From 90fbff967d1d07d75c4846a673db9362d0c5fc42 Mon Sep 17 00:00:00 2001
From: Bertrand Benjamin <benjamin.bertrand@opytex.org>
Date: Sun, 18 Feb 2018 16:53:52 +0300
Subject: [PATCH] Bilans du DNB blanc

---
 Notes/DNB_blanc1/302/report_DNB blanc 1.pdf |  Bin 0 -> 149602 bytes
 Notes/DNB_blanc1/302/report_DNB blanc 1.tex | 3564 +++++++++++++++++++
 Notes/DNB_blanc1/302_dnbblanc1.xls          |  Bin 18944 -> 23040 bytes
 Notes/DNB_blanc1/306-DNB blanc1-pro.xlsx    |  Bin 12609 -> 10783 bytes
 Notes/DNB_blanc1/306/report_DNB blanc 1.pdf |  Bin 0 -> 131288 bytes
 Notes/DNB_blanc1/306/report_DNB blanc 1.tex | 2668 ++++++++++++++
 Notes/DNB_blanc1/Analyse 302.ipynb          | 3537 ++++++++++++++++++
 Notes/DNB_blanc1/Analyse 306.ipynb          | 2397 +++++++++++++
 Notes/recopytex.db                          |  Bin 139264 -> 139264 bytes
 9 files changed, 12166 insertions(+)
 create mode 100644 Notes/DNB_blanc1/302/report_DNB blanc 1.pdf
 create mode 100644 Notes/DNB_blanc1/302/report_DNB blanc 1.tex
 create mode 100644 Notes/DNB_blanc1/306/report_DNB blanc 1.pdf
 create mode 100644 Notes/DNB_blanc1/306/report_DNB blanc 1.tex
 create mode 100644 Notes/DNB_blanc1/Analyse 302.ipynb
 create mode 100644 Notes/DNB_blanc1/Analyse 306.ipynb

diff --git a/Notes/DNB_blanc1/302/report_DNB blanc 1.pdf b/Notes/DNB_blanc1/302/report_DNB blanc 1.pdf
new file mode 100644
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diff --git a/Notes/DNB_blanc1/302/report_DNB blanc 1.tex b/Notes/DNB_blanc1/302/report_DNB blanc 1.tex
new file mode 100644
index 0000000..6bff2e2
--- /dev/null
+++ b/Notes/DNB_blanc1/302/report_DNB blanc 1.tex	
@@ -0,0 +1,3564 @@
+\documentclass[a4paper,12pt]{article}
+\usepackage{myXsim}
+
+\usepackage{booktabs}
+\usepackage{longtable}
+
+\usepackage{geometry}
+\geometry{left=10mm,right=10mm, top=10mm}
+
+\renewcommand{\arraystretch}{1.5}
+\setlength{\columnseprule}{0pt}
+
+\title{DNB blanc1}
+\tribe{302}
+\date{}
+
+
+\begin{document}
+
+\maketitle
+
+Compétences évaluées
+\begin{itemize}
+    \item \Cal Calculer
+    \item \Rep Représenter
+    \item \Rai Raisonner
+    \item \Com Communiquer
+    \item \Cher Chercher
+    \item \Mod Modéliser
+\end{itemize}
+
+\begin{longtable}{lllllll}
+\toprule
+{} & \multicolumn{6}{l}{level} \\
+competence &           Cher &            Mod &            Rep &            Rai &            Cal &            Com \\
+fullname                    &                &                &                &                &                &                \\
+\midrule
+\endhead
+\midrule
+\multicolumn{3}{r}{{Continued on next page}} \\
+\midrule
+\endfoot
+
+\bottomrule
+\endlastfoot
+ABDALLAH ALLAOUI Taiassima  &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} \\
+ADANI Ismou                 &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} \\
+AHAMADA Dhoulkamal          &  \SignalBar{2} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{2} \\
+AHAMADI Asbahati            &  \SignalBar{2} &  \SignalBar{0} &  \SignalBar{2} &  \SignalBar{3} &  \SignalBar{1} &  \SignalBar{2} \\
+AHAMADI OUSSENI Ansufiddine &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{1} \\
+AHAMED Fayadhi              &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{2} &  \SignalBar{0} \\
+AHMED SAID Hadaïta          &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{2} \\
+ALI MADI Anissa             &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{2} \\
+ALI Raydel                  &  \SignalBar{3} &  \SignalBar{1} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{2} \\
+ATTOUMANE ALI Fatima        &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{0} \\
+BACHIROU Elzame             &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} \\
+BINALI Zalida               &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{0} \\
+BOINA Abdillah mze limassi  &  \SignalBar{3} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{2} &  \SignalBar{1} \\
+BOUDRA Zaankidine           &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} \\
+BOURA Kayssoiria            &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} \\
+HALADI Asna                 &  \SignalBar{2} &  \SignalBar{0} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{2} \\
+HALIDI Soibrata             &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} \\
+HAMEDALY Doulkifly          &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} \\
+IBRAHIM Chaharzade          &  \SignalBar{2} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} \\
+MOHAMED Nadia               &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} \\
+MOUHOUDHOIRE Izak           &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{2} &  \SignalBar{1} \\
+MOUSSRI Bakari              &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{2} &  \SignalBar{1} \\
+SAKOTRA Claudiana           &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{0} \\
+SAÏD Fatoumia               &  \SignalBar{2} &  \SignalBar{0} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{1} \\
+TOUFAIL Salahou             &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} \\
+\end{longtable}
+
+
+
+
+\pagebreak
+
+
+
+\pagebreak
+
+\maketitle
+ABDALLAH ALLAOUI Taiassima
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{1}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{0} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{0} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{3} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{0} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+ADANI Ismou
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{0} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{0} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{0} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+AHAMADA Dhoulkamal
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{0} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+AHAMADI Asbahati
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{3}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{3} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{3} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+AHAMADI OUSSENI Ansufiddine
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{0} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{2} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{0} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{0} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{0} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+AHAMED Fayadhi
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{2}
+    \item \Com Communiquer \hrulefill \; \Assesment{0}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{0} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{2} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+AHMED SAID Hadaïta
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{2}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{3} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{2} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+ALI MADI Anissa
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{2}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{3} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{3} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{3} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+ALI Raydel
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{3}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{3} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{3} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{2} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{2} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{3} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+ATTOUMANE ALI Fatima
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{0}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{2} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+BACHIROU Elzame
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{1}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{3} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{0} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+BINALI Zalida
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{1}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{0}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{0} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{0} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{0} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{2} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{2} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+BOINA Abdillah mze limassi
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{3}
+    \item \Mod Modéliser \hrulefill \; \Assesment{2}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{2}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{2} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{3} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{3} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{2} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{2} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{3} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+BOUDRA Zaankidine
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{0}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{0} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{0} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{0} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{2} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{3} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{0} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+BOURA Kayssoiria
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{2} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{3} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{2} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{0} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+HALADI Asna
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{2}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{3} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{2} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{2} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{2} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{2} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+HALIDI Soibrata
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{0}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{0} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{0} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{0} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{0} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{3} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+HAMEDALY Doulkifly
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{1}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{0} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{0} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{2} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+MOHAMED Nadia
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{1}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{2} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{2} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+MOUHOUDHOIRE Izak
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{2}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{0} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{3} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{2} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{2} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+MOUSSRI Bakari
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{2}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{3} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{0} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{3} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{3} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{2} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{2} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+SAÏD Fatoumia
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{2}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{2} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{3} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{2} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{3} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{3} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+SAKOTRA Claudiana
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{0}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{3} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{0} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{3} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{0} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{0} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{0} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+TOUFAIL Salahou
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{2} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{3} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{3} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{2} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{3} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{2} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{2} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+IBRAHIM Chaharzade
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{1}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 - QCM}\\
+        \hline
+
+        \Cal 1 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 2 QCM & \RepLevel{3} \\
+        \hline
+        \Cal 3 QCM & \RepLevel{3} \\
+        \hline
+        \Rep 4 QCM & \RepLevel{0} \\
+        \hline
+        \Cal 5 QCM & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 - Boite de chocolat}\\
+        \hline
+
+        \Rep 1 à 3 Calcul proba & \RepLevel{2} \\
+        \hline
+        \Rai 2 Modification situation & \RepLevel{0} \\
+        \hline
+        \Rai 3 Nouvelle composition & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 - Scratch}\\
+        \hline
+
+        \Com 1 Que fait le programme & \RepLevel{0} \\
+        \hline
+        \Rai 2 Réponse à 13 & \RepLevel{3} \\
+        \hline
+        \Cher 3 Age pour conduire & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 - Programme de calcul}\\
+        \hline
+
+        \Cal 1 Application du calcul & \RepLevel{3} \\
+        \hline
+        \Rai 2 Renverser le calcul & \RepLevel{0} \\
+        \hline
+        \Cal 3 Appliquer à x et developper & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 - Macaron}\\
+        \hline
+
+        \Mod 1 Proportionnalité & \RepLevel{0} \\
+        \hline
+        \Rep 2 et 4 Lecture graphique & \RepLevel{3} \\
+        \hline
+        \Rep 3 Écart de température & \RepLevel{0} \\
+        \hline
+        \Com 4 Satisfaction & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 - Inspecteur}\\
+        \hline
+
+        \Cher 1 Hypothèses & \RepLevel{0} \\
+        \hline
+        \Mod 1 Reconnaissance des théorèmes & \RepLevel{0} \\
+        \hline
+        \Cal 1 Calculs dans les théorèmes & \RepLevel{0} \\
+        \hline
+        \Com 1 Réponse à la question & \RepLevel{0} \\
+        \hline
+        \Rai 2 Confiance au pilote & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 7 - La tache}\\
+        \hline
+
+        \Cher  Décomposition du problème & \RepLevel{3} \\
+        \hline
+        \Cher  Lecture des informations & \RepLevel{3} \\
