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diff --git a/book/module1/array.tex b/book/module1/array.tex
index 9482065..e442ba6 100644
--- a/book/module1/array.tex
+++ b/book/module1/array.tex
@@ -35,7 +35,19 @@ the value of the element as a property. In other words, if we were to
analyze the stress concentration of an aluminum block, the property
would be stress.
+\begin{itemize}
+\tightlist
+\item
+ From
+ \href{https://numpy.org/doc/2.2/user/absolute_beginners.html}{Numpy
+ documentation}
+\end{itemize}
+
+\begin{figure}
+\centering
\includegraphics{figures/multi-dimensional-array.png}
+\caption{Mathworks 3-D array}
+\end{figure}
If the load on this block changes over time, then we may want to add a
4th dimension i.e.~additional sets of 3-D arrays for each time