diff --git a/report/report.pdf b/report/report.pdf
index 4c9808a..77731f9 100644
Binary files a/report/report.pdf and b/report/report.pdf differ
diff --git a/report/report.tex b/report/report.tex
index 2497897..5666541 100644
--- a/report/report.tex
+++ b/report/report.tex
@@ -1,5 +1,5 @@
 %! TeX program = lualatex
-\documentclass[a4paper,11pt]{article} 
+\documentclass[a4paper,11pt]{report} 
 % packages
 \usepackage{censor}
 \StopCensoring
@@ -99,53 +99,53 @@
 % yap about mental models with regards to how filters work
 % trying to make the application work the same way the user expects it to work
 
+\chapter{Introduction}
+\section{Project Overview}
+\subsection{Problem Statement}
+\subsection{Background}
+\section{Document Structure}
+
+\chapter{Research}
 \section{Introduction}
-\subsection{Project Overview}
-\subsubsection{Problem Statement}
-\subsubsection{Background}
-\subsection{Document Structure}
-
-\section{Research}
-\subsection{Introduction}
-\subsection{Data Sources}
-\subsection{Similar Services}
-\subsection{Technologies}
-\subsubsection{Frontend Technologies}
-\subsubsection{Backend Technologies}
-\subsubsection{Project Management Technologies}
-\subsection{Conclusion}
-
-\section{Requirements}
-\subsection{Functional Requirements}
-\subsection{Non-Functional Requirements}
-\subsection{Use Cases}
-\subsection{Constraints}
-
-\section{Design}
-\subsection{Backend Design}
-\subsubsection{Database Design}
-\subsubsection{API Design}
-\subsection{Frontend Design}
-
-\section{Development}
-\subsection{Introduction}
-\subsection{Backend Development}
-\subsection{Frontend Development}
-\subsection{Development Considerations}
-
-\section{Code Quality}
-\subsection{Introduction}
-\subsection{Clean Coding Principles}
-\subsection{Unit Testing}
-\subsection{CI/CD}
-\subsubsection{Continuous Integration}
-\subsubsection{Continuous Deployment}
-
+\section{Data Sources}
+\section{Similar Services}
+\section{Technologies}
+\subsection{Frontend Technologies}
+\subsection{Backend Technologies}
+\subsection{Project Management Technologies}
 \section{Conclusion}
-\subsection{Evaluation}
-\subsection{Reflection on Requirements}
-\subsection{Reflection on Skill Development}
-\subsection{Potential Future Work}
+
+\chapter{Requirements}
+\section{Functional Requirements}
+\section{Non-Functional Requirements}
+\section{Use Cases}
+\section{Constraints}
+
+\chapter{Design}
+\section{Backend Design}
+\subsection{Database Design}
+\subsection{API Design}
+\section{Frontend Design}
+
+\chapter{Development}
+\section{Introduction}
+\section{Backend Development}
+\section{Frontend Development}
+\section{Development Considerations}
+
+\chapter{Code Quality}
+\section{Introduction}
+\section{Clean Coding Principles}
+\section{Unit Testing}
+\section{CI/CD}
+\subsection{Continuous Integration}
+\subsection{Continuous Deployment}
+
+\chapter{Conclusion}
+\section{Evaluation}
+\section{Reflection on Requirements}
+\section{Reflection on Skill Development}
+\section{Potential Future Work}