diff --git a/amc-templates/amc_template.zip b/amc-templates/amc_template.zip
new file mode 100644
index 0000000..f9b0252
Binary files /dev/null and b/amc-templates/amc_template.zip differ
diff --git a/amc-templates/amc_template/exam.pdf b/amc-templates/amc_template/exam.pdf
index 8dc1d46..75aa530 100644
Binary files a/amc-templates/amc_template/exam.pdf and b/amc-templates/amc_template/exam.pdf differ
diff --git a/amc-templates/amc_template/first_page.tex b/amc-templates/amc_template/first_page.tex
index 0bb6588..3ac25ed 100644
--- a/amc-templates/amc_template/first_page.tex
+++ b/amc-templates/amc_template/first_page.tex
@@ -1,57 +1,57 @@
 % First page - FRENCH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf Prof./Ens. XXX~-~Examen de XXX~-~Section XX \\
   ~ \\
   \bf Date~-~durée\,: XhYYm
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{ID}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{NOM DE L'ETUDIANT}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER\,: {\Large \bf  SCIPER}} \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Attendez le d\'ebut de l'\'epreuve avant de tourner la page.}
 \textbf{Ce document est imprim\'e recto-verso, il contient XX pages, les derni\`eres pouvant \^etre vides.}
 \textbf{Ne~pas d\'egrafer.}
 
 \medskip
 \begin{itemize}
 \item[--] Posez votre carte d'\'etudiant sur la table.
 \item[--] \textbf{Aucun} document n'est autoris\'{e}. 
 \item[--] L'utilisation d'une \textbf{calculatrice} et de tout outil \'electronique est interdite pendant l'\'epreuve.
 \item[--] Pour les questions \`a \textbf{choix multiple}, on comptera\,:
   \begin{itemize}
   \item [$+3$] points si la r\'eponse est correcte,
   \item [$0$] point si la question n'est pas r\'epondue ou s'il y a plusieurs réponses inscrites,
   \item [$-1$] point si la r\'eponse est incorrecte. 
   \end{itemize}
 \item[--]Pour les questions de type \textbf{vrai-faux}, on comptera\,:
   \begin{itemize}
   \item [$+1$] point si la r\'eponse est correcte,
   \item [$0$] point si la question n'est pas r\'epondue ou s'il y a plusieurs réponses inscrites, 
   \item [$-1$] point si la r\'eponse est incorrecte.
   \end{itemize}
 \item[--] Utilisez un \textbf{stylo} \`a encre \textbf{noire ou bleu fonc\'e} et effacez proprement avec du \textbf{correcteur blanc} si n\'ecessaire.
 \item[--] Si une question est erronée, l'enseignant se réserve le droit de l'annuler.
 \end{itemize}
 
 \hfill \hspace{-28px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 \newpage
 %% End of first page
diff --git a/amc-templates/amc_template_kprime/first_page.tex b/amc-templates/amc_template_kprime/first_page.tex
index 0bb6588..3ac25ed 100644
--- a/amc-templates/amc_template_kprime/first_page.tex
+++ b/amc-templates/amc_template_kprime/first_page.tex
@@ -1,57 +1,57 @@
 % First page - FRENCH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf Prof./Ens. XXX~-~Examen de XXX~-~Section XX \\
   ~ \\
   \bf Date~-~durée\,: XhYYm
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{ID}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{NOM DE L'ETUDIANT}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER\,: {\Large \bf  SCIPER}} \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Attendez le d\'ebut de l'\'epreuve avant de tourner la page.}
 \textbf{Ce document est imprim\'e recto-verso, il contient XX pages, les derni\`eres pouvant \^etre vides.}
 \textbf{Ne~pas d\'egrafer.}
 
 \medskip
 \begin{itemize}
 \item[--] Posez votre carte d'\'etudiant sur la table.
 \item[--] \textbf{Aucun} document n'est autoris\'{e}. 
 \item[--] L'utilisation d'une \textbf{calculatrice} et de tout outil \'electronique est interdite pendant l'\'epreuve.
 \item[--] Pour les questions \`a \textbf{choix multiple}, on comptera\,:
   \begin{itemize}
   \item [$+3$] points si la r\'eponse est correcte,
   \item [$0$] point si la question n'est pas r\'epondue ou s'il y a plusieurs réponses inscrites,
   \item [$-1$] point si la r\'eponse est incorrecte. 
   \end{itemize}
 \item[--]Pour les questions de type \textbf{vrai-faux}, on comptera\,:
   \begin{itemize}
   \item [$+1$] point si la r\'eponse est correcte,
   \item [$0$] point si la question n'est pas r\'epondue ou s'il y a plusieurs réponses inscrites, 
   \item [$-1$] point si la r\'eponse est incorrecte.
   \end{itemize}
 \item[--] Utilisez un \textbf{stylo} \`a encre \textbf{noire ou bleu fonc\'e} et effacez proprement avec du \textbf{correcteur blanc} si n\'ecessaire.
 \item[--] Si une question est erronée, l'enseignant se réserve le droit de l'annuler.
 \end{itemize}
 
 \hfill \hspace{-28px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 \newpage
 %% End of first page
diff --git a/data/templates/chemistry/de/first_page.tex b/data/templates/chemistry/de/first_page.tex
index 0c8a7d4..b53e718 100644
--- a/data/templates/chemistry/de/first_page.tex
+++ b/data/templates/chemistry/de/first_page.tex
@@ -1,55 +1,56 @@
 % First page - GERMAN
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~Dauer: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
-\namefield{SCIPER: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Unterschrift:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
+\namefield{SCIPER\,: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Drehen Sie diese Seite nicht um, bevor Sie dazu aufgefordert werden.}
 \textbf{Jedes Blatt hat eine Vorder- und eine R\"uckseite. Es gibt  \totalPages\ Seiten, die letzten sind m\"oglicherweise leer.}
 \textbf{L\"osen Sie nicht die Heftklammern.}
 
