diff --git a/Report/Schrick-Noah_QM-7093_Final.tex b/Report/Schrick-Noah_QM-7093_Final.tex
index 71aae8c..3fb3aff 100644
--- a/Report/Schrick-Noah_QM-7093_Final.tex
+++ b/Report/Schrick-Noah_QM-7093_Final.tex
@@ -88,11 +88,37 @@ db.Project_Data.updateMany({"CustomerID" : ""}, { $unset : {"CustomerID" : 1 } }
         \label{fig:after_ci_drop}
 \end{figure}
 
+Adding "HighDemand":
+\begin{spverbatim}
+db.Project_Data.aggregate([ 
+    { 
+        $addFields: { 
+            HighDemand: { 
+              $cond: [ 
+                { $gt: [ "$Quantity", 11 ] },
+              "Yes", 
+              "$$REMOVE" 
+              ]
+            }
+        }
+    },
+    {
+        $out: "Project_Data"
+    }
+    ]).pretty()
+\end{spverbatim}
 
 \subsection{Queries}
 \textbf{Question 1:} How many records have the column “HighDemand”? (Must have a code to answer this, one way to answer this is to have a code that displays all the records except those with the column HighDemand and then subtract the number from total number of records)
 
+\begin{spverbatim}
+    db.Project_Data.count({"HighDemand": "Yes"})
+\end{spverbatim}
+
 \textbf{Question 2:} Display the records with price more than 4 (4 excluded)
+\begin{spverbatim}
+    db.Project_Data.find({"Price": {"$gt": 4}}).pretty()
+\end{spverbatim}
 
 \section{Metadata}
 
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