diff --git a/DESCRIPTION b/DESCRIPTION
index 1ba0cba..cc9e27a 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -41,4 +41,5 @@ Depends:
     R (>= 2.10)
 LazyData: true
 LazyDataCompression: xz
-Config/rextendr/version: 0.3.1.9000
\ No newline at end of file
+Config/rextendr/version: 0.3.1.9000
+
diff --git a/R/extendr-wrappers.R b/R/extendr-wrappers.R
index ed79538..7db7c09 100644
--- a/R/extendr-wrappers.R
+++ b/R/extendr-wrappers.R
@@ -11,7 +11,6 @@
 #' @useDynLib zoomerjoin, .registration = TRUE
 NULL
 
-
 rust_jaccard_join <- function(left_string_r, right_string_r, ngram_width, n_bands, band_size, threshold, progress, seed) .Call(wrap__rust_jaccard_join, left_string_r, right_string_r, ngram_width, n_bands, band_size, threshold, progress, seed)
 
 rust_salted_jaccard_join <- function(left_string_r, right_string_r, left_salt_r, right_salt_r, ngram_width, n_bands, band_size, threshold, progress, seed) .Call(wrap__rust_salted_jaccard_join, left_string_r, right_string_r, left_salt_r, right_salt_r, ngram_width, n_bands, band_size, threshold, progress, seed)
diff --git a/man/hamming_probability.Rd b/man/hamming_probability.Rd
index ed63d58..b42247e 100644
--- a/man/hamming_probability.Rd
+++ b/man/hamming_probability.Rd
@@ -7,14 +7,14 @@
 hamming_probability(distance, input_length, n_bands, band_width)
 }
 \arguments{
-\item{distance}{the hamming distance of the two strings you want to compare}
+\item{distance}{The hamming distance of the two strings you want to compare}
 
 \item{n_bands}{The number of LSH bands used in hashing.}
 
 \item{band_width}{The number of hashes in each band.}
 }
 \value{
-a decimal number giving the proability that the two items will be
+A decimal number giving the probability that the two items will be
 returned as a candidate pair from the lsh algotithm.
 }
 \description{
diff --git a/man/jaccard_similarity.Rd b/man/jaccard_similarity.Rd
index 74f9858..4bb330e 100644
--- a/man/jaccard_similarity.Rd
+++ b/man/jaccard_similarity.Rd
@@ -2,7 +2,7 @@
 % Please edit documentation in R/jaccard_similarity.R
 \name{jaccard_similarity}
 \alias{jaccard_similarity}
-\title{Calculate Jaccard Similairy of two character vectors}
+\title{Calculate Jaccard Similarity of two character vectors}
 \usage{
 jaccard_similarity(a, b, ngram_width = 2)
 }
@@ -18,7 +18,7 @@ similarity calculation}
 a vector of jaccard similarities of the strings
 }
 \description{
-Calculate Jaccard Similairy of two character vectors
+Calculate Jaccard Similarity of two character vectors
 }
 \examples{
 jaccard_similarity(c("the quick brown fox","jumped over the lazy dog"),