+\medskip
 \begin{itemize}
 \item[--] Legen Sie Ihren Studentenausweis auf den Tisch.
 \item[--] Es sind \textbf{keine} weiteren Unterlagen zugelassen.
 \item[--] Die Nutzung eines \textbf{Taschenrechners} oder jedes anderen elektronischen Hilfsmittels ist w\"ahrend der Pr\"ufung nicht gestattet.
 \item[--] F\"ur die \textbf{Multiple Choice} Fragen erh\"alt man:
   \begin{itemize}
   \item [$+3$] Punkte, wenn die Antwort richtig ist,
   \item [$0$] Punkte, wenn die Frage nicht beantwortet ist oder mehrere M\"oglichkeiten markiert sind,
   \item [$-1$] Punkt, wenn die Antwort falsch ist. 
   \end{itemize}
 \item[--] F\"ur die \textbf{Wahr/Falsch }Fragen erh\"alt man:
   \begin{itemize}
   \item [$+1$] Punkt, wenn die Antwort richtig ist,
   \item [$0$] Punkte, wenn die Frage nicht beantwortet ist oder mehrere M\"oglichkeiten markiert sind,
   \item [$-1$] Punkt, wenn die Antwort falsch ist.
   \end{itemize}
 \item[--] Benutzen Sie einen \textbf{Kugelschreiber mit schwarzer oder blauer Tinte} und verwenden Sie Korrekturfl\"ussigkeit (z.B. Tipp-Ex) um bei Bedarf Ihre Antwort zu \"andern.
 \item[--] Falls eine Fragestellung einen Fehler enth{\"a}lt, darf der/die Unterrichtende die entsprechende Frage annulieren.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 % End of first page
diff --git a/data/templates/chemistry/en/first_page.tex b/data/templates/chemistry/en/first_page.tex
index 4a53aeb..0ba3531 100644
--- a/data/templates/chemistry/en/first_page.tex
+++ b/data/templates/chemistry/en/first_page.tex
@@ -1,56 +1,56 @@
 % First page - ENGLISH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~duration: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Do not turn the page before the start of the exam.}
 \textbf{This document is double-sided, has \totalPages\ pages, the last ones possibly blank.}
 \textbf{Do not unstaple.}
 
 \medskip
 \begin{itemize}
 \item[--] Place your student card on your table.
 \item[--] \textbf{No other paper materials} are allowed to be used during the exam.
 \item[--] Using a \textbf{calculator} or any electronic device is not permitted during the exam.
 \item[--] For the \textbf{multiple choice} questions, we give
   \begin{itemize}
   \item [$+3$] points if your answer is correct,
   \item [$0$] points if you give no answer or more than one,
   \item [$-1$] points if your answer is incorrect.
   \end{itemize}
 \item[--] For the \textbf{true/false} questions, we give
   \begin{itemize}
   \item [$+1$] points if your answer is correct,
   \item [$0$] points if you give no answer or more than one,
   \item [$-1$] points if your answer is incorrect.
   \end{itemize}
 \item[--] Use a \textbf{black or dark blue ballpen} and clearly erase with \textbf{correction fluid} if necessary.
 \item[--] If a question is wrong, the teacher may decide to nullify it.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 % End of first page
diff --git a/data/templates/chemistry/fr/first_page.tex b/data/templates/chemistry/fr/first_page.tex
index 03ffa83..c3bb2eb 100644
--- a/data/templates/chemistry/fr/first_page.tex
+++ b/data/templates/chemistry/fr/first_page.tex
@@ -1,56 +1,56 @@
 % First page - FRENCH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~durée\,: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER\,: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Attendez le d\'ebut de l'\'epreuve avant de tourner la page.}
 \textbf{Ce document est imprim\'e recto-verso, il contient \totalPages\ pages, les derni\`eres pouvant \^etre vides.}
 \textbf{Ne~pas d\'egrafer.}
 
 \medskip
 \begin{itemize}
 \item[--] Posez votre carte d'\'etudiant sur la table.
 \item[--] \textbf{Aucun} document n'est autoris\'{e}. 
 \item[--] L'utilisation d'une \textbf{calculatrice} et de tout outil \'electronique est interdite pendant l'\'epreuve.
 \item[--] Pour les questions \`a \textbf{choix multiple}, on comptera\,:
   \begin{itemize}
   \item [$+3$] points si la r\'eponse est correcte,
-  \item [$0$] point si la question n'est pas r\'epondue ou s'il y a plusieurs réponses inscrites,
+  \item [$0$] point si il n'y a aucune ou plus d'une r\'eponse inscrite,
   \item [$-1$] point si la r\'eponse est incorrecte. 
   \end{itemize}
 \item[--]Pour les questions de type \textbf{vrai-faux}, on comptera\,:
   \begin{itemize}
   \item [$+1$] point si la r\'eponse est correcte,
-  \item [$0$] point si la question n'est pas r\'epondue ou s'il y a plusieurs réponses inscrites, 
+  \item [$0$] point si il n'y a aucune ou plus d'une r\'eponse inscrite, 
   \item [$-1$] point si la r\'eponse est incorrecte.
   \end{itemize}
 \item[--] Utilisez un \textbf{stylo} \`a encre \textbf{noire ou bleu fonc\'e} et effacez proprement avec du \textbf{correcteur blanc} si n\'ecessaire.
 \item[--] Si une question est erronée, l'enseignant se réserve le droit de l'annuler.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 %% End of first page
diff --git a/data/templates/linear-algebra/de/first_page.tex b/data/templates/linear-algebra/de/first_page.tex
index 0c8a7d4..b53e718 100644
--- a/data/templates/linear-algebra/de/first_page.tex
+++ b/data/templates/linear-algebra/de/first_page.tex
@@ -1,55 +1,56 @@
 % First page - GERMAN
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~Dauer: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
-\namefield{SCIPER: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Unterschrift:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
+\namefield{SCIPER\,: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Drehen Sie diese Seite nicht um, bevor Sie dazu aufgefordert werden.}
 \textbf{Jedes Blatt hat eine Vorder- und eine R\"uckseite. Es gibt  \totalPages\ Seiten, die letzten sind m\"oglicherweise leer.}
 \textbf{L\"osen Sie nicht die Heftklammern.}
 
+\medskip
 \begin{itemize}
 \item[--] Legen Sie Ihren Studentenausweis auf den Tisch.
 \item[--] Es sind \textbf{keine} weiteren Unterlagen zugelassen.
 \item[--] Die Nutzung eines \textbf{Taschenrechners} oder jedes anderen elektronischen Hilfsmittels ist w\"ahrend der Pr\"ufung nicht gestattet.
 \item[--] F\"ur die \textbf{Multiple Choice} Fragen erh\"alt man:
   \begin{itemize}
   \item [$+3$] Punkte, wenn die Antwort richtig ist,
   \item [$0$] Punkte, wenn die Frage nicht beantwortet ist oder mehrere M\"oglichkeiten markiert sind,
   \item [$-1$] Punkt, wenn die Antwort falsch ist. 
   \end{itemize}
 \item[--] F\"ur die \textbf{Wahr/Falsch }Fragen erh\"alt man:
   \begin{itemize}
   \item [$+1$] Punkt, wenn die Antwort richtig ist,
   \item [$0$] Punkte, wenn die Frage nicht beantwortet ist oder mehrere M\"oglichkeiten markiert sind,
   \item [$-1$] Punkt, wenn die Antwort falsch ist.
   \end{itemize}
 \item[--] Benutzen Sie einen \textbf{Kugelschreiber mit schwarzer oder blauer Tinte} und verwenden Sie Korrekturfl\"ussigkeit (z.B. Tipp-Ex) um bei Bedarf Ihre Antwort zu \"andern.
 \item[--] Falls eine Fragestellung einen Fehler enth{\"a}lt, darf der/die Unterrichtende die entsprechende Frage annulieren.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 % End of first page
diff --git a/data/templates/linear-algebra/en/first_page.tex b/data/templates/linear-algebra/en/first_page.tex
index 4a53aeb..0ba3531 100644
--- a/data/templates/linear-algebra/en/first_page.tex
+++ b/data/templates/linear-algebra/en/first_page.tex
@@ -1,56 +1,56 @@
 % First page - ENGLISH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~duration: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Do not turn the page before the start of the exam.}
 \textbf{This document is double-sided, has \totalPages\ pages, the last ones possibly blank.}
 \textbf{Do not unstaple.}
 
