diff --git a/visualize.Rmd b/visualize.Rmd
index 955efb0..96fd7c9 100644
--- a/visualize.Rmd
+++ b/visualize.Rmd
@@ -500,14 +500,16 @@ This works because every geom has a default stat; and every stat has a default g
     
     ```{r, warning = FALSE}
     demo <- tribble(
-      ~a,      ~b,
-      "bar_1", 20,
-      "bar_2", 30,
-      "bar_3", 40
+      ~cut,         ~freq,
+      "Fair",       1610,
+      "Good",       4906,
+      "Very Good",  12082,
+      "Premium",    13791,
+      "Ideal",      21551
     )
     
     ggplot(data = demo) +
-      geom_bar(mapping = aes(x = a, y = b), stat = "identity")
+      geom_bar(mapping = aes(x = cut, y = freq), stat = "identity")
     ```
     
     (Don't worry that you haven't seen `<-` or `tribble()` before. You might be