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diff --git a/day2/session4.tex b/day2/session4.tex
index 21dbdcb..1b8d8dc 100644
--- a/day2/session4.tex
+++ b/day2/session4.tex
@@ -454,6 +454,11 @@ ipdb>
\inctime{15}
\end{frame}
+\begin{frame}
+\frametitle{The Python Debugger}
+\url{http://docs.python.org/library/pdb.html}
+\end{frame}
+
\subsection{Exercise}
\begin{frame}[fragile]
\frametitle{Debugging: Exercise}
@@ -479,6 +484,39 @@ savefig('science.png')
\end{frame}
\begin{frame}
+ \frametitle{Documentation}
+ \begin{itemize}
+ \item Python: \linebreak
+ \url{http://docs.python.org/}
+ \item Scipy \& Numpy: \linebreak
+ \url{http://docs.scipy.org/doc/}
+ \item IPython: \linebreak
+ \url{http://ipython.scipy.org/moin/Documentation}
+ \item Matplotlib: \linebreak
+ \url{http://matplotlib.sourceforge.net/}
+ \end{itemize}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Packages}
+ Home for packages
+ \begin{itemize}
+ \item Python Package Index: \linebreak
+ \url{http://pypi.python.org/pypi}
+ \end{itemize}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Mailing lists}
+ \begin{itemize}
+ \item numpy-discussion \& Scipy-User: \linebreak
+ \url{http://scipy.org/Mailing_Lists}
+ \item matplotlib-users: \linebreak
+ \url{http://sourceforge.net/mail/?group_id=80706}
+ \end{itemize}
+\end{frame}
+
+\begin{frame}
\frametitle{Summary}
We have covered:
\begin{itemize}