10\n",
+    "\n",
+    "plt.plot(theta_grid, screen_halo.norm_int[i, :], label='Screen halo')\n",
+    "plt.plot(theta_grid, uniform_halo.norm_int[i, :], label='Uniform halo')\n",
+    "plt.loglog()\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.title(\"Photon Energy = {:.2f}\".format(energy_grid[i]))\n",
+    "plt.xlabel(r\"Angular Distance from Point Source ({})\".format(theta_grid.unit))\n",
+    "plt.ylabel(r\"Normalized Intensity ({})\".format(screen_halo.norm_int.unit))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "719c478f",
+   "metadata": {},
+   "source": [
+    "## Verifying the halo calculation\n",
+    "\n",
+    "As a check, we can integrate the surface brightness profile stored in `norm_int` and confirm it reproduces the scattering optical depth (`taux`) at each energy.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ca53cab1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A 2D grid of theta values, matching the shape of norm_int\n",
+    "theta_grid_2d = np.repeat(theta_grid.reshape(1, n_theta), n_energy, axis=0)\n",
+    "\n",
+    "# Integrate the surface brightness profile over solid angle: 2*pi*theta*dtheta.\n",
+    "# Because the angles are small, sin(theta) -> theta, and since norm_int has\n",
+    "# units of arcsec^-2, theta_grid_2d can stay in arcsec.\n",
+    "integrated_uniform = np.trapezoid(\n",
+    "    uniform_halo.norm_int * 2.0 * np.pi * theta_grid_2d, theta_grid, axis=1)\n",
+    "integrated_screen = np.trapezoid(\n",
+    "    screen_halo.norm_int * 2.0 * np.pi * theta_grid_2d, theta_grid, axis=1)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "258c6101",
+   "metadata": {},
+   "source": [
+    "The plot below shows that integrating each normalized halo profile reproduces its `taux` value -- as expected in the optically thin regime ($\\tau_{\\rm sca} < 1$). Note that the uniform and screen halos share the same `taux` values, even though their profile shapes differ.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d4f703a6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.plot(energy_grid, uniform_halo.taux, 'rs', label='Uniform (taux)')\n",
+    "plt.plot(energy_grid, integrated_uniform, color='k', label='Uniform (integrated)')\n",
+    "\n",
+    "plt.plot(energy_grid, screen_halo.taux, 'bo', label='Screen (taux)')\n",
+    "plt.plot(energy_grid, integrated_screen, color='gray', label='Screen (integrated)')\n",
+    "\n",
+    "plt.loglog()\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.xlabel(str(energy_grid.unit))\n",
+    "plt.ylabel(r'X-ray Scattering Opacity ($\\tau_{\\rm sca}$)')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cde0a552",
+   "metadata": {},
+   "source": [
+    "We can also plot the fractional difference between the integrated profile and `taux` directly. A value of 0 means the integration exactly reproduces `taux`; in general this calculation is accurate to a few percent.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "aec475f9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.plot(energy_grid, integrated_uniform / uniform_halo.taux - 1.0, label='Uniform')\n",
+    "plt.plot(energy_grid, integrated_screen / screen_halo.taux - 1.0, label='Screen')\n",
+    "plt.legend()\n",
+    "plt.xlabel(str(energy_grid.unit))\n",
+    "plt.ylabel('Fractional Difference (integrated / taux - 1.0)')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee97d358",
+   "metadata": {},
+   "source": [
+    "## Computing halo intensity from a point-source spectrum\n",
+    "\n",
+    "The `Halo.calculate_intensity` method computes the total scattering halo intensity, summed over the energy grid stored in `Halo.lam`.\n",
+    "\n",
+    "Below, we construct a model spectrum with a shape similar to many Galactic X-ray binaries. `calculate_intensity` integrates using `numpy.sum`, so the input flux must be *bin-integrated* -- each point in the spectrum represents the total counts (or energy) within an energy bin centered on the corresponding `lam` value, not a specific flux density. Bin-integrated flux has units like counts/s/cm$^2$ (as opposed to a specific flux, which would have units of counts/s/cm$^2$/keV).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f9dd3933",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# An approximation of a typical Galactic X-ray binary spectrum\n",
+    "source_flux = (1.0 * np.power(energy_grid.value, -2.5) *\n",
+    "               np.exp(-0.1 * np.power(energy_grid.value, -3.5)) *\n",
+    "               u.Unit('ct s^-1 cm^-2'))\n",
+    "\n",
+    "plt.plot(energy_grid, source_flux)\n",
+    "plt.loglog()\n",
+    "plt.xlabel(str(energy_grid.unit))\n",
+    "plt.ylabel(str(source_flux.unit))\n",
+    "plt.ylim(1.e-12, 1.e3)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "493cce5e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "screen_halo.calculate_intensity(source_flux)\n",
+    "uniform_halo.calculate_intensity(source_flux)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0361d80d",
+   "metadata": {},
+   "source": [
+    "The result is stored in each halo's `intensity` attribute -- the surface brightness profile summed over all energies, as a 1D array with the same length as `theta_grid`. Note that the units carry through automatically from the input spectrum and `norm_int`.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d17c0e46",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.plot(theta_grid, screen_halo.intensity, label='Screen halo')\n",
+    "plt.plot(theta_grid, uniform_halo.intensity, label='Uniform halo')\n",
+    "plt.loglog()\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.xlabel(r\"Angular Distance from Point Source ({})\".format(theta_grid.unit))\n",
+    "plt.ylabel(str(screen_halo.intensity.unit))\n",
+    "plt.title(\"Scattering halo surface brightness ({:.2f} - {:.2f} keV)\".format(\n",
+    "    energy_grid[0].to('keV').value, energy_grid[-1].to('keV').value))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18b012a0",
+   "metadata": {},
+   "source": [
+    "To get the total flux contained in the scattering halo, integrate `intensity` over solid angle (again, $2\\pi\\theta\\,d\\theta$). Because both halos share the same `GrainPop` and dust mass column, they integrate to the same total flux, despite having different profile shapes.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "089200a6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "total_flux_uniform = np.trapezoid(uniform_halo.intensity * 2.0 * np.pi * theta_grid, theta_grid)\n",
+    "total_flux_screen = np.trapezoid(screen_halo.intensity * 2.0 * np.pi * theta_grid, theta_grid)\n",
+    "\n",
+    "print(\"Total flux in uniform scattering halo: {:.3f}\".format(total_flux_uniform))\n",
+    "print(\"Total flux in screen scattering halo: {:.3f}\".format(total_flux_screen))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9e93cfa6",
+   "metadata": {},
+   "source": [
+    "After `calculate_intensity` has run, the `fhalo` attribute gives the flux spectrum of the scattering halo itself, as a function of energy.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c5642bbd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.plot(energy_grid, source_flux, color='k', label='Input flux (absorbed)')\n",
+    "plt.plot(energy_grid, uniform_halo.fhalo, color='g', label='Uniform halo flux')\n",
+    "plt.plot(energy_grid, screen_halo.fhalo, color='b', ls='--', label='Screen halo flux')\n",
+    "plt.loglog()\n",
+    "plt.legend()\n",
+    "plt.ylim(1.e-12, 1e3)\n",
+    "plt.xlabel(str(energy_grid.unit))\n",
+    "plt.ylabel('Flux ({})'.format(uniform_halo.fhalo.unit))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e65ce83",
+   "metadata": {},
+   "source": [
+    "## Indexing and slicing a Halo\n",
+    "\n",
+    "A `Halo` object can be indexed or sliced much like a numpy array. Slicing returns a new `Halo` covering a sub-range of the original energy grid, with all of its calculated attributes (including `intensity`) carried over automatically.\n",
+    "\n",
+    "The slice bounds must be given in the same units used to define `Halo.lam` -- if `lam` was defined in keV, you cannot slice using Angstrom values.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53ad2374",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "low_energy_halo = uniform_halo[:3.0]   # everything below 3 keV\n",
+    "high_energy_halo = uniform_halo[3.0:]   # everything above 3 keV\n",
+    "\n",
+    "print(\"Low-energy slice: {:.2f} - {:.2f} keV\".format(\n",
+    "    low_energy_halo.lam[0].value, low_energy_halo.lam[-1].value))\n",
+    "print(\"High-energy slice: {:.2f} - {:.2f} keV\".format(\n",
+    "    high_energy_halo.lam[0].value, high_energy_halo.lam[-1].value))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "29c95d8b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.plot(low_energy_halo.lam, low_energy_halo.taux, 'rs', label='Low-energy slice')\n",
+    "plt.plot(high_energy_halo.lam, high_energy_halo.taux, 'gs', label='High-energy slice')\n",
+    "plt.plot(uniform_halo.lam, uniform_halo.taux, 'k-', label='Original halo')\n",
+    "plt.loglog()\n",
+    "plt.xlabel(str(low_energy_halo.lam.unit))\n",
+    "plt.ylabel('X-ray Scattering Opacity (taux)')\n",
+    "plt.legend()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7611a87c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.plot(low_energy_halo.theta, low_energy_halo.intensity,\n",
+    "         label='{:.2f}-{:.2f} keV'.format(low_energy_halo.lam[0].value, low_energy_halo.lam[-1].value))\n",
+    "plt.plot(high_energy_halo.theta, high_energy_halo.intensity,\n",
+    "         label='{:.2f}-{:.2f} keV'.format(high_energy_halo.lam[0].value, high_energy_halo.lam[-1].value))\n",
+    "plt.loglog()\n",
+    "plt.legend()\n",
+    "plt.xlabel(str(low_energy_halo.theta.unit))\n",
+    "plt.ylabel(str(high_energy_halo.intensity.unit))\n",
+    "plt.title(\"Uniform halo surface brightness profile\")\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "pygments_lexer": "ipython3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/tutorials/index.rst b/docs/tutorials/index.rst
new file mode 100644
index 0000000..ae4a0e9
--- /dev/null
+++ b/docs/tutorials/index.rst
@@ -0,0 +1,16 @@
+.. _tutorials:
+
+Tutorials
+=========
+
+These tutorials walk through the core *xdust* workflows step by step, building
+up from a single grain population to a full extinction calculation. They are
+a good starting point if you are new to the library.