 \medskip
 \begin{itemize}
 \item[--] Place your student card on your table.
 \item[--] \textbf{No other paper materials} are allowed to be used during the exam.
 \item[--] Using a \textbf{calculator} or any electronic device is not permitted during the exam.
 \item[--] For the \textbf{multiple choice} questions, we give
   \begin{itemize}
   \item [$+3$] points if your answer is correct,
   \item [$0$] points if you give no answer or more than one,
   \item [$-1$] points if your answer is incorrect.
   \end{itemize}
 \item[--] For the \textbf{true/false} questions, we give
   \begin{itemize}
   \item [$+1$] points if your answer is correct,
   \item [$0$] points if you give no answer or more than one,
   \item [$-1$] points if your answer is incorrect.
   \end{itemize}
 \item[--] Use a \textbf{black or dark blue ballpen} and clearly erase with \textbf{correction fluid} if necessary.
 \item[--] If a question is wrong, the teacher may decide to nullify it.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 % End of first page
diff --git a/data/templates/linear-algebra/fr/first_page.tex b/data/templates/linear-algebra/fr/first_page.tex
index d78e380..c3bb2eb 100644
--- a/data/templates/linear-algebra/fr/first_page.tex
+++ b/data/templates/linear-algebra/fr/first_page.tex
@@ -1,56 +1,56 @@
 % First page - FRENCH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~durée\,: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER\,: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Attendez le d\'ebut de l'\'epreuve avant de tourner la page.}
 \textbf{Ce document est imprim\'e recto-verso, il contient \totalPages\ pages, les derni\`eres pouvant \^etre vides.}
 \textbf{Ne~pas d\'egrafer.}
 
 \medskip
 \begin{itemize}
 \item[--] Posez votre carte d'\'etudiant sur la table.
 \item[--] \textbf{Aucun} document n'est autoris\'{e}. 
 \item[--] L'utilisation d'une \textbf{calculatrice} et de tout outil \'electronique est interdite pendant l'\'epreuve.
 \item[--] Pour les questions \`a \textbf{choix multiple}, on comptera\,:
   \begin{itemize}
   \item [$+3$] points si la r\'eponse est correcte,
   \item [$0$] point si il n'y a aucune ou plus d'une r\'eponse inscrite,
   \item [$-1$] point si la r\'eponse est incorrecte. 
   \end{itemize}
 \item[--]Pour les questions de type \textbf{vrai-faux}, on comptera\,:
   \begin{itemize}
   \item [$+1$] point si la r\'eponse est correcte,
   \item [$0$] point si il n'y a aucune ou plus d'une r\'eponse inscrite, 
   \item [$-1$] point si la r\'eponse est incorrecte.
   \end{itemize}
 \item[--] Utilisez un \textbf{stylo} \`a encre \textbf{noire ou bleu fonc\'e} et effacez proprement avec du \textbf{correcteur blanc} si n\'ecessaire.
 \item[--] Si une question est erronée, l'enseignant se réserve le droit de l'annuler.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 %% End of first page
diff --git a/data/templates/maths/de/first_page.tex b/data/templates/maths/de/first_page.tex
index 8df0af6..b53e718 100644
--- a/data/templates/maths/de/first_page.tex
+++ b/data/templates/maths/de/first_page.tex
@@ -1,56 +1,56 @@
 % First page - GERMAN
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~Dauer: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER\,: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Drehen Sie diese Seite nicht um, bevor Sie dazu aufgefordert werden.}
 \textbf{Jedes Blatt hat eine Vorder- und eine R\"uckseite. Es gibt  \totalPages\ Seiten, die letzten sind m\"oglicherweise leer.}
 \textbf{L\"osen Sie nicht die Heftklammern.}
 
 \medskip
 \begin{itemize}
 \item[--] Legen Sie Ihren Studentenausweis auf den Tisch.
 \item[--] Es sind \textbf{keine} weiteren Unterlagen zugelassen.
 \item[--] Die Nutzung eines \textbf{Taschenrechners} oder jedes anderen elektronischen Hilfsmittels ist w\"ahrend der Pr\"ufung nicht gestattet.
 \item[--] F\"ur die \textbf{Multiple Choice} Fragen erh\"alt man:
   \begin{itemize}
   \item [$+3$] Punkte, wenn die Antwort richtig ist,
   \item [$0$] Punkte, wenn die Frage nicht beantwortet ist oder mehrere M\"oglichkeiten markiert sind,
   \item [$-1$] Punkt, wenn die Antwort falsch ist. 
   \end{itemize}
 \item[--] F\"ur die \textbf{Wahr/Falsch }Fragen erh\"alt man:
   \begin{itemize}
   \item [$+1$] Punkt, wenn die Antwort richtig ist,
   \item [$0$] Punkte, wenn die Frage nicht beantwortet ist oder mehrere M\"oglichkeiten markiert sind,
   \item [$-1$] Punkt, wenn die Antwort falsch ist.
   \end{itemize}
 \item[--] Benutzen Sie einen \textbf{Kugelschreiber mit schwarzer oder blauer Tinte} und verwenden Sie Korrekturfl\"ussigkeit (z.B. Tipp-Ex) um bei Bedarf Ihre Antwort zu \"andern.
 \item[--] Falls eine Fragestellung einen Fehler enth{\"a}lt, darf der/die Unterrichtende die entsprechende Frage annulieren.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 % End of first page
diff --git a/data/templates/maths/en/first_page.tex b/data/templates/maths/en/first_page.tex
index 4a53aeb..0ba3531 100644
--- a/data/templates/maths/en/first_page.tex
+++ b/data/templates/maths/en/first_page.tex
@@ -1,56 +1,56 @@
 % First page - ENGLISH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~duration: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Do not turn the page before the start of the exam.}
 \textbf{This document is double-sided, has \totalPages\ pages, the last ones possibly blank.}
 \textbf{Do not unstaple.}
 
 \medskip
 \begin{itemize}
 \item[--] Place your student card on your table.
 \item[--] \textbf{No other paper materials} are allowed to be used during the exam.
 \item[--] Using a \textbf{calculator} or any electronic device is not permitted during the exam.
 \item[--] For the \textbf{multiple choice} questions, we give
   \begin{itemize}
   \item [$+3$] points if your answer is correct,
   \item [$0$] points if you give no answer or more than one,
   \item [$-1$] points if your answer is incorrect.
   \end{itemize}
 \item[--] For the \textbf{true/false} questions, we give
   \begin{itemize}
   \item [$+1$] points if your answer is correct,
   \item [$0$] points if you give no answer or more than one,
   \item [$-1$] points if your answer is incorrect.
   \end{itemize}
 \item[--] Use a \textbf{black or dark blue ballpen} and clearly erase with \textbf{correction fluid} if necessary.
 \item[--] If a question is wrong, the teacher may decide to nullify it.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 % End of first page
diff --git a/data/templates/maths/fr/first_page.tex b/data/templates/maths/fr/first_page.tex
index d78e380..c3bb2eb 100644
--- a/data/templates/maths/fr/first_page.tex
+++ b/data/templates/maths/fr/first_page.tex
@@ -1,56 +1,56 @@
 % First page - FRENCH
 
