diff --git a/explore-categorical.qmd b/explore-categorical.qmd
index 345ff50c..5aea2df5 100644
--- a/explore-categorical.qmd
+++ b/explore-categorical.qmd
@@ -132,7 +132,7 @@ loans |>
 
 We can display the distributions of two categorical variables on a bar plot concurrently.
 Such plots are generally useful for visualizing the relationship between two categorical variables.
-@fig-loan-homeownership-app-type-bar-plot shows three such plots that visualize @fig-loan-homeownership-app-type-bar-plot-1 is a **stacked bar plot**\index{plot!stacked bar}\index{stacked bar plot}.
+@fig-loan-homeownership-app-type-bar-plot shows three such plots. @fig-loan-homeownership-app-type-bar-plot-1 is a **stacked bar plot**\index{plot!stacked bar}\index{stacked bar plot}.
 This plot most clearly displays that loan applicants most commonly live in mortgaged homes.
 It is difficult to say, based on this plot alone, how different application types vary across the levels of homeownership.
 @fig-loan-homeownership-app-type-bar-plot-2 is a **standardized bar plot**\index{plot!standardized bar}\index{standardized bar plot} (also known as **filled bar plot**\index{plot!filled bar}\index{filled bar plot}).