diff --git a/semester4/dmdb/code/sql/title.sql b/semester4/dmdb/code/sql/title.sql
new file mode 100644
index 0000000..6113bec
--- /dev/null
+++ b/semester4/dmdb/code/sql/title.sql
@@ -0,0 +1,12 @@
+SELECT d.user_id   AS user_id,
+       d.analytics AS analytics,
+       d.survey_id AS surveyid
+FROM (
+    ((annotator NATURAL JOIN app_user) users
+    JOIN survey_users su ON su.users_id = users.user_id) u
+    JOIN survey s ON u.survey_id = s.id
+) d
+WHERE d.analytics <> ''
+  AND d.analytics LIKE '%x%'
+  AND d.title <> 'testing'
+  AND d.further_options <> '';
diff --git a/semester4/dmdb/data-modelling-databases-summary.pdf b/semester4/dmdb/data-modelling-databases-summary.pdf
index 0074504..fce6cdd 100644
Binary files a/semester4/dmdb/data-modelling-databases-summary.pdf and b/semester4/dmdb/data-modelling-databases-summary.pdf differ
diff --git a/semester4/dmdb/data-modelling-databases-summary.tex b/semester4/dmdb/data-modelling-databases-summary.tex
index bdd4b49..f87bcdd 100644
--- a/semester4/dmdb/data-modelling-databases-summary.tex
+++ b/semester4/dmdb/data-modelling-databases-summary.tex
@@ -20,13 +20,16 @@
 
 \mediumverticalspacing
 
-\vspace{1cm}
-\begin{center}
-    \includegraphics[width=0.5\linewidth]{~/projects/latex/assets/logo.jpg}
-\end{center}
-
-
 \vspace{2cm}
+\inputcode{sql}{./code/sql/title.sql}
+{\scriptsize
+    The above query is not what SQL technically is meant for and the data format isn't great.\footnote{
+        However, I simply did not want to come up with a long query only for the title page. This query may or may not be from
+        \hlhref{https://github.com/eye-tap/analysis/blob/main/scripts/query-analytics-data.sql}{here}.}
+}
+
+
+\vspace{3cm}
 \begin{center}
     \begin{Large}
         \quote{A curry can be written in many different ways}