diff --git a/Makefile b/Makefile
index a6cf752..a768b3e 100644
--- a/Makefile
+++ b/Makefile
@@ -1,6 +1,6 @@
 export PYTEX=$(shell pwd)/pytex/
 
-START = noxxxnote nodraft noblue
+START = xxxnote nodraft noblue
 END = missing
 CLASS = $(PWD)/llncs.cls
 
diff --git a/graphs/activity/All_Devices__All_Apps__All_Queries__AllPreviousQueryCDFGraph.pdf b/graphs/activity/All_Devices__All_Apps__All_Queries__AllPreviousQueryCDFGraph.pdf
new file mode 100644
index 0000000..741ca3b
Binary files /dev/null and b/graphs/activity/All_Devices__All_Apps__All_Queries__AllPreviousQueryCDFGraph.pdf differ
diff --git a/graphs/activity/All_Devices__All_Apps__All_Queries__AllRowcountCDFGraph.pdf b/graphs/activity/All_Devices__All_Apps__All_Queries__AllRowcountCDFGraph.pdf
new file mode 100644
index 0000000..1680c27
Binary files /dev/null and b/graphs/activity/All_Devices__All_Apps__All_Queries__AllRowcountCDFGraph.pdf differ
diff --git a/graphs/activity/All_Devices__All_Apps__All_Queries__AllRuntimeCDFGraph.pdf b/graphs/activity/All_Devices__All_Apps__All_Queries__AllRuntimeCDFGraph.pdf
new file mode 100644
index 0000000..7f33b5b
Binary files /dev/null and b/graphs/activity/All_Devices__All_Apps__All_Queries__AllRuntimeCDFGraph.pdf differ
diff --git a/paper.tex b/paper.tex
index 1ead867..dec7cf9 100644
--- a/paper.tex
+++ b/paper.tex
@@ -1,11 +1,7 @@
 \documentclass{llncs}
-\usepackage{geometry}
-\usepackage{makeidx}  % allows for indexgeneration
-\usepackage{graphicx}
+\usepackage{geometry,makeidx,graphicx,amssymb,color,url,subcaption}
 \usepackage[utf8]{inputenc}
-\usepackage{amssymb}
-\usepackage{color}
-\usepackage{url}
+\captionsetup{compatibility=false}
 
 \newcommand{\ask}[1]{\begin{center}
 \textcolor{blue}{\textbf{Question: } {#1}}
@@ -22,10 +18,11 @@ Lukasz Ziarek
 }
 \authorrunning{Kennedy et. al.}
 
-\institute{SUNY Buffalo; Buffalo, NY 14260; USA\\
+\institute{University at Buffalo; Buffalo, NY 14260; USA\\
 \email{\{okennedy,jerryant,challen,ziarek\}@buffalo.edu}\\
 Website: \texttt{http://odin.cse.buffalo.edu/research/}
 }
+\input{.xxxnote}
 
 \begin{document}
 
diff --git a/pytex/bin/texincludes b/pytex/bin/texincludes
index ac345f9..ecc7756 100755
--- a/pytex/bin/texincludes
+++ b/pytex/bin/texincludes
@@ -54,7 +54,8 @@ for f in files:
       inputs = inputs.findall(lines)
       real_inputs = []
       for possible_input in inputs:
-        if os.path.splitext(possible_input)[1] == '':
+        name, ext = os.path.splitext(possible_input)
+        if name[0] != "." and ext == '':
           possible_input += '.tex'
         real_inputs.append(possible_input)
       toprocess += real_inputs
diff --git a/sections/5-dba.tex b/sections/5-dba.tex
index e69de29..26b5719 100644
--- a/sections/5-dba.tex
+++ b/sections/5-dba.tex
@@ -0,0 +1,45 @@
+\begin{figure*}[t]
+
+  \begin{subfigure}[t]{0.33\textwidth}
+    \includegraphics[width=\textwidth]{./graphs/activity/All_Devices__All_Apps__All_Queries__AllPreviousQueryCDFGraph.pdf}
+    \caption{}
+    \label{fig-overview-interarrival}
+  \end{subfigure}%
+  \begin{subfigure}[t]{0.33\textwidth}
+    \includegraphics[width=\textwidth]{./graphs/activity/All_Devices__All_Apps__All_Queries__AllRuntimeCDFGraph.pdf}
+    \caption{}
+    \label{fig-overview-runtime}
+  \end{subfigure}%
+  \begin{subfigure}[t]{0.33\textwidth}
+    \includegraphics[width=\textwidth]{./graphs/activity/All_Devices__All_Apps__All_Queries__AllRowcountCDFGraph.pdf}
+    \caption{}
+  \end{subfigure}%
+
+  \caption{\textbf{Summary Statistics for Android SQLite Queries.}}
+
+  \label{fig-overview}
+
+\end{figure*}
+
+Next, we look at overall workload characteristics of the queries observed
+during our study. We examine how often queries arrive, how long they run, and
+how many rows they return---all important inputs into desiging the TPC-Mobile
+embedded database benchmark.
+
+Figure~\ref{fig-overview} shows query interarrival times, run times, and
+returned row counts (for \texttt{SELECT} statements) for all users,
+applications, and non-informational query types (\texttt{SELECT},
+\texttt{UPDATE}, \texttt{INSERT}, \texttt{DELETE}) included in our dataset.
+Given that each mobile application is really generating an isolated workload
+to its own embedded database, we measure query interarrival time only between
+queries issued by the same application.
+
+Examining the interarrival times shown in
+Figure~\ref{fig-overview-interarrival}, it is interesting to observe that
+many queries seem to arrive much more quickly than the minimum query runtime
+shown in Figure~\ref{fig-overview-runtime}. Part of this may be due to apps
+that use multiple separate databases, which is not yet captured by our
+analysis. \XXXnote{However, our logging is also done above any locking
+  performed by SQLite, and so this may demonstrate that there are many cases
+where multiple application threads are issuing overlapping queries in
+parallel.}