+        \hline
+        \Cal  Calculs sensé & \RepLevel{3} \\
+        \hline
+        \Com  Clarté des explications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+
+
+\end{document}
+
+%%% Local Variables: 
+%%% mode: latex
+%%% TeX-master: "master"
+%%% End:
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diff --git a/Notes/DNB_blanc1/306/report_DNB blanc 1.tex b/Notes/DNB_blanc1/306/report_DNB blanc 1.tex
new file mode 100644
index 0000000..0c6a7d8
--- /dev/null
+++ b/Notes/DNB_blanc1/306/report_DNB blanc 1.tex	
@@ -0,0 +1,2668 @@
+\documentclass[a4paper,12pt]{article}
+\usepackage{myXsim}
+
+\usepackage{booktabs}
+\usepackage{longtable}
+
+\usepackage{geometry}
+\geometry{left=10mm,right=10mm, top=10mm}
+
+\renewcommand{\arraystretch}{1.5}
+\setlength{\columnseprule}{0pt}
+
+\title{DNB blanc1}
+\tribe{306}
+\date{}
+
+
+\begin{document}
+
+\maketitle
+
+Compétences évaluées
+\begin{itemize}
+    \item \Cal Calculer
+    \item \Rep Représenter
+    \item \Cher Chercher
+    \item \Mod Modéliser
+    \item \Rai Raisonner
+    \item \Com Communiquer
+\end{itemize}
+
+\begin{longtable}{lllllll}
+\toprule
+{} & \multicolumn{6}{l}{level} \\
+competence &           Cher &            Mod &            Rep &            Rai &            Cal &            Com \\
+fullname                  &                &                &                &                &                &                \\
+\midrule
+\endhead
+\midrule
+\multicolumn{3}{r}{{Continued on next page}} \\
+\midrule
+\endfoot
+
+\bottomrule
+\endlastfoot
+ABDALLAH Rachma           &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+ABDOU Kassim              &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{2} \\
+AHAMADI Irchadi           &  \SignalBar{3} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{3} \\
+AHAMED Mikidadi           &  \SignalBar{2} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+ANSSURDINE Zaidou         &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{2} \\
+BACAR MOUSTADRANE Rakchat &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+BOINA Chadia              &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+CHANFI Fayçoil            &  \SignalBar{2} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+CHARIF Djaël              &  \SignalBar{3} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{3} \\
+COMBO Doulka-rynaini      &  \SignalBar{3} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+IBRAHIM, Izaki            &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+MAGNELE Chamsidine        &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{3} \\
+MBAROUKOU Dania           &  \SignalBar{3} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{3} \\
+MIRADJI Issoufi           &  \SignalBar{0} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{3} \\
+NIDHOIMI El-fahar         &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{3} \\
+OUSSENI Fayadhui          &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+SAID OMAR Nadjoi          &  \SignalBar{2} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{3} \\
+SAID Rachida              &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{1} &  \SignalBar{2} \\
+SALIM Haïridine           &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+SAÏD Dalila               &  \SignalBar{3} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{1} &  \SignalBar{3} \\
+TSIMPOU Zoubert           &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{0} &  \SignalBar{3} \\
+\end{longtable}
+
+
+
+
+\pagebreak
+
+
+
+\pagebreak
+
+\maketitle
+ABDALLAH Rachma
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{2} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{2} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{2} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{3} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+ABDOU Kassim
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+AHAMADI Irchadi
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{3}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{3} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{3} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{3} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+AHAMED Mikidadi
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{2} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{2} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+ANSSURDINE Zaidou
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{2} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{2} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+BACAR MOUSTADRANE Rakchat
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+BOINA Chadia
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{2} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+CHANFI Fayçoil
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{2} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{2} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+CHARIF Djaël
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{3}
+    \item \Mod Modéliser \hrulefill \; \Assesment{2}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{2}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{3} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{3} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{3} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{3} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{3} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{3} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{3} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{3} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{3} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{3} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+COMBO Doulka-rynaini
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{3}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{3} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{2} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+MAGNELE Chamsidine
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{3} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{3} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+MBAROUKOU Dania
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{3}
+    \item \Mod Modéliser \hrulefill \; \Assesment{2}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{2}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{2} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{2} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{3} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{3} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{3} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{3} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{3} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{3} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{3} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+MIRADJI Issoufi
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{2}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{2}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{2} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{3} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{3} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{3} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{3} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{3} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{2} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{3} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{2} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{3} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{3} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{3} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+NIDHOIMI El-fahar
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{2}
+    \item \Rep Représenter \hrulefill \; \Assesment{2}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{2} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{3} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{3} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{3} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{3} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{3} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{3} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+OUSSENI Fayadhui
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+SAÏD Dalila
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{3}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{1}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{2} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{3} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{3} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{3} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{3} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{3} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{3} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+SAID OMAR Nadjoi
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{2}
+    \item \Mod Modéliser \hrulefill \; \Assesment{1}
+    \item \Rep Représenter \hrulefill \; \Assesment{1}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{3} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{3} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{2} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{2} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{2} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{3} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{3} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{3} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{3} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+SALIM Haïridine
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+TSIMPOU Zoubert
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+SAID Rachida
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{1}
+    \item \Com Communiquer \hrulefill \; \Assesment{2}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{2} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{3} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{3} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{2} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+\maketitle
+IBRAHIM, Izaki
+
+\begin{itemize}
+    \item \Cher Chercher \hrulefill \; \Assesment{0}
+    \item \Mod Modéliser \hrulefill \; \Assesment{0}
+    \item \Rep Représenter \hrulefill \; \Assesment{0}
+    \item \Rai Raisonner \hrulefill \; \Assesment{0}
+    \item \Cal Calculer \hrulefill \; \Assesment{0}
+    \item \Com Communiquer \hrulefill \; \Assesment{3}
+\end{itemize}
+
+
+\noindent
+\begin{multicols}{2}
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 1 Dalle de béton}\\
+        \hline
+
+        \Cal 1 Multiplications total HT & \RepLevel{0} \\
+        \hline
+        \Cal 1 Division quantité & \RepLevel{0} \\
+        \hline
+        \Cal 1 Somme Total HT et TC & \RepLevel{0} \\
+        \hline
+        \Rep 2 a et b Lecture de tableur & \RepLevel{0} \\
+        \hline
+        \Rep 2 c et d Formule tableur & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 2 Soirée Basket}\\
+        \hline
+
+        \Cher 1 à 3 Lire un tableau & \RepLevel{0} \\
+        \hline
+        \Mod 4 à 5 Calculs de points & \RepLevel{0} \\
+        \hline
+        \Rai 6 Paniers à 2 points & \RepLevel{0} \\
+        \hline
+        \Rai 7 Champion de la soirée & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 3 Recette de gateau}\\
+        \hline
+
+        \Mod 1 Multiplier les quantités & \RepLevel{0} \\
+        \hline
+        \Mod 1 Rapport 3 & \RepLevel{0} \\
+        \hline
+        \Mod 1 Multiplication de la fraction & \RepLevel{0} \\
+        \hline
+        \Cal 2 Quantité restante & \RepLevel{0} \\
+        \hline
+        \Cal 2 Fractions & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 4 Dessiner une figure}\\
+        \hline
+
+        \Rep 1 Dessin du lutin & \RepLevel{0} \\
+        \hline
+        \Rep 2 Modifications & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 5 Cross du collège}\\
+        \hline
+
+        \Rep 1 et 2 Calculs de longueur & \RepLevel{0} \\
+        \hline
+        \Mod 3 Pythagore & \RepLevel{0} \\
+        \hline
+        \Mod 4 Longueur d'un tour & \RepLevel{0} \\
+        \hline
+        \Cal 5 Longueur pour les 3e & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice 6 Voyage en famille}\\
+        \hline
+
+        \Cal 1 Calcul temps et conversion demi heure & \RepLevel{0} \\
+        \hline
+        \Rep 2 Lectures graphiques & \RepLevel{0} \\
+        \hline
+        \Rai 3 Véracité de l'affirmation & \RepLevel{0} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+    \begin{tabular}{|p{6cm}|c|}
+        \hline
+        \multicolumn{2}{|c|}{Exercice Présentation}\\
+        \hline
+
+        \Com   & \RepLevel{3} \\
+        \hline
+    \end{tabular}
+    \vfill
+
+\end{multicols}
+
+\pagebreak
+
+
+
+\end{document}
+
+%%% Local Variables: 
+%%% mode: latex
+%%% TeX-master: "master"
+%%% End:
diff --git a/Notes/DNB_blanc1/Analyse 302.ipynb b/Notes/DNB_blanc1/Analyse 302.ipynb
new file mode 100644
index 0000000..3f3f912
--- /dev/null
+++ b/Notes/DNB_blanc1/Analyse 302.ipynb	
@@ -0,0 +1,3537 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import xlsxwriter\n",
+    "import sqlite3\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from math import ceil\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "from pprint import pprint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from repytex.tools.evaluation import Evaluation\n",
+    "from repytex.tools.sqlite_getters import all_ev_description"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Récupération de la structure du DNB blanc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "conn = sqlite3.connect('../recopytex.db')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ev = Evaluation.from_sqlite(21, conn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>term</th>\n",
+       "      <th>t_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>21</td>\n",
+       "      <td>DNB blanc1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id        name  term  t_id\n",
+       "0  21  DNB blanc1     2     1"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.ev_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>grade</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>302</td>\n",
+       "      <td>3e</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name grade\n",
+       "0   1  302    3e"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.t_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>surname</th>\n",
+       "      <th>mail</th>\n",
+       "      <th>commment</th>\n",
+       "      <th>tribe_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>ABDALLAH ALLAOUI</td>\n",
+       "      <td>Taiassima</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>ADANI</td>\n",
+       "      <td>Ismou</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>AHAMADA</td>\n",
+       "      <td>Dhoulkamal</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>AHAMADI</td>\n",
+       "      <td>Asbahati</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>AHAMADI OUSSENI</td>\n",
+       "      <td>Ansufiddine</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id              name      surname mail commment  tribe_id\n",
+       "0   1  ABDALLAH ALLAOUI    Taiassima          None         1\n",