+
+.. toctree::
+   :maxdepth: 1
+
+   quickstart
+   grainpop
+   scattering
+   halos
diff --git a/docs/tutorials/quickstart.ipynb b/docs/tutorials/quickstart.ipynb
new file mode 100644
index 0000000..ffec226
--- /dev/null
+++ b/docs/tutorials/quickstart.ipynb
@@ -0,0 +1,162 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "5a99ae8e",
+   "metadata": {},
+   "source": [
+    "# Quick start"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f8f04291",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import astropy.units as u\n",
+    "\n",
+    "import xdust"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c9f1258",
+   "metadata": {},
+   "source": [
+    "## Extinction curves\n",
+    "\n",
+    "To compute an extinction curve, start with a Grain Population (specifying a grian size distribution, composition, and scattering model). `SingleGrainPop` accepts short string names for the grain size distribution, composition, and scattering model. Here we use `'Powerlaw'` for the size distribution, `'Silicate'` for the composition (Draine 2003), and `'Mie'` for the scattering physics."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81af396e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A grid of wavelengths spanning the optical/UV\n",
+    "wavelength_grid = np.logspace(-1, 1, 100) * u.micron\n",
+    "\n",
+    "silicate_pop = xdust.SingleGrainPop('Powerlaw', 'Silicate', 'Mie')\n",
+    "silicate_pop.calculate_ext(wavelength_grid)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "239958b4",
+   "metadata": {},
+   "source": [
+    "The `plot_ext` method plots the extinction, scattering, and absorption efficiencies, integrated over the grain size distribution.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0c554355",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ax = plt.subplot(111)\n",
+    "silicate_pop.plot_ext(ax, 'all', frameon=False)\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f6953c2",
+   "metadata": {},
+   "source": [
+    "## An X-ray dust scattering halo for the same grain population\n",
+    "\n",
+    "X-ray scattering halos use the `xdust.halos` module, which needs an energy grid, an angular grid, and a `GrainPop` (here, our `silicate_pop`) to model. We compare two geometries:\n",
+    "\n",
+    "- `UniformGalHalo` -- dust distributed uniformly along the line of sight\n",
+    "- `ScreenGalHalo` -- dust confined to a thin screen at a fraction `x` of the distance to the source"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "68f067ef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# X-ray energy grid and angular grid for the halo calculation\n",
+    "n_energy, n_theta = 50, 200\n",
+    "energy_grid = np.logspace(-1, 1, n_energy) * u.keV\n",
+    "theta_grid = np.logspace(-1, 4, n_theta) * u.arcsec\n",
+    "\n",
+    "# Initialize the Halo objects for uniform and screen geometries\n",
+    "uniform_halo = xdust.halos.UniformGalHalo(energy_grid, theta_grid)\n",
+    "screen_halo = xdust.halos.ScreenGalHalo(energy_grid, theta_grid)\n",
+    "\n",
+    "dust_pop = xdust.make_MRN_RGDrude(md=1.e-6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "de93574b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Compute the scattering halo profiles\n",
+    "uniform_halo.calculate(dust_pop)\n",
+    "screen_halo.calculate(dust_pop, x=0.33)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d6964ad",
+   "metadata": {},
+   "source": [
+    "Both halos are calculated from the same grain population, so we can compare their surface brightness profiles directly. Below, we plot the normalized intensity at a single photon energy.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "f3509db2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "i=10\n",
+    "plt.plot(theta_grid, screen_halo.norm_int[i, :], label='Screen halo')\n",
+    "plt.plot(theta_grid, uniform_halo.norm_int[i, :], label='Uniform halo')\n",
+    "plt.loglog()\n",
+    "plt.legend()\n",
+    "\n",
+    "plt.title(\"Photon Energy = {:.2f}\".format(energy_grid[i]))\n",
+    "plt.xlabel(r\"Angular Distance from Point Source ({})\".format(theta_grid.unit))\n",
+    "plt.ylabel(r\"Normalized Intensity ({})\".format(screen_halo.norm_int.unit))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "66774e9a",
+   "metadata": {},
+   "source": [
+    "To compute the surface brightness, multiply each row [i,:] by the absorbed flux[i] in units of your choice (e.g., photon/s/cm$^2$). See the next pages in {ref}`tutorials` for a closer look at customizing grain populations, choosing scattering models, and working with halo intensities and point-source spectra."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "pygments_lexer": "ipython3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/tutorials/scattering.ipynb b/docs/tutorials/scattering.ipynb
new file mode 100644
index 0000000..8479a92
--- /dev/null
+++ b/docs/tutorials/scattering.ipynb
@@ -0,0 +1,446 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "0925ec42",
+   "metadata": {},
+   "source": [
+    "# Computing scattering and extinction efficiencies\n",
+    "\n",
+    "Different physical assumptions and numerical methods can be used to model how light propagates through a solid material. The `xdust.scatteringmodel` module provides several interchangeable scattering models:\n",
+    "\n",
+    "- `xdust.scatteringmodel.Mie()` -- the Bohren & Huffman (1983) Mie-scattering algorithm, sped up with vectorized computations. This can be demanding on RAM depending on the wavelength resolution and number of grain radii used, so some care is needed at high resolution.\n",
+    "- `xdust.scatteringmodel.RGscattering()` -- the Rayleigh-Gans approximation, relevant for grains much larger than the wavelength of light and relatively transparent to it (i.e. $|m - 1| \\ll 1$, where $m$ is the complex index of refraction).\n",
+    "- `xdust.scatteringmodel.PAH` -- reads and interpolates tables of extinction properties for polycyclic aromatic hydrocarbons (PAHs) from Li & Draine (2001).\n",
+    "\n",
+    "By the end of this tutorial, you will be able to:\n",
+    "\n",
+    "- run a scattering calculation with `RGscattering` and `Mie`\n",
+    "- understand the shape and meaning of the resulting efficiency arrays (`qsca`, `qabs`, `qext`, `diff`)\n",
+    "- compute and verify a differential scattering cross-section as a function of angle\n",
+    "- avoid exceeding available memory when using the `Mie` model\n",
+    "\n",
+    "To compute extinction, a scattering model needs a `xdust.graindist.composition.Composition` object (which supplies the optical constants of the compound) and an array of grain radii. If the grain radii have no attached units, they are assumed to be in microns.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "466c8134",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import astropy.units as u\n",
+    "import astropy.constants as c\n",
+    "\n",
+    "import xdust"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af05b09f",
+   "metadata": {},
+   "source": [
+    "## The Rayleigh-Gans model\n",
+    "\n",
+    "This example computes Rayleigh-Gans scattering using the Drude approximation for the index of refraction.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "75fa33dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Energy grid for the calculation\n",
+    "energy_grid = np.logspace(-1, 1, 30) * u.keV\n",
+    "\n",
+    "# A single grain size\n",
+    "grain_radius = np.array([1.0]) * u.micron\n",
+    "\n",
+    "# Angular grid, used later for the differential cross-section\n",
+    "theta_grid = np.logspace(-5., np.log10(np.pi), 1000) * u.rad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55d3c9f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A Composition object using the Drude approximation\n",
+    "drude = xdust.graindist.composition.CmDrude()\n",
+    "\n",
+    "# The Rayleigh-Gans scattering model\n",
+    "rg_model = xdust.scatteringmodel.RGscattering()\n",
+    "\n",
+    "rg_model.calculate(energy_grid, grain_radius, drude)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "43a7fa48",
+   "metadata": {},
+   "source": [
+    "The results of the calculation -- various attenuation efficiencies -- are stored as attributes on the `ScatteringModel` object. Efficiency is the physical cross-section divided by the geometric cross-section; for a spherical grain,\n",
+    "\n",
+    "$$ Q = \\frac{\\sigma}{\\pi a^2} $$\n",
+    "\n",
+    "where $\\sigma$ is the cross-section for the physical interaction (e.g. scattering) and $a$ is the grain radius. Efficiencies are unitless.\n",
+    "\n",
+    "- `ScatteringModel.qsca` -- scattering efficiency\n",
+    "- `ScatteringModel.qabs` -- absorption efficiency\n",
+    "- `ScatteringModel.qext` -- extinction efficiency (`qsca` + `qabs`)\n",
+    "- `ScatteringModel.diff` -- differential scattering cross-section, divided by the geometric cross-section\n",
+    "\n",
+    "`qsca`, `qabs`, and `qext` are 2-D arrays with shape `(NE, NA)`, where `NE` is the length of the input energy/wavelength grid and `NA` is the length of the input grain-size grid.\n",
+    "\n",
+    "`diff` is a 3-D array with shape `(NE, NA, NTH)`, where `NTH` is the length of the angular grid passed via the `theta` keyword of `ScatteringModel.calculate`.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b5410a4e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.plot(energy_grid, rg_model.qsca)\n",
