diff --git a/joins.qmd b/joins.qmd
index bf778e5..d9a5453 100644
--- a/joins.qmd
+++ b/joins.qmd
@@ -680,7 +680,7 @@ x |> left_join(y, by = "key", keep = TRUE)
 ```{r}
 #| label: fig-inner-both
 #| fig-cap: >
-#|   A left join showing both `x` and `y` keys in the output.
+#|   An inner join showing both `x` and `y` keys in the output.
 #| fig-alt: >
 #|   A join diagram showing an inner join betwen x and y. The result
 #|   now includes four columns: key.x, val_x, key.y, and val_y. The
@@ -700,8 +700,8 @@ dplyr's join functions understand this distinction equi and non-equi joins so wi
 #| label: fig-join-gte
 #| echo: false
 #| fig-cap: >
-#|   A non-equi join where the `x` key must greater than or equal to 
-#|   than the `y` key. Many rows generate multiple matches.
+#|   A non-equi join where the `x` key must be greater than or equal to 
+#|   the `y` key. Many rows generate multiple matches.
 #| fig-alt: >
 #|   A join diagram illustrating join_by(key >= key). The first row
 #|   of x matches one row of y and the second and thirds rows each match