5 files changed, 20 insertions, 10 deletions
diff --git a/tikz/attack.tex b/tikz/attack.tex
index 14c605e..04181ae 100644
--- a/tikz/attack.tex
+++ b/tikz/attack.tex
@@ -1,4 +1,4 @@
-\begin{tikzpicture}
+\begin{tikzpicture}[scale=0.6, every node/.style={scale=0.7}]
 
     \def \h{-2}
 
@@ -16,7 +16,7 @@
     %Pipeline
     \node[rectangle,draw] (model) at (0,\h) {Modèle};
     \node[rectangle,draw=blue] (inf) at (0,\h-1) {Classification};
-    \node[rectangle,draw] (train) at (-3,\h) {Entrainement};
+    \node[rectangle,draw] (train) at (-3,\h) {Entraînement};
 
     \draw[->] (udata) to (model);
     \draw[->] (model) to (inf);
diff --git a/tikz/attack_mia.tex b/tikz/attack_mia.tex
index accfbf3..d0fcef4 100644
--- a/tikz/attack_mia.tex
+++ b/tikz/attack_mia.tex
@@ -1,4 +1,4 @@
-\begin{tikzpicture}
+\begin{tikzpicture}[scale=0.6, every node/.style={scale=0.7}]
 
     \def \h{-2}
 
@@ -16,7 +16,7 @@
     %Pipeline
     \node[rectangle,draw=blue] (model) at (0,\h) {Modèle};
     \node[rectangle,draw] (inf) at (0,\h-1) {Classification};
-    \node[rectangle,draw=red] (train) at (-3,\h) {Entrainement};
+    \node[rectangle,draw=red] (train) at (-3,\h) {Entraînement};
 
     \draw[->] (udata) to (model);
     \draw[->] (model) to (inf);
diff --git a/tikz/chaussette/a.tex b/tikz/chaussette/a.tex
index a5ebc23..f44b7e9 100644
--- a/tikz/chaussette/a.tex
+++ b/tikz/chaussette/a.tex
@@ -56,6 +56,6 @@
     \draw[->] (x2) to (f2);
     \pause
 %\node[anchor=west] () at (-2,-4.5) {Exactitude $=\frac{10}{14}(\approx 0.7)$};
-\node[anchor=west] () at (-2,-5.5) {$\sim 70\%$ classification correct};
+\node[anchor=west] () at (-2,-5.5) {$\sim 70\%$ classification correcte};
 %\node[anchor=west] () at (-2,-5) {$A(\bigcirc)=1$~$A(\bigtriangleup)=0$~$A(\times)=0$ Exactitude équilibrée $=\frac{1}{3}$};
 \end{tikzpicture}
diff --git a/tikz/chaussette/ba.tex b/tikz/chaussette/ba.tex
index 3a2ffa4..41b830d 100644
--- a/tikz/chaussette/ba.tex
+++ b/tikz/chaussette/ba.tex
@@ -66,5 +66,5 @@
 
     \node[anchor=west] () at (1,-6) {Exactitude $=\frac{8}{14}(\approx 0.57)$};
     \node[anchor=west] () at (1,-6.5) {$A(\bigcirc)=\frac{4}{10}$~$A(\bigtriangleup)=1$~$A(\times)=1$};
-    \node[anchor=west]() at (1,-7) {Exactitude équilibré $=\frac{24}{30}=0.8$};
+    \node[anchor=west]() at (1,-7) {Exactitude équilibrée $=\frac{24}{30}=0.8$};
 \end{tikzpicture}
diff --git a/tikz/data.tex b/tikz/data.tex
index 62a09d0..ca5c5e9 100644
--- a/tikz/data.tex
+++ b/tikz/data.tex
@@ -1,17 +1,27 @@
 \input{tikz/asset/data}
 \begin{tikzpicture}
     \node[database,label={[align=center]above:Donnée\\cible}] (base) at (0,0) {};
-    \node[rectangle,draw,align=center] (cible) at (10,0) {Modèle\\cible};
+    \node[rectangle,draw,align=center] (cible) at (8,0) {Modèle\\cible};
     \draw[->,align=center] (base) to[bend left] node[midway,above] {80\% entraînement\\sans attribut sensible} (cible);
     \draw[->,blue] (base) to[bend right] node[midway,below] (test) {20\% évaluation} (cible);
     \pause
-    \node[database,label={[align=left]right:Donnée\\auxiliaire}] (aux) at (10,-4.5) {};
-    \draw[->] (test) to[out=-90,in=90] node[midway,above] {\hspace{50px}Attribut sensible} (aux);
-    \draw[->,blue] (cible) to node[midway,right] {Prédiction} (aux);
+    \node[database,label={[align=left]right:Donnée\\auxiliaire}] (aux) at (8,-4.5) {};
+    \draw[->] (test) to[out=-90,in=90] node[midway,above,align=center] {Attribut\\sensible} (aux);
+    \draw[->,blue] (cible) to node[midway,right] (pred) {Prédiction} (aux);
     \pause
     \node[rectangle,draw,align=center] (attaque) at (3,-4.5) {Modèle\\AIA};
     \draw[->] (aux) to node[midway,below] {80\% entraînement} (attaque);
     \draw[->] (aux) to node[midway,above] {20\% évaluation} (attaque);
     \node[rectangle,align=center] (result) at (0,-4.5) {Exactitude\\équilibrée};
     \draw[->] (attaque) to (result);
+
+    \pause
+    \node (seq) at (12, 0.5) {\emph{Sans équité}};
+    \node (aeq) at (12, -0.5) {\emph{Avec équité}};
+    \draw (seq) -- (cible);
+    \draw (aeq) -- (cible);
+
+    \pause
+    \path let \p1 = (pred) in node[anchor=west] (dpl) at (\x1+50,\y1+15) {\emph{$\frac{1}{2}(1+DemParLvl)$}};
+    \draw[->] (dpl) to (pred);
 \end{tikzpicture}