diff --git a/.gitignore b/.gitignore
index 847188797d15fa061b565f165870e619e6c67b72..d802631bb34cff67c6d7867f4be70d129759b5a5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,3 +4,5 @@ auto
 *.out
 *.pdf
 *.synctex.gz
+*.run.xml
+*-blx.bib
diff --git a/graph3.tex b/graph3.tex
index 51efd275156035eebd2f9481ac7181592427309e..006f261647356ea257e7abaf45cfb6377d77746b 100644
--- a/graph3.tex
+++ b/graph3.tex
@@ -8,8 +8,6 @@
 \begin{document}
 \begin{tikzpicture}
 
-\draw[-] (-9,5) -- (-1,5) node[pos=.5,sloped,above] {Jupyter - Sketch with Active Documents};
-
 %Mother Ship
 %\draw[fill=blue!10] (-8,0) rectangle (-10, 3);
 %\draw[style=thick, fill=cyan] (-9.75, 2) rectangle (-8.25, 2.5);
diff --git a/jupyther.tex b/jupyther.tex
index e3813b5f1a72172b2c12bd732307cb3c957250b5..fd201fc385108f22ee030ed138468dc22c76c58e 100644
--- a/jupyther.tex
+++ b/jupyther.tex
@@ -21,8 +21,11 @@ qualitatively new direction, providing a web-based application suitable for capt
 whole computation process: developing, documenting, and executing code, as well as
 communicating the results. The Jupyter notebook combines two components:
 \begin{enumerate}
-\item A web application: a browser-based tool for interactive authoring of documents which combine explanatory text, mathematics, computations and their rich media output. \\
-\item Notebook documents: a representation of all content visible in the web application, including inputs and outputs of the computations, explanatory text, mathematics, images, and rich media representations of objects.
+\item A web application: a browser-based tool for interactive authoring of documents which
+  combine explanatory text, mathematics, computations and their rich media output.
+\item Notebook documents: a representation of all content visible in the web application,
+  including inputs and outputs of the computations, explanatory text, mathematics, images,
+  and rich media representations of objects.
 \end{enumerate}
 \ednote{AM: How much in detail should I go?}
 \ednote{AM: Notebook user interface - relevant?}
@@ -54,7 +57,7 @@ directory or to create a new notebook.
 
 \subsubsection{Creating a new notebook document}
 
-A new notebook may be created at any time, either from the dashboard, or using the File ‣
+A new notebook may be created at any time, either from the dashboard, or using the File |
 New menu option from within an active notebook. The new notebook is created within the
 same directory and will open in a new browser tab. It will also be reflected as a new
 entry in the notebook list on the dashboard.
diff --git a/report.tex b/report.tex
index 5ee273894fa01162e0db96ce2d334657e1a2c2ba..d8797d8db3cc6753da6b8602a8b62fe883a84023 100644
--- a/report.tex
+++ b/report.tex
@@ -1,8 +1,14 @@
 \documentclass{deliverablereport}
+
 \usepackage[style=alphabetic,backend=bibtex]{biblatex}
 \addbibresource{kwarc.bib}
 \addbibresource{rest.bib}
+
+\usepackage{tikz}
+\usepackage{standalone}
 \usepackage[show]{ed}
+\usepackage{listings}
+\lstset{columns=fullflexible,basicstyle=\sf,language=Python}
 % Variant: we could just provide the deliverable label as in the
 % proposal, and fetch all the information from final.pdata
 
@@ -28,6 +34,17 @@
 sdfsdfsdfsdfsdf
 \end{newpart}
 \section{Next Steps}\label{sec:steps}
+\begin{figure}[ht]
+  \input{graph2}
+  \caption{graph 2}\label{fig:graph2}
+\end{figure}
+
+\begin{figure}[ht]
+  \input{graph3}
+  \caption{Jupyter - Sketch with Active Documents}\label{fig:graph3}
+\end{figure}
+
+
 \section{Conclusion}\label{sec:conc}
 \printbibliography
 \end{document}