diff --git a/vignettes/genderequality.Rmd b/vignettes/genderequality.Rmd
index 1b76e34..9e44994 100644
--- a/vignettes/genderequality.Rmd
+++ b/vignettes/genderequality.Rmd
@@ -120,10 +120,24 @@ pie +
   ylab("")
 ```
 
-Next we look at the individual distributions between men and women in relation to the individual parties.
+Next we look at the individual distributions between men and women in the different fractions.
 
 ```{r}
+speaker_with_gender %>%
+  group_by(fraction) %>%
+  summarize(n = n()) ->
+  fraction_size
 
+  speaker_with_gender %>% 
+  filter(gender=="female") %>% 
+  group_by(fraction) %>% 
+  summarize(n_female = n()) %>% 
+  left_join(fraction_size) %>% 
+  mutate(q = n_female/n) -> women_per_fraction
+  bar_plot_fractions(women_per_fraction, x_variable=fraction, y_variable=q, title="Frauenanteil nach Partei")
+```
+
+```r
 speaker_with_gender %>% 
   select(fraction, gender) %>% 
   group_by(fraction, gender) %>% 
@@ -174,8 +188,6 @@ pie6 <- bp + coord_polar("y", start=0) + ggtitle("SPD") + xlab("") + ylab("")
 gridExtra::grid.arrange(pie1,pie2,pie3,pie4,pie5,pie6,nrow=2)
 ```
 
-
-
 Now let's analyze whether there are any differences in the amount of speeches given.
 ```{r}