diff --git a/R/collapse_cart.R b/R/collapse_cart.R
index 10201ad..a540b0c 100644
--- a/R/collapse_cart.R
+++ b/R/collapse_cart.R
@@ -42,7 +42,7 @@
 #'
 #' # Tidying
 #' 
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms`, `old`, `new`, and `id`:
 #' 
 #' \describe{
diff --git a/R/collapse_stringdist.R b/R/collapse_stringdist.R
index 58cd0e7..5a30b33 100644
--- a/R/collapse_stringdist.R
+++ b/R/collapse_stringdist.R
@@ -28,7 +28,7 @@
 #'
 #' # Tidying
 #' 
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms`, `from`, `to`, and `id`:
 #' 
 #' \describe{
diff --git a/R/discretize_cart.R b/R/discretize_cart.R
index 6e636f4..6abbe12 100644
--- a/R/discretize_cart.R
+++ b/R/discretize_cart.R
@@ -46,7 +46,7 @@
 #'
 #' # Tidying
 #' 
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms`, `value`, and `id`:
 #' 
 #' \describe{
diff --git a/R/discretize_xgb.R b/R/discretize_xgb.R
index 87daae0..3764081 100644
--- a/R/discretize_xgb.R
+++ b/R/discretize_xgb.R
@@ -63,7 +63,7 @@
 #'
 #' # Tidying
 #' 
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms`, `value`, and `id`:
 #' 
 #' \describe{
diff --git a/R/feature_hash.R b/R/feature_hash.R
index e5bb21c..441287e 100644
--- a/R/feature_hash.R
+++ b/R/feature_hash.R
@@ -35,7 +35,7 @@
 #'
 #' # Tidying
 #' 
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms` and `id`:
 #' 
 #' \describe{
diff --git a/R/lencode_bayes.R b/R/lencode_bayes.R
index aaa3658..91816c7 100644
--- a/R/lencode_bayes.R
+++ b/R/lencode_bayes.R
@@ -61,7 +61,7 @@
 #'
 #' # Tidying
 #'
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `level`, `value`, `terms`, and `id`:
 #' 
 #' \describe{
diff --git a/R/lencode_glm.R b/R/lencode_glm.R
index c6bfabc..07067d3 100644
--- a/R/lencode_glm.R
+++ b/R/lencode_glm.R
@@ -44,7 +44,7 @@
 #'
 #' # Tidying
 #'
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `level`, `value`, `terms`, and `id`:
 #' 
 #' \describe{
diff --git a/R/lencode_mixed.R b/R/lencode_mixed.R
index 49bba89..bbdea63 100644
--- a/R/lencode_mixed.R
+++ b/R/lencode_mixed.R
@@ -57,7 +57,7 @@
 #'
 #' # Tidying
 #'
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `level`, `value`, `terms`, and `id`:
 #' 
 #' \describe{
diff --git a/R/pca_sparse.R b/R/pca_sparse.R
index c8b813d..f1f88eb 100644
--- a/R/pca_sparse.R
+++ b/R/pca_sparse.R
@@ -46,7 +46,7 @@
 #'
 #' # Tidying
 #'
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms`, `value`, `component`, and `id`:
 #'
 #' \describe{
diff --git a/R/pca_sparse_bayes.R b/R/pca_sparse_bayes.R
index 76d6a55..1ca9574 100644
--- a/R/pca_sparse_bayes.R
+++ b/R/pca_sparse_bayes.R
@@ -65,7 +65,7 @@
 #'
 #' # Tidying
 #'
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms`, `value`, `component`, and `id`:
 #'
 #' \describe{
diff --git a/R/umap.R b/R/umap.R
index 6e978c8..1cfd1ea 100644
--- a/R/umap.R
+++ b/R/umap.R
@@ -57,7 +57,7 @@
 #'
 #' # Tidying
 #'
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #'  columns `terms` and `id`:
 #' 
 #' \describe{
diff --git a/R/woe.R b/R/woe.R
index 83a3bdc..cd27ed7 100644
--- a/R/woe.R
+++ b/R/woe.R
@@ -67,7 +67,7 @@
 #' `p_bad`, `p_good`, `woe` and `outcome` is returned.. See [dictionary()] for
 #' more information.
 #' 
-#' When you [`tidy()`][tidy.recipe()] this step, a tibble is retruned with
+#' When you [`tidy()`][tidy.recipe()] this step, a tibble is returned with
 #' columns `terms` `value`, `n_tot`, `n_bad`, `n_good`, `p_bad`, `p_good`, `woe`
 #' and `outcome` and `id`:
 #' 
diff --git a/man/step_collapse_cart.Rd b/man/step_collapse_cart.Rd
index 178a4d5..5a65995 100644
--- a/man/step_collapse_cart.Rd
+++ b/man/step_collapse_cart.Rd
@@ -72,7 +72,7 @@ where there is "no admissible split" which means that the model could not
 find any signal in the data.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms}, \code{old}, \code{new}, and \code{id}:
 
 \describe{
diff --git a/man/step_collapse_stringdist.Rd b/man/step_collapse_stringdist.Rd
index 3ec26e7..05506a3 100644
--- a/man/step_collapse_stringdist.Rd
+++ b/man/step_collapse_stringdist.Rd
@@ -68,7 +68,7 @@ columns \code{terms} (the columns that will be affected) and \code{base}.
 will collapse factor levels that have a low stringdist between them.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms}, \code{from}, \code{to}, and \code{id}:
 