+       "1   2             ADANI        Ismou          None         1\n",
+       "2   3           AHAMADA   Dhoulkamal          None         1\n",
+       "3   4           AHAMADI     Asbahati          None         1\n",
+       "4   5   AHAMADI OUSSENI  Ansufiddine          None         1"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.s_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>eval_id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>64</td>\n",
+       "      <td>1 - QCM</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>65</td>\n",
+       "      <td>2 - Boite de chocolat</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>66</td>\n",
+       "      <td>3 - Scratch</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>67</td>\n",
+       "      <td>4 - Programme de calcul</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>68</td>\n",
+       "      <td>5 - Macaron</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>69</td>\n",
+       "      <td>6 - Inspecteur</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>70</td>\n",
+       "      <td>7 - La tache</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>91</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-18 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id                     name  eval_id                        date comment\n",
+       "0  64                  1 - QCM       21  2018-02-07 00:00:00.000000        \n",
+       "1  65    2 - Boite de chocolat       21  2018-02-07 00:00:00.000000        \n",
+       "2  66              3 - Scratch       21  2018-02-07 00:00:00.000000        \n",
+       "3  67  4 - Programme de calcul       21  2018-02-07 00:00:00.000000        \n",
+       "4  68              5 - Macaron       21  2018-02-07 00:00:00.000000        \n",
+       "5  69           6 - Inspecteur       21  2018-02-07 00:00:00.000000        \n",
+       "6  70             7 - La tache       21  2018-02-07 00:00:00.000000        \n",
+       "7  91             Présentation       21  2018-02-18 00:00:00.000000        "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.ex_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [id, question_id, student_id, value]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.sc_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Evaluation DNB blanc1 302 - T2\n",
+      "Ex 1 - QCM\n",
+      "\tQu 1: QCM (2, Cal)\n",
+      "\tQu 2: QCM (2, Cal)\n",
+      "\tQu 3: QCM (2, Cal)\n",
+      "\tQu 4: QCM (2, Rep)\n",
+      "\tQu 5: QCM (2, Cal)\n",
+      "Ex 2 - Boite de chocolat\n",
+      "\tQu 1 à 3: Calcul proba (4, Rep)\n",
+      "\tQu 2: Modification situation (3, Rai)\n",
+      "\tQu 3: Nouvelle composition (3, Rai)\n",
+      "Ex 3 - Scratch\n",
+      "\tQu 1: Que fait le programme (3, Com)\n",
+      "\tQu 2: Réponse à 13 (4, Rai)\n",
+      "\tQu 3: Age pour conduire (3, Cher)\n",
+      "Ex 4 - Programme de calcul\n",
+      "\tQu 1: Application du calcul (5, Cal)\n",
+      "\tQu 2: Renverser le calcul (4, Rai)\n",
+      "\tQu 3: Appliquer à x et developper (6, Cal)\n",
+      "Ex 5 - Macaron\n",
+      "\tQu 1: Proportionnalité (3, Mod)\n",
+      "\tQu 2 et 4: Lecture graphique (4, Rep)\n",
+      "\tQu 3: Écart de température (4, Rep)\n",
+      "\tQu 4: Satisfaction (4, Com)\n",
+      "Ex 6 - Inspecteur\n",
+      "\tQu 1: Hypothèses (2, Cher)\n",
+      "\tQu 1: Reconnaissance des théorèmes (3, Mod)\n",
+      "\tQu 1: Calculs dans les théorèmes (4, Cal)\n",
+      "\tQu 1: Réponse à la question (3, Com)\n",
+      "\tQu 2: Confiance au pilote (3, Rai)\n",
+      "Ex 7 - La tache\n",
+      "\tQu : Décomposition du problème (3, Cher)\n",
+      "\tQu : Lecture des informations (4, Cher)\n",
+      "\tQu : Calculs sensé (4, Cal)\n",
+      "\tQu : Clarté des explications (4, Com)\n",
+      "Ex Présentation\n",
+      "\tQu :  (10, Com)\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(ev.description())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Construction des df à partir du tableur pour les 306"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ev_df = ev.ev_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ex_df = ev.ex_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "q_df = ev.q_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "t_df = ev.t_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "s_df = ev.s_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Extraction des scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "excelname = './302_dnbblanc1.xls'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "xls_df = pd.read_excel(excelname).T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Présentation</th>\n",
+       "      <th>Ex 1 - QCM</th>\n",
+       "      <th>0 - QCM</th>\n",
+       "      <th>1 - QCM</th>\n",
+       "      <th>2 - QCM</th>\n",
+       "      <th>3 - QCM</th>\n",
+       "      <th>4 - QCM</th>\n",
+       "      <th>Ex 2 - Boite de chocolat</th>\n",
+       "      <th>0 - Calcul proba</th>\n",
+       "      <th>1 - Modification situation</th>\n",
+       "      <th>...</th>\n",
+       "      <th>0 - Hypothèses</th>\n",
+       "      <th>1 - Reconnaissance des théorèmes</th>\n",
+       "      <th>2 - Calculs dans les théorèmes</th>\n",
+       "      <th>3 - Réponse à la question</th>\n",
+       "      <th>4 - Confiance au pilote</th>\n",
+       "      <th>Ex 7 - La tache</th>\n",
+       "      <th>0 - Décomposition du problème</th>\n",
+       "      <th>1 - Lecture des informations</th>\n",
+       "      <th>2 - Calculs sensé</th>\n",
+       "      <th>3 - Clarté des explications</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Competence</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barème</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ismou</th>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>asbahati</th>\n",
+       "      <td>10</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hadaïta</th>\n",
+       "      <td>9</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 35 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Présentation Ex 1 - QCM 0 - QCM 1 - QCM 2 - QCM 3 - QCM 4 - QCM  \\\n",
+       "Competence          NaN        NaN     Cal     Cal     Cal     Rep     Cal   \n",
+       "Barème               10         10       2       2       2       2       2   \n",
+       "ismou                 8          4       2       0       0       0       2   \n",
+       "asbahati             10          6       2       0       2       2       0   \n",
+       "Hadaïta               9          6       0       2       2       2       0   \n",
+       "\n",
+       "           Ex 2 - Boite de chocolat 0 - Calcul proba  \\\n",
+       "Competence                      NaN              Rep   \n",
+       "Barème                           10                4   \n",
+       "ismou                             0                0   \n",
+       "asbahati                         10                4   \n",
+       "Hadaïta                           7                4   \n",
+       "\n",
+       "           1 - Modification situation             ...              \\\n",
+       "Competence                        Rai             ...               \n",
+       "Barème                              3             ...               \n",
+       "ismou                               0             ...               \n",
+       "asbahati                            3             ...               \n",
+       "Hadaïta                             3             ...               \n",
+       "\n",
+       "           0 - Hypothèses 1 - Reconnaissance des théorèmes  \\\n",
+       "Competence           Cher                              Mod   \n",
+       "Barème                  2                                3   \n",
+       "ismou                   0                                1   \n",
+       "asbahati                0                                0   \n",
+       "Hadaïta                 0                                2   \n",
+       "\n",
+       "           2 - Calculs dans les théorèmes 3 - Réponse à la question  \\\n",
+       "Competence                            Cal                       Com   \n",
+       "Barème                                  4                         3   \n",
+       "ismou                                   0                         0   \n",
+       "asbahati                                0                         0   \n",
+       "Hadaïta                                 0                         1   \n",
+       "\n",
+       "           4 - Confiance au pilote Ex 7 - La tache  \\\n",
+       "Competence                     Rai             NaN   \n",
+       "Barème                           3              15   \n",
+       "ismou                            0               4   \n",
+       "asbahati                         3              13   \n",
+       "Hadaïta                          3              11   \n",
+       "\n",
+       "           0 - Décomposition du problème 1 - Lecture des informations  \\\n",
+       "Competence                          Cher                         Cher   \n",
+       "Barème                                 3                            4   \n",
+       "ismou                                  1                            1   \n",
+       "asbahati                               3                            4   \n",
+       "Hadaïta                                3                            4   \n",
+       "\n",
+       "           2 - Calculs sensé 3 - Clarté des explications  \n",
+       "Competence               Cal                         Com  \n",
+       "Barème                     4                           4  \n",
+       "ismou                      1                           1  \n",
+       "asbahati                   2                           4  \n",
+       "Hadaïta                    2                           2  \n",
+       "\n",
+       "[5 rows x 35 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.drop(\"DNB blanc1\", axis = 1)\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Présentation</th>\n",
+       "      <th>0 - QCM</th>\n",
+       "      <th>1 - QCM</th>\n",
+       "      <th>2 - QCM</th>\n",
+       "      <th>3 - QCM</th>\n",
+       "      <th>4 - QCM</th>\n",
+       "      <th>0 - Calcul proba</th>\n",
+       "      <th>1 - Modification situation</th>\n",
+       "      <th>2 - Nouvelle composition</th>\n",
+       "      <th>0 - Que fait le programme</th>\n",
+       "      <th>...</th>\n",
+       "      <th>3 - Satisfaction</th>\n",
+       "      <th>0 - Hypothèses</th>\n",
+       "      <th>1 - Reconnaissance des théorèmes</th>\n",
+       "      <th>2 - Calculs dans les théorèmes</th>\n",
+       "      <th>3 - Réponse à la question</th>\n",
+       "      <th>4 - Confiance au pilote</th>\n",
+       "      <th>0 - Décomposition du problème</th>\n",
+       "      <th>1 - Lecture des informations</th>\n",
+       "      <th>2 - Calculs sensé</th>\n",
+       "      <th>3 - Clarté des explications</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Competence</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Com</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barème</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ismou</th>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>asbahati</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hadaïta</th>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Présentation 0 - QCM 1 - QCM 2 - QCM 3 - QCM 4 - QCM  \\\n",
+       "Competence          NaN     Cal     Cal     Cal     Rep     Cal   \n",
+       "Barème               10       2       2       2       2       2   \n",
+       "ismou                 8       2       0       0       0       2   \n",
+       "asbahati             10       2       0       2       2       0   \n",
+       "Hadaïta               9       0       2       2       2       0   \n",
+       "\n",
+       "           0 - Calcul proba 1 - Modification situation  \\\n",
+       "Competence              Rep                        Rai   \n",
+       "Barème                    4                          3   \n",
+       "ismou                     0                          0   \n",
+       "asbahati                  4                          3   \n",
+       "Hadaïta                   4                          3   \n",
+       "\n",
+       "           2 - Nouvelle composition 0 - Que fait le programme  \\\n",
+       "Competence                      Rai                       Com   \n",
+       "Barème                            3                         3   \n",
+       "ismou                             0                         2   \n",
+       "asbahati                          3                         3   \n",
+       "Hadaïta                           0                         3   \n",
+       "\n",
+       "                       ...             3 - Satisfaction 0 - Hypothèses  \\\n",
+       "Competence             ...                          Com           Cher   \n",
+       "Barème                 ...                            4              2   \n",
+       "ismou                  ...                            4              0   \n",
+       "asbahati               ...                            4              0   \n",
+       "Hadaïta                ...                            4              0   \n",
+       "\n",
+       "           1 - Reconnaissance des théorèmes 2 - Calculs dans les théorèmes  \\\n",
+       "Competence                              Mod                            Cal   \n",
+       "Barème                                    3                              4   \n",
+       "ismou                                     1                              0   \n",
+       "asbahati                                  0                              0   \n",
+       "Hadaïta                                   2                              0   \n",
+       "\n",
+       "           3 - Réponse à la question 4 - Confiance au pilote  \\\n",
+       "Competence                       Com                     Rai   \n",
+       "Barème                             3                       3   \n",
+       "ismou                              0                       0   \n",
+       "asbahati                           0                       3   \n",
+       "Hadaïta                            1                       3   \n",
+       "\n",
+       "           0 - Décomposition du problème 1 - Lecture des informations  \\\n",
+       "Competence                          Cher                         Cher   \n",
+       "Barème                                 3                            4   \n",
+       "ismou                                  1                            1   \n",
+       "asbahati                               3                            4   \n",
+       "Hadaïta                                3                            4   \n",
+       "\n",
+       "           2 - Calculs sensé 3 - Clarté des explications  \n",
+       "Competence               Cal                         Com  \n",
+       "Barème                     4                           4  \n",
+       "ismou                      1                           1  \n",
+       "asbahati                   2                           4  \n",
+       "Hadaïta                    2                           2  \n",
+       "\n",
+       "[5 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ex_cols = [c for c in xls_df.columns if 'Ex' in c]\n",
