diff --git a/docs/io/visualization/abundance_widget.ipynb b/docs/io/visualization/abundance_widget.ipynb
new file mode 100644
index 00000000000..0ca42f72ed7
--- /dev/null
+++ b/docs/io/visualization/abundance_widget.ipynb
@@ -0,0 +1,55 @@
+{
+ "metadata": {
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  },
+  "orig_nbformat": 4,
+  "kernelspec": {
+   "name": "python3",
+   "display_name": "Python 3.7.10 64-bit ('tardis': conda)"
+  },
+  "interpreter": {
+   "hash": "42180fb7a26743e791b9c1155ac51f7e87399be241c0afbd4c0781c11826afd9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2,
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from tardis.visualization import CustomAbundanceWidget"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "widget = CustomAbundanceWidget.from_yml('tardis_example.yml')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "widget.display()"
+   ]
+  }
+ ]
+}
\ No newline at end of file
diff --git a/docs/io/visualization/index.rst b/docs/io/visualization/index.rst
index 1a7cfecae84..f8a51c4f16d 100644
--- a/docs/io/visualization/index.rst
+++ b/docs/io/visualization/index.rst
@@ -14,6 +14,7 @@ diagnostic visualizations.
 
     sdec_plot
     convergence_plot
+    abundance_widget
 
 
 TARDIS Widgets (Graphical User Interfaces)