diff --git a/session_3/HTML_tuto_s3.Rmd b/session_3/HTML_tuto_s3.Rmd
index e81f8cc44119e1f8f1670d6f76170cc0f5285008..c388fa91b8307e0f37606fe35a219dfcc19d285e 100644
--- a/session_3/HTML_tuto_s3.Rmd
+++ b/session_3/HTML_tuto_s3.Rmd
@@ -263,93 +263,36 @@ ggplot(data = diamonds, mapping = aes(x = cut, y = depth, color = clarity)) +
 ```
 
 
-
-```{r diamonds_bar, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
-bar <- ggplot(data = diamonds) + 
-  geom_bar(
-    mapping = aes(x = cut, fill = cut), 
-    show.legend = FALSE,
-    width = 1
-  ) + 
-  theme(aspect.ratio = 1) +
-  labs(x = NULL, y = NULL)
-```
-**3_d**
-
-
-
-```{r diamonds_bar_plot, echo=F, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
-bar
+```{r dia_12, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds, mapping = aes(x = depth, y = table)) + 
+  geom_point() +
+  geom_abline()
 ```
 
-**3_d**
-
-
-```{r diamonds_bar_flip, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
-bar + coord_flip()
-```
-
-
-
-```{r mpg_jitter_noquickmap, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
-ggplot(data = mpg) + 
-  geom_jitter(mapping = aes(x = cty, y = hwy))
-```
-
-
 
-```{r mpg_jitter_quickmap, cache = TRUE, fig.width=3.5, fig.height=3.5, message=FALSE}
-ggplot(data = mpg) + 
-  geom_jitter(mapping = aes(x = cty, y = hwy)) +
+```{r dia_quickmap, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+ggplot(data = diamonds, mapping = aes(x = depth, y = table)) + 
+  geom_point() +
+  geom_abline() +
   coord_quickmap()
 ```
 
 
 
-```{r mpg_jitter_log, cache = TRUE, fig.width=8.5, fig.height=3.5, message=FALSE}
-ggplot(data = mpg) + 
-  geom_jitter(mapping = aes(x = cty, y = hwy)) +
-  scale_y_log10() +
-  scale_x_log10()
-```
-
 
-```{r diamonds_bar_polar, cache = TRUE, fig.width=5, fig.height=3.5, message=FALSE}
-bar + coord_polar()
-```
-
-## Coordinate systems challenges
-
-- Turn a stacked bar chart into a pie chart using `coord_polar()`.
-- What does `labs()` do? Read the documentation.
-- What does the plot below tell you about the relationship between `city` and highway `mpg`? Why is `coord_fixed()` important? What does `geom_abline()` do?
-
-```{r mpg_point_fixed, eval = F, cache = TRUE, fig.width=4.5, fig.height=3.5, message=FALSE}
-ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
-  geom_point() + 
-  geom_abline() +
-  coord_fixed()
-```
-
-## Coordinate systems challenges
+```{r diamonds_bar, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+bar <- ggplot(data = diamonds, mapping = aes(x = cut, fill = cut)) + 
+  geom_bar( show.legend = FALSE,  width = 1 ) + 
+  theme(aspect.ratio = 1) +
+  labs(x = NULL, y = NULL)
 
-```{r diamonds_barplot_pos_fill_polar, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
-ggplot(data = diamonds) + 
-  geom_bar(mapping = aes(x = cut, fill = clarity),
-           position = "fill") +
-  coord_polar()
+bar
 ```
 
-## Coordinate systems challenges
 
-```{r mpg_point_nofixed_plot, eval = T, cache = TRUE, fig.width=8, fig.height=3.5, message=FALSE}
-ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
-  geom_point() +  geom_abline()
+```{r diamonds_bar_polar, cache = TRUE, fig.width=8, fig.height=4.5, message=FALSE}
+bar + coord_polar()
 ```
 
-## Coordinate systems challenges
 
-```{r mpg_point_fixed_plot, eval = T, cache = TRUE, fig.width=8, fig.height=3.5, message=FALSE}
-ggplot(data = mpg, mapping = aes(x = cty, y = hwy)) +
-  geom_point() +  geom_abline() + coord_fixed()
-```
+##See you to Session#4 : ""
\ No newline at end of file