+    "xls_df = xls_df.drop(ex_cols, axis=1)\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score_rate</th>\n",
+       "      <th>is_leveled</th>\n",
+       "      <th>exercise_id</th>\n",
+       "      <th>competence</th>\n",
+       "      <th>domain</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>224</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>225</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>226</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>227</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1 à 3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>65</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Proba</td>\n",
+       "      <td>Calcul proba</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>203</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>65</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Proba</td>\n",
+       "      <td>Modification situation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>204</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>65</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Proba</td>\n",
+       "      <td>Nouvelle composition</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>205</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Scratch</td>\n",
+       "      <td>Que fait le programme</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Scratch</td>\n",
+       "      <td>Réponse à 13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>207</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Scratch</td>\n",
+       "      <td>Age pour conduire</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>208</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Programme</td>\n",
+       "      <td>Application du calcul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>209</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Programme</td>\n",
+       "      <td>Renverser le calcul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Programme</td>\n",
+       "      <td>Appliquer à x et developper</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>211</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Proportionnel</td>\n",
+       "      <td>Proportionnalité</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>212</td>\n",
+       "      <td>2 et 4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Graphique</td>\n",
+       "      <td>Lecture graphique</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>213</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Graphique</td>\n",
+       "      <td>Écart de température</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>214</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Graphique</td>\n",
+       "      <td>Satisfaction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>215</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Hypothèses</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>216</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Reconnaissance des théorèmes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>217</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Calculs dans les théorèmes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>218</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Réponse à la question</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>219</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Confiance au pilote</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>220</td>\n",
+       "      <td></td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Décomposition du problème</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>221</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Lecture des informations</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>222</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Calculs sensé</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>223</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Clarté des explications</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id    name  score_rate  is_leveled  exercise_id competence         domain  \\\n",
+       "0  201       1           2           1           64        Cal                  \n",
+       "1  224       2           2           1           64        Cal                  \n",
+       "2  225       3           2           1           64        Cal                  \n",
+       "3  226       4           2           1           64        Rep                  \n",
+       "4  227       5           2           1           64        Cal                  \n",
+       "0  202   1 à 3           4           1           65        Rep          Proba   \n",
+       "1  203       2           3           1           65        Rai          Proba   \n",
+       "2  204       3           3           1           65        Rai          Proba   \n",
+       "0  205       1           3           1           66        Com        Scratch   \n",
+       "1  206       2           4           1           66        Rai        Scratch   \n",
+       "2  207       3           3           1           66       Cher        Scratch   \n",
+       "0  208       1           5           1           67        Cal      Programme   \n",
+       "1  209       2           4           1           67        Rai      Programme   \n",
+       "2  210       3           6           1           67        Cal      Programme   \n",
+       "0  211       1           3           1           68        Mod  Proportionnel   \n",
+       "1  212  2 et 4           4           1           68        Rep      Graphique   \n",
+       "2  213       3           4           1           68        Rep      Graphique   \n",
+       "3  214       4           4           1           68        Com      Graphique   \n",
+       "0  215       1           2           1           69       Cher      Géométrie   \n",
+       "1  216       1           3           1           69        Mod      Géométrie   \n",
+       "2  217       1           4           1           69        Cal      Géométrie   \n",
+       "3  218       1           3           1           69        Com      Géométrie   \n",
+       "4  219       2           3           1           69        Rai      Géométrie   \n",
+       "0  220                   3           1           70       Cher             TC   \n",
+       "1  221                   4           1           70       Cher             TC   \n",
+       "2  222                   4           1           70        Cal             TC   \n",
+       "3  223                   4           1           70        Com             TC   \n",
+       "0  289                  10           1           91        Com   Présentation   \n",
+       "\n",
+       "                        comment  \n",
+       "0                           QCM  \n",
+       "1                           QCM  \n",
+       "2                           QCM  \n",
+       "3                           QCM  \n",
+       "4                           QCM  \n",
+       "0                  Calcul proba  \n",
+       "1        Modification situation  \n",
+       "2          Nouvelle composition  \n",
+       "0         Que fait le programme  \n",
+       "1                  Réponse à 13  \n",
+       "2             Age pour conduire  \n",
+       "0         Application du calcul  \n",
+       "1           Renverser le calcul  \n",
+       "2   Appliquer à x et developper  \n",
+       "0              Proportionnalité  \n",
+       "1             Lecture graphique  \n",
+       "2          Écart de température  \n",
+       "3                  Satisfaction  \n",
+       "0                    Hypothèses  \n",
+       "1  Reconnaissance des théorèmes  \n",
+       "2    Calculs dans les théorèmes  \n",
+       "3         Réponse à la question  \n",
+       "4           Confiance au pilote  \n",
+       "0     Décomposition du problème  \n",
+       "1      Lecture des informations  \n",
+       "2                 Calculs sensé  \n",
+       "3       Clarté des explications  \n",
+       "0                                "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "q_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score_rate</th>\n",
+       "      <th>is_leveled</th>\n",
+       "      <th>exercise_id</th>\n",
+       "      <th>competence</th>\n",
+       "      <th>domain</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>224</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>225</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>226</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>227</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>64</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td></td>\n",
+       "      <td>QCM</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1 à 3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>65</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Proba</td>\n",
+       "      <td>Calcul proba</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>203</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>65</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Proba</td>\n",
+       "      <td>Modification situation</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>204</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>65</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Proba</td>\n",
+       "      <td>Nouvelle composition</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>205</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Scratch</td>\n",
+       "      <td>Que fait le programme</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Scratch</td>\n",
+       "      <td>Réponse à 13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>207</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>66</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Scratch</td>\n",
+       "      <td>Age pour conduire</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>208</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Programme</td>\n",
+       "      <td>Application du calcul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>209</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Programme</td>\n",
+       "      <td>Renverser le calcul</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>67</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Programme</td>\n",
+       "      <td>Appliquer à x et developper</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>211</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Proportionnel</td>\n",
+       "      <td>Proportionnalité</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>212</td>\n",
+       "      <td>2 et 4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Graphique</td>\n",
+       "      <td>Lecture graphique</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>213</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Graphique</td>\n",
+       "      <td>Écart de température</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>214</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>68</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Graphique</td>\n",
+       "      <td>Satisfaction</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>215</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Hypothèses</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>216</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Reconnaissance des théorèmes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>217</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Calculs dans les théorèmes</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>218</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Réponse à la question</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>219</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>69</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Géométrie</td>\n",
+       "      <td>Confiance au pilote</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>220</td>\n",
+       "      <td></td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Décomposition du problème</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>221</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Lecture des informations</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>222</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Calculs sensé</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>223</td>\n",
+       "      <td></td>\n",
+       "      <td>4</td>\n",
+       "      <td>1</td>\n",
+       "      <td>70</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>TC</td>\n",
+       "      <td>Clarté des explications</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id    name  score_rate  is_leveled  exercise_id competence         domain  \\\n",
+       "0  201       1           2           1           64        Cal                  \n",
+       "1  224       2           2           1           64        Cal                  \n",
+       "2  225       3           2           1           64        Cal                  \n",
+       "3  226       4           2           1           64        Rep                  \n",
+       "4  227       5           2           1           64        Cal                  \n",
+       "0  202   1 à 3           4           1           65        Rep          Proba   \n",
+       "1  203       2           3           1           65        Rai          Proba   \n",
+       "2  204       3           3           1           65        Rai          Proba   \n",
+       "0  205       1           3           1           66        Com        Scratch   \n",
+       "1  206       2           4           1           66        Rai        Scratch   \n",
+       "2  207       3           3           1           66       Cher        Scratch   \n",
+       "0  208       1           5           1           67        Cal      Programme   \n",
+       "1  209       2           4           1           67        Rai      Programme   \n",
+       "2  210       3           6           1           67        Cal      Programme   \n",
+       "0  211       1           3           1           68        Mod  Proportionnel   \n",
+       "1  212  2 et 4           4           1           68        Rep      Graphique   \n",
+       "2  213       3           4           1           68        Rep      Graphique   \n",
+       "3  214       4           4           1           68        Com      Graphique   \n",
+       "0  215       1           2           1           69       Cher      Géométrie   \n",
+       "1  216       1           3           1           69        Mod      Géométrie   \n",
+       "2  217       1           4           1           69        Cal      Géométrie   \n",
+       "3  218       1           3           1           69        Com      Géométrie   \n",
+       "4  219       2           3           1           69        Rai      Géométrie   \n",
+       "0  220                   3           1           70       Cher             TC   \n",
+       "1  221                   4           1           70       Cher             TC   \n",
+       "2  222                   4           1           70        Cal             TC   \n",
+       "3  223                   4           1           70        Com             TC   \n",
+       "0  289                  10           1           91        Com   Présentation   \n",
+       "\n",
+       "                        comment  \n",
+       "0                           QCM  \n",
