diff --git a/project-report/project-report.pdf b/project-report/project-report.pdf
index 8804f05..a0bfc29 100644
Binary files a/project-report/project-report.pdf and b/project-report/project-report.pdf differ
diff --git a/project-report/src/latex/testing.tex b/project-report/src/latex/testing.tex
index 9c0f9dc..34d1c23 100644
--- a/project-report/src/latex/testing.tex
+++ b/project-report/src/latex/testing.tex
@@ -10,6 +10,38 @@ \subsection{Investigation}
 
 \subsubsection{test\_model module}
 
+The test\_model module is contained within the frames package, and contains tkinter frames for testing the trained Artificial Neural Network models for each dataset. 
+Each frame displays the results of the testing along with a random selection of incorrect and correct predictions.
+
+\inputminted{python}{./school_project/frames/test_model.py}
+
+Which outputs the following for the MNIST dataset:
+
+\pagebreak
+
+\begin{figure}[h!]
+\centering
+\frame{\includegraphics[width=1\textwidth]{./project-report/src/images/test-mnist-frame.png}}
+\end{figure}
+
+And outputs the following for the Cat Recognition dataset:
+
+\pagebreak
+
+\begin{figure}[h!]
+\centering
+\frame{\includegraphics[width=1\textwidth]{./project-report/src/images/test-cat-recognition-frame.png}}
+\end{figure}
+
+And outputs the following for the XOR dataset:
+
+\pagebreak
+
+\begin{figure}[h!]
+\centering
+\frame{\includegraphics[width=1\textwidth]{./project-report/src/images/test-xor-frame.png}}
+\end{figure}
+
 \subsubsection{Effects of Hyper-Parameters}
 
 \subsection{Manual Testing}