diff --git a/model-many.Rmd b/model-many.Rmd
index cac978c..b2955be 100644
--- a/model-many.Rmd
+++ b/model-many.Rmd
@@ -151,7 +151,7 @@ by_country <- by_country %>%
 by_country
 ```
 
-This has a big advantage: because all the related objects are stored together, you don't need to manually keep them in sync when you filter or arrange. The semantics of the data frame takes take of that for you:
+This has a big advantage: because all the related objects are stored together, you don't need to manually keep them in sync when you filter or arrange. The semantics of the data frame takes care of that for you:
 
 ```{r}
 by_country %>%