+       "1                           QCM  \n",
+       "2                           QCM  \n",
+       "3                           QCM  \n",
+       "4                           QCM  \n",
+       "0                  Calcul proba  \n",
+       "1        Modification situation  \n",
+       "2          Nouvelle composition  \n",
+       "0         Que fait le programme  \n",
+       "1                  Réponse à 13  \n",
+       "2             Age pour conduire  \n",
+       "0         Application du calcul  \n",
+       "1           Renverser le calcul  \n",
+       "2   Appliquer à x et developper  \n",
+       "0              Proportionnalité  \n",
+       "1             Lecture graphique  \n",
+       "2          Écart de température  \n",
+       "3                  Satisfaction  \n",
+       "0                    Hypothèses  \n",
+       "1  Reconnaissance des théorèmes  \n",
+       "2    Calculs dans les théorèmes  \n",
+       "3         Réponse à la question  \n",
+       "4           Confiance au pilote  \n",
+       "0     Décomposition du problème  \n",
+       "1      Lecture des informations  \n",
+       "2                 Calculs sensé  \n",
+       "3       Clarté des explications  \n",
+       "0                                "
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "q_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'0 - Application du calcul': 208,\n",
+       " '0 - Calcul proba': 202,\n",
+       " '0 - Décomposition du problème': 220,\n",
+       " '0 - Hypothèses': 215,\n",
+       " '0 - Proportionnalité': 211,\n",
+       " '0 - QCM': 201,\n",
+       " '0 - Que fait le programme': 205,\n",
+       " '1 - Lecture des informations': 221,\n",
+       " '1 - Lecture graphique': 212,\n",
+       " '1 - Modification situation': 203,\n",
+       " '1 - QCM': 224,\n",
+       " '1 - Reconnaissance des théorèmes': 216,\n",
+       " '1 - Renverser le calcul': 209,\n",
+       " '1 - Réponse à 13': 206,\n",
+       " '2 - Age pour conduire': 207,\n",
+       " '2 - Appliquer à x et developper': 210,\n",
+       " '2 - Calculs dans les théorèmes': 217,\n",
+       " '2 - Calculs sensé': 222,\n",
+       " '2 - Nouvelle composition': 204,\n",
+       " '2 - QCM': 225,\n",
+       " '2 - Écart de température': 213,\n",
+       " '3 - Clarté des explications': 223,\n",
+       " '3 - QCM': 226,\n",
+       " '3 - Réponse à la question': 218,\n",
+       " '3 - Satisfaction': 214,\n",
+       " '4 - Confiance au pilote': 219,\n",
+       " '4 - QCM': 227,\n",
+       " 'Présentation': 289}"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cols = {}\n",
+    "qcm = 0\n",
+    "for c in xls_df.columns:\n",
+    "    a = q_df[q_df['comment']==c.split(' - ')[-1]]\n",
+    "    try:\n",
+    "        if \"QCM\" in c:\n",
+    "            cols[c] = a.id.values[qcm]\n",
+    "            qcm += 1\n",
+    "        else:\n",
+    "            cols[c] = a.id.values[0]\n",
+    "    except IndexError:\n",
+    "        # id de la question de présentation\n",
+    "        cols[c] = 289\n",
+    "cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>289</th>\n",
+       "      <th>201</th>\n",
+       "      <th>224</th>\n",
+       "      <th>225</th>\n",
+       "      <th>226</th>\n",
+       "      <th>227</th>\n",
+       "      <th>202</th>\n",
+       "      <th>203</th>\n",
+       "      <th>204</th>\n",
+       "      <th>205</th>\n",
+       "      <th>...</th>\n",
+       "      <th>214</th>\n",
+       "      <th>215</th>\n",
+       "      <th>216</th>\n",
+       "      <th>217</th>\n",
+       "      <th>218</th>\n",
+       "      <th>219</th>\n",
+       "      <th>220</th>\n",
+       "      <th>221</th>\n",
+       "      <th>222</th>\n",
+       "      <th>223</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>ismou</th>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>asbahati</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hadaïta</th>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>anissa</th>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>raydel</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         289 201 224 225 226 227 202 203 204 205 ... 214 215 216 217 218 219  \\\n",
+       "ismou      8   2   0   0   0   2   0   0   0   2 ...   4   0   1   0   0   0   \n",
+       "asbahati  10   2   0   2   2   0   4   3   3   3 ...   4   0   0   0   0   3   \n",
+       "Hadaïta    9   0   2   2   2   0   4   3   0   3 ...   4   0   2   0   1   3   \n",
+       "anissa     8   0   2   2   2   2   4   3   2   3 ...   4   0   0   0   0   2   \n",
+       "raydel    10   0   0   2   0   0   4   3   0   3 ...   4   2   2   2   0   3   \n",
+       "\n",
+       "         220 221 222 223  \n",
+       "ismou      1   1   1   1  \n",
+       "asbahati   3   4   2   4  \n",
+       "Hadaïta    3   4   2   2  \n",
+       "anissa     3   4   4   4  \n",
+       "raydel     3   4   4   4  \n",
+       "\n",
+       "[5 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.rename(columns=cols).drop([\"Competence\", 'Barème', \"anchoura\", 'nassur'])\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0                Taiassima\n",
+       "1                    Ismou\n",
+       "2               Dhoulkamal\n",
+       "3                 Asbahati\n",
+       "4              Ansufiddine\n",
+       "5                  Fayadhi\n",
+       "6                  Hadaïta\n",
+       "7                   Anissa\n",
+       "8                   Raydel\n",
+       "9                   Fatima\n",
+       "10                  Elzame\n",
+       "11                  Zalida\n",
+       "12    Abdillah Mze Limassi\n",
+       "13              Zaankidine\n",
+       "14              Kayssoiria\n",
+       "15                    Asna\n",
+       "16                Soibrata\n",
+       "17               Doulkifly\n",
+       "18                  Nassur\n",
+       "19                Anchoura\n",
+       "20                   Nadia\n",
+       "21                    Izak\n",
+       "22                  Bakari\n",
+       "23                Fatoumia\n",
+       "24               Claudiana\n",
+       "25                 Salahou\n",
+       "26              Chaharzade\n",
+       "Name: surname, dtype: object"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "s_df[\"surname\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Dhoulkamal': 3,\n",
+       " 'Hadaïta': 7,\n",
+       " 'abdillah mze': 13,\n",
+       " 'anissa': 8,\n",
+       " 'ansufiddine': 5,\n",
+       " 'asbahati': 4,\n",
+       " 'asna': 16,\n",
+       " 'bakari': 23,\n",
+       " 'chaharzade': 76,\n",
+       " 'claudiana': 25,\n",
+       " 'doulkifly': 18,\n",
+       " 'elzame': 11,\n",
+       " 'fatima': 10,\n",
+       " 'fatoumia': 24,\n",
+       " 'fayadhi': 6,\n",
+       " 'ismou': 2,\n",
+       " 'izak': 22,\n",
+       " 'kayssoiria': 15,\n",
+       " 'nadia': 21,\n",
+       " 'raydel': 9,\n",
+       " 'salahou': 26,\n",
+       " 'soibrata': 17,\n",
+       " 'taiassima': 1,\n",
+       " 'zaankidine': 14,\n",
+       " 'zalida': 12}"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "studs = {}\n",
+    "for s in xls_df.index:\n",
+    "    ss = s_df[s_df['surname'].str.contains(s, case=False)]\n",
+    "    ss = ss.id.values\n",
+    "    try:\n",
+    "        studs[s] = ss[0]\n",
+    "    except IndexError:\n",
+    "        print(f\"rien sur {s}\")\n",
+    "studs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>289</th>\n",
+       "      <th>201</th>\n",
+       "      <th>224</th>\n",
+       "      <th>225</th>\n",
+       "      <th>226</th>\n",
+       "      <th>227</th>\n",
+       "      <th>202</th>\n",
+       "      <th>203</th>\n",
+       "      <th>204</th>\n",
+       "      <th>205</th>\n",
+       "      <th>...</th>\n",
+       "      <th>214</th>\n",
+       "      <th>215</th>\n",
+       "      <th>216</th>\n",
+       "      <th>217</th>\n",
+       "      <th>218</th>\n",
+       "      <th>219</th>\n",
+       "      <th>220</th>\n",
+       "      <th>221</th>\n",
+       "      <th>222</th>\n",
+       "      <th>223</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>9</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 28 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  289 201 224 225 226 227 202 203 204 205 ... 214 215 216 217 218 219 220 221  \\\n",
+       "2   8   2   0   0   0   2   0   0   0   2 ...   4   0   1   0   0   0   1   1   \n",
+       "4  10   2   0   2   2   0   4   3   3   3 ...   4   0   0   0   0   3   3   4   \n",
+       "7   9   0   2   2   2   0   4   3   0   3 ...   4   0   2   0   1   3   3   4   \n",
+       "8   8   0   2   2   2   2   4   3   2   3 ...   4   0   0   0   0   2   3   4   \n",
+       "9  10   0   0   2   0   0   4   3   0   3 ...   4   2   2   2   0   3   3   4   \n",
+       "\n",
+       "  222 223  \n",
+       "2   1   1  \n",
+       "4   2   4  \n",
+       "7   2   2  \n",
+       "8   4   4  \n",
+       "9   4   4  \n",
+       "\n",
+       "[5 rows x 28 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.rename(index=studs)\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2  289    8\n",
+       "   201    2\n",
+       "   224    0\n",
+       "   225    0\n",
+       "   226    0\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.stack()\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>224</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>225</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>226</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id mark\n",
+       "0           2          289    8\n",
+       "1           2          201    2\n",
+       "2           2          224    0\n",
+       "3           2          225    0\n",
+       "4           2          226    0"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_df = xls_df.reset_index().rename(columns={\"level_0\": \"student_id\", \"level_1\": \"question_id\", 0:'mark'})\n",
+    "sc_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>224</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2</td>\n",
+       "      <td>225</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2</td>\n",
+       "      <td>226</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark\n",
+       "0           2          289     8\n",
+       "1           2          201     2\n",
+       "2           2          224     0\n",
+       "3           2          225     0\n",
+       "4           2          226     0"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_df[\"mark\"] = sc_df[\"mark\"].astype(int)\n",
+    "sc_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Maintenant il faut transformer tout ça en niveau de compétence"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from repytex.tools.sc_transforms import mark2level\n",
+    "def mark2level_row(x):\n",
+    "    return mark2level(x[\"mark\"], x[\"score_rate\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score_rate</th>\n",
+       "      <th>is_leveled</th>\n",
+       "      <th>exercise_id</th>\n",
+       "      <th>competence</th>\n",
+       "      <th>domain</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4</td>\n",
+       "      <td>289</td>\n",
+       "      <td>10</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7</td>\n",
+       "      <td>289</td>\n",
+       "      <td>9</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>8</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9</td>\n",
+       "      <td>289</td>\n",
+       "      <td>10</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark   id name  score_rate  is_leveled  \\\n",
+       "0           2          289     8  289               10           1   \n",
+       "1           4          289    10  289               10           1   \n",
+       "2           7          289     9  289               10           1   \n",
+       "3           8          289     8  289               10           1   \n",
+       "4           9          289    10  289               10           1   \n",
+       "\n",
+       "   exercise_id competence        domain comment  \n",
+       "0           91        Com  Présentation          \n",
+       "1           91        Com  Présentation          \n",
+       "2           91        Com  Présentation          \n",
+       "3           91        Com  Présentation          \n",
+       "4           91        Com  Présentation          "
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_q_df = pd.merge(sc_df, q_df, left_on=\"question_id\", right_on=\"id\")\n",
+    "sc_q_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "sc_q_df[\"value\"] = sc_q_df.apply(mark2level_row, axis=1)\n",
+    "sc_q_df = sc_q_df[['student_id', 'question_id', 'value']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "sc_df = pd.merge(sc_df, sc_q_df, on=[\"student_id\", 'question_id'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On met tout ensemble dans l'évaluation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "dnbBlanc = Evaluation(ev_df, t_df, s_df, ex_df)\n",
+    "dnbBlanc.set_scores(sc_df)\n",
+    "dnbBlanc.set_ex_qu_structure(ex_df, q_df)\n",
+    "dnbBlanc.set_competence_assessment(sc_df, q_df)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "      <th>value</th>\n",
+       "      <th>id_x</th>\n",
+       "      <th>name_x</th>\n",
+       "      <th>surname</th>\n",
+       "      <th>mail</th>\n",
+       "      <th>commment</th>\n",
+       "      <th>tribe_id</th>\n",
+       "      <th>...</th>\n",
+       "      <th>is_leveled</th>\n",
+       "      <th>exercise_id</th>\n",
+       "      <th>competence</th>\n",
+       "      <th>domain</th>\n",
+       "      <th>comment_x</th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>eval_id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>comment_y</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>ADANI</td>\n",
+       "      <td>Ismou</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "      <td>91</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-18 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4</td>\n",
+       "      <td>289</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>AHAMADI</td>\n",
+       "      <td>Asbahati</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "      <td>91</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-18 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7</td>\n",
+       "      <td>289</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>AHMED SAID</td>\n",
+       "      <td>Hadaïta</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "      <td>91</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-18 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>8</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>ALI MADI</td>\n",
+       "      <td>Anissa</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "      <td>91</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-18 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9</td>\n",
+       "      <td>289</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>ALI</td>\n",
+       "      <td>Raydel</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "      <td>91</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td>21</td>\n",
+       "      <td>2018-02-18 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark  value  id_x      name_x   surname mail  \\\n",
+       "0           2          289     8      2     2       ADANI     Ismou        \n",
+       "1           4          289    10      3     4     AHAMADI  Asbahati        \n",
