diff --git a/Lectures/L35_Analysis/Analysis.tex b/Lectures/L35_Analysis/Analysis.tex
index 0569b2e05b4a63665cb319c1ecf269571c77c344..ffc955ebe3655f30eda2c93e2a54c177189541d9 100755
--- a/Lectures/L35_Analysis/Analysis.tex
+++ b/Lectures/L35_Analysis/Analysis.tex
@@ -608,7 +608,7 @@ View all of these as complementary
 
 \begin{itemize}
 \item Worst case analysis versus average behaviour
-\item For worst case focus on proving that the system response time is bounded
+\item For worst case, focus on proving that the system response time is bounded
   by some function of the external requests
 \item Standard deviation
 \item Analytical versus experimental approaches
diff --git a/Lectures/L36_ReviewForFinal/ReviewForFinal.pdf b/Lectures/L36_ReviewForFinal/ReviewForFinal.pdf
index bc1434be9fc80a266b233dc64b054e02531afec4..9406726bb28069bf99f664c2bc479cd2210a5245 100644
Binary files a/Lectures/L36_ReviewForFinal/ReviewForFinal.pdf and b/Lectures/L36_ReviewForFinal/ReviewForFinal.pdf differ
diff --git a/Lectures/L36_ReviewForFinal/ReviewForFinal.tex b/Lectures/L36_ReviewForFinal/ReviewForFinal.tex
index 12acb5c7464b1143b73adac9788523138e3ff9f6..374ac7469f7b5be0420a059e6c386686cb12cf04 100755
--- a/Lectures/L36_ReviewForFinal/ReviewForFinal.tex
+++ b/Lectures/L36_ReviewForFinal/ReviewForFinal.tex
@@ -29,7 +29,7 @@
 \mode<presentation>{}
 
 \input{../def-beamer}
-\Drafttrue
+\Draftfalse
 
 \newcommand{\topicTitle}{36 Review for Final}
 \ifDraft
@@ -55,13 +55,14 @@
 
 \begin{itemize}
 \item Administrative details
+\item Verifying nonfunctional properties (qualities)
 \item Topics on the exam
 \item Structure of the exam
 \item Advice on exam preparation
 \begin{itemize}
 \item Time management before the exam
 \item Time management during the exam
-\item How to study
+%\item How to study
 \item Sample questions
 \end{itemize}
 \item Advice to improve 2me3/2aa4
@@ -81,17 +82,22 @@ TBD
 {
 \begin{itemize}
 
-\item A4: {Due April 5 (Today) at 11:59 pm}
-
+\item A4: Due April 9 at 11:59 pm (tonight)
 \item A3 sample solution pushed to repo
 \item Grading should be done before exam
 
 \item Course evaluations
 \bi
-\item CS 2ME3: 66\%
-\item SE 2AA4: 67\%
-\item \href{https://evals.mcmaster.ca/login.php}{https://evals.mcmaster.ca/}
-\item Closes: 11:59 pm, Monday, April 10
+\item \href{https://evals.mcmaster.ca}{https://evals.mcmaster.ca}
+\item Start: Tues, Mar 27, 10:00 am
+\item Close: Tues, Apr 10, 11:59 pm
+\item {Your participation is highly valued}
+\item {Grade bonus for class participation}
+\bi
+\item CS 2ME3 C02: 70\%
+\item CS 2ME3 C01: 48\%
+\item SE 2AA4 C01: 58\%
+\ei
 \ei
 
 \end{itemize}
@@ -102,13 +108,137 @@ TBD
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 
+\begin{frame}
+\frametitle{Verifying Performance}
+
+\structure{How might you measure/assess performance?}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}
+\frametitle{Verifying Performance}
+
+\begin{itemize}
+\item Worst case analysis versus average behaviour
+\item For worst case, focus on proving that the system response time is bounded
+  by some function of the external requests
+\item Standard deviation
+\item Analytical versus experimental approaches
+\item Consider verifying the performance of a pacemaker
+\item Visualize performance via
+\bi
+\item Identify a measure of performance (time, storage, FLOPS, accuracy, etc.)
+\item Identify an independent variable (problem size, number of processors,
+  condition number, etc.)
+\ei
+\end{itemize}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}
+\frametitle{Verifying Reliability}
+
+\begin{itemize}
+\item There are approaches to measuring reliability on a probabilistic basis, as
+  in other engineering fields
+\item Unfortunately there are some difficulties with this approach
+\item Independence of failures does not hold for software
+\item Reliability is concerned with measuring the probability of the occurrence
+  of failure
+\item Meaningful parameters include
+\begin{itemize}
+\item Average total number of failures observed at time $t$: $AF(t)$
+\item Failure intensity: $FI(T)=AF'(t)$
+\item Mean time to failure at time $t$: $MTTF(t) = 1/FI(t)$
+\end{itemize}
+\item Time in the model can be execution or clock or calendar time
+\end{itemize}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}
+\frametitle{Verifying Subjective Qualities}
+
+\begin{itemize}
+\item \structure{What do you think is meant by empirical software engineering?}
+\item \structure{What problems might be studied by empirical software
+    engineering?}
+\item \structure{Does the usual engineering analogy hold for empirical software
+    engineering?}
+\end{itemize}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}
+\frametitle{Verifying Subjective Qualities}
+
+\begin{itemize}
+\item Consider notions like simplicity, reusability, understandability …
+\item Software science (due to Halstead) has been an attempt
+\item Tries to measure some software qualities, such as
+abstraction level, effort, …
+\item by measuring some quantities on code, such as
+\bi
+\item $\eta_1$, number of distinct operators in the program
+\item $\eta_2$, number of distinct operands in the program
+\item $N_1$, number of occurrences of operators in the program
+\item $N_2$, number of occurrences of operands in the program
+\ei
+\item Extract information from repo, including number of commits, issues etc.
+\item Empirical software engineering
+\item Appropriate analogy switches from engineering to medicine
+\end{itemize}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}
+\frametitle{Source Code Metric}
+
+\begin{itemize}
+\item \structure{What are the consequences of complex code?}
+\item \structure{How might you measure code complexity?}
+\end{itemize}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+\begin{frame}
+\frametitle{McCabe's Source Code Metric}
+
+\begin{itemize}
+\item Cyclomatic complexity of the control graph
+\bi
+\item $C = e - n + 2 p$
+\item $e$ is number of edges, $n$ is number of nodes, and $p$ is number of
+  connected components
+\ei
+\item McCabe contends that well-structured modules have $C$ in range $3 .. 7$,
+  and $C = 10$ is a reasonable upper limit for the complexity of a single module
+\item Confirmed by empirical evidence 
+\end{itemize}
+
+\end{frame}
+
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
 \begin{frame}
 \frametitle{Topics on the Final Exam}
 
