diff --git a/DESCRIPTION b/DESCRIPTION
index d0cf19e..05bcd1b 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -5,12 +5,12 @@ Authors@R: c(person("Tyler", "Rinker", email = "tyler.rinker@gmail.com", role =
 Maintainer: Tyler Rinker <tyler.rinker@gmail.com>
 Description: Format numbers and plots for publication; includes the removal of leading zeros,
            standardization of number of digits, addition of affixes, and a p-value formatter. These
-           tools combine the functionality of several 'base' functions such as paste(), format(), and
-           sprintf() into specific use case functions that are named in a way that is consistent with
-           usage, making their names easy to remember and easy to deploy.
+           tools combine the functionality of several 'base' functions such as 'paste()', 'format()',
+           and 'sprintf()' into specific use case functions that are named in a way that is
+           consistent with usage, making their names easy to remember and easy to deploy.
 Depends: R (>= 3.2.0)
 Suggests: testthat
-Date: 2017-12-11
+Date: 2017-12-12
 License: GPL-2
 LazyData: TRUE
 Roxygen: list(wrap = FALSE)
diff --git a/NEWS b/NEWS
index 9b13885..36469f3 100644
--- a/NEWS
+++ b/NEWS
@@ -17,7 +17,8 @@ And constructed with the following guidelines:
 * Bug fixes and misc changes bumps the patch
 
 
-numform 0.3.1 -
+
+numform 0.3.1 - 0.3.3
 ----------------------------------------------------------------
 
 BUG FIXES
@@ -29,8 +30,8 @@ NEW FEATURES
 
 * `f_year`, `f_12_hour`, `f_month`, and `f_weekday` (methods based functions)
   did not previously have closure, function retuning, forms (i.e., `ff_` form)
-  making them inconstent in usage.  These functions all have a closure, function
-  retuning, form.
+  making them inconsistent in usage.  These functions all have a closure, function
+  returning, form.
 
 * `f_quarter` added for working with business quarters.
 
@@ -50,11 +51,6 @@ MINOR FEATURES
   a vector of regexes to force to be upper/lower regardless of title case.
 
 
-IMPROVEMENTS
-
-CHANGES
-
-
 
 
 numform 0.0.6 - 0.3.0
diff --git a/NEWS.md b/NEWS.md
index af75cab..0336bd6 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -17,7 +17,8 @@ And constructed with the following guidelines:
 * Bug fixes and misc changes bumps the patch
 
 
-numform 0.3.1 -
+
+numform 0.3.1 - 0.3.3
 ----------------------------------------------------------------
 
 **BUG FIXES**
@@ -29,8 +30,8 @@ numform 0.3.1 -
 
 * `f_year`, `f_12_hour`, `f_month`, and `f_weekday` (methods based functions)
   did not previously have closure, function retuning, forms (i.e., `ff_` form)
-  making them inconstent in usage.  These functions all have a closure, function
-  retuning, form.
+  making them inconsistent in usage.  These functions all have a closure, function
+  returning, form.
 
 * `f_quarter` added for working with business quarters.
 
@@ -50,11 +51,6 @@ numform 0.3.1 -
   a vector of regexes to force to be upper/lower regardless of title case.
 