+       "2           7          289     9      3     7  AHMED SAID   Hadaïta        \n",
+       "3           8          289     8      2     8    ALI MADI    Anissa        \n",
+       "4           9          289    10      3     9         ALI    Raydel        \n",
+       "\n",
+       "  commment  tribe_id    ...     is_leveled exercise_id  competence  \\\n",
+       "0     None         1    ...              1          91         Com   \n",
+       "1     None         1    ...              1          91         Com   \n",
+       "2     None         1    ...              1          91         Com   \n",
+       "3     None         1    ...              1          91         Com   \n",
+       "4     None         1    ...              1          91         Com   \n",
+       "\n",
+       "         domain  comment_x  id          name eval_id  \\\n",
+       "0  Présentation             91  Présentation      21   \n",
+       "1  Présentation             91  Présentation      21   \n",
+       "2  Présentation             91  Présentation      21   \n",
+       "3  Présentation             91  Présentation      21   \n",
+       "4  Présentation             91  Présentation      21   \n",
+       "\n",
+       "                         date comment_y  \n",
+       "0  2018-02-18 00:00:00.000000            \n",
+       "1  2018-02-18 00:00:00.000000            \n",
+       "2  2018-02-18 00:00:00.000000            \n",
+       "3  2018-02-18 00:00:00.000000            \n",
+       "4  2018-02-18 00:00:00.000000            \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_s_df = pd.merge(dnbBlanc.sc_df, dnbBlanc.s_df, left_on='student_id', right_on='id')\n",
+    "sc_s_df = pd.merge(sc_s_df, dnbBlanc.q_df, left_on='question_id', right_on='id')\n",
+    "sc_s_df = pd.merge(sc_s_df, dnbBlanc.ex_df, left_on='exercise_id', right_on='id')\n",
+    "sc_s_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Le compte y est! Ouf"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>mark</th>\n",
+       "      <th>score_rate</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>surname</th>\n",
+       "      <th>name</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">Abdillah Mze Limassi</th>\n",
+       "      <th>1 - QCM</th>\n",
+       "      <td>8</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2 - Boite de chocolat</th>\n",
+       "      <td>8</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3 - Scratch</th>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4 - Programme de calcul</th>\n",
+       "      <td>5</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5 - Macaron</th>\n",
+       "      <td>8</td>\n",
+       "      <td>15</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                              mark  score_rate\n",
+       "surname              name                                     \n",
+       "Abdillah Mze Limassi 1 - QCM                     8          10\n",
+       "                     2 - Boite de chocolat       8          10\n",
+       "                     3 - Scratch                10          10\n",
+       "                     4 - Programme de calcul     5          15\n",
+       "                     5 - Macaron                 8          15"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_s_df.groupby([\"surname\", \"name\"]).sum()[[\"mark\", 'score_rate']].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "surname\n",
+       "Abdillah Mze Limassi    69\n",
+       "Anissa                  72\n",
+       "Ansufiddine             26\n",
+       "Asbahati                72\n",
+       "Asna                    60\n",
+       "Name: mark, dtype: int64"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_s_df.groupby([\"surname\"]).sum()[\"mark\"].head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "      <th>value</th>\n",
+       "      <th>id_x</th>\n",
+       "      <th>name_x</th>\n",
+       "      <th>surname</th>\n",
+       "      <th>mail</th>\n",
+       "      <th>commment</th>\n",
+       "      <th>tribe_id</th>\n",
+       "      <th>id_y</th>\n",
+       "      <th>name_y</th>\n",
+       "      <th>score_rate</th>\n",
+       "      <th>is_leveled</th>\n",
+       "      <th>exercise_id</th>\n",
+       "      <th>competence</th>\n",
+       "      <th>domain</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>ADANI</td>\n",
+       "      <td>Ismou</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4</td>\n",
+       "      <td>289</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>AHAMADI</td>\n",
+       "      <td>Asbahati</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>7</td>\n",
+       "      <td>289</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>AHMED SAID</td>\n",
+       "      <td>Hadaïta</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>8</td>\n",
+       "      <td>289</td>\n",
+       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>ALI MADI</td>\n",
+       "      <td>Anissa</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>9</td>\n",
+       "      <td>289</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9</td>\n",
+       "      <td>ALI</td>\n",
+       "      <td>Raydel</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>1</td>\n",
+       "      <td>289</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>91</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark  value  id_x      name_x   surname mail  \\\n",
+       "0           2          289     8      2     2       ADANI     Ismou        \n",
+       "1           4          289    10      3     4     AHAMADI  Asbahati        \n",
+       "2           7          289     9      3     7  AHMED SAID   Hadaïta        \n",
+       "3           8          289     8      2     8    ALI MADI    Anissa        \n",
+       "4           9          289    10      3     9         ALI    Raydel        \n",
+       "\n",
+       "  commment  tribe_id  id_y name_y  score_rate  is_leveled  exercise_id  \\\n",
+       "0     None         1   289                 10           1           91   \n",
+       "1     None         1   289                 10           1           91   \n",
+       "2     None         1   289                 10           1           91   \n",
+       "3     None         1   289                 10           1           91   \n",
+       "4     None         1   289                 10           1           91   \n",
+       "\n",
+       "  competence        domain comment  \n",
+       "0        Com  Présentation          \n",
+       "1        Com  Présentation          \n",
+       "2        Com  Présentation          \n",
+       "3        Com  Présentation          \n",
+       "4        Com  Présentation          "
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "full_df = pd.merge(dnbBlanc.sc_df, dnbBlanc.s_df, left_on=\"student_id\", right_on=\"id\")\n",
+    "full_df = pd.merge(full_df, dnbBlanc.q_df, left_on=\"question_id\", right_on=\"id\")\n",
+    "full_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## On compile?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from repytex.reports.eval_reports import build_target_name\n",
+    "from repytex.reports.produce_compile import produce_compile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Path('.//302/report_DNB blanc 1.tex')"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "datas = {\"evaluation\": dnbBlanc}\n",
+    "target = build_target_name('302', 'DNB blanc 1')\n",
+    "target"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "template=\"tpl_reports_eval.tex\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "b'! Package Rep Error: Undefinded type of answer: .\\n'\n",
+      "b'! Package Rep Error: Undefinded type of answer: .\\n'\n",
+      "b'! Package Rep Error: Undefinded type of answer: .\\n'\n",
+      "b'! Package Rep Error: Undefinded type of answer: .\\n'\n",
+      "b'! Package Rep Error: Undefinded type of answer: .\\n'\n"
+     ]
+    }
+   ],
+   "source": [
+    "produce_compile(template, datas, target, force=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Notes/DNB_blanc1/Analyse 306.ipynb b/Notes/DNB_blanc1/Analyse 306.ipynb
new file mode 100644
index 0000000..039ba99
--- /dev/null
+++ b/Notes/DNB_blanc1/Analyse 306.ipynb	
@@ -0,0 +1,2397 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import xlsxwriter\n",
+    "import sqlite3\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from math import ceil\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "from pprint import pprint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from repytex.tools.evaluation import Evaluation\n",
+    "from repytex.tools.sqlite_getters import all_ev_description"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Récupération de la structure du DNB blanc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "conn = sqlite3.connect('../recopytex.db')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ev = Evaluation.from_sqlite(20, conn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>term</th>\n",
+       "      <th>t_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>20</td>\n",
+       "      <td>DNB blanc1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id        name  term  t_id\n",
+       "0  20  DNB blanc1     2     2"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.ev_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>grade</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2</td>\n",
+       "      <td>306</td>\n",
+       "      <td>3e</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id name grade\n",
+       "0   2  306    3e"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.t_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>surname</th>\n",
+       "      <th>mail</th>\n",
+       "      <th>commment</th>\n",
+       "      <th>tribe_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>27</td>\n",
+       "      <td>ABDALLAH</td>\n",
+       "      <td>Rachma</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>28</td>\n",
+       "      <td>ABDOU</td>\n",
+       "      <td>Kassim</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>29</td>\n",
+       "      <td>AHAMADI</td>\n",
+       "      <td>Irchadi</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>30</td>\n",
+       "      <td>AHAMED</td>\n",
+       "      <td>Mikidadi</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>31</td>\n",
+       "      <td>ANLI</td>\n",
+       "      <td>El Anziz</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id      name   surname mail commment  tribe_id\n",
+       "0  27  ABDALLAH    Rachma          None         2\n",
+       "1  28     ABDOU    Kassim          None         2\n",
+       "2  29   AHAMADI   Irchadi          None         2\n",
+       "3  30    AHAMED  Mikidadi          None         2\n",
+       "4  31      ANLI  El Anziz          None         2"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.s_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>eval_id</th>\n",
+       "      <th>date</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>58</td>\n",
+       "      <td>1 Dalle de béton</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>59</td>\n",
+       "      <td>2 Soirée Basket</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>60</td>\n",
+       "      <td>3 Recette de gateau</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>61</td>\n",
+       "      <td>4 Dessiner une figure</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>62</td>\n",
+       "      <td>5 Cross du collège</td>\n",
+       "      <td>20</td>\n",
+       "      <td>2018-02-07 00:00:00.000000</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id                   name  eval_id                        date comment\n",
+       "0  58       1 Dalle de béton       20  2018-02-07 00:00:00.000000        \n",
+       "1  59        2 Soirée Basket       20  2018-02-07 00:00:00.000000        \n",
+       "2  60    3 Recette de gateau       20  2018-02-07 00:00:00.000000        \n",
+       "3  61  4 Dessiner une figure       20  2018-02-07 00:00:00.000000        \n",
+       "4  62     5 Cross du collège       20  2018-02-07 00:00:00.000000        "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.ex_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>value</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Empty DataFrame\n",
+       "Columns: [id, question_id, student_id, value]\n",
+       "Index: []"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ev.sc_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Evaluation DNB blanc1 306 - T2\n",
+      "Ex 1 Dalle de béton\n",
+      "\tQu 1: Multiplications total HT (3, Cal)\n",
+      "\tQu 1: Division quantité (2, Cal)\n",
+      "\tQu 1: Somme Total HT et TC (4, Cal)\n",
+      "\tQu 2 a et b: Lecture de tableur (4, Rep)\n",
+      "\tQu 2 c et d: Formule tableur (4, Rep)\n",
+      "Ex 2 Soirée Basket\n",
+      "\tQu 1 à 3: Lire un tableau (6, Cher)\n",
+      "\tQu 4 à 5: Calculs de points (6, Mod)\n",
+      "\tQu 6: Paniers à 2 points (4, Rai)\n",
+      "\tQu 7: Champion de la soirée (3, Rai)\n",
+      "Ex 3 Recette de gateau\n",
+      "\tQu 1: Multiplier les quantités (3, Mod)\n",
+      "\tQu 1: Rapport 3 (3, Mod)\n",
+      "\tQu 1: Multiplication de la fraction (1, Mod)\n",
+      "\tQu 2: Quantité restante (2, Cal)\n",
+      "\tQu 2: Fractions (2, Cal)\n",
+      "Ex 4 Dessiner une figure\n",
+      "\tQu 1: Dessin du lutin (3, Rep)\n",
+      "\tQu 2: Modifications (6, Rep)\n",
+      "Ex 5 Cross du collège\n",
+      "\tQu 1 et 2: Calculs de longueur (6, Rep)\n",
+      "\tQu 3: Pythagore (5, Mod)\n",
+      "\tQu 4: Longueur d'un tour (5, Mod)\n",
+      "\tQu 5: Longueur pour les 3e (4, Cal)\n",
+      "Ex 6 Voyage en famille\n",
+      "\tQu 1: Calcul temps et conversion demi heure (4, Cal)\n",
+      "\tQu 2: Lectures graphiques (6, Rep)\n",
+      "\tQu 3: Véracité de l'affirmation (4, Rai)\n",
+      "Ex Présentation\n",
+      "\tQu :  (10, Com)\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(ev.description())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "collapsed": true
+   },
+   "source": [
+    "## Construction des df à partir du tableur pour les 306"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ev_df = ev.ev_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ex_df = ev.ex_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "q_df = ev.q_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "t_df = ev.t_df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "s_df = ev.s_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Extraction des scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "excelname = './306-DNB blanc1-pro.xlsx'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xls_df = pd.read_excel(excelname).T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Présentation</th>\n",
+       "      <th>Ex 1 Dalle de béton</th>\n",
+       "      <th>0 - Multiplications total HT</th>\n",
+       "      <th>1 - Division quantité</th>\n",
+       "      <th>2 - Somme Total HT et TC</th>\n",
+       "      <th>3 - Lecture de tableur</th>\n",
+       "      <th>4 - Formule tableur</th>\n",
+       "      <th>Ex 2 Soirée Basket</th>\n",
+       "      <th>0 - Lire un tableau</th>\n",
+       "      <th>1 - Calculs de points</th>\n",
+       "      <th>...</th>\n",
+       "      <th>1 - Modifications</th>\n",
+       "      <th>Ex 5 Cross du collège</th>\n",
+       "      <th>0 - Calculs de longueur</th>\n",
