diff --git a/md5sum.txt b/md5sum.txt
index a773a61..3aa067f 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -1,13 +1,13 @@
 "file" "checksum" "built" "date"
-"CODE_OF_CONDUCT.md" "c93c83c630db2fe2462240bf72552548" "site/built/CODE_OF_CONDUCT.md" "2024-07-02"
-"LICENSE.md" "afaf427b4223952624dcb6d8ded53ec0" "site/built/LICENSE.md" "2024-07-02"
-"config.yaml" "372c39767f222648a59fa3adac187475" "site/built/config.yaml" "2024-07-02"
-"index.md" "a02c9c785ed98ddd84fe3d34ddb12fcd" "site/built/index.md" "2024-07-02"
-"links.md" "8184cf4149eafbf03ce8da8ff0778c14" "site/built/links.md" "2024-07-02"
-"episodes/recipe_intro.md" "c48fa96a7b9f29772754d3c08062a30a" "site/built/recipe_intro.md" "2024-07-02"
-"episodes/recipe_ingredients.Rmd" "d60fd03cf77e5a6b7fd18f904a77ac9e" "site/built/recipe_ingredients.md" "2024-07-02"
-"episodes/recipe_instructions.Rmd" "b5125d841d67e94d1b0c8cb90393e6db" "site/built/recipe_instructions.md" "2024-07-02"
-"instructors/instructor-notes.md" "60b93493cf1da06dfd63255d73854461" "site/built/instructor-notes.md" "2024-07-02"
-"learners/setup.md" "05880608188b9ec69b4fa3a42dfaed47" "site/built/setup.md" "2024-07-02"
-"profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2024-07-02"
-"renv/profiles/lesson-requirements/renv.lock" "acab7716e36f4c8041696591e668b5ae" "site/built/renv.lock" "2024-07-02"
+"CODE_OF_CONDUCT.md" "c93c83c630db2fe2462240bf72552548" "site/built/CODE_OF_CONDUCT.md" "2024-07-08"
+"LICENSE.md" "afaf427b4223952624dcb6d8ded53ec0" "site/built/LICENSE.md" "2024-07-08"
+"config.yaml" "372c39767f222648a59fa3adac187475" "site/built/config.yaml" "2024-07-08"
+"index.md" "a02c9c785ed98ddd84fe3d34ddb12fcd" "site/built/index.md" "2024-07-08"
+"links.md" "8184cf4149eafbf03ce8da8ff0778c14" "site/built/links.md" "2024-07-08"
+"episodes/recipe_intro.md" "c48fa96a7b9f29772754d3c08062a30a" "site/built/recipe_intro.md" "2024-07-08"
+"episodes/recipe_ingredients.Rmd" "d60fd03cf77e5a6b7fd18f904a77ac9e" "site/built/recipe_ingredients.md" "2024-07-08"
+"episodes/recipe_instructions.Rmd" "b5125d841d67e94d1b0c8cb90393e6db" "site/built/recipe_instructions.md" "2024-07-08"
+"instructors/instructor-notes.md" "60b93493cf1da06dfd63255d73854461" "site/built/instructor-notes.md" "2024-07-08"
+"learners/setup.md" "05880608188b9ec69b4fa3a42dfaed47" "site/built/setup.md" "2024-07-08"
+"profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2024-07-08"
+"renv/profiles/lesson-requirements/renv.lock" "d5018f054b0b746cceaf77ed9128a5e7" "site/built/renv.lock" "2024-07-08"
diff --git a/recipe_ingredients.md b/recipe_ingredients.md
index e921f9b..6235c8d 100644
--- a/recipe_ingredients.md
+++ b/recipe_ingredients.md
@@ -28,7 +28,7 @@ There are 3 main components to this recipe: the main ingredients for the dough,
 ### Dough Ingredients
 
 
-```r
+``` r
 main_ingredients <- tribble(
   ~ingredient, ~amount_imperial, ~amount_grams,
   "butter (cold)", "8 tablespoons", 113,
@@ -70,7 +70,7 @@ In warmer climates, you may want to reduce the amount of buttermilk and/or incre
 ### Cinnamon-sugar filling
 
 
-```r
+``` r
 filling_ingredients <- tribble(
   ~ingredient, ~amount_imperial, ~amount_grams,
   "light brown sugar", "¾ cup", 150,
@@ -93,7 +93,7 @@ filling_ingredients %>%
 ### Glaze 
 
 
-```r
+``` r
 glaze_ingredients <- tribble(
   ~ingredient, ~amount_imperial, ~amount_grams,
   "powdered sugar", "1 cup", 120,
@@ -128,14 +128,14 @@ Add a column to `main_ingredients` that has the amount in ounces (weight, not fl
 ::::::::::::::::::::::::::::::::::::: solution
 
 
-```r
+``` r
 main_ingredients <- main_ingredients %>% 
   mutate(amount_oz = amount_grams * 0.035274)
 
 main_ingredients
 ```
 
-```output
+``` output
 # A tibble: 8 × 4
   ingredient                amount_imperial amount_grams amount_oz
   <chr>                     <chr>                  <dbl>     <dbl>