diff --git a/DESCRIPTION b/DESCRIPTION
index 6b89768..ff60ea3 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: gofastr
-Title: Fast DocumentTermMatrix and TermDocumentMatric Creation
-Version: 0.1.0
+Title: Fast DocumentTermMatrix and TermDocumentMatrix Creation
+Version: 0.1.1
 Authors@R: c(person("Tyler", "Rinker", email =
         "tyler.rinker@gmail.com", role = c("aut", "cre")))
 Maintainer: Tyler Rinker <tyler.rinker@gmail.com>
diff --git a/README.md b/README.md
index 36e215e..8eb704d 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@ developed.](http://www.repostatus.org/badges/latest/active.svg)](http://www.repo
 Status](https://travis-ci.org/trinker/gofastr.svg?branch=master)](https://travis-ci.org/trinker/gofastr)
 [![Coverage
 Status](https://coveralls.io/repos/trinker/gofastr/badge.svg?branch=master)](https://coveralls.io/r/trinker/gofastr?branch=master)
-<a href="https://img.shields.io/badge/Version-0.1.0-orange.svg"><img src="https://img.shields.io/badge/Version-0.1.0-orange.svg" alt="Version"/></a>
+<a href="https://img.shields.io/badge/Version-0.1.1-orange.svg"><img src="https://img.shields.io/badge/Version-0.1.1-orange.svg" alt="Version"/></a>
 </p>
 <img src="inst/gofastr_logo/r_gofastr.png" width="150" alt="readability Logo">
 
@@ -443,7 +443,7 @@ significantly less code.
 
     difftime(Sys.time(), tic)
 
-    ## Time difference of 8.604305 secs
+    ## Time difference of 10.06477 secs
 
     ## gofastr Timing
     tic <- Sys.time()
@@ -458,7 +458,7 @@ significantly less code.
 
     difftime(Sys.time(), tic)
 
-    ## Time difference of 0.09907007 secs
+    ## Time difference of 0.123091 secs
 
 ### With Stemming
 
@@ -490,7 +490,7 @@ significantly less code.
 
     difftime(Sys.time(), tic)
 
-    ## Time difference of 9.184908 secs
+    ## Time difference of 10.12016 secs
 
     ## gofastr Timing
     tic <- Sys.time()
@@ -508,4 +508,4 @@ significantly less code.
 
     difftime(Sys.time(), tic)
 
-    ## Time difference of 0.548388 secs
\ No newline at end of file
+    ## Time difference of 0.544384 secs
\ No newline at end of file
diff --git a/inst/CITATION b/inst/CITATION
index 3e0d764..7e52be9 100644
--- a/inst/CITATION
+++ b/inst/CITATION
@@ -2,15 +2,15 @@ citHeader("To cite gofastr in publications, please use:")
 
 
 citEntry(entry = "manual",
-    title = "{gofastr}: Fast DocumentTermMatrix and TermDocumentMatric Creation",
+    title = "{gofastr}: Fast DocumentTermMatrix and TermDocumentMatrix Creation",
     author = "Tyler W. Rinker",
     organization = "University at Buffalo/SUNY",
     address = "Buffalo, New York",
-    note = "version 0.1.0",
+    note = "version 0.1.1",
     year = "2017",
     url = "http://github.com/trinker/gofastr",
     textVersion  = paste("Rinker, T. W. (2017).",
-        "gofastr: Fast DocumentTermMatrix and TermDocumentMatric Creation",
-        "version 0.1.0. University at Buffalo. Buffalo, New York.",
+        "gofastr: Fast DocumentTermMatrix and TermDocumentMatrix Creation",
+        "version 0.1.1. University at Buffalo. Buffalo, New York.",
         "http://github.com/trinker/gofastr")
 )