 \noindent
 \begin{minipage}[c]{350pt}
   \bf \prof~-~\ExamName~-~\SECTION \\
   ~ \\
   \bf \ExamDate~-~durée\,: \Time
 \end{minipage}
 \begin{minipage}[c]{100pt}
-  \includegraphics[scale=0.24]{Logo_EPFL}
+  \includegraphics[scale=0.20]{Logo_EPFL}
 \end{minipage}
 
 \vfill
 \begin{minipage}[c]{\textwidth}
 \noindent
 \hfill\fontsize{100}{120}{\selectfont{\ID{}}}\hfill
 \vspace{1cm}
 \par
 \noindent
 \begin{center}
 \fontsize{40}{48}{\selectfont{\NAME{}}}
 \end{center}
 \end{minipage}
 \vfill
 
 \noindent
 \namefield{SCIPER\,: {\Large \bf  \SCIPER{} }}%SIGNATURE \hfill Signature\,:~\textcolor{light-Gray}{\rule{5cm}{1.5cm}}
 \\ ~ \\
 \noindent
 \textbf{Attendez le d\'ebut de l'\'epreuve avant de tourner la page.}
 \textbf{Ce document est imprim\'e recto-verso, il contient \totalPages\ pages, les derni\`eres pouvant \^etre vides.}
 \textbf{Ne~pas d\'egrafer.}
 
 \medskip
 \begin{itemize}
 \item[--] Posez votre carte d'\'etudiant sur la table.
 \item[--] \textbf{Aucun} document n'est autoris\'{e}. 
 \item[--] L'utilisation d'une \textbf{calculatrice} et de tout outil \'electronique est interdite pendant l'\'epreuve.
 \item[--] Pour les questions \`a \textbf{choix multiple}, on comptera\,:
   \begin{itemize}
   \item [$+3$] points si la r\'eponse est correcte,
   \item [$0$] point si il n'y a aucune ou plus d'une r\'eponse inscrite,
   \item [$-1$] point si la r\'eponse est incorrecte. 
   \end{itemize}
 \item[--]Pour les questions de type \textbf{vrai-faux}, on comptera\,:
   \begin{itemize}
   \item [$+1$] point si la r\'eponse est correcte,
   \item [$0$] point si il n'y a aucune ou plus d'une r\'eponse inscrite, 
   \item [$-1$] point si la r\'eponse est incorrecte.
   \end{itemize}
 \item[--] Utilisez un \textbf{stylo} \`a encre \textbf{noire ou bleu fonc\'e} et effacez proprement avec du \textbf{correcteur blanc} si n\'ecessaire.
 \item[--] Si une question est erronée, l'enseignant se réserve le droit de l'annuler.
 \end{itemize}
 
 \hfill \hspace{-13px}\includegraphics[scale=0.19]{good_bad_square} \hfill
 %% End of first page
diff --git a/local/stats/lib/lib_amcstats.php b/local/stats/lib/lib_amcstats.php
index 8d4c85b..3629f10 100755
--- a/local/stats/lib/lib_amcstats.php
+++ b/local/stats/lib/lib_amcstats.php
@@ -1,849 +1,854 @@
 <?php
 
 # some functions for array_maps
 function clean_array($string) { return preg_replace('/"/', '', $string); }
 function decimal_conversion($string) { return preg_replace('/,/', '.', $string); }
 function square($n) { return($n*$n); }
 
 # standard deviation function (if PECL stats not available)
 if (!function_exists('stats_standard_deviation')) {
     function stats_standard_deviation(array $a, $sample = false) {
         $n = count($a);
         if ($n === 0) {
             trigger_error("The array has zero elements", E_USER_WARNING);
             return false;
         }
         if ($sample && $n === 1) {
             trigger_error("The array has only 1 element", E_USER_WARNING);
             return false;
         }
         $mean = array_sum($a)/$n;
         $carry = 0.0;
         foreach ($a as $val) {
             $d = ((double) $val) - $mean;
             $carry += $d * $d;
         }
         if ($sample) --$n;
         return sqrt($carry / $n);
     }
 }
 
 class AmcReader {
 	protected $filename = null;
 	protected $teacher = null;
 	protected $raw_data = null;
 	protected $columns = null;
 	protected $students = null;
 	protected $exam_points = null;
 
 	public function __construct($filename, $teacher, $exam_points, $only_questions = null, $inverse_filter = false, $external = null) {
 		if (!file_exists($filename))
 			throw new Exception('File not found: '.$filename);
 		$this->filename = $filename;
 
 		$this->teacher = $teacher;
 		$this->exam_points = $exam_points;
 
 		$raw_data = file($this->filename, FILE_IGNORE_NEW_LINES);
 		$this->raw_data = array();
 		foreach($raw_data as $line) {
                         $line = array_map("clean_array", explode(';', $line));
 			$line =  array_map("decimal_conversion", $line);
 			$this->raw_data[] = $line;
                 }
 		$this->parseHeader();
 		$this->parseStudents($only_questions, $inverse_filter, $external);
 	}
 
 	public function getStudents() {
 		return $this->students;
 	}
 
 	protected function parseHeader() {
                 if (isset($this->raw_data[0])) //is_array($this->raw_data[0]) || is_object($this->raw_data[0]))
                 {
                     foreach($this->raw_data[0] as $col_id => $value) {		
                             // Analyse header from CSV file, based on content
                             $item = array();
                             switch ($value) {
                                     case "ID":
                                     case "NAME":
                                     case "EMAIL":
                                     case "SECTION":
                                     case "Mark":
                                             $item['name'] = $value;
                                             $item['type'] = "info";
                                             break;
                                     case "SCIPER":
                                             $item['name'] = $value;
                                             $item['type'] = "unique_id";
                                             break;
                                     default:
                                             $item['name'] = $value;
                                             if (preg_match('/^TICKED:/', $value)) {
                                                     $item['name'] = preg_replace('/^TICKED:/', '', $value);
                                                     $item['type'] = "ticked";
                                             } else {
                                                     $item['type'] = "question";
                                                     $item['subtype'] = $this->guessSubtype($col_id);
                                             }
                                             
                             }
                             // Stats will be computed at a later stage
                             $item['stats'] = null;
                             $this->columns[] = $item;
                     }
             }
 	}
 
 	protected function guessSubtype($col_id) {
 		$subtype = null;
 		$min_points = 0;
 		$max_points = 0;
 		$decimal = false;
     
 		foreach($this->raw_data as $line) {
 			if (preg_match('/\./', $line[$col_id]))	$decimal = true;
 			if ($line[$col_id] > $max_points) $max_points = $line[$col_id];
 		}
 