+    "plt.loglog()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d4179e45",
+   "metadata": {},
+   "source": [
+    "The Rayleigh-Gans-plus-Drude approximation gives a scattering cross-section that decays as $E^{-2}$.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ba0d0daf",
+   "metadata": {},
+   "source": [
+    "## Computing a differential scattering cross-section\n",
+    "\n",
+    "To compute the differential cross-section as a function of angle, pass an array of angles via the `theta` keyword (with or without units -- unitless values are assumed to be radians). By default `theta` is `0`; you only need to supply it when you want scattering as a function of angle.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4edc622b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rg_with_angles = xdust.scatteringmodel.RGscattering()\n",
+    "rg_with_angles.calculate(energy_grid, grain_radius, drude, theta=theta_grid)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a53bb52d",
+   "metadata": {},
+   "source": [
+    "It helps to check the shape of the resulting arrays before working with them.\n",
+    "\n",
+    "`qsca` is, by definition, integrated over all scattering angles, so it depends only on energy/wavelength and grain radius -- its shape is `(len(energy_grid), len(grain_radius))`.\n",
+    "\n",
+    "`diff` also depends on angle, so its shape is `(len(energy_grid), len(grain_radius), len(theta_grid))`.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4fe23ef4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rg_with_angles.qsca.shape\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "19e0e278",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rg_with_angles.diff.shape\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6e78a818",
+   "metadata": {},
+   "source": [
+    "With only one grain radius in the grid, we always index the second dimension with `0`. Below, we compare the differential scattering cross-section at the lowest energy (index `0`) and the highest energy (index `-1`, the last value in `energy_grid`).\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7f8eee91",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "angle_unit = 'arcmin'\n",
+    "plt.plot(theta_grid.to(angle_unit), rg_with_angles.diff[0, 0, :], 'b-', lw=2, label=energy_grid[0])\n",
+    "plt.plot(theta_grid.to(angle_unit), rg_with_angles.diff[-1, 0, :], 'k--', lw=2, label=energy_grid[-1])\n",
+    "plt.title(\"Grain radius: {}\".format(grain_radius[0]))\n",
+    "plt.xlabel(r'$\\theta$ ({})'.format(angle_unit), size=12)\n",
+    "plt.ylabel(r'$dQ_{\\rm sca}/d\\Omega$ (ster$^{-1}$)', size=12)\n",
+    "plt.loglog()\n",
+    "plt.legend()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dee82f21",
+   "metadata": {},
+   "source": [
+    "As a check, the differential cross-section should integrate over solid angle to the same scattering efficiency computed above. This is generally accurate to within a few percent.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c434ab1f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "i = -1  # index of the energy value to check\n",
+    "integrand = np.trapezoid(\n",
+    "    rg_with_angles.diff[i, 0, :] * 2.0 * np.pi * np.sin(theta_grid.to('rad').value),\n",
+    "    theta_grid.to('rad').value,\n",
+    ")\n",
+    "\n",
+    "print(integrand / rg_with_angles.qsca[i, 0])\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4be70b26",
+   "metadata": {},
+   "source": [
+    "## The Mie model\n",
+    "\n",
+    "This example computes a Mie scattering model for silicate dust grains at a single wavelength.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e1344f22",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A visible wavelength\n",
+    "wavelength_V = 4500. * u.angstrom\n",
+    "\n",
+    "# A silicate composition\n",
+    "silicate = xdust.graindist.composition.CmSilicate()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "62c26e31",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mie_model = xdust.scatteringmodel.Mie()\n",
+    "mie_model.calculate(wavelength_V, grain_radius, silicate, theta=theta_grid)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2bd82dc",
+   "metadata": {},
+   "source": [
+    "With a single wavelength value, the shape of `diff` is worth checking again.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8c13870f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.shape(mie_model.diff)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e29443ad",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "angle_unit = 'rad'\n",
+    "plt.plot(theta_grid.to(angle_unit), mie_model.diff[0, 0, :])\n",
+    "plt.semilogy()\n",
+    "plt.xlabel(r'$\\theta$ ({})'.format(angle_unit), size=12)\n",
+    "plt.ylabel(r'$dQ_{\\rm sca}/d\\Omega$ (ster$^{-1}$)', size=12)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "139dd86b",
+   "metadata": {},
+   "source": [
+    "As before, verify that the differential cross-section integrates to the scattering efficiency.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "771490f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "check = np.trapezoid(\n",
+    "    mie_model.diff * 2.0 * np.pi * np.sin(theta_grid.to('rad').value),\n",
+    "    theta_grid.to('rad').value,\n",
+    ")\n",
+    "print(check / mie_model.qsca)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d5071f4d",
+   "metadata": {},
+   "source": [
+    "### Note: the Mie model can use a lot of memory\n",
+    "\n",
+    "The `Mie` model uses multi-dimensional array operations instead of for-loops, which is fast but can easily exceed the RAM available on a typical laptop or desktop and crash your system. To prevent this, `Mie.calculate` estimates the memory the computation would require *before* running it, and prints a warning instead of performing the calculation if that estimate exceeds a limit (8 GB by default, adjustable with the `memlim` keyword).\n",
+    "\n",
+    "The cell below is a deliberately unrealistic example -- an energy grid reaching 5 GeV, far outside any regime where dust scattering is physically relevant -- included only to demonstrate what the warning looks like. **This is expected behavior, not an error:** the calculation is intentionally skipped, and the resulting `qsca`, `qext`, `qabs`, `gsca`, and `diff` attributes are all set to `0.0` rather than the real arrays.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cc2db165",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Deliberately oversized grid, chosen only to trigger the memory-limit warning\n",
+    "oversized_energy_grid = np.linspace(1000., 5000., 2) * u.keV\n",
+    "oversized_radius_grid = np.linspace(0.1, 0.5, 20) * u.micron\n",
+    "\n",
+    "mie_oversized = xdust.scatteringmodel.Mie()\n",
+    "mie_oversized.calculate(oversized_energy_grid, oversized_radius_grid, silicate, theta=theta_grid)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6e22a59f",
+   "metadata": {},
+   "source": [
+    "If you have more RAM available and want to proceed anyway, raise `memlim` (in GB) to a value above the printed estimate:\n",
+    "\n",
+    "```python\n",
+    "mie_oversized = xdust.scatteringmodel.Mie()\n",
+    "mie_oversized.calculate(oversized_energy_grid, oversized_radius_grid, silicate, theta=theta_grid, memlim=8.3)\n",
+    "```\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "72b0d95d",
+   "metadata": {},
+   "source": [
+    "## A Mie scattering calculation with all three dimensions\n",
+    "\n",
+    "The example below uses a moderate grid so that energy/wavelength, grain radius, and scattering angle are all resolved with more than one value, which makes it easier to see how `diff` varies along each dimension.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "45426b6a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "wavelength_grid = np.linspace(1000., 5000., 5) * u.angstrom\n",
+    "radius_grid = np.linspace(0.1, 0.5, 20) * u.micron\n",
+    "\n",
+    "mie_grid = xdust.scatteringmodel.Mie()\n",
+    "mie_grid.calculate(wavelength_grid, radius_grid, silicate, theta=theta_grid)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a0543a84",
+   "metadata": {},
+   "source": [
+    "Compare the differential scattering cross-section at two different wavelengths (same grain radius):\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a8da46af",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "angle_unit = 'rad'\n",
+    "plt.plot(theta_grid.to(angle_unit), mie_grid.diff[0, 0, :], label=wavelength_grid[0])\n",
+    "plt.plot(theta_grid.to(angle_unit), mie_grid.diff[-1, 0, :], label=wavelength_grid[-1])\n",
+    "plt.semilogy()\n",
+    "\n",
+    "plt.title(\"Grain radius: {}\".format(radius_grid[0]), size=12)\n",
+    "plt.xlabel(r'$\\theta$ ({})'.format(angle_unit), size=12)\n",
+    "plt.ylabel(r'$dQ_{\\rm sca}/d\\Omega$ (ster$^{-1}$)', size=12)\n",
+    "plt.legend()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "465b1efa",
+   "metadata": {},
+   "source": [
+    "...or at two different grain sizes (same wavelength):\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b5fbecfa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "angle_unit = 'rad'\n",
+    "plt.plot(theta_grid.to(angle_unit), mie_grid.diff[0, 0, :], label=radius_grid[0])\n",
+    "plt.plot(theta_grid.to(angle_unit), mie_grid.diff[0, -1, :], label=radius_grid[-1])\n",
+    "plt.semilogy()\n",
