diff --git a/factors.qmd b/factors.qmd
index b1fa35d..5cc7436 100644
--- a/factors.qmd
+++ b/factors.qmd
@@ -314,7 +314,7 @@ More powerful than changing the orders of the levels is changing their values.
 This allows you to clarify labels for publication, and collapse levels for high-level displays.
 The most general and powerful tool is `fct_recode()`.
 It allows you to recode, or change, the value of each level.
-For example, take the `gss_cat$partyid`:
+For example, take the `partyid` variable from the `gss_cat` data frame:
 
 ```{r}
 gss_cat |> count(partyid)