diff --git a/module3/exo3/exercice_fr.Rmd b/module3/exo3/exercice_fr.Rmd
index 7d5634946ac90bb4115f8796835be2b909d0beea..1649d818ffdf8ba9a7fba353a7fdfa21034a2311 100644
--- a/module3/exo3/exercice_fr.Rmd
+++ b/module3/exo3/exercice_fr.Rmd
@@ -140,43 +140,83 @@ p
 ```
 
 Pour la frise chronologique des rois et reines, nous allons utiliser les données disponibles [ici](https://mbostock.github.io/protovis/ex/wheat.js), et formattées au format CSV.  
-```{r message=FALSE, warning=FALSE}
+```{r message=FALSE}
 # Fichier des rois et reines
 wheat_monarchs <- read_csv("wheat_monarchs.csv")
 wheat_monarchs %>% 
   kable(format = "html", escape = FALSE, align ="c") %>% 
   kable_styling(bootstrap_options = "striped", full_width = FALSE, position = "left")
+```
 
-# Ajout frise chronologique des rois et reines
+- Ajout frise chronologique des rois et reines
+```{r warning=FALSE}
 p <- p +
   # rois/reines sur la barre supérieure
   geom_rect(data = wheat_monarchs %>% filter(row_number() %% 2 == 1, is.na(commonwealth)), aes(xmin = start, xmax = end, ymin = 97, ymax = 98), inherit.aes = FALSE) +
-  geom_text(data = wheat_monarchs %>% filter(row_number() %% 2 == 1, is.na(commonwealth)), aes(x = start + (end -start) / 2,y = 96, label = name), size = 3, family = "NewCenturySchoolbook", fontface = "italic") +
+  geom_text(data = wheat_monarchs %>% filter(row_number() %% 2 == 1, is.na(commonwealth)), aes(x = start + (end -start) / 2,y = 96, label = name), size = 2, family = "NewCenturySchoolbook", fontface = "italic") +
   # rois/reines sur la barre inférieure
   geom_rect(data = wheat_monarchs %>% filter(row_number() %% 2 == 0, is.na(commonwealth)), aes(xmin = start, xmax = end, ymin = 96, ymax = 97), inherit.aes = FALSE) +
-  geom_text(data = wheat_monarchs %>% filter(row_number() %% 2 == 0, is.na(commonwealth)), aes(x = start + (end -start) / 2,y = 95, label = name), size = 3, family = "NewCenturySchoolbook", fontface = "italic") +
+  geom_text(data = wheat_monarchs %>% filter(row_number() %% 2 == 0, is.na(commonwealth)), aes(x = start + (end -start) / 2,y = 95, label = name), size = 2, family = "NewCenturySchoolbook", fontface = "italic") +
   # cas particulier de Cromwell
   geom_rect(data = wheat_monarchs %>% filter(commonwealth), aes(xmin = start, xmax = end, ymin = 97, ymax = 98), inherit.aes = FALSE, fill = "white", color = "black") +
-  geom_text(data = wheat_monarchs %>% filter(commonwealth), aes(x = start + (end -start) / 2,y = 96, label = name), size = 3, family = "NewCenturySchoolbook", fontface = "italic")
+  geom_text(data = wheat_monarchs %>% filter(commonwealth), aes(x = start + (end -start) / 2,y = 96, label = name), size = 2, family = "NewCenturySchoolbook", fontface = "italic")
+p
+```
+
+- Ajout des annotations en bas et à droite du graphe.  
+**Note** : en utilisant `annotation_custom`, on doit également modifier les marges autour du graphe.  
+```{r warning=FALSE}
+p <- p +
+  theme(plot.margin = unit(c(1.2,0.8,0.5,0), units = "cm")) +
+  annotation_custom(grob = grid::textGrob(label = "shillings",
+                                          gp = grid::gpar(fontsize = 8, fontface = "italic", fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1844, xmax = 1844, ymin = 100, ymax = 100) + 
+  annotation_custom(grob = grid::textGrob(label = "shillings",
+                                          gp = grid::gpar(fontsize = 8, fontface = "italic", fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1841, xmax = 1841, ymin = 0, ymax = 0) +
+  annotation_custom(grob = grid::textGrob(label = "5 Years each division",
+                                          gp = grid::gpar(fontsize = 8, fontface = "italic", fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1650, xmax = 1650, ymin = -5, ymax = -5) +
+  annotation_custom(grob = grid::textGrob(label = "5 Years each division",
+                                          gp = grid::gpar(fontsize = 8, fontface = "italic", fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1785, xmax = 1785, ymin = -5, ymax = -5)
+
 p
 ```
 
+- Enfin, ajout des annonations en haut du graphe.