 
-**IMPROVEMENTS**
-
-**CHANGES**
-
-
 
 
 numform 0.0.6 - 0.3.0
diff --git a/R/alignment.R b/R/alignment.R
index ec55acb..f90cfa2 100644
--- a/R/alignment.R
+++ b/R/alignment.R
@@ -2,7 +2,7 @@
 #'
 #' Many of the specialized functions in numform can change the type of the data
 #' from numeric to character causing the table formatting functions in various
-#' add-on packages to improperly align the elements.  This function pases the
+#' add-on packages to improperly align the elements.  This function passes the
 #' columns with a regular expression to detect alignment regardless of column
 #' class.
 #'
diff --git a/R/as_factor.R b/R/as_factor.R
index 462747f..5165002 100644
--- a/R/as_factor.R
+++ b/R/as_factor.R
@@ -5,7 +5,7 @@
 #'
 #' @param x A vector of weekdays or months.
 #' @param shift Shift the levels to the right or left.  Useful for setting the
-#' week begining to something besides Sunday.  Use -1 to set to Monday instead.
+#' week beginning to something besides Sunday.  Use -1 to set to Monday instead.
 #' @param \ldots ignored.
 #' @return Returns a factor vector with levels set.
 #' @export
diff --git a/R/f_12_hour.R b/R/f_12_hour.R
index e6a3fce..446301d 100644
--- a/R/f_12_hour.R
+++ b/R/f_12_hour.R
@@ -2,7 +2,7 @@
 #'
 #' Format times to the typical 12 hour '%I:%M %p' in-text format.
 #'
-#' @param x A vector of coercable times.
+#' @param x A vector of coercible times.
 #' @param format A character string specifying the time output format.
 #' @param pad.char A character to use for leading padding if lengths of output
 #' are unequal.
diff --git a/R/f_comma.R b/R/f_comma.R
index 66e88cb..e13eebf 100644
--- a/R/f_comma.R
+++ b/R/f_comma.R
@@ -6,7 +6,7 @@
 #' @param mark The character to include every n places.
 #' @param prefix A string to append to the front of elements.
 #' @param \ldots Other arguments passed to \code{\link[base]{prettyNum}}.
-#' @return Returns a comma separted string of publication ready digits.
+#' @return Returns a comma separated string of publication ready digits.
 #' @export
 #' @rdname f_comma
 #' @seealso \code{\link[base]{prettyNum}}
diff --git a/R/f_date.R b/R/f_date.R
index e6b429f..a263d32 100644
--- a/R/f_date.R
+++ b/R/f_date.R
@@ -2,7 +2,7 @@
 #'
 #' Format dates to the typical '%B %d, %Y in-text format.
 #'
-#' @param x A vector of coercable dates.
+#' @param x A vector of coercible dates.
 #' @param format A character string specifying the date output format.
 #' @param \ldots Other arguments passed to \code{\link[base]{as.Date}}.
 #' @return Returns a string of publication ready dates.
diff --git a/R/f_num.R b/R/f_num.R
index a2343b1..1450401 100644
--- a/R/f_num.R
+++ b/R/f_num.R
@@ -7,7 +7,7 @@
 #' @param digits The number of digits to use.  Defaults to 1.  Can be set
 #' globally via: \code{options(numformdigits = n)} where n is the number of
 #' digits beyond the decimal point to include.
-#' @param p A string to paste at the begining of the output from \code{f_num}.
+#' @param p A string to paste at the beginning of the output from \code{f_num}.
 #' @param s A string to paste at the end of the output from \code{f_num}.
 #' @param pad.char A character to use for leading padding if lengths of output
 #' are unequal.
diff --git a/R/f_parenthesis.R b/R/f_parenthesis.R
index 4f16b4c..5d19ac2 100644
--- a/R/f_parenthesis.R
+++ b/R/f_parenthesis.R
@@ -12,10 +12,10 @@
 #' @param sep The separator between the first number and the leading parenthesis.
 #' @param x_prefix A constant to place before each value in the x vector.
 #' @param y_prefix A constant to place before each value in the y
-#' vector inside of the prenthesis.
+#' vector inside of the parenthesis.
 #' @param prop_fun The proportion function to convert the y y vector in
 #' \code{f_num_percent}.  Default is \code{f_prop2percent}.  \code{f_percent} is
-#' used for when the values are alrey percentages.
+#' used for when the values are already percentages.
 #' @param \ldots ignored.
 #' @return Returns a vector of parenthesis combined strings using vector x and y.
 #' @rdname f_parenthesis
diff --git a/R/f_title.R b/R/f_title.R
index 59b48f1..22eb7d3 100644
--- a/R/f_title.R
+++ b/R/f_title.R
@@ -4,10 +4,10 @@
 #'
 #' @param x A vector of text strings.
 #' @param upper A vector of regular expression to convert to upper case that
-#' would otherwise be lower cased (this should be targetted at the initial output,
+#' would otherwise be lower cased (this should be targeted at the initial output,
 #' not the input).
 #' @param lower A vector of regular expression to convert to lower case that
-#' would otherwise be upper cased (this should be targetted at the initial output,
+#' would otherwise be upper cased (this should be targeted at the initial output,
 #' not the input).
 #' @param \ldots ignored.
 #' @return Returns a string vector with characters replaced.
diff --git a/R/f_wrap.R b/R/f_wrap.R
index e96e84e..c2663c9 100644
--- a/R/f_wrap.R
+++ b/R/f_wrap.R
@@ -16,7 +16,7 @@
 #' the max number of lines.  This is useful for legend spacing.
 #' @param collapse logical. If \code{TRUE} then \code{x} is collapsed via
 #' \code{paste(x, collapse = ' ')} before processing.  This is useful for
-#' muti-line text wraping of longer subtitles.
+#' muti-line text wrapping of longer subtitles.
 #' @param \ldots Other arguments passed to \code{\link[base]{strwrap}}.
 #' @return Returns a string vector with wrapped new line characters.
 #' @rdname f_wrap
diff --git a/R/fv_num_percent.R b/R/fv_num_percent.R
index 60f25d2..a5fe691 100644
--- a/R/fv_num_percent.R
+++ b/R/fv_num_percent.R
@@ -7,7 +7,7 @@
 #' @param x_digits The number of digits to round the x vector.
 #' @param y_digits The number of digits to round the y vector.
 #' @param sep The separator between the first number and the leading parenthesis.
-#' @param comma logiccal.  If \code{TRUE} the leading number is comma separated.
+#' @param comma logical.  If \code{TRUE} the leading number is comma separated.
 #' @param \ldots ignored.
 #' @rdname fv_num_percent
 #' @return Returns a vector of parenthesis combined strings using vector x
diff --git a/README.md b/README.md
index 2926c05..42b44f3 100644
--- a/README.md
+++ b/README.md
@@ -73,8 +73,8 @@ arguments but returns a function instead. This is useful for passing in
 to **ggplot2** `scale_x/y_type` functions (see [Plotting](#plotting) for
 usage).
 
-<!-- html table generated in R 3.4.0 by xtable 1.8-2 package -->
-<!-- Thu Sep 21 10:11:21 2017 -->
+<!-- html table generated in R 3.4.2 by xtable 1.8-2 package -->
+<!-- Tue Dec 12 11:05:41 2017 -->
 <table>
 <tr>
 <td>
@@ -432,12 +432,12 @@ alignment.
 
 <table>
 <colgroup>
-<col width="9%" />
-<col width="6%" />
 <col width="10%" />
 <col width="5%" />
+<col width="10%" />
+<col width="6%" />
 <col width="6%" />
-<col width="12%" />
+<col width="11%" />
 <col width="8%" />
 <col width="9%" />
 <col width="15%" />
@@ -574,11 +574,11 @@ alignment.
         data.frame(stringsAsFactors = FALSE, check.names = FALSE) %>%
         pander::pander(split.tables = Inf, justify = alignment(.))
 
-<table style="width:62%;">
+<table style="width:71%;">
 <colgroup>
-<col width="23%" />
-<col width="19%" />
-<col width="19%" />
+<col width="26%" />
+<col width="22%" />
+<col width="22%" />
 </colgroup>
 <thead>
 <tr class="header">
@@ -696,7 +696,7 @@ Plotting
     ## 10 406613.1 1999-08-19 Site 3 $487,000  487K         $487K         A
     ## # ... with 9,990 more rows, and 1 more variables: abb_week <fctr>
 
-![](tools/figure/unnamed-chunk-21-1.png)
+![](tools/figure/unnamed-chunk-14-1.png)
 
     library(tidyverse); library(viridis)
 
@@ -754,7 +754,7 @@ Plotting
                 ), width = 85, collapse = TRUE)
             )
 
-![](tools/figure/unnamed-chunk-22-1.png)
+![](tools/figure/unnamed-chunk-15-1.png)
 
     library(tidyverse); library(gridExtra)
 
@@ -828,7 +828,7 @@ Plotting
 
     )
 
-![](tools/figure/unnamed-chunk-23-1.png)
+![](tools/figure/unnamed-chunk-16-1.png)
 
     set.seed(10)
     dat <- data_frame(
@@ -857,7 +857,7 @@ Plotting
                 subtitle = 'Subtitles: For that extra professional look.'
             )
 
-![](tools/figure/unnamed-chunk-24-1.png)
+![](tools/figure/unnamed-chunk-17-1.png)
 
     library(tidyverse); library(viridis)
 
@@ -891,7 +891,7 @@ Plotting
                 panel.grid.major.x = element_blank()
             )
 
-![](tools/figure/unnamed-chunk-25-1.png)
+![](tools/figure/unnamed-chunk-18-1.png)
 
     library(tidyverse); library(maps)
 
@@ -902,7 +902,7 @@ Plotting
         scale_y_continuous(labels = f_latitude) +
         scale_x_continuous(labels = f_longitude)
 
-![](tools/figure/unnamed-chunk-26-1.png)
+![](tools/figure/unnamed-chunk-19-1.png)
 
 Modeling
 --------
diff --git a/man/alignment.Rd b/man/alignment.Rd
index e2977f8..f55c61c 100644
--- a/man/alignment.Rd
+++ b/man/alignment.Rd
@@ -30,7 +30,7 @@ Returns a vector of lefts and rights or a string (if \code{sep} is not
 \description{
 Many of the specialized functions in numform can change the type of the data
 from numeric to character causing the table formatting functions in various
-add-on packages to improperly align the elements.  This function pases the
+add-on packages to improperly align the elements.  This function passes the
 columns with a regular expression to detect alignment regardless of column
 class.
 }
diff --git a/man/as_factor.Rd b/man/as_factor.Rd
index b1952cc..2bf2c90 100644
--- a/man/as_factor.Rd
+++ b/man/as_factor.Rd
@@ -10,7 +10,7 @@ as_factor(x, shift = 0, ...)
 \item{x}{A vector of weekdays or months.}
 
 \item{shift}{Shift the levels to the right or left.  Useful for setting the
-week begining to something besides Sunday.  Use -1 to set to Monday instead.}
+week beginning to something besides Sunday.  Use -1 to set to Monday instead.}
 
 \item{\ldots}{ignored.}
 }
diff --git a/man/f_12_hour.Rd b/man/f_12_hour.Rd
index 5fe0eaf..a254f02 100644
--- a/man/f_12_hour.Rd
+++ b/man/f_12_hour.Rd
@@ -22,7 +22,7 @@ f_12_hour(x = Sys.time(), format = "\%I:\%M \%p", pad.char = "", ...)
 ff_12_hour(format = "\%I:\%M \%p", pad.char = "", ...)
 }
 \arguments{
-\item{x}{A vector of coercable times.}
+\item{x}{A vector of coercible times.}
 
 \item{format}{A character string specifying the time output format.}
 
diff --git a/man/f_comma.Rd b/man/f_comma.Rd
index 16470cc..1a0d352 100644
--- a/man/f_comma.Rd
+++ b/man/f_comma.Rd
@@ -19,7 +19,7 @@ ff_comma(...)
 \item{\ldots}{Other arguments passed to \code{\link[base]{prettyNum}}.}
 }
 \value{
-Returns a comma separted string of publication ready digits.
+Returns a comma separated string of publication ready digits.
 }
 \description{
 Add commas to larger integers.
diff --git a/man/f_date.Rd b/man/f_date.Rd
index 982bd66..f0eca93 100644
--- a/man/f_date.Rd
+++ b/man/f_date.Rd
@@ -10,7 +10,7 @@ f_date(x = Sys.Date(), format = "\%B \%d, \%Y", ...)
 ff_date(...)
 }
 \arguments{
-\item{x}{A vector of coercable dates.}
+\item{x}{A vector of coercible dates.}
 
 \item{format}{A character string specifying the date output format.}
 
diff --git a/man/f_num.Rd b/man/f_num.Rd
index acb01f0..ef759ec 100644
--- a/man/f_num.Rd
+++ b/man/f_num.Rd
@@ -17,7 +17,7 @@ ff_num(...)
 globally via: \code{options(numformdigits = n)} where n is the number of
 digits beyond the decimal point to include.}
 
-\item{p}{A string to paste at the begining of the output from \code{f_num}.}
+\item{p}{A string to paste at the beginning of the output from \code{f_num}.}
 
 \item{s}{A string to paste at the end of the output from \code{f_num}.}
 
diff --git a/man/f_parenthesis.Rd b/man/f_parenthesis.Rd
index a92f53d..543a74b 100644
--- a/man/f_parenthesis.Rd
+++ b/man/f_parenthesis.Rd
@@ -34,7 +34,7 @@ ff_num_percent(...)
 \item{x_prefix}{A constant to place before each value in the x vector.}
 
 \item{y_prefix}{A constant to place before each value in the y
-vector inside of the prenthesis.}
+vector inside of the parenthesis.}
 
 \item{x_digits}{The number of digits to round the x vector.}
 
@@ -42,7 +42,7 @@ vector inside of the prenthesis.}
 
 \item{prop_fun}{The proportion function to convert the y y vector in
 \code{f_num_percent}.  Default is \code{f_prop2percent}.  \code{f_percent} is
-used for when the values are alrey percentages.}
+used for when the values are already percentages.}
 
 \item{\ldots}{ignored.}
 }
diff --git a/man/f_title.Rd b/man/f_title.Rd
index fc8eaa1..9ce643c 100644
--- a/man/f_title.Rd
+++ b/man/f_title.Rd
@@ -13,11 +13,11 @@ ff_title(...)
 \item{x}{A vector of text strings.}
 
 \item{upper}{A vector of regular expression to convert to upper case that
-would otherwise be lower cased (this should be targetted at the initial output,
+would otherwise be lower cased (this should be targeted at the initial output,
 not the input).}
 
 \item{lower}{A vector of regular expression to convert to lower case that
-would otherwise be upper cased (this should be targetted at the initial output,
+would otherwise be upper cased (this should be targeted at the initial output,
 not the input).}
 
 \item{\ldots}{ignored.}
diff --git a/man/f_wrap.Rd b/man/f_wrap.Rd
index 0ee9e3c..f8aa85e 100644
--- a/man/f_wrap.Rd
+++ b/man/f_wrap.Rd
@@ -30,7 +30,7 @@ the max number of lines.  This is useful for legend spacing.}
 
 \item{collapse}{logical. If \code{TRUE} then \code{x} is collapsed via
 \code{paste(x, collapse = ' ')} before processing.  This is useful for
-muti-line text wraping of longer subtitles.}
+muti-line text wrapping of longer subtitles.}
 
 \item{\ldots}{Other arguments passed to \code{\link[base]{strwrap}}.}
 }
diff --git a/man/fv_num_percent.Rd b/man/fv_num_percent.Rd
index 66d97ab..979922e 100644
--- a/man/fv_num_percent.Rd
+++ b/man/fv_num_percent.Rd
@@ -19,7 +19,7 @@ ffv_num_percent(...)
 
 \item{sep}{The separator between the first number and the leading parenthesis.}
 
-\item{comma}{logiccal.  If \code{TRUE} the leading number is comma separated.}
+\item{comma}{logical.  If \code{TRUE} the leading number is comma separated.}
 
 \item{\ldots}{ignored.}
 }
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