+    "\n",
+    "plt.title(\"Wavelength: {}\".format(wavelength_grid[0]), size=12)\n",
+    "plt.xlabel(r'$\\theta$ ({})'.format(angle_unit), size=12)\n",
+    "plt.ylabel(r'$dQ_{\\rm sca}/d\\Omega$ (ster$^{-1}$)', size=12)\n",
+    "plt.legend()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "pygments_lexer": "ipython3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/examples/giant_grains.ipynb b/examples/giant_grains.ipynb
index 7262f10..8257d24 100644
--- a/examples/giant_grains.ipynb
+++ b/examples/giant_grains.ipynb
@@ -7,9 +7,7 @@
    "outputs": [],
    "source": [
     "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "%matplotlib inline"
+    "import matplotlib.pyplot as plt"
    ]
   },
   {
@@ -18,8 +16,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from newdust.graindist import *\n",
-    "from newdust import *"
+    "import astropy.constants as c\n",
+    "from xdust.graindist import composition\n",
+    "from xdust import *"
    ]
   },
   {
@@ -29,7 +28,7 @@
    "outputs": [],
    "source": [
     "A0  = 10.0\n",
-    "MD  = 1.e22 * constants.m_p * 0.009  # g cm^-2\n",
+    "MD  = 1.e22 * c.m_p.to('g').value * 0.009  # g cm^-2\n",
     "\n",
     "SIL      = composition.CmSilicate()\n",
     "GRA_para = composition.CmGraphite(orient='para')\n",
@@ -54,9 +53,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "plt.plot(EVALS, SIL.ip(EVALS, unit='kev'), 'g', label='Silicate')\n",
-    "plt.plot(EVALS, GRA_para.ip(EVALS, unit='kev'), 'b--', label='Graphite (parallel)')\n",
-    "plt.plot(EVALS, GRA_perp.ip(EVALS, unit='kev'), 'b:', label='Graphite (perpendicular)')\n",
+    "plt.plot(EVALS, SIL.ip(EVALS), 'g', label='Silicate')\n",
+    "plt.plot(EVALS, GRA_para.ip(EVALS), 'b--', label='Graphite (parallel)')\n",
+    "plt.plot(EVALS, GRA_perp.ip(EVALS), 'b:', label='Graphite (perpendicular)')\n",
     "plt.loglog()\n",
     "plt.xlabel(\"Energy (keV)\", size=14)\n",
     "plt.ylabel(\"Imaginary part\", size=14)"
@@ -68,9 +67,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "plt.plot(EVALS, 1.0 - SIL.rp(EVALS, unit='kev'), 'g', label='Silicate')\n",
-    "plt.plot(EVALS, 1.0 - GRA_para.rp(EVALS, unit='kev'), 'b--', label='Graphite (parallel)')\n",
-    "plt.plot(EVALS, 1.0 - GRA_perp.rp(EVALS, unit='kev'), 'b:', label='Graphite (perpendicular)')\n",
+    "plt.plot(EVALS, 1.0 - SIL.rp(EVALS), 'g', label='Silicate')\n",
+    "plt.plot(EVALS, 1.0 - GRA_para.rp(EVALS), 'b--', label='Graphite (parallel)')\n",
+    "plt.plot(EVALS, 1.0 - GRA_perp.rp(EVALS), 'b:', label='Graphite (perpendicular)')\n",
     "plt.loglog()\n",
     "plt.xlabel(\"Energy (keV)\", size=14)\n",
     "plt.ylabel(\"1 - Real part\", size=14)"
@@ -92,8 +91,8 @@
    "outputs": [],
    "source": [
     "ABIG  = 1.0\n",
-    "big_sil = SingleGrainPop('Grain', 'Silicate', 'Mie', amax=ABIG, md=MD)\n",
-    "big_gra = SingleGrainPop('Grain', 'Graphite', 'Mie', amax=ABIG, md=MD)"
+    "big_sil = SingleGrainPop('Grain', 'Silicate', 'Mie', rad=ABIG, md=MD)\n",
+    "big_gra = SingleGrainPop('Grain', 'Graphite', 'Mie', rad=ABIG, md=MD)"
    ]
   },
   {
@@ -103,7 +102,7 @@
    "outputs": [],
    "source": [
     "%%time\n",
-    "big_sil.calculate_ext(EVALS, unit='kev', theta=THVALS)"
+    "big_sil.calculate_ext(EVALS, theta=THVALS)"
    ]
   },
   {
@@ -113,7 +112,7 @@
    "outputs": [],
    "source": [
     "%%time\n",
-    "big_gra.calculate_ext(EVALS, unit='kev', theta=THVALS)"
+    "big_gra.calculate_ext(EVALS, theta=THVALS)"
    ]
   },
   {
@@ -148,24 +147,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "inds = [0, 50, -10]\n",
-    "ms   = dict(zip(inds,['d','o','s']))\n",
-    "for i in inds:\n",
-    "    plt.plot(THVALS, big_sil.int_diff[i], 'g', ls='',\n",
-    "             marker=ms[i], markersize=10, label='%.2f keV' % EVALS[i])\n",
-    "    plt.plot(THVALS, big_gra.int_diff[i], 'b', ls='', marker=ms[i], markersize=10)\n",
-    "plt.loglog()\n",
-    "plt.legend(loc='lower left', frameon=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "giant_sil = SingleGrainPop('Grain', 'Silicate', 'Mie', amax=A0, md=MD)\n",
-    "giant_gra = SingleGrainPop('Grain', 'Graphite', 'Mie', amax=A0, md=MD)"
+    "giant_sil = SingleGrainPop('Grain', 'Silicate', 'Mie', rad=A0, md=MD)\n",
+    "giant_gra = SingleGrainPop('Grain', 'Graphite', 'Mie', rad=A0, md=MD)"
    ]
   },
   {
@@ -175,7 +158,7 @@
    "outputs": [],
    "source": [
     "%%time\n",
-    "giant_sil.calculate_ext(EVALS, unit='kev', theta=THVALS)"
+    "giant_sil.calculate_ext(EVALS, theta=THVALS)"
    ]
   },
   {
@@ -185,7 +168,7 @@
    "outputs": [],
    "source": [
     "%%time\n",
-    "giant_gra.calculate_ext(EVALS, unit='kev', theta=THVALS)"
+    "giant_gra.calculate_ext(EVALS, theta=THVALS)"
    ]
   },
   {
@@ -197,7 +180,7 @@
     "ax = plt.subplot(111)\n",
     "giant_sil.plot_ext(ax, 'all')\n",
     "plt.loglog()\n",
-    "ax.set_ylim(0.01, 2)\n",
+    "ax.set_ylim(0.001, 0.1)\n",
     "plt.title('Silicate')"
    ]
   },
@@ -210,26 +193,10 @@
     "ax = plt.subplot(111)\n",
     "giant_gra.plot_ext(ax, 'all')\n",
     "plt.loglog()\n",
-    "ax.set_ylim(0.01, 2)\n",
+    "ax.set_ylim(0.001, 0.2)\n",
     "plt.title('Graphite')"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "inds = [0, 50, -10]\n",
-    "ms   = dict(zip(inds,['d','o','s']))\n",
-    "for i in inds:\n",
-    "    plt.plot(THVALS, giant_sil.int_diff[i], 'g', ls='',\n",
-    "             marker=ms[i], markersize=10, label='%.2f keV' % EVALS[i])\n",
-    "    plt.plot(THVALS, giant_gra.int_diff[i], 'b', ls='', marker=ms[i], markersize=10)\n",
-    "plt.loglog()\n",
-    "plt.legend(loc='lower left', frameon=False)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -250,7 +217,7 @@
     "giant_sil.plot_ext(ax, 'abs', color='g', lw=2, label='10 um sil')\n",
     "plt.loglog()\n",
     "plt.xlim(0.1, 20)\n",
-    "plt.ylim(0.001, 2)\n",
+    "plt.ylim(0.001, 1)\n",
     "plt.title(\"Absorption\")\n",
     "plt.legend(loc='lower left', frameon=False)"
    ]
@@ -265,7 +232,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "xdust-test",
    "language": "python",
    "name": "python3"
   },
@@ -279,7 +246,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.2"
+   "version": "3.14.5"
   }
  },
  "nbformat": 4,
diff --git a/examples/plot_cmindex.ipynb b/examples/plot_cmindex.ipynb
index 89ca07f..f285c9d 100644
--- a/examples/plot_cmindex.ipynb
+++ b/examples/plot_cmindex.ipynb
@@ -2,16 +2,14 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
-    "import astropy.units as u\n",
-    "\n",
-    "%matplotlib inline"
+    "import astropy.units as u"
    ]
   },
   {
@@ -23,17 +21,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Load the composition module\n",
-    "from newdust.graindist import composition"
+    "from xdust.graindist import composition"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -51,32 +49,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "cm_drude = composition.CmDrude()\n",
     "\n",
@@ -94,32 +69,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Change the x-axis units to some other unit\n",
     "ax = plt.subplot(111)\n",
@@ -145,32 +97,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Load the silicate properties and plot them\n",
     "cm_silicate = composition.CmSilicate()\n",
@@ -184,32 +113,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[]"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Now I can plot the real and imaginary parts interpolated on a new energy grid\n",
     "ax = plt.subplot(111)\n",
@@ -219,32 +125,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x1194f4d60>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Or I can plot them on a new wavelength grid\n",
     "ax = plt.subplot(111)\n",
@@ -262,32 +145,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(2.1246341027137867e-05, 361757.16647787386)"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Now do the same for graphite\n",
     "gtest = composition.CmGraphite()\n",
@@ -301,32 +161,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x118643be0>"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Now interpolate it onto an energy grid\n",
     "ax = plt.subplot(111)\n",
@@ -335,6 +172,13 @@
     "plt.legend(loc='upper right', frameon=False)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -345,9 +189,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "newdust-dev",
+   "display_name": "xdust-test",
    "language": "python",
-   "name": "newdust-dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -359,7 +203,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.14.5"
   }
  },
  "nbformat": 4,
diff --git a/examples/plot_graindist.ipynb b/examples/plot_graindist.ipynb
index 73c3f4b..e456790 100644
--- a/examples/plot_graindist.ipynb
+++ b/examples/plot_graindist.ipynb
@@ -9,16 +9,14 @@
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
-    "import astropy.units as u\n",
-    "\n",
-    "%matplotlib inline"
+    "import astropy.units as u"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This notebook describes how to set up a grain size distribution: `newdust.graindist.GrainDist`. Grain size distributions combine the size distribution (number density distribution of dust grains with different radii, $a$) with the material properties of the grain (such as `rho`, provided by `newdust.graindist.composition`. It does not matter what the composition of the dust grains are, except for the material density of those grains."
+    "This notebook describes how to set up a grain size distribution: `xdust.graindist.GrainDist`. Grain size distributions combine the size distribution (number density distribution of dust grains with different radii, $a$) with the material properties of the grain (such as `rho`, provided by `xdust.graindist.composition`. It does not matter what the composition of the dust grains are, except for the material density of those grains."
    ]
   },
   {
@@ -27,7 +25,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from newdust import graindist"
+    "from xdust import graindist"
    ]
   },
   {
@@ -48,19 +46,21 @@
    "source": [
     "## Making a GrainDist object from scratch\n",
     "\n",
-    "There are a few shortcuts for setting up grain distributions (which connect a size distribution function in the `newdust.graindist.sizedist` module with the material properties of the grain, such as density, in th `newdust.graindist.composition` module). Here, we will show how to set them up together by hand.\n",
+    "There are a few shortcuts for setting up grain distributions (which connect a size distribution function in the `xdust.graindist.sizedist` module with the material properties of the grain, such as density, in the `xdust.graindist.composition` module). Here, we will show how to set them up together by hand.\n",
     "\n",
-    "First, one must choose a function for the grain size distribution. There are three built-in `newdust.sizedist` classes:\n",
+    "First, one must choose a function for the grain size distribution. There are five built-in `xdust.sizedist` classes:\n",
     "\n",
-    "* **Grain** (`newdust.graindist.sizedist.Grain`): A single grain size distribution consisting solely of grains with radius `a`\n",
-    "* **Powerlaw** (`newdust.graindist.sizedist.Powerlaw`): A power law distribution of grains with radii between `amin` and `amax` and a power law slope of negative `p`. Use the keyword `na` to set the number of grid points to use for the grain radii, `a`.\n",
-    "* **ExpCutoff** (`newdust.graindist.sizedist.ExpCutoff`): A power law with an exponential cutoff, which describes a continuous distribution of grains with radii starting with `amin` and following a power law slope of negative `p`. The radius `acut` is used to taper the grain size distribution on the large end of the distribution. This grain size distibution follows the formula:\n",
+    "* **Grain** (`xdust.graindist.sizedist.Grain`): A single grain size distribution consisting solely of grains with radius `a`\n",
+    "* **Powerlaw** (`xdust.graindist.sizedist.Powerlaw`): A power law distribution of grains with radii between `amin` and `amax` and a power law slope of negative `p`. Use the keyword `na` to set the number of grid points to use for the grain radii, `a`.\n",
+    "* **ExpCutoff** (`xdust.graindist.sizedist.ExpCutoff`): A power law with an exponential cutoff, which describes a continuous distribution of grains with radii starting with `amin` and following a power law slope of negative `p`. The radius `acut` is used to taper the grain size distribution on the large end of the distribution. This grain size distibution follows the formula:\n",
     "$$ \\frac{dn}{da} \\propto a^{-p} \\exp(-a/a_{\\rm cut})$$\n",
     "The maximum grain size evaluated for the distribution is `nfold` $\\times$ `acut`\n",
+    "* **Astrodust** (`xdust.graindist.sizedist.Astrodust`): The astrodust grain size distribution from Hensley & Draine (2022). Uses a log-spaced grid between `amin` and `amax` (controlled by `na`).\n",
+    "* **WD01** (`xdust.graindist.sizedist.WD01`): The Weingartner & Draine (2001) grain size distribution for either silicate or carbonaceous grains. Parameterized by `galaxy` (default `'MW'`), `RV` (3.1, 4.0, or 5.5), and `form` (`'silicate'` or `'graphite'`).\n",
     "\n",
-    "Continuous distributions (`Powerlaw` and `ExpCutoff`) have units of `mdens` in g cm$^{-2}$ $\\mu$m$^{-1}$ and `ndens` in cm$^{-2}$ $\\mu$m$^{-1}$. The single grain size distribution, `Grain` has units of `mdens` in g cm$^{-2}$ and `ndens` in cm$^{-2}$.\n",
+    "Continuous distributions (`Powerlaw`, `ExpCutoff`, `Astrodust`, and `WD01`) have units of `mdens` in $\\text{g cm}^{-2}\\ \\mu\\text{m}^{-1}$ and `ndens` in $\\text{cm}^{-2}\\ \\mu\\text{m}^{-1}$. The single grain size distribution, `Grain` has units of `mdens` in $\\text{g cm}^{-2}$ and `ndens` in $\\text{cm}^{-2}$.\n",
     "\n",
-    "The input parameter `md` provides the total integrated dust mass column in g cm$^{-2}$. The grain size distributions are automatically normalized so that `mdens` will integrate over the grain radius values to return `md`."
+    "The input parameter `md` provides the total integrated dust mass column in $\\text{g cm}^{-2}$. The grain size distributions are automatically normalized so that `mdens` will integrate over the grain radius values to return `md`."
    ]
   },
   {
@@ -70,12 +70,14 @@
    "outputs": [],
    "source": [
     "# To completely customize your grain size distribution, \n",
-    "# you must first set up a newdust.sizedist object\n",
+    "# you must first set up a xdust.sizedist object\n",
     "\n",
     "# This only provides the functional form of the grain size distribution\n",
     "# It does not connect to the composition or density of the dust grains\n",
     "MRN  = graindist.sizedist.Powerlaw(amax=AMAX)\n",
     "ECUT = graindist.sizedist.ExpCutoff(acut=AMAX)\n",
+    "ASTODUST = graindist.sizedist.Astrodust()\n",
+    "WD01 = graindist.sizedist.WD01(form='silicate')\n",
     "\n",
     "# Next, you much specify a composition for the grains\n",
     "# Composition provides the material density, `rho`, which is needed to translate\n",
@@ -90,8 +92,10 @@
    "outputs": [],
    "source": [
     "# Here we combine the sizedist and composition objects to define a GrainDist object\n",
-    "gd_mrn  = graindist.GrainDist(MRN, SIL, md=MD, custom=True) # typical powerlaw (MRN)\n",
-    "gd_ecut = graindist.GrainDist(ECUT, SIL, md=MD, custom=True) # MRN with an exponential cut-off"
+    "gd_mrn  = graindist.GrainDist(MRN, SIL, md=MD)  # typical powerlaw (MRN)\n",
+    "gd_ecut = graindist.GrainDist(ECUT, SIL, md=MD)  # MRN with an exponential cut-off\n",
+    "gd_astrodust = graindist.GrainDist(ASTODUST, SIL, md=MD)  # Astrodust distribution\n",
+    "gd_wd01 = graindist.GrainDist(WD01, SIL, md=MD)  # WD01 distribution"
    ]
   },
   {
@@ -150,24 +154,28 @@
    "source": [
     "## Making a GrainDist object with helper function\n",
     "\n",
-    "Instead of supplying the `newdust.graindist.sizedist` and `newdust.graindist.composition` objects directly, you can provide strings. \n",
+    "Instead of supplying the `xdust.graindist.sizedist` and `xdust.graindist.composition` objects directly, you can provide strings. \n",
     "\n",
     "Options for the size distribution function:\n",
     "+ \"Grain\"\n",
     "+ \"Powerlaw\"\n",
     "+ \"ExpCutoff\"\n",
+    "+ \"Astrodust\"\n",
+    "+ \"WD01\"\n",
     "\n",
     "Options for the composition:\n",
     "+ \"Silicate\" - uses Draine (2003) silicate properties\n",
     "+ \"Graphite\" - uses Draine (2003) graphite properties, perpendicular orientation\n",
     "+ \"Drude\" - uses the Drude approximation\n",
     "\n",
-    "You can also use the keywords `amax` and `rho` to customize. The `rho` keyword value is used to initiate the composition objct. The `amax` keyword value is used to initiate the size distribution function, and acts differently depending on the size distribution you picked:\n",
-    "+ Grain: amax sets the singular grain size\n",
-    "+ Powerlaw: amax sets the maximum grain size in the distribution\n",
-    "+ ExpCutoff: amax sets the `acut` value\n",
+    "You can also use the keywords `amax` and `rho` to customize. The `rho` keyword value is used to initiate the composition object. The `amax` keyword value is used to initiate the `Powerlaw`, `Grain`, `Astrodust`, and `WD01` size distribution functions:\n",
+    "+ Grain: `amax` sets the singular grain size\n",
+    "+ Powerlaw: `amax` sets the maximum grain size in the distribution\n",
+    "+ ExpCutoff: use `acut` to set the exponential cut-off grain radius\n",
+    "+ Astrodust: `amax` sets the maximum grain size in the distribution\n",
+    "+ WD01: use `galaxy`, `RV`, and `form` to select the model parameters\n",
     "\n",
-    "Any other keywords provided to the `newdust.graindist.GrainDist` are used to initiate the size distribution."
+    "Any other keywords provided to `xdust.graindist.GrainDist` are passed to the size distribution constructor."
    ]
   },
   {
@@ -179,7 +187,9 @@
     "# To use the shortcuts, provide the name of the sizedist class you want to use, as a string\n",
     "# You can also provide the grain composition as a string: 'Silicate', 'Graphite', or 'Drude'\n",
     "gd_mrn2 = graindist.GrainDist('Powerlaw', 'Silicate', amax=AMAX, rho=RHO, md=MD)\n",
-    "gd_ecut2 = graindist.GrainDist('ExpCutoff', 'Silicate', amax=AMAX, rho=RHO, md=MD)"
+    "gd_ecut2 = graindist.GrainDist('ExpCutoff', 'Silicate', acut=AMAX, rho=RHO, md=MD)\n",
+    "gd_astrodust2 = graindist.GrainDist('Astrodust', 'Silicate', rho=RHO, md=MD)\n",
+    "gd_wd01_2 = graindist.GrainDist('WD01', 'Silicate', form='silicate', rho=RHO, md=MD)"
    ]
   },
   {
@@ -195,10 +205,18 @@
     "gd_mrn2.plot(ax, color='r', lw=2, ls='--', label='Powerlaw')\n",
     "\n",
     "# And we get the same ExpCutoff distribution as before\n",
-    "gd_ecut.plot(ax, color='k', alpha=0.5, lw=2, label='')\n",
+    "gd_ecut.plot(ax, color='k', lw=2, label='')\n",
     "gd_ecut2.plot(ax, color='b', lw=2, ls='--', label='Exponential Cutoff')\n",
     "\n",
-    "plt.legend(loc='upper left', frameon=False)"
+    "# And we can also plot the Astrodust and WD01 distributions\n",
+    "gd_astrodust.plot(ax, color='k', lw=2, label='')\n",
+    "gd_astrodust2.plot(ax, color='g', lw=2, ls='--', label='Astrodust')\n",
+    "\n",
+    "gd_wd01.plot(ax, color='k', lw=2, label='')\n",
+    "gd_wd01_2.plot(ax, color='m', lw=2, ls='--', label='WD01')\n",
+    "\n",
+    "plt.legend(loc='upper left', frameon=False)\n",
+    "plt.ylim(100, 1.e6)"
    ]
   },
   {
@@ -207,7 +225,7 @@
    "source": [
     "### Note that the values used in this example are different from the defaults\n",
     "\n",
-    "Silicate has a default grain material density of 3.8 g cm$^{-3}$. If you don't define `rho`, there is a default value for each."
+    "Silicate has a default grain material density of $3.8\\ \\text{g cm}^{-3}$. If you don't define `rho`, there is a default value for each."
    ]
   },
   {
@@ -245,9 +263,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Hybride method for initiating a Grain Distribution\n",
+    "### Hybrid method for initiating a Grain Distribution\n",
     "\n",
-    "As described above, most of the keyword arguments provided to `newdust.graindist.GrainDist` are passed to the size distribution function. In the example below, I set up a power law distribution that extends to larger dust grain sizes than the default MRN function. I set the amax value to a number that is two times larger than the maximum value in `gd_mrn`.\n",
+    "As described above, most of the keyword arguments provided to `xdust.graindist.GrainDist` are passed to the size distribution function. In the example below, I set up a power law distribution that extends to larger dust grain sizes than the default MRN function. I set the amax value to a number that is two times larger than the maximum value in `gd_mrn`.\n",
     "\n",
     "I also change the number of grain radii used to sample the distribution using the keyword `na` (i.e., the number of grain radius $a$ values used to evaluate the size distribution function). I also make it so that the size distribution is uniformly sampled over log-space (instead of linear) by setting the keyword `log=True`.\n",
     "\n",
@@ -283,7 +301,7 @@
    "source": [
     "## Look at the mass density distribution of dust grains\n",
     "\n",
-    "The `md` attribute contains the total dust mass, but the `mdens` attribute (for continuous distributions like `Powerlaw` and `ExpCutoff`) has units of g cm$^{-2}$ um$^{-1}$ and will integrate to the total mass column."
+    "The `md` attribute contains the total dust mass, but the `mdens` attribute (for continuous distributions like `Powerlaw` and `ExpCutoff`) has units of $\\text{g cm}^{-2}\\ \\mu\\text{m}^{-1}$ and will integrate to the total mass column."
    ]
   },
   {
@@ -295,31 +313,13 @@
     "# Plot mdens to show that it is a continuous distribution\n",
     "plt.plot(gd_mrn.a, gd_mrn.mdens, 'k-', label='Powerlaw')\n",
     "plt.plot(gd_ecut.a, gd_ecut.mdens, 'b-', label='ExpCutoff')\n",
+    "plt.plot(gd_astrodust.a, gd_astrodust.mdens, 'g-', label='Astrodust')\n",
+    "plt.plot(gd_wd01.a, gd_wd01.mdens, 'm-', label='WD01')\n",
     "plt.loglog()\n",
     "plt.xlabel('Radius (um)')\n",
     "plt.ylabel('Mass density (g cm$^{-2}$ um$^{-1}$)')\n",
-    "plt.legend(loc='upper right', frameon=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Single grain size plots are un-informative\n",
-    "\n",
-    "You can plot them, but it's just a single point! Also nthe units displayed in the plot are technically wrong. The `ndens` units for a `newdust.graindist.sizedist.Grain` object is number density ($cm^{-2}$) while continuous size distributions have units of $cm^{-2}$ $\\mu$m$^{-1}$, because they are meant to be integrated."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "gd_single = graindist.GrainDist('Grain', 'Silicate', amax=AMAX)\n",
-    "\n",
-    "ax = plt.subplot(111)\n",
-    "gd_single.plot(ax, marker='o')"
+    "plt.legend(loc='upper right', frameon=False)\n",
+    "plt.ylim(1.e-7, 1.e-3)"
    ]
   },
   {
@@ -339,9 +339,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "newdust-dev",
+   "display_name": "xdust-test",
    "language": "python",
-   "name": "newdust-dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -353,7 +353,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.14.5"
   }
  },
  "nbformat": 4,
diff --git a/examples/plot_grainpop.ipynb b/examples/plot_grainpop.ipynb
index ee897a8..57e0201 100644
--- a/examples/plot_grainpop.ipynb
+++ b/examples/plot_grainpop.ipynb
@@ -10,9 +10,7 @@
     "import matplotlib.pyplot as plt\n",
     "\n",
     "import astropy.units as u\n",
-    "import astropy.constants as c\n",
-    "\n",
-    "%matplotlib inline"
+    "import astropy.constants as c"
    ]
   },
   {
@@ -21,10 +19,10 @@
    "source": [
     "# GrainPop demo\n",
     "\n",
-    "A `newdust` Grain Population ties together the size distribution, composition, and scattering model physics. There are two types of Grain Populations classes provided:\n",
+    "An `xdust` Grain Population ties together the size distribution, composition, and scattering model physics. There are two types of Grain Populations classes provided:\n",
     "\n",
-    "* `newdust.SingleGrainPop` describes a single grain composition type\n",
-    "* `newdust.GrainPop` is a collection of `SingleGrainPop` objects, and acts much like a dictionary"
+    "* `xdust.SingleGrainPop` describes a single grain composition type\n",
+    "* `xdust.GrainPop` is a collection of `SingleGrainPop` objects, and acts much like a dictionary"
    ]
   },
   {
@@ -33,7 +31,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import newdust"
+    "import xdust"
    ]
   },
   {
@@ -65,6 +63,8 @@
     "* 'Grain' - a single grain size\n",
     "* 'Powerlaw'\n",
     "* 'ExpCutoff'\n",
+    "* 'Astrodust'\n",
+    "* 'WD01'\n",
     "* Any additional keywords provided to `SingleGrainPop` will be passed to the grain size distribution class\n",
     "\n",
     "**Compositions:**\n",
@@ -84,7 +84,7 @@
    "outputs": [],
    "source": [
     "# Initialize the grain population\n",
-    "sgpop = newdust.SingleGrainPop('Powerlaw', 'Silicate', 'Mie', md=MD)\n",
+    "sgpop = xdust.SingleGrainPop('Powerlaw', 'Silicate', 'Mie', md=MD)\n",
     "\n",
     "# Run the extinction calculation on the grid of wavelengths\n",
     "sgpop.calculate_ext(LAMVALS)"
@@ -177,7 +177,7 @@
    "outputs": [],
    "source": [
     "# Here, I import the CmGraphite class into the notebook's top namespace, for ease of reference\n",
-    "from newdust.graindist.composition import CmGraphite"
+    "from xdust.graindist.composition import CmGraphite"
    ]
   },
   {
@@ -187,8 +187,8 @@
    "outputs": [],
    "source": [
     "# Initialize the SingleGrainPop objects\n",
-    "gra_perp = newdust.SingleGrainPop('Powerlaw', CmGraphite(orient='perp'), 'Mie')\n",
-    "gra_para = newdust.SingleGrainPop('Powerlaw', CmGraphite(orient='para'), 'Mie')\n",
+    "gra_perp = xdust.SingleGrainPop('Powerlaw', CmGraphite(orient='perp'), 'Mie')\n",
+    "gra_para = xdust.SingleGrainPop('Powerlaw', CmGraphite(orient='para'), 'Mie')\n",
     "\n",
     "# Calculate the extinction over optical wavelengths\n",
     "gra_perp.calculate_ext(LAMVALS)\n",
@@ -227,13 +227,13 @@
    "source": [
     "# Here, I define two grain populations with the same \n",
     "# power law size distribution but different compositions\n",
-    "silpop = newdust.SingleGrainPop('Powerlaw', 'Silicate', 'Mie')\n",
-    "grapop = newdust.SingleGrainPop('Powerlaw', 'Graphite', 'Mie')\n",
+    "silpop = xdust.SingleGrainPop('Powerlaw', 'Silicate', 'Mie')\n",
+    "grapop = xdust.SingleGrainPop('Powerlaw', 'Graphite', 'Mie')\n",
     "\n",
     "# Then I put them together into a GrainPop object\n",
     "# I provide strings as keys to reference each one\n",
     "# These act like Python dictionary keys\n",
-    "myPop  = newdust.GrainPop([silpop, grapop], keys=['sil','gra'])"
+    "myPop  = xdust.GrainPop([silpop, grapop], keys=['sil','gra'])"
    ]
   },
   {
@@ -292,7 +292,7 @@
    "source": [
     "## Shortcut (helper) functions for common dust models\n",
     "\n",
-    "The `newdust.grainpop` module contains helper functions that provide a shortcut for initiating some common grain size distributions and physics."
+    "The `xdust.grainpop` module contains helper functions that provide a shortcut for initiating some common grain size distributions and physics."
    ]
   },
   {
@@ -310,7 +310,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "mrn = newdust.make_MRN(md=MD)\n",
+    "mrn = xdust.make_MRN(md=MD)\n",
     "mrn.calculate_ext(LAMVALS)"
    ]
   },
@@ -372,7 +372,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "mrn_rgd = newdust.make_MRN_RGDrude(md=MD)\n",
+    "mrn_rgd = xdust.make_MRN_RGDrude(md=MD)\n",
     "mrn_rgd.calculate_ext(EVALS)"
    ]
   },
@@ -402,20 +402,13 @@
    "source": [
     "mrn_rgd.info()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "newdust-dev",
+   "display_name": "xdust-test",
    "language": "python",
-   "name": "newdust-dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -427,7 +420,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.14.5"
   }
  },
  "nbformat": 4,
diff --git a/examples/plot_halos.ipynb b/examples/plot_halos.ipynb
index 711fb93..0ee884d 100644
--- a/examples/plot_halos.ipynb
+++ b/examples/plot_halos.ipynb
@@ -6,19 +6,19 @@
    "source": [
     "# How to compute the surface brightness profile for a dust scattering halo\n",
     "\n",
-    "The `newdust.halos` module can compute the surface brightness profile for a dust scattering halo under a variety of geometric assumptions. This functionality is provided by two main subclasses of the `newdust.halos.Halo` superclass:\n",
+    "The `xdust.halos` module can compute the surface brightness profile for a dust scattering halo under a variety of geometric assumptions. This functionality is provided by two main subclasses of the `xdust.halos.Halo` superclass:\n",
     "\n",
-    "* `newdust.halos.UniformGalHalo` assumes that the dust is distributed uniformly between the telescope and the X-ray point source\n",
+    "* `xdust.halos.UniformGalHalo` assumes that the dust is distributed uniformly between the telescope and the X-ray point source\n",
     "\n",
-    "* `newdust.halos.ScreenGalHalo` assumes that the dust is located at an infinitesimally thin screen at the location $x = (1 - d/D)$ where $d$ is the distance between the telescope and the screen, and $D$ is the distance between the telescope and the X-ray point source\n",
+    "* `xdust.halos.ScreenGalHalo` assumes that the dust is located at an infinitesimally thin screen at the location $x = (1 - d/D)$ where $d$ is the distance between the telescope and the screen, and $D$ is the distance between the telescope and the X-ray point source\n",
     "\n",
-    "Through inheritance, all halos have the same attributes as those defined in the `newdust.halos.Halo` class. This notebook demonstrates the functionality of a subset of these attributes:\n",
+    "Through inheritance, all halos have the same attributes as those defined in the `xdust.halos.Halo` class. This notebook demonstrates the functionality of a subset of these attributes:\n",
     "\n",
     "* A `lam` array describing the energy or wavelength grid for the halo\n",
     "\n",
     "* A `theta` array describing the angular grid for the halo\n",
     "\n",
-    "* A `calculate` method that takes a `newdust.GrainPop` object and any other arguments necessary to complete the calculation (such as $x$, for a ScreenGalHalo). The results are stored in the `norm_int` and `taux` arrays.\n",
+    "* A `calculate` method that takes a `xdust.GrainPop` object and any other arguments necessary to complete the calculation (such as $x$, for a ScreenGalHalo). The results are stored in the `norm_int` and `taux` arrays.\n",
     "\n",
     "* A 2D `norm_int` array of shape `(len(lam), len(theta))` that describes the normalized intensity (intensity divided by flux) for the dust scattring halos, as a function of energy or wavelength\n",
     "\n",
@@ -45,9 +45,7 @@
     "import astropy.units as u\n",
     "import astropy.constants as c\n",
     "\n",
-    "import newdust\n",
-    "\n",
-    "%matplotlib inline"
+    "import xdust"
    ]
   },
   {
@@ -75,17 +73,17 @@
     "THVALS  = np.logspace(-1, 4, NTH) * u.arcsec\n",
     "\n",
     "# Initialize each halo type\n",
-    "uniform_halo = newdust.halos.UniformGalHalo(EVALS, THVALS)\n",
-    "screen_halo = newdust.halos.ScreenGalHalo(EVALS, THVALS)"
+    "uniform_halo = xdust.halos.UniformGalHalo(EVALS, THVALS)\n",
+    "screen_halo = xdust.halos.ScreenGalHalo(EVALS, THVALS)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "To calculate the intensity profile, we need to tell it what types of dust grains are doing the scattering (grain size distribution and composition). This information is stored in a `newdust.GrainPop` object. \n",
+    "To calculate the intensity profile, we need to tell it what types of dust grains are doing the scattering (grain size distribution and composition). This information is stored in a `xdust.GrainPop` object. \n",
     "\n",
-    "In the case below, we use the Rayleigh-Gans plus Drude approximation, which treats the dust grain as a ball of electrons, making it relatively insensitive to composition, compared to Mie scattering. The shortcut function, `newdust.make_MRN_RGDrude` sets up a standard power-law distribution of dust grain sizes (see MRN 1977) with the RG-Drude approximation for composition."
+    "In the case below, we use the Rayleigh-Gans plus Drude approximation, which treats the dust grain as a ball of electrons, making it relatively insensitive to composition, compared to Mie scattering. The shortcut function, `xdust.make_MRN_RGDrude` sets up a standard power-law distribution of dust grain sizes (see MRN 1977) with the RG-Drude approximation for composition."
    ]
   },
   {
@@ -94,7 +92,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "GPOP = newdust.make_MRN_RGDrude(md=1.e-6)"
+    "GPOP = xdust.make_MRN_RGDrude(md=1.e-6)"
    ]
   },
   {
@@ -191,10 +189,10 @@
     "# Because we are using small angles, we can use sin(theta) -> theta\n",
     "# Also because the units of norm_int are arcsec^-2, we can keep theta_grid\n",
     "# in units of arcsec\n",
-    "integrated_uniform_halo = np.trapz(uniform_halo.norm_int * \\\n",
+    "integrated_uniform_halo = np.trapezoid(uniform_halo.norm_int * \\\n",
     "                                    2.0 * np.pi * theta_grid, \n",
     "                                    THVALS, axis=1)\n",
-    "integrated_screen_halo  = np.trapz(screen_halo.norm_int * \\\n",
+    "integrated_screen_halo  = np.trapezoid(screen_halo.norm_int * \\\n",
     "                                    2.0 * np.pi * theta_grid, \n",
     "                                    THVALS, axis=1)"
    ]
@@ -260,7 +258,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Recall that the `newdust.Halo.calculate_intensity` method will calculate the total dust scattering halo intensity, summed across the energy or wavelength grid specified in the `newdust.Halo.lam` attribute.\n",
+    "Recall that the `xdust.Halo.calculate_intensity` method will calculate the total dust scattering halo intensity, summed across the energy or wavelength grid specified in the `xdust.Halo.lam` attribute.\n",
     "\n",
     "Below, I construct a model spectrum that is similar in shape to many Galactic X-ray binaries. The `calculate_intensity` code uses `numpy.sum` to integrate. For this type of calculation to be accurate, the input flux spectrum must represent the \"bin-integrated\" flux, meaning that each point in the spectrum represents the total number of counts (or energy) within some energy/wavelength bin where the `lam` array represents the center of those energy/wavelength bins.\n",
     "\n",
@@ -343,10 +341,10 @@
    "outputs": [],
    "source": [
     "print(\"Total flux in Uniform scattering halo {:.3f}\".format( \n",
-    "      np.trapz(uniform_halo.intensity * 2.0 * np.pi * THVALS, THVALS)))\n",
+    "      np.trapezoid(uniform_halo.intensity * 2.0 * np.pi * THVALS, THVALS)))\n",
     "\n",
     "print(\"Total flux in Screen scattering halo {:.3f}\".format( \n",
-    "      np.trapz(uniform_halo.intensity * 2.0 * np.pi * THVALS, THVALS)))"
+    "      np.trapezoid(screen_halo.intensity * 2.0 * np.pi * THVALS, THVALS)))"
    ]
   },
   {
@@ -381,9 +379,9 @@
    "source": [
     "## Indexing and slicing dust scattering halo arrays\n",
     "\n",
-    "Just like a typicaly numpy array, we can index or slice the dust scattering halos. Instead of indexing with natural numbers corresponding to the position in th array, we can slice the Halo objects according to energy or wavelength. Slicing returns a new `newdust.Halo` object corresponding to a sub-set of the original Halo.\n",
+    "Just like a typicaly numpy array, we can index or slice the dust scattering halos. Instead of indexing with natural numbers corresponding to the position in th array, we can slice the Halo objects according to energy or wavelength. Slicing returns a new `xdust.Halo` object corresponding to a sub-set of the original Halo.\n",
     "\n",
-    "To index or slice, we must use numbers that correspond to the same units used to define the `newdust.Halo.lam` array. So if you defined `lam` using Angstrom units, you cannot specify a slice using keV units."
+    "To index or slice, we must use numbers that correspond to the same units used to define the `xdust.Halo.lam` array. So if you defined `lam` using Angstrom units, you cannot specify a slice using keV units."
    ]
   },
   {
@@ -440,20 +438,13 @@
     "plt.ylabel(uh2.intensity.unit)\n",
     "plt.title(\"Uniform Halo surface brightness profile\")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "newdust-dev",
+   "display_name": "xdust-test",
    "language": "python",
-   "name": "newdust-dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -465,7 +456,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.14.5"
   }
  },
  "nbformat": 4,
diff --git a/examples/plot_scattering.ipynb b/examples/plot_scattering.ipynb
index 2a97f74..4b2fa37 100644
--- a/examples/plot_scattering.ipynb
+++ b/examples/plot_scattering.ipynb
@@ -4,15 +4,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# How to use newdust scattering models\n",
+    "# How to use xdust scattering models\n",
     "\n",
-    "There are a variety of physical assumptions and numerical methods that can be applied to model the propagation of light through a solid material. The `newdust` library provides allows the user to employ these methodologies in an interchnageable way. The `newdust.scatteringmodel` module provides the following extinction calculators:\n",
+    "There are a variety of physical assumptions and numerical methods that can be applied to model the propagation of light through a solid material. The `xdust` library allows the user to employ these methodologies in an interchnageable way. The `xdust.scatteringmodel` module provides the following extinction calculators:\n",
     "\n",
-    "+ `newdust.scatteringmodel.Mie()` employs the Bohren & Huffman (1983) Mie-scattering algorithm, which has been sped up through the used of vectorized computations. This can be  demanding on temporary (RAM) memory storage, depending on the wavelength resolution or number of grain radii used. Some care is needed for calculating extinction in high resolution.\n",
-    "+ `newdust.scatteringmodel.RGscattering()` employs the Rayleigh-Gans approximation, which is relevant for dust grains that are much bigger than the wavelength of light and relatively transparent to the incoming light waves (i.e., $|m-1| << 1$, where $m$ is the complex index of refraction)\n",
-    "+ `newdust.scatteringmodel.PAH` reads and interpolates over the tables for the extinction properties of poly-cyclic aromatic hydrocarbons (PAHs) from Li & Draine (2001)\n",
+    "+ `xdust.scatteringmodel.Mie()` employs the Bohren & Huffman (1983) Mie-scattering algorithm, which has been sped up through the used of vectorized computations. This can be  demanding on temporary (RAM) memory storage, depending on the wavelength resolution or number of grain radii used. Some care is needed for calculating extinction in high resolution.\n",
+    "+ `xdust.scatteringmodel.RGscattering()` employs the Rayleigh-Gans approximation, which is relevant for dust grains that are much bigger than the wavelength of light and relatively transparent to the incoming light waves (i.e., $|m-1| << 1$, where $m$ is the complex index of refraction)\n",
+    "+ `xdust.scatteringmodel.PAH` reads and interpolates over the tables for the extinction properties of poly-cyclic aromatic hydrocarbons (PAHs) from Li & Draine (2001)\n",
     "\n",
-    "This notebook demonstrates how to set up a dust extinction model and run an extinction calculation. To compute extinction, the scattering model needs to receive a `newdust.graindist.composition.Composition` object, which provides the optical constants for the compound, and an array of grain radii. If no units are attached the the grain radii (via Astropy units), then the input is assumed to have units of microns.\n"
+    "This notebook demonstrates how to set up a dust extinction model and run an extinction calculation. To compute extinction, the scattering model needs to receive a `xdust.graindist.composition.Composition` object, which provides the optical constants for the compound, and an array of grain radii. If no units are attached the the grain radii (via Astropy units), then the input is assumed to have units of microns.\n"
    ]
   },
   {
@@ -27,9 +27,7 @@
     "import astropy.units as u\n",
     "import astropy.constants as c\n",
     "\n",
-    "import newdust\n",
-    "\n",
-    "%matplotlib inline"
+    "import xdust"
    ]
   },
   {
@@ -63,10 +61,10 @@
    "outputs": [],
    "source": [
     "# First initialize a Composition object with the Drude approximation\n",
-    "CM = newdust.graindist.composition.CmDrude()\n",
+    "CM = xdust.graindist.composition.CmDrude()\n",
     "\n",
     "# Initialize the Rayleigh-Gan extinction model\n",
-    "rgd = newdust.scatteringmodel.RGscattering()\n",
+    "rgd = xdust.scatteringmodel.RGscattering()\n",
     "\n",
     "# Calculate the extinction for the energy grid assumed above\n",
     "rgd.calculate(ENERGY, AUM, CM)"
@@ -124,7 +122,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "rgd2 = newdust.scatteringmodel.RGscattering()\n",
+    "rgd2 = xdust.scatteringmodel.RGscattering()\n",
     "rgd2.calculate(ENERGY, AUM, CM, theta=THETA)"
    ]
   },
@@ -198,7 +196,7 @@
    "outputs": [],
    "source": [
     "i = -1 # index for the energy value to check\n",
-    "integrand = np.trapz(rgd2.diff[i,0,:] * 2.0*np.pi*np.sin(THETA.to('rad').value), \n",
+    "integrand = np.trapezoid(rgd2.diff[i,0,:] * 2.0*np.pi*np.sin(THETA.to('rad').value), \n",
     "                THETA.to('rad').value)\n",
     "\n",
     "print(integrand/rgd2.qsca[i,0])"
@@ -225,7 +223,7 @@
     "wl_V  = 4500. * u.angstrom\n",
     "\n",
     "# Initiate the silicate composition object\n",
-    "cm_sil = newdust.graindist.composition.CmSilicate()"
+    "cm_sil = xdust.graindist.composition.CmSilicate()"
    ]
   },
   {
@@ -234,7 +232,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "mtest = newdust.scatteringmodel.Mie()\n",
+    "mtest = xdust.scatteringmodel.Mie()\n",
     "mtest.calculate(wl_V, AUM, cm_sil, theta=THETA)"
    ]
   },
@@ -280,7 +278,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "test = np.trapz(mtest.diff * 2.0*np.pi*np.sin(THETA.to('rad').value), THETA.to('rad').value)\n",
+    "test = np.trapezoid(mtest.diff * 2.0*np.pi*np.sin(THETA.to('rad').value), THETA.to('rad').value)\n",
     "print(test/mtest.qsca)"
    ]
   },
@@ -292,7 +290,7 @@
    "source": [
     "### Warning: The Mie scattering model can take up memory\n",
     "\n",
-    "The Mie scattering model uses multi-dimensional arrays instead of for-loops to complete a calculation. Unfortunately, this computation can easily exceed the amount of RAM available on a typical laptop or desktop computer, which can crash your system. To avoid crashing, the `newdust.scatteringmodel.Mie.calculate` method estimates the amount of memory the computation will take and prints a warning statement instead of performing the calculation.\n",
+    "The Mie scattering model uses multi-dimensional arrays instead of for-loops to complete a calculation. Unfortunately, this computation can easily exceed the amount of RAM available on a typical laptop or desktop computer, which can crash your system. To avoid crashing, the `xdust.scatteringmodel.Mie.calculate` method estimates the amount of memory the computation will take and prints a warning statement instead of performing the calculation.\n",
     "\n",
     "The memory limitation is assumed to be 8 GB by default. The below example shows what happens when you hit this limit. If you have more RAM available to your system, you can override the default by setting the `memlim` keyword."
    ]
@@ -308,7 +306,7 @@
     "EGRID = np.linspace(1000., 5000., 2) * u.keV  \n",
     "AVALS = np.linspace(0.1, 0.5, 20) * u.micron\n",
     "\n",
-    "mtest2 = newdust.scatteringmodel.Mie()\n",
+    "mtest2 = xdust.scatteringmodel.Mie()\n",
     "mtest2.calculate(EGRID, AVALS, cm_sil, theta=THETA)"
    ]
   },
@@ -321,7 +319,7 @@
     "According to the printed statement above, this calculation is estimated to take up a little over 8 GB of RAM. My machine has 16 GB of RAM, so I could technically run this calculation. The lines below show you to increase the `memlim` keyword value to 8.3 GB, which will allow the computation should proceed.\n",
     "\n",
     "```\n",
-    "mtest2 = newdust.scatteringmodel.Mie()\n",
+    "mtest2 = xdust.scatteringmodel.Mie()\n",
     "mtest2.calculate(EGRID, AVALS, cm_sil, theta=THETA, memlim=8.3)\n",
     "```"
    ]
@@ -351,7 +349,7 @@
     "LAMVALS = np.linspace(1000.,5000.,5) * u.angstrom\n",
     "AVALS   = np.linspace(0.1, 0.5, 20) * u.micron\n",
     "\n",
-    "mtest3 = newdust.scatteringmodel.Mie()\n",
+    "mtest3 = xdust.scatteringmodel.Mie()\n",
     "mtest3.calculate(LAMVALS, AVALS, cm_sil, theta=THETA)"
    ]
   },
@@ -402,20 +400,13 @@
     "plt.ylabel(r'$dQ_{\\rm sca}/d\\Omega$ (ster$^{-1}$)', size=12)\n",
     "plt.legend()"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "newdust-dev",
+   "display_name": "xdust-test",
    "language": "python",
-   "name": "newdust-dev"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -427,7 +418,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.1"
+   "version": "3.14.5"
   }
  },
  "nbformat": 4,
diff --git a/pyproject.toml b/pyproject.toml
index 7bb400d..c61b311 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,7 +25,8 @@ docs = [
     "sphinx>=7.0",
     "furo",
     "sphinx-autodoc-typehints",
-    "sphinx-autobuild"
+    "sphinx-autobuild",
+    "myst-nb"
 ]
 
 [project.urls]