+       "      <th>1 - Pythagore</th>\n",
+       "      <th>2 - Longueur d'un tour</th>\n",
+       "      <th>3 - Longueur pour les 3e</th>\n",
+       "      <th>Ex 6 Voyage en famille</th>\n",
+       "      <th>0 - Calcul temps et conversion demi heure</th>\n",
+       "      <th>1 - Lectures graphiques</th>\n",
+       "      <th>2 - Véracité de l'affirmation</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Competence</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barème</th>\n",
+       "      <td>10</td>\n",
+       "      <td>17</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>19</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6</td>\n",
+       "      <td>20</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>14</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ousseni Fayadhui</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BOINA Chadia</th>\n",
+       "      <td>9</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MAGNELE Chamsidine</th>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 30 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   Présentation Ex 1 Dalle de béton  \\\n",
+       "Competence                  NaN                 NaN   \n",
+       "Barème                       10                  17   \n",
+       "Ousseni Fayadhui             10                   0   \n",
+       "BOINA Chadia                  9                  10   \n",
+       "MAGNELE Chamsidine            9                  13   \n",
+       "\n",
+       "                   0 - Multiplications total HT 1 - Division quantité  \\\n",
+       "Competence                                  Cal                   Cal   \n",
+       "Barème                                        3                     2   \n",
+       "Ousseni Fayadhui                              0                     0   \n",
+       "BOINA Chadia                                  2                     2   \n",
+       "MAGNELE Chamsidine                            3                     2   \n",
+       "\n",
+       "                   2 - Somme Total HT et TC 3 - Lecture de tableur  \\\n",
+       "Competence                              Cal                    Rep   \n",
+       "Barème                                    4                      4   \n",
+       "Ousseni Fayadhui                          0                      0   \n",
+       "BOINA Chadia                              0                      4   \n",
+       "MAGNELE Chamsidine                        4                      4   \n",
+       "\n",
+       "                   4 - Formule tableur Ex 2 Soirée Basket 0 - Lire un tableau  \\\n",
+       "Competence                         Rep                NaN                Cher   \n",
+       "Barème                               4                 19                   6   \n",
+       "Ousseni Fayadhui                     0                  0                   0   \n",
+       "BOINA Chadia                         2                  0                   0   \n",
+       "MAGNELE Chamsidine                   0                  1                   1   \n",
+       "\n",
+       "                   1 - Calculs de points              ...               \\\n",
+       "Competence                           Mod              ...                \n",
+       "Barème                                 6              ...                \n",
+       "Ousseni Fayadhui                       0              ...                \n",
+       "BOINA Chadia                           0              ...                \n",
+       "MAGNELE Chamsidine                     0              ...                \n",
+       "\n",
+       "                   1 - Modifications Ex 5 Cross du collège  \\\n",
+       "Competence                       Rep                   NaN   \n",
+       "Barème                             6                    20   \n",
+       "Ousseni Fayadhui                   0                     0   \n",
+       "BOINA Chadia                       0                     0   \n",
+       "MAGNELE Chamsidine                 0                     0   \n",
+       "\n",
+       "                   0 - Calculs de longueur 1 - Pythagore  \\\n",
+       "Competence                             Rep           Mod   \n",
+       "Barème                                   6             5   \n",
+       "Ousseni Fayadhui                         0             0   \n",
+       "BOINA Chadia                             0             0   \n",
+       "MAGNELE Chamsidine                       0             0   \n",
+       "\n",
+       "                   2 - Longueur d'un tour 3 - Longueur pour les 3e  \\\n",
+       "Competence                            Mod                      Cal   \n",
+       "Barème                                  5                        4   \n",
+       "Ousseni Fayadhui                        0                        0   \n",
+       "BOINA Chadia                            0                        0   \n",
+       "MAGNELE Chamsidine                      0                        0   \n",
+       "\n",
+       "                   Ex 6 Voyage en famille  \\\n",
+       "Competence                            NaN   \n",
+       "Barème                                 14   \n",
+       "Ousseni Fayadhui                        0   \n",
+       "BOINA Chadia                            0   \n",
+       "MAGNELE Chamsidine                      0   \n",
+       "\n",
+       "                   0 - Calcul temps et conversion demi heure  \\\n",
+       "Competence                                               Cal   \n",
+       "Barème                                                     4   \n",
+       "Ousseni Fayadhui                                           0   \n",
+       "BOINA Chadia                                               0   \n",
+       "MAGNELE Chamsidine                                         0   \n",
+       "\n",
+       "                   1 - Lectures graphiques 2 - Véracité de l'affirmation  \n",
+       "Competence                             Rep                           Rai  \n",
+       "Barème                                   6                             4  \n",
+       "Ousseni Fayadhui                         0                             0  \n",
+       "BOINA Chadia                             0                             0  \n",
+       "MAGNELE Chamsidine                       0                             0  \n",
+       "\n",
+       "[5 rows x 30 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.drop(\"DNB blanc1\", axis = 1)\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Présentation</th>\n",
+       "      <th>0 - Multiplications total HT</th>\n",
+       "      <th>1 - Division quantité</th>\n",
+       "      <th>2 - Somme Total HT et TC</th>\n",
+       "      <th>3 - Lecture de tableur</th>\n",
+       "      <th>4 - Formule tableur</th>\n",
+       "      <th>0 - Lire un tableau</th>\n",
+       "      <th>1 - Calculs de points</th>\n",
+       "      <th>2 - Paniers à 2 points</th>\n",
+       "      <th>3 - Champion de la soirée</th>\n",
+       "      <th>...</th>\n",
+       "      <th>4 - Fractions</th>\n",
+       "      <th>0 - Dessin du lutin</th>\n",
+       "      <th>1 - Modifications</th>\n",
+       "      <th>0 - Calculs de longueur</th>\n",
+       "      <th>1 - Pythagore</th>\n",
+       "      <th>2 - Longueur d'un tour</th>\n",
+       "      <th>3 - Longueur pour les 3e</th>\n",
+       "      <th>0 - Calcul temps et conversion demi heure</th>\n",
+       "      <th>1 - Lectures graphiques</th>\n",
+       "      <th>2 - Véracité de l'affirmation</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Competence</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Cher</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>Rai</td>\n",
+       "      <td>...</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Mod</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Cal</td>\n",
+       "      <td>Rep</td>\n",
+       "      <td>Rai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Barème</th>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>6</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ousseni Fayadhui</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BOINA Chadia</th>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MAGNELE Chamsidine</th>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   Présentation 0 - Multiplications total HT  \\\n",
+       "Competence                  NaN                          Cal   \n",
+       "Barème                       10                            3   \n",
+       "Ousseni Fayadhui             10                            0   \n",
+       "BOINA Chadia                  9                            2   \n",
+       "MAGNELE Chamsidine            9                            3   \n",
+       "\n",
+       "                   1 - Division quantité 2 - Somme Total HT et TC  \\\n",
+       "Competence                           Cal                      Cal   \n",
+       "Barème                                 2                        4   \n",
+       "Ousseni Fayadhui                       0                        0   \n",
+       "BOINA Chadia                           2                        0   \n",
+       "MAGNELE Chamsidine                     2                        4   \n",
+       "\n",
+       "                   3 - Lecture de tableur 4 - Formule tableur  \\\n",
+       "Competence                            Rep                 Rep   \n",
+       "Barème                                  4                   4   \n",
+       "Ousseni Fayadhui                        0                   0   \n",
+       "BOINA Chadia                            4                   2   \n",
+       "MAGNELE Chamsidine                      4                   0   \n",
+       "\n",
+       "                   0 - Lire un tableau 1 - Calculs de points  \\\n",
+       "Competence                        Cher                   Mod   \n",
+       "Barème                               6                     6   \n",
+       "Ousseni Fayadhui                     0                     0   \n",
+       "BOINA Chadia                         0                     0   \n",
+       "MAGNELE Chamsidine                   1                     0   \n",
+       "\n",
+       "                   2 - Paniers à 2 points 3 - Champion de la soirée  \\\n",
+       "Competence                            Rai                       Rai   \n",
+       "Barème                                  4                         3   \n",
+       "Ousseni Fayadhui                        0                         0   \n",
+       "BOINA Chadia                            0                         0   \n",
+       "MAGNELE Chamsidine                      0                         0   \n",
+       "\n",
+       "                                ...              4 - Fractions  \\\n",
+       "Competence                      ...                        Cal   \n",
+       "Barème                          ...                          2   \n",
+       "Ousseni Fayadhui                ...                          0   \n",
+       "BOINA Chadia                    ...                          0   \n",
+       "MAGNELE Chamsidine              ...                          0   \n",
+       "\n",
+       "                   0 - Dessin du lutin 1 - Modifications  \\\n",
+       "Competence                         Rep               Rep   \n",
+       "Barème                               3                 6   \n",
+       "Ousseni Fayadhui                     0                 0   \n",
+       "BOINA Chadia                         0                 0   \n",
+       "MAGNELE Chamsidine                   0                 0   \n",
+       "\n",
+       "                   0 - Calculs de longueur 1 - Pythagore  \\\n",
+       "Competence                             Rep           Mod   \n",
+       "Barème                                   6             5   \n",
+       "Ousseni Fayadhui                         0             0   \n",
+       "BOINA Chadia                             0             0   \n",
+       "MAGNELE Chamsidine                       0             0   \n",
+       "\n",
+       "                   2 - Longueur d'un tour 3 - Longueur pour les 3e  \\\n",
+       "Competence                            Mod                      Cal   \n",
+       "Barème                                  5                        4   \n",
+       "Ousseni Fayadhui                        0                        0   \n",
+       "BOINA Chadia                            0                        0   \n",
+       "MAGNELE Chamsidine                      0                        0   \n",
+       "\n",
+       "                   0 - Calcul temps et conversion demi heure  \\\n",
+       "Competence                                               Cal   \n",
+       "Barème                                                     4   \n",
+       "Ousseni Fayadhui                                           0   \n",
+       "BOINA Chadia                                               0   \n",
+       "MAGNELE Chamsidine                                         0   \n",
+       "\n",
+       "                   1 - Lectures graphiques 2 - Véracité de l'affirmation  \n",
+       "Competence                             Rep                           Rai  \n",
+       "Barème                                   6                             4  \n",
+       "Ousseni Fayadhui                         0                             0  \n",
+       "BOINA Chadia                             0                             0  \n",
+       "MAGNELE Chamsidine                       0                             0  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ex_cols = [c for c in xls_df.columns if 'Ex' in c]\n",
+    "xls_df = xls_df.drop(ex_cols, axis=1)\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cols = {}\n",
+    "for c in xls_df.columns:\n",
+    "    a = q_df[q_df['comment']==c.split(' - ')[-1]]\n",
+    "    try:\n",
+    "        cols[c] = a.id.values[0]\n",
+    "    except IndexError:\n",
+    "        # id de la question de présentation\n",
+    "        cols[c] = 278\n",
+    "#cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>278</th>\n",
+       "      <th>178</th>\n",
+       "      <th>179</th>\n",
+       "      <th>180</th>\n",
+       "      <th>181</th>\n",
+       "      <th>182</th>\n",
+       "      <th>183</th>\n",
+       "      <th>184</th>\n",
+       "      <th>185</th>\n",
+       "      <th>186</th>\n",
+       "      <th>...</th>\n",
+       "      <th>191</th>\n",
+       "      <th>192</th>\n",
+       "      <th>193</th>\n",
+       "      <th>194</th>\n",
+       "      <th>195</th>\n",
+       "      <th>196</th>\n",
+       "      <th>197</th>\n",
+       "      <th>198</th>\n",
+       "      <th>199</th>\n",
+       "      <th>200</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Ousseni Fayadhui</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BOINA Chadia</th>\n",
+       "      <td>9</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MAGNELE Chamsidine</th>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MBAROUKOU Dania</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TSIMPOU Zoubert</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                   278 178 179 180 181 182 183 184 185 186 ... 191 192 193  \\\n",
+       "Ousseni Fayadhui    10   0   0   0   0   0   0   0   0   0 ...   0   0   0   \n",