 ```{r warning=FALSE}
-# Ajout des siècles
 p +
-  geom_rect(aes(xmin = 1565.5, xmax = 1829.5, ymin = 100, ymax = 109), fill = "white") +
-  annotate(geom = "text", 
-           x = c(1580, 1650, 1750, 1820), y = 101.5, 
-           label = c("16th Century", "17th Century", "18th Century", "19th Century"),
-           size = 2.7, family = "NewCenturySchoolbook") +
-  geom_curve(aes(x = 1565, y = 105, xend = 1600, yend = 100), curvature = -0.1, size = 1) +
-  geom_curve(aes(x = 1600, y = 100, xend = 1700, yend = 100), curvature = -0.17, size = 1) +
-  geom_curve(aes(x = 1700, y = 100, xend = 1800, yend = 100), curvature = -0.17, size = 1) +
-  geom_curve(aes(x = 1800, y = 100, xend = 1830, yend = 105), curvature = -0.1, size = 1) +
-  annotate(geom = "text", x = 1700, y = 104, label = "N°1",
-           size = 4, family = "NewCenturySchoolbook", fontface = "bold")
+  annotation_custom(grob = grid::textGrob(label = "16th Century",
+                                          gp = grid::gpar(fontsize = 8, fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1577, xmax = 1577, ymin = 102.5, ymax = 102.5) +
+  annotation_custom(grob = grid::textGrob(label = "17th Century",
+                                          gp = grid::gpar(fontsize = 8, fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1650, xmax = 1650, ymin = 102.5, ymax = 102.5) +
+  annotation_custom(grob = grid::textGrob(label = "18th Century",
+                                          gp = grid::gpar(fontsize = 8, fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1750, xmax = 1750, ymin = 102.5, ymax = 102.5) +
+  annotation_custom(grob = grid::textGrob(label = "19th Century",
+                                          gp = grid::gpar(fontsize = 8, fontfamily = "NewCenturySchoolbook")),
+                    xmin = 1820, xmax = 1820, ymin = 102.5, ymax = 102.5) +
+  annotation_custom(grob = grid::curveGrob(x1 = 0, y1 = 1, x2 = 1, y2 = 0, curvature = -0.12, square = FALSE, ncp = 20,
+                                          gp = grid::gpar(col = "black", lwd = 3)),
+                    xmin = 1565, xmax = 1600, ymin = 105, ymax = 100) +
+  annotation_custom(grob = grid::curveGrob(x1 = 0, y1 = 0, x2 = 1, y2 = 1, curvature = -0.15, square = FALSE, ncp = 20,
+                                          gp = grid::gpar(col = "black", lwd = 3)),
+                    xmin = 1600, xmax = 1700, ymin = 100, ymax = 100) +
+  annotation_custom(grob = grid::curveGrob(x1 = 0, y1 = 0, x2 = 1, y2 = 1, curvature = -0.15, square = FALSE, ncp = 20,
+                                          gp = grid::gpar(col = "black", lwd = 3)),
+                    xmin = 1700, xmax = 1800, ymin = 100, ymax = 100) +
+  annotation_custom(grob = grid::curveGrob(x1 = 0, y1 = 0, x2 = 1, y2 = 1, curvature = -0.12, square = FALSE, ncp = 20,
+                                          gp = grid::gpar(col = "black", lwd = 3)),
+                    xmin = 1800, xmax = 1830, ymin = 100, ymax = 105) +
+  annotation_custom(grob = grid::textGrob(label = "N°1",
+                                          gp = grid::gpar(fontsize = 11, fontfamily = "NewCenturySchoolbook", fontface = "bold")),
+                    xmin = 1700, xmax = 1700, ymin = 104, ymax = 104) 
 ```
 
+
 Ces différentes étapes permettent d'obtenir un graphique assez proche de celui de William Playfair.