 \begin{itemize}
 
 \item All of them  :-)
-\item From ``introduction to software engineering'' to ``design patterns''
+\item From ``introduction to software engineering'' to ``review for final''
 \item Greater emphasis on the material since the midterm, especially
 \begin{itemize}
 \item Specification
@@ -126,11 +256,17 @@ TBD
 
 \begin{itemize}
 
-\item Multiple choice (45 questions)
+\item First pages of exam
+\item Exam material emphasis will be similar to lecture material emphasis
+\item Multiple choice (30 questions)
+\bi
 \item Some questions will be True/False
 \item Similar to midterm
-\item Exam material emphasis will be similar to lecture material emphasis
-
+\ei
+\item Short answer (5 questions - 23 marks, 2 mark bonus)
+\bi
+\item Answer in the space provided
+\ei
 \end{itemize}
 
 \end{frame}
@@ -151,7 +287,7 @@ TBD
 \end{itemize}
 \item Time management during the exam
 \begin{itemize}
-\item You have an average of 150/45 = 3.3333 minutes per question (Midterm was
+\item You have an average of 150/53 = 2.8 minutes per mark (Midterm was
   3.0 minutes per question)
 \item Some questions will take longer, some much less time
 \item Leave nothing blank
@@ -167,46 +303,27 @@ TBD
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 
-\begin{frame}
-\frametitle{Riddles}
-
-\bi
-\item \structure<1>{What belongs to you but others use it more than you do?}
-\bi
-\item \uncover<2->{Your name}
-\ei
-\item \uncover<3->{\structure<3>{Jeopardy answer: ``Archibald Leach, Bernard Schwartz and
-    Lucille LeSueur.''  What is the question?}}
-\bi
-\item \uncover<4->{Who are three people who have never been in my kitchen?}
-\ei
-\ei
-
-\end{frame}
-
-%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
-\begin{frame}
-\frametitle{How to Study?}
-
-\begin{itemize}
-\item See posting on Avenue
-\item Better if an active, rather than a passive, process
-\item Do questions
-\begin{itemize}
-\item From midterm, assignments
-\item From the textbook
-\item From other books
-\item Make up your own
-\begin{itemize}
-\item MIS for an ADT that you have studied
-\item MIS for 2C03 assignments?
-\item Post questions to Avenue
-\end{itemize}
-\end{itemize}
-\end{itemize}
-
-\end{frame}
+% \begin{frame}
+% \frametitle{How to Study?}
+
+% \begin{itemize}
+% \item See posting on Avenue
+% \item Better if an active, rather than a passive, process
+% \item Do questions
+% \begin{itemize}
+% \item From midterm, assignments
+% \item From the textbook
+% \item From other books
+% \item Make up your own
+% \begin{itemize}
+% \item MIS for an ADT that you have studied
+% \item MIS for 2C03 assignments?
+% \item Post questions to Avenue
+% \end{itemize}
+% \end{itemize}
+% \end{itemize}
+
+% \end{frame}
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 
@@ -344,9 +461,10 @@ def maxOfThreeNum(x1, x2, x3):
 \ei
 \item Technology to cover/emphasize/de-emphasize?
 \bi
-\item Doxygen? Javadoc?
+\item Doxygen?
 \item Continuous integration?
 \item Make?
+\item Debugging?  (Valgrind?)
 \ei
 \item Programming language(s)
 \bi
@@ -367,9 +485,14 @@ def maxOfThreeNum(x1, x2, x3):
 
 \begin{itemize}
 
-\item Discontinue open book for tests?
-\item Sequence of assignments?
 \item Improving lecture attendance?
+\item Improving Avenue participation?
+\bi
+\item More questions
+\item More people answering questions
+\ei
+\item Part 2 of assignments?
+
 \item Other thoughts/ideas?
 
 \end{itemize}
diff --git a/Lectures/L36_ReviewForFinal/final.pdf b/Lectures/L36_ReviewForFinal/final.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a3dd71e3b64a99aaaa23feae2be6df0630577fa7
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