+       "BOINA Chadia         9   2   2   0   4   2   0   0   0   0 ...   0   0   0   \n",
+       "MAGNELE Chamsidine   9   3   2   4   4   0   1   0   0   0 ...   0   0   0   \n",
+       "MBAROUKOU Dania     10   2   2   2   4   4   5   6   4   3 ...   0   0   0   \n",
+       "TSIMPOU Zoubert     10   0   0   0   0   0   0   0   0   0 ...   0   0   0   \n",
+       "\n",
+       "                   194 195 196 197 198 199 200  \n",
+       "Ousseni Fayadhui     0   0   0   0   0   0   0  \n",
+       "BOINA Chadia         0   0   0   0   0   0   0  \n",
+       "MAGNELE Chamsidine   0   0   0   0   0   0   0  \n",
+       "MBAROUKOU Dania      6   0   0   1   0   0   0  \n",
+       "TSIMPOU Zoubert      0   0   0   0   0   0   0  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.rename(columns=cols).drop([\"Competence\", 'Barème'])\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "studs = {}\n",
+    "for s in xls_df.index:\n",
+    "    ss = s_df[s_df['surname'].str.contains(s.split(' ')[-1], case=False)]\n",
+    "    ss = ss.id.values\n",
+    "    studs[s] = ss[0]\n",
+    "#studs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "<style>\n",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>278</th>\n",
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+       "      <th>182</th>\n",
+       "      <th>183</th>\n",
+       "      <th>184</th>\n",
+       "      <th>185</th>\n",
+       "      <th>186</th>\n",
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+       "      <th>193</th>\n",
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+       "      <th>200</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>10</td>\n",
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+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>9</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "      <td>4</td>\n",
+       "      <td>3</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   278 178 179 180 181 182 183 184 185 186 ... 191 192 193 194 195 196 197  \\\n",
+       "42  10   0   0   0   0   0   0   0   0   0 ...   0   0   0   0   0   0   0   \n",
+       "34   9   2   2   0   4   2   0   0   0   0 ...   0   0   0   0   0   0   0   \n",
+       "38   9   3   2   4   4   0   1   0   0   0 ...   0   0   0   0   0   0   0   \n",
+       "39  10   2   2   2   4   4   5   6   4   3 ...   0   0   0   6   0   0   1   \n",
+       "46  10   0   0   0   0   0   0   0   0   0 ...   0   0   0   0   0   0   0   \n",
+       "\n",
+       "   198 199 200  \n",
+       "42   0   0   0  \n",
+       "34   0   0   0  \n",
+       "38   0   0   0  \n",
+       "39   0   0   0  \n",
+       "46   0   0   0  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.rename(index=studs)\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "42  278    10\n",
+       "    178     0\n",
+       "    179     0\n",
+       "    180     0\n",
+       "    181     0\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "xls_df = xls_df.stack()\n",
+    "xls_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>42</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>42</td>\n",
+       "      <td>178</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>42</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>42</td>\n",
+       "      <td>180</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>42</td>\n",
+       "      <td>181</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id mark\n",
+       "0          42          278   10\n",
+       "1          42          178    0\n",
+       "2          42          179    0\n",
+       "3          42          180    0\n",
+       "4          42          181    0"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_df = xls_df.reset_index().rename(columns={\"level_0\": \"student_id\", \"level_1\": \"question_id\", 0:'mark'})\n",
+    "sc_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>42</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>42</td>\n",
+       "      <td>178</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>42</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>42</td>\n",
+       "      <td>180</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>42</td>\n",
+       "      <td>181</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark\n",
+       "0          42          278    10\n",
+       "1          42          178     0\n",
+       "2          42          179     0\n",
+       "3          42          180     0\n",
+       "4          42          181     0"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_df[\"mark\"] = sc_df[\"mark\"].astype(int)\n",
+    "sc_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Maintenant il faut transformer tout ça en niveau de compétence"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from repytex.tools.sc_transforms import mark2level\n",
+    "def mark2level_row(x):\n",
+    "    return mark2level(x[\"mark\"], x[\"score_rate\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>score_rate</th>\n",
+       "      <th>is_leveled</th>\n",
+       "      <th>exercise_id</th>\n",
+       "      <th>competence</th>\n",
+       "      <th>domain</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>42</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>34</td>\n",
+       "      <td>278</td>\n",
+       "      <td>9</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>38</td>\n",
+       "      <td>278</td>\n",
+       "      <td>9</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>39</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>46</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark   id name  score_rate  is_leveled  \\\n",
+       "0          42          278    10  278               10           1   \n",
+       "1          34          278     9  278               10           1   \n",
+       "2          38          278     9  278               10           1   \n",
+       "3          39          278    10  278               10           1   \n",
+       "4          46          278    10  278               10           1   \n",
+       "\n",
+       "   exercise_id competence        domain comment  \n",
+       "0           86        Com  Présentation          \n",
+       "1           86        Com  Présentation          \n",
+       "2           86        Com  Présentation          \n",
+       "3           86        Com  Présentation          \n",
+       "4           86        Com  Présentation          "
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_q_df = pd.merge(sc_df, q_df, left_on=\"question_id\", right_on=\"id\")\n",
+    "sc_q_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sc_q_df[\"value\"] = sc_q_df.apply(mark2level_row, axis=1)\n",
+    "sc_q_df = sc_q_df[['student_id', 'question_id', 'value']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sc_df = pd.merge(sc_df, sc_q_df, on=[\"student_id\", 'question_id'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On met tout ensemble dans l'évaluation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dnbBlanc = Evaluation(ev_df, t_df, s_df, ex_df)\n",
+    "dnbBlanc.set_scores(sc_df)\n",
+    "dnbBlanc.set_ex_qu_structure(ex_df, q_df)\n",
+    "dnbBlanc.set_competence_assessment(sc_df, q_df)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Exploration"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "      <th>value</th>\n",
+       "      <th>id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>surname</th>\n",
+       "      <th>mail</th>\n",
+       "      <th>commment</th>\n",
+       "      <th>tribe_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>42</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>42</td>\n",
+       "      <td>OUSSENI</td>\n",
+       "      <td>Fayadhui</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>42</td>\n",
+       "      <td>178</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>OUSSENI</td>\n",
+       "      <td>Fayadhui</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>42</td>\n",
+       "      <td>179</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>OUSSENI</td>\n",
+       "      <td>Fayadhui</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>42</td>\n",
+       "      <td>180</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>OUSSENI</td>\n",
+       "      <td>Fayadhui</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>42</td>\n",
+       "      <td>181</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>OUSSENI</td>\n",
+       "      <td>Fayadhui</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark  value  id     name   surname mail commment  \\\n",
+       "0          42          278    10      3  42  OUSSENI  Fayadhui          None   \n",
+       "1          42          178     0      0  42  OUSSENI  Fayadhui          None   \n",
+       "2          42          179     0      0  42  OUSSENI  Fayadhui          None   \n",
+       "3          42          180     0      0  42  OUSSENI  Fayadhui          None   \n",
+       "4          42          181     0      0  42  OUSSENI  Fayadhui          None   \n",
+       "\n",
+       "   tribe_id  \n",
+       "0         2  \n",
+       "1         2  \n",
+       "2         2  \n",
+       "3         2  \n",
+       "4         2  "
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_s_df = pd.merge(dnbBlanc.sc_df, dnbBlanc.s_df, left_on='student_id', right_on='id')\n",
+    "sc_s_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A priori pas de soucis avec les sommes de points"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "name               surname       \n",
+       "ABDALLAH           Rachma            22\n",
+       "ABDOU              Kassim             6\n",
+       "AHAMADI            Irchadi           42\n",
+       "AHAMED             Mikidadi          25\n",
+       "ANSSURDINE         Zaidou            10\n",
+       "BACAR MOUSTADRANE  Rakchat           13\n",
+       "BOINA              Chadia            19\n",
+       "CHANFI             Fayçoil           17\n",
+       "CHARIF             Djaël             71\n",
+       "COMBO              Doulka-Rynaini    25\n",
+       "IBRAHIM,           Izaki             10\n",
+       "MAGNELE            Chamsidine        24\n",
+       "MBAROUKOU          Dania             56\n",
+       "MIRADJI            Issoufi           68\n",
+       "NIDHOIMI           El-Fahar          51\n",
+       "OUSSENI            Fayadhui          10\n",
+       "SAID OMAR          Nadjoi            43\n",
+       "SALIM              Haïridine         10\n",
+       "SAÏD               Dalila            50\n",
+       "Said               Rachida           16\n",
+       "TSIMPOU            Zoubert           10\n",
+       "Name: mark, dtype: int64"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sc_s_df.groupby([\"name\", \"surname\"]).sum()['mark']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style>\n",
+       "    .dataframe thead tr:only-child th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>student_id</th>\n",
+       "      <th>question_id</th>\n",
+       "      <th>mark</th>\n",
+       "      <th>value</th>\n",
+       "      <th>id_x</th>\n",
+       "      <th>name_x</th>\n",
+       "      <th>surname</th>\n",
+       "      <th>mail</th>\n",
+       "      <th>commment</th>\n",
+       "      <th>tribe_id</th>\n",
+       "      <th>id_y</th>\n",
+       "      <th>name_y</th>\n",
+       "      <th>score_rate</th>\n",
+       "      <th>is_leveled</th>\n",
+       "      <th>exercise_id</th>\n",
+       "      <th>competence</th>\n",
+       "      <th>domain</th>\n",
+       "      <th>comment</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>42</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>42</td>\n",
+       "      <td>OUSSENI</td>\n",
+       "      <td>Fayadhui</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>34</td>\n",
+       "      <td>278</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34</td>\n",
+       "      <td>BOINA</td>\n",
+       "      <td>Chadia</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>38</td>\n",
+       "      <td>278</td>\n",
+       "      <td>9</td>\n",
+       "      <td>3</td>\n",
+       "      <td>38</td>\n",
+       "      <td>MAGNELE</td>\n",
+       "      <td>Chamsidine</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>39</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39</td>\n",
+       "      <td>MBAROUKOU</td>\n",
+       "      <td>Dania</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>46</td>\n",
+       "      <td>278</td>\n",
+       "      <td>10</td>\n",
+       "      <td>3</td>\n",
+       "      <td>46</td>\n",
+       "      <td>TSIMPOU</td>\n",
+       "      <td>Zoubert</td>\n",
+       "      <td></td>\n",
+       "      <td>None</td>\n",
+       "      <td>2</td>\n",
+       "      <td>278</td>\n",
+       "      <td></td>\n",
+       "      <td>10</td>\n",
+       "      <td>1</td>\n",
+       "      <td>86</td>\n",
+       "      <td>Com</td>\n",
+       "      <td>Présentation</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   student_id  question_id  mark  value  id_x     name_x     surname mail  \\\n",
+       "0          42          278    10      3    42    OUSSENI    Fayadhui        \n",
+       "1          34          278     9      3    34      BOINA      Chadia        \n",
+       "2          38          278     9      3    38    MAGNELE  Chamsidine        \n",
+       "3          39          278    10      3    39  MBAROUKOU       Dania        \n",
+       "4          46          278    10      3    46    TSIMPOU     Zoubert        \n",
+       "\n",
+       "  commment  tribe_id  id_y name_y  score_rate  is_leveled  exercise_id  \\\n",
+       "0     None         2   278                 10           1           86   \n",
+       "1     None         2   278                 10           1           86   \n",
+       "2     None         2   278                 10           1           86   \n",
+       "3     None         2   278                 10           1           86   \n",
+       "4     None         2   278                 10           1           86   \n",
+       "\n",
+       "  competence        domain comment  \n",
+       "0        Com  Présentation          \n",
+       "1        Com  Présentation          \n",
+       "2        Com  Présentation          \n",
+       "3        Com  Présentation          \n",
+       "4        Com  Présentation          "
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "full_df = pd.merge(dnbBlanc.sc_df, dnbBlanc.s_df, left_on=\"student_id\", right_on=\"id\")\n",
+    "full_df = pd.merge(full_df, dnbBlanc.q_df, left_on=\"question_id\", right_on=\"id\")\n",
+    "full_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## On compile?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "from repytex.reports.eval_reports import build_target_name\n",
+    "from repytex.reports.produce_compile import produce_compile"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Path('.//306/report_DNB blanc 1.tex')"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "datas = {\"evaluation\": dnbBlanc}\n",
+    "target = build_target_name('306', 'DNB blanc 1')\n",
+    "target"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "template=\"tpl_reports_eval.tex\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "produce_compile(template, datas, target, force=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
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