+		
+		//Tmp Global Issues
+		//if ($max_points == 1)return 'mc'; else return 'tf';
+		
+		
 		// This only works for MATHS exams...
 		if ($decimal or $max_points > 3) {
 			// Only open questions have decimal points
 			return 'open';
 		}
         
 		if ($max_points == 3) return 'mc';
 		if ($max_points == 1) return 'tf';
 		
 		return 'unknown';
 	}
 
 	protected function getColIdByName($name) {
 		foreach ($this->columns as $id => $col) if ($col['name'] == $name) return $id;
 		throw new Exception('Column not found: '.$name);
 	}
 
 	protected function getColIdsByType($type, $name = null) {
 		$ids = array();
 		if (is_null($name)) {
 			foreach ($this->columns as $id => $col) if ($col['type'] == $type) $ids[] = $id;
 		} else {
 			foreach ($this->columns as $id => $col) if ($col['type'] == $type and $col['name'] == $name) $ids[] = $id;
 		}
 		if (count($ids) == 0) {
 			if (is_null($name)) throw new Exception('Column type not found: '.$type);
 			throw new Exception('Column type not found: '.$type.'/'.$name);
 		}
 		if (count($ids) == 1) return $ids[0];
 		return $ids;
 	}
 
 	protected function getQuestionNameByColId($id) {
 		if (array_key_exists($id, $this->columns) and $this->columns[$id]['type'] == 'question')
 			return $this->columns[$id]['name'];
 		throw new Exception('Column not found, or is not a question: '.$id);
 	}
 
 	protected function getMaximumPointsByColId($id) {
 		$maximum = 0.0;
 		foreach($this->raw_data as $student) if ((float)$student[$id] > $maximum) $maximum = (float)$student[$id];
 		return $maximum;
 	}
 
 	protected function parseStudents($only_questions, $inverse_filter, $external) {
 		foreach($this->raw_data as $line => $student) {
 			if ($line == 0) continue; // skip header
 
 			$data = array('teacher' => $this->teacher);
 
 			foreach(array('ID', 'SCIPER', 'NAME', 'EMAIL', 'SECTION') as $key) {
 				$data[$key] = $student[$this->getColIdByName($key)];
 			}
 
 			// Get points
 			$points = array();
 			$data['items'] = array();
 			foreach($this->getColIdsByType('question') as $col) {
 				$item = array();
 				$item['name'] = $this->getQuestionNameByColId($col);
 
 				// Should we filter this question ?
 				if (is_null($only_questions)
 					or (!$inverse_filter and in_array($item['name'], $only_questions))
 					or ($inverse_filter and !in_array($item['name'], $only_questions))
 					) {
 					// Take this question into account
 					$item['points'] = (float)$student[$col];
 					$item['max_points'] = $this->getMaximumPointsByColId($col);
 					if ($item['max_points'] == 0) {
 						// Cancelled question ? Count it right for everyone
 						$item['right'] = 1;
 					} else {
 						$item['right'] = max((float)($item['points']/$item['max_points']), 0.0);
 					}
 					$points[] = $item['points'];
 					$item['ticked'] = $student[$this->getColIdsByType('ticked', $item['name'])];
 					$item['type'] = $this->columns[$col]['type'];
 					$item['subtype'] = $this->columns[$col]['subtype'];
 					$data['items'][] = $item;
 				}
 			}
 
 			$data['total'] = array_sum($points);
 
 			$data['present'] = (int)(array_sum(array_map("square", $points))>0);
 
 			$data['exam_points'] = $this->exam_points;
 			// Compute marks
 			if ($data['present']) {
 				$data['positive_total'] = (float)max($data['total'], 0.0);
 				if (is_null($external)) {
 					$data['mark6'] = (float)min($data['positive_total']/($this->exam_points)*5.0+1, 6.0);
 				} else {
 					$output = array();
 					exec("./".$external." ".$data['total'], $output);
 					$data['mark6'] = (float)trim($output[0]);
 				}
 				$data['quarter_mark6'] = (float)round($data['mark6']*4.0, 0)/4.0;
 			} else {
 				$data['positive_total'] = 'n/a';
 				$data['mark6'] = 'abs';
 				$data['quarter_mark6'] = 'abs';
 			}
 
 			if (preg_match('/^FAKE/', $data['SCIPER'])) {
 				if ($data['present']) $data['type'] = 'unregistered';
 				else $data['type'] = 'unused';
 			} else $data['type'] = 'student';
 
 			$this->students[] = $data;
 		}
 	}
 }
 
 // Compare students on total (higher to lower)
 function cmp_total($a, $b)
 {
     if ($a['total'] == $b['total']) {
         return 0;
     }
     return ($a['total'] < $b['total']) ? 1 : -1;
 }
 
 class ExamCalcs {
 	protected $dataset = null;
 	protected $tmp_dataset = null;
 	
 	public function __construct($dataset = null) {
 		$this->dataset = array();
 		if (!is_null($dataset)) $this->dataset = $dataset;
 	}
 
 	public function addFile($teacher, $teacher_file, $max_points, $only_questions = null, $inverse_filter = false, $external = null) {
 		#echo "Adding $teacher ($teacher_file) to the dataset ($max_points points).\n";
 		$AR = new AmcReader($teacher_file, $teacher, $max_points, $only_questions, $inverse_filter, $external);
 		$this->addDataSet($AR->getStudents());
 	}
 
 	public function addDataSet($data) {
                 if (is_array($data) || is_object($data))
                 {
                         foreach ($data as $student) $this->dataset[] = $student;
                 }
 	}
 
 	public function filterBySections($sections, $update = true) {
 		$dataset = array();
 		foreach ($this->dataset as $student) {
 			if (is_array($sections)) {
 				if (in_array($student['SECTION'], $sections))
 					$dataset[] = $student;
 			} else {
 				if ($student['SECTION'] == $sections)
 					$dataset[] = $student;
 			}
 		}
 		if ($update) $this->dataset = $dataset;
 		return $dataset;
 	}
 
 	public function filterByTeachers($teachers, $update = true) {
 		$dataset = array();
 		foreach ($this->dataset as $student) {
 			if (is_array($teachers)) {
 				if (in_array($student['teacher'], $teachers))
 					$dataset[] = $student;
 			} else {
 				if ($student['teacher'] == $teachers)
 					$dataset[] = $student;
 			}
 		}
 		if ($update) $this->dataset = $dataset;
 		return $dataset;
 	}
 
 	public function getTeachers() {
 		$teachers = array();
 		foreach ($this->dataset as $student) {
 			if (!in_array($student['teacher'], $teachers)) $teachers[] = $student['teacher'];
 		}
 		return $teachers;
 	}
 
 	public function getSections() {
 		$sections = array();
 		
 		foreach ($this->dataset as $student) {
 			$section = $student['SECTION'];
 			if (!in_array($section, $sections) and $section != 'XXX') $sections[] = $section;
 		}
 		return $sections;
 	}
 	
 	public function getQuestionsTxt() {
 		$questions = array();
 		
 		$items = array();
 		foreach ($this->dataset[0]['items'] as $item){
 			$questions[] = $item['name'];
 			echo $item['name'];
 		}
 		return $questions;
 	}
 
 	public function printStatsOnCommonItems() {
 		// Sort dataset by points
 		$dataset = $this->sortByTotalPoints(false);
 		if (count($dataset) < 3) throw new Exception('Dataset is too small.');
 
 		// Get items from the first student
 		$items = array();
 		foreach ($this->dataset[0]['items'] as $item) $items[] = $item['name'];
 
 		foreach ($dataset as $student) {
 			// Get items for current student
 			$tmp_items = array();
 			foreach ($student['items'] as $item) $tmp_items[] = $item['name'];
 			// Keep only items in both '$items' AND '$tmp_items'
 			$items = array_intersect($items, $tmp_items);
 		}
 
 		// Now, filter items in the dataset
 		$filtered_dataset = array();
 		foreach ($dataset as $student) {
 			if (!$student['present']) continue;
 			$filtered_items = array();
 			foreach ($student['items'] as $item) {
 				if (in_array($item['name'], $items)) $filtered_items[] = $item;
 			}
 			if (count($filtered_items)) {
 				$student['items'] = $filtered_items;
 				$filtered_dataset[] = $student;
 			}
 		}
 		$dataset = $filtered_dataset;
 		if (count($dataset) < 3) throw new Exception('Dataset is too small.');
 
 		// Compute limits
 		$nb_students = count($dataset);
 		$twenty_seven = (int)($nb_students*27.0/100);
 		$upper_stop = $twenty_seven-1;
 		$lower_start = $nb_students-$twenty_seven+1;
 
 		#echo "$nb_students / $twenty_seven / 0 -> $upper_stop / $lower_start -> $nb_students \n";
 
 		$stats = array();
 		foreach ($dataset as $i => $student) {
 			foreach ($student['items'] as $item) {
 				$name = $item['name'];
 				if (!array_key_exists($name, $stats))
 					$stats[$name] = array(	'27%'	=>		$twenty_seven,
 								'upper' =>		0,
 								'lower' =>		0,
 								'valid' =>		null,
 								'ticked'=>		null,
 								'ticked_count'=>	0,
 								'empty_count'=>		0,
 								'type' =>		null,
 								'subtype' =>		null,
 								'max_points' =>		null,
 								);
 				$stats[$name]['max_points'] = $item['max_points'];
 				$stats[$name]['type'] = $item['type'];
 				$stats[$name]['subtype'] = $item['subtype'];
 
 				// Initialise 'ticked' table
 				if (is_null($stats[$name]['ticked'])) {
 					switch ($stats[$name]['subtype']) {
 						case 'mc':
 							$stats[$name]['ticked'] = array( 'A' => 0, 'B' => 0, 'C' => 0, 'D' => 0, 'multiple' => 0);
 							break;
 						case 'tf':
 							$stats[$name]['ticked'] = array( 'TRUE' => 0, 'FALSE' => 0, 'multiple' => 0);
 							break;
 						default:
 							$stats[$name]['ticked'] = array();
 							break;							
 					}
 				}
 
 				// Count right answers
 				if ($item['right'] > 0) {
 					// Save valid answer
 					if (is_null($stats[$name]['valid'])) {
 						switch ($stats[$name]['subtype']) {
 							case 'tf':
 								if ($item['ticked'] == 'A')
 									$stats[$name]['valid'] = 'TRUE';
 								else
 									$stats[$name]['valid'] = 'FALSE';
 								break;
 							case 'mc':
 								$stats[$name]['valid'] = $item['ticked'];
 								break;
 							case 'open':
 								$stats[$name]['valid'] = 'n/a';
 								break;
 							default:
 								$stats[$name]['valid'] = 'n/a';
 								break;
 						}
 					}
 
 					// 'upper 27%' and 'lower 27%' counters
 					switch ($stats[$name]['subtype']) {
 						case 'mc':
 						case 'tf':
 							if ($i <= $upper_stop) 	$stats[$name]['upper']++;
 							if ($i >= $lower_start) $stats[$name]['lower']++;
 							break;
 						case 'open':
 							if ($i <= $upper_stop)  $stats[$name]['upper'] += $item['points'];
 							if ($i >= $lower_start) $stats[$name]['lower'] += $item['points'];
 							break;
 					}
 				}
 
 				// Count empty answers
 				if (empty($item['ticked'])) {
 					$stats[$name]['empty_count']++;
 				} else {
 					// Stats on non-empty answers
 					$stats[$name]['ticked_count']++;
 					if (strlen($item['ticked']) > 1) {
 						$stats[$name]['ticked'] = $this->createAndIncrement($stats[$name]['ticked'], 'multiple');
 					} else {
 						switch ($item['subtype']) {
 							case 'tf':
 								if ($item['ticked'] == 'A') $field = 'TRUE';
 								if ($item['ticked'] == 'B') $field = 'FALSE';
 								$stats[$name]['ticked'] = $this->createAndIncrement($stats[$name]['ticked'], $field);
 								break;
 							case 'mc':
 								$stats[$name]['ticked'] = $this->createAndIncrement($stats[$name]['ticked'], $item['ticked']);
 								break;
 							default:
 								$stats[$name]['ticked'] = $this->createAndIncrement($stats[$name]['ticked'], $item['ticked']);
 								break;
 						}
 					}
 				}
 			}
 		}
 
 		// Compute more stats
 		$tmp = array();
 		foreach ($stats as $name => $stat) {
 			// Discrimination index
 
 			// For open questions, change the '27%' value.
 			if ($stat['subtype'] == 'open') $stat['27%'] = $stat['27%']*$stat['max_points'];
 
 			$stat['DI'] = ($stat['upper']-$stat['lower'])/(1.0*$stat['27%']);
 
 			// Calculate percentages
 			$ticked_percentage = array();
 			foreach ($stat['ticked'] as $t => $n) {
 				$ticked_percentage[$t] = array( 'n' => $n, '%' => (float)(100.0*$n/$stat['ticked_count']), 'valid' => (int)($t == $stat['valid']));
 			}
 			$stat['ticked'] = $ticked_percentage;
 			$tmp[$name] = $stat;
 		}
 		$stats = $tmp;
 
 		// Print CSV
 		$previous_subtype = null;
 		$header = '"question_id","subtype","27 %","upper","lower","DI","count","valid"';
 		foreach ($stats as $name => $stat) {
 			if ($stat['subtype'] != $previous_subtype) {
 				#if (!is_null($previous_subtype)) echo "\n";
 				echo $header;
 				if ($stat['subtype'] != 'open') {
 					foreach ($stat['ticked'] as $answer => $data) echo ",\"[$answer] count\"";
 					foreach ($stat['ticked'] as $answer => $data) echo ",\"[$answer] %\"";
 				}
 				echo "\n";
 				$previous_subtype = $stat['subtype'];
 			}
 			echo "$name,{$stat['subtype']},{$stat['27%']},{$stat['upper']},{$stat['lower']},{$stat['DI']},{$stat['ticked_count']}";
 			if ($stat['subtype'] == 'open') {
 				echo ",\"n/a\"";
 			} else {
 				foreach ($stat['ticked'] as $answer => $data) if ($data['valid'] == 1) echo ",\"$answer\"";
 				foreach ($stat['ticked'] as $answer => $data) echo ",{$data['n']}";
 				foreach ($stat['ticked'] as $answer => $data) echo ",{$data['%']}";
 			}
 			echo "\n";
 		}
 
 	}
 		
 	public function printLatexHistoCommandsOnCommonItems() {
 		// Sort dataset by points
 		$dataset = $this->sortByTotalPoints(false);
 		if (count($dataset) < 3) throw new Exception('Dataset is too small.');
 
 		// Get items from the first student
 		$items = array();
 		foreach ($this->dataset[0]['items'] as $item) $items[] = $item['name'];
 
 		foreach ($dataset as $student) {
 			// Get items for current student
 			$tmp_items = array();
 			foreach ($student['items'] as $item) $tmp_items[] = $item['name'];
 			// Keep only items in both '$items' AND '$tmp_items'
 			$items = array_intersect($items, $tmp_items);
 		}
 
 		// Now, filter items in the dataset
 		$filtered_dataset = array();
 		foreach ($dataset as $student) {
 			if (!$student['present']) continue;
 			$filtered_items = array();
 			foreach ($student['items'] as $item) {
 				if (in_array($item['name'], $items)) $filtered_items[] = $item;
 			}
 			if (count($filtered_items)) {
 				$student['items'] = $filtered_items;
 				$filtered_dataset[] = $student;
 			}
 		}
 		$dataset = $filtered_dataset;
 		if (count($dataset) < 3) throw new Exception('Dataset is too small.');
 
 		// Compute limits
 		$nb_students = count($dataset);
 		$twenty_seven = (int)($nb_students*27.0/100);
 		$upper_stop = $twenty_seven-1;
 		$lower_start = $nb_students-$twenty_seven+1;
 
 		#echo "$nb_students / $twenty_seven / 0 -> $upper_stop / $lower_start -> $nb_students \n";
 
 		$stats = array();
 		foreach ($dataset as $i => $student) {
 			foreach ($student['items'] as $item) {
 				$name = $item['name'];
 				$teacher = $student['teacher'];
 				$name = $name . ";" . $teacher;
 				if (!array_key_exists($name, $stats))
 					$stats[$name] = array(
 								'teacher' =>	null,
 								'valid' =>		null,
 								'ticked'=>		null,
 								'ticked_count'=>	0,
 								'empty_count'=>		0,
 								'type' =>		null,
 								'subtype' =>		null,
 								);
 				$stats[$name]['type'] = $item['type'];
 				$stats[$name]['subtype'] = $item['subtype'];
 				$stats[$name]['teacher'] = $student['teacher'];
 
 				// Initialise 'ticked' table
 				if (is_null($stats[$name]['ticked'])) {
 					switch ($stats[$name]['subtype']) {
 						case 'mc':
 							$stats[$name]['ticked'] = array( 'A' => 0, 'B' => 0, 'C' => 0, 'D' => 0);
 							break;
 						case 'tf':
 							$stats[$name]['ticked'] = array( 'TRUE' => 0, 'FALSE' => 0);
 							break;
 						default:
 							$stats[$name]['ticked'] = array();
 							break;							
 					}
 				}
 
 				// Count right answers
 				if ($item['right'] > 0) {
 					// Save valid answer
 					if (is_null($stats[$name]['valid'])) {
 						switch ($stats[$name]['subtype']) {
 							case 'tf':
 								if ($item['ticked'] == 'A')
 									$stats[$name]['valid'] = 'TRUE';
 								else
 									$stats[$name]['valid'] = 'FALSE';
 								break;
 							case 'mc':
 								$stats[$name]['valid'] = $item['ticked'];
 								break;
 							case 'open':
 								$stats[$name]['valid'] = 'n/a';
 								break;
 							default:
 								$stats[$name]['valid'] = 'n/a';
 								break;
 						}
 					}
 				}
 
 				// Count empty answers
 				if (empty($item['ticked'])) {
 					$stats[$name]['empty_count']++;
 				} else {
 					// Stats on non-empty answers
 					$stats[$name]['ticked_count']++;
 					if (strlen($item['ticked']) == 1) {
 						switch ($item['subtype']) {
 							case 'tf':
 								if ($item['ticked'] == 'A') $field = 'TRUE';
 								if ($item['ticked'] == 'B') $field = 'FALSE';
 								$stats[$name]['ticked'] = $this->createAndIncrement($stats[$name]['ticked'], $field);
 								break;
 							case 'mc':
 								$stats[$name]['ticked'] = $this->createAndIncrement($stats[$name]['ticked'], $item['ticked']);
 								break;
 							default:
 								$stats[$name]['ticked'] = $this->createAndIncrement($stats[$name]['ticked'], $item['ticked']);
 								break;
 						}
 					}
 				}
 			}
 		}
 
 		// Compute more stats
 		$tmp = array();
 		foreach ($stats as $name => $stat) {
 						// Calculate percentages
 			$ticked_percentage = array();
 			foreach ($stat['ticked'] as $t => $n) {
 				$ticked_percentage[$t] = array( 'n' => $n, '%' => (float)(100.0*$n/$stat['ticked_count']), 'valid' => (int)($t == $stat['valid']));
 			}
 			$stat['ticked'] = $ticked_percentage;
 			$tmp[$name] = $stat;
 		}
 		$stats = $tmp;
 		
 		// Print CSV, by question, then teacher
 		
 		//histo colors
 		$i = 0;
 		foreach($this->getTeachers() as $teacher){
 			$i++;
 			switch ($i) {
 				case 1: echo "\\newcommand{\\" . $teacher . "}{\\textbf{" . $teacher . "}} \n";	break;
 				case 2: echo "\\newcommand{\\" . $teacher . "}{{\color{red}\\textbf{" . $teacher . "}}} \n";	break;
 				case 3: echo "\\newcommand{\\" . $teacher . "}{{\color{blue}\\textbf{" . $teacher . "}}} \n";	break;
 				case 4: echo "\\newcommand{\\" . $teacher . "}{{\color{magenta}\\textbf{" . $teacher . "}}} \n";	break;
 				case 5: echo "\\newcommand{\\" . $teacher . "}{{\color{cyan}\\textbf{" . $teacher . "}}} \n";	break;
 				case 6: echo "\\newcommand{\\" . $teacher . "}{{\color{olive}\\textbf{" . $teacher . "}}} \n";	break;
 				case 7: echo "\\newcommand{\\" . $teacher . "}{{\color{orange}\\textbf{" . $teacher . "}}} \n";	break;
 				case 8: echo "\\newcommand{\\" . $teacher . "}{{\color{black}\\textbf{" . $teacher . "}}} \n ";	break;
 			}
 		}
 		echo " \n";
 		//histo teachers present students
 		foreach($this->getTeachers() as $teacher){
 			
 			echo "\\newcommand{\N" . $teacher . "}{" . $this->getTotStudentsByTeacher($teacher) . "} \n";
 		}
 		echo " \n";
 		
 		$items = array();
 		foreach ($this->dataset[0]['items'] as $item){
 				
 			if($item['subtype'] != 'open'){
 			
 			
 				echo "\inputFR{" . $item['name'] . ".tex} \n";
 				
 				foreach($this->getTeachers() as $teacher){
 				
 					foreach ($stats as $name => $stat) {			
 						//echo "[" . $stat['teacher'] . " - " . $teacher . " | " . $name . " - " . $item['name'] . "]";
 						if($stat['teacher'] == $teacher && explode(';',$name)[0] == $item['name']){
 							echo "\histoQCM{\\" . $teacher . "}{\N" . $teacher . "}{" . $stat['ticked_count'] . "}";
 							foreach ($stat['ticked'] as $answer => $data) echo "{{$data['n']}}";							
 						}
 					}
 					echo "\n";				
 				}
 			
 				echo "\n";
 				echo "\n";
 			}
 		
 		}
 		
 	}
 
 	public function sortByTotalPoints($update = true) {
 		if ($update) {
 			usort($this->dataset, "cmp_total");
 			return $this->dataset;
 		} else {
 			$dataset = $this->dataset;
 			usort($dataset, "cmp_total");
 			return $dataset;
 		}
 	}
 
 	public function getDataSet() {
 		return $this->dataset;
 	}
 
 	protected function createAndIncrement($table, $field, $increment = 1) {
 		if (!array_key_exists($field, $table)) {
 			$table[$field] = 0;
 		}
 		$table[$field] += $increment;
 		return $table;
 	}
 
 	public function getMarks() {
 		$marks = array();
 		foreach($this->dataset as $student) {
 			$tmp = array();
 
 			$tmp['teacher'] = $student['teacher'];
 			$tmp['ID'] = $student['ID'];
 			$tmp['SECTION'] = $student['SECTION'];
 			$tmp['exam_points'] = $student['exam_points'];
 			$tmp['total'] = $student['total'];
 			$tmp['present'] = $student['present'];
 			$tmp['SCIPER'] = $student['SCIPER'];
 			$tmp['quarter_mark6'] = $student['quarter_mark6'];
 			$marks[] = $tmp;
 		}
 		return $marks;
 	}
 	
 	public function getTotStudentsByTeacher($teacher){
 		$nb_students = 0;
 		foreach($this->dataset as $student){
 			if($student['teacher'] == $teacher && $student['present']){
 				$nb_students++;
 			}
 		}
 		return $nb_students;
 	}
 
 	public function getQuestions() {
 		$questions = array();
 		foreach($this->dataset as $student) {
 			//print_r($student['items']);
 			$tmp = array();
 
 			$tmp['teacher'] = $student['teacher'];
 			$tmp['ID'] = $student['ID'];
 			$tmp['SECTION'] = $student['SECTION'];
 			$tmp['SCIPER'] = $student['SCIPER'];
 			if (!$student['present']) {
 				$tmp['present'] = "ABS";
 			} else {
 				$tmp['present'] = 1;
 			}
 			$tmp['exam_points'] = $student['exam_points'];
 			$tmp['total'] = $student['total'];
 			# Stats on questions
 			$tmp['nb_questions'] = count($student['items']);
 			$tmp['not_answered'] = 0;
 			$tmp['right'] = 0;
 			$tmp['wrong'] = 0;
 			foreach($student['items'] as $question) {
 				if (empty($question['ticked'])) {
 					// Question was not answered
 					$tmp['not_answered'] += 1;
 				} else {
 					if ($question['right']) $tmp['right'] += 1; else $tmp['wrong'] += 1;
 				}
 			}
 			$questions[] = $tmp;
 		}
 		return $questions;
 	}
 
 
 	public function getStats() {
 		$stats = array();
 
 		# Presence
 		$stats['presence'] = array();
 		$marks = array();
 		$stats['quarter_mark6'] = array( 'n' => 0, 'tot' => 0, 'average' => null, 'stddev' => null, 'median' => null);
 		foreach($this->dataset as $student) {
 
 			// Presence
 			$stats['presence'] = $this->createAndIncrement($stats['presence'], 'total');
 			switch ($student['type']) {
 				case 'student':
 					if ($student['present']) {
 						$stats['presence'] = $this->createAndIncrement($stats['presence'], 'present');
 					} else {
 						$stats['presence'] = $this->createAndIncrement($stats['presence'], 'absent');
 					}
 					break;
 				case 'unused':
 					$stats['presence'] = $this->createAndIncrement($stats['presence'], 'unsused');
 					break;
 				default:
 					$stats['presence'] = $this->createAndIncrement($stats['presence'], 'unknown');
 					
 			}
 
 			// Average
 			if ($student['present']) $marks[] = $student['quarter_mark6'];
 		}
 		$stats['quarter_mark6']['n'] = count($marks);
 		if ($stats['quarter_mark6']['n'] > 0) {
 			$stats['quarter_mark6']['tot'] = array_sum($marks);
 			$stats['quarter_mark6']['average'] = $stats['quarter_mark6']['tot']/$stats['quarter_mark6']['n'];
 			$stats['quarter_mark6']['stddev'] = stats_standard_deviation($marks);
 			if (count($marks) >=3) {
 				sort($marks);
 				$stats['quarter_mark6']['median'] = $marks[round(count($marks)/2)];
 			} else {
 				$stats['quarter_mark6']['median'] = 'n/a';
 			}
 		} else {
 			$stats['quarter_mark6']['tot'] = 0;
 			$stats['quarter_mark6']['average'] = 0;
 			$stats['quarter_mark6']['stddev'] = 0;
 			$stats['quarter_mark6']['median'] = 0;
 		}
 		
 		// Distribution (of marks)
 		$distribution = array();
 		for ($m = 1.0 ; $m <= 6.0 ; $m += 0.25) $distribution[(string)$m] = 0;
 		$stats['distribution_total'] = 0;
 		foreach ($marks as $mark) {
 			$distribution[(string)$mark]++;
 			$stats['distribution_total']++;
 		}
 		$stats['distribution'] = $distribution;
 		$stats['distribution_percentage'] = array();
 		if ($stats['quarter_mark6']['n']) {
 			foreach ($stats['distribution'] as $mark => $count) $stats['distribution_percentage'][$mark] = $count*100.0/$stats['distribution_total'];
 		} else {
 			$stats['distribution_percentage'] = $stats['distribution'];
 		}
 
 		return($stats);
 	}
 
 }
 
 ?>