 \describe{
diff --git a/man/step_discretize_cart.Rd b/man/step_discretize_cart.Rd
index bd25327..2c02919 100644
--- a/man/step_discretize_cart.Rd
+++ b/man/step_discretize_cart.Rd
@@ -78,7 +78,7 @@ stop with a note about installing the package.
 Note that the original data will be replaced with the new bins.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms}, \code{value}, and \code{id}:
 
 \describe{
diff --git a/man/step_discretize_xgb.Rd b/man/step_discretize_xgb.Rd
index 933ecc3..9669b77 100644
--- a/man/step_discretize_xgb.Rd
+++ b/man/step_discretize_xgb.Rd
@@ -99,7 +99,7 @@ stop with a note about installing the package.
 Note that the original data will be replaced with the new bins.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms}, \code{value}, and \code{id}:
 
 \describe{
diff --git a/man/step_embed.Rd b/man/step_embed.Rd
index e9a3a26..54a380e 100644
--- a/man/step_embed.Rd
+++ b/man/step_embed.Rd
@@ -153,7 +153,7 @@ tensorflow models cannot be run in parallel within the same session (via
 this step with \code{caret}, avoid parallel processing.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 a number of columns with embedding information, and columns \code{terms},
 \code{levels}, and \code{id}:
 
diff --git a/man/step_feature_hash.Rd b/man/step_feature_hash.Rd
index cd30694..8e68ba4 100644
--- a/man/step_feature_hash.Rd
+++ b/man/step_feature_hash.Rd
@@ -83,7 +83,7 @@ likely that some columns will have all zeros. A zero-variance filter (via
 \code{\link[recipes:step_zv]{recipes::step_zv()}}) is recommended for any recipe that uses hashed columns.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms} and \code{id}:
 
 \describe{
diff --git a/man/step_lencode_bayes.Rd b/man/step_lencode_bayes.Rd
index 1b7cfd0..ba07458 100644
--- a/man/step_lencode_bayes.Rd
+++ b/man/step_lencode_bayes.Rd
@@ -87,7 +87,7 @@ below). \code{prior_intercept} is the argument that has the most effect on the
 amount of shrinkage.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{level}, \code{value}, \code{terms}, and \code{id}:
 
 \describe{
diff --git a/man/step_lencode_glm.Rd b/man/step_lencode_glm.Rd
index fdf7317..002310d 100644
--- a/man/step_lencode_glm.Rd
+++ b/man/step_lencode_glm.Rd
@@ -67,7 +67,7 @@ the \emph{first} level of the factor.
 For novel levels, a slightly timmed average of the coefficients is returned.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{level}, \code{value}, \code{terms}, and \code{id}:
 
 \describe{
diff --git a/man/step_lencode_mixed.Rd b/man/step_lencode_mixed.Rd
index e9b9730..da90888 100644
--- a/man/step_lencode_mixed.Rd
+++ b/man/step_lencode_mixed.Rd
@@ -81,7 +81,7 @@ as well as any arguments given to the \code{options} argument to the step.
 Relevant options include \code{control} and others.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{level}, \code{value}, \code{terms}, and \code{id}:
 
 \describe{
diff --git a/man/step_pca_sparse.Rd b/man/step_pca_sparse.Rd
index d234885..ba291f1 100644
--- a/man/step_pca_sparse.Rd
+++ b/man/step_pca_sparse.Rd
@@ -88,7 +88,7 @@ sequence of numbers. The variable names are padded with zeros. For example, if
 the names would be \code{PC1} - \code{PC101}.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms}, \code{value}, \code{component}, and \code{id}:
 
 \describe{
diff --git a/man/step_pca_sparse_bayes.Rd b/man/step_pca_sparse_bayes.Rd
index 20dbf06..c5529fd 100644
--- a/man/step_pca_sparse_bayes.Rd
+++ b/man/step_pca_sparse_bayes.Rd
@@ -107,7 +107,7 @@ sequence of numbers. The variable names are padded with zeros. For example, if
 the names would be \code{PC1} - \code{PC101}.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms}, \code{value}, \code{component}, and \code{id}:
 
 \describe{
diff --git a/man/step_umap.Rd b/man/step_umap.Rd
index 95530f6..80f7e68 100644
--- a/man/step_umap.Rd
+++ b/man/step_umap.Rd
@@ -130,7 +130,7 @@ sequence of numbers. The variable names are padded with zeros. For example, if
 the names would be \code{UMAP1} - \code{UMAP101}.
 }
 \section{Tidying}{
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms} and \code{id}:
 
 \describe{
diff --git a/man/step_woe.Rd b/man/step_woe.Rd
index 4c8c592..208562c 100644
--- a/man/step_woe.Rd
+++ b/man/step_woe.Rd
@@ -105,7 +105,7 @@ When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble with columns \co
 \code{p_bad}, \code{p_good}, \code{woe} and \code{outcome} is returned.. See \code{\link[=dictionary]{dictionary()}} for
 more information.
 
-When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is retruned with
+When you \code{\link[=tidy.recipe]{tidy()}} this step, a tibble is returned with
 columns \code{terms} \code{value}, \code{n_tot}, \code{n_bad}, \code{n_good}, \code{p_bad}, \code{p_good}, \code{woe}
 and \code{outcome} and \code{id}: