diff --git a/DESCRIPTION b/DESCRIPTION
index d79a839..257b1bb 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: DSTools
 Title: A Package for Working with DataShop StudentStep Exports
-Version: 0.0.2
+Version: 0.1.0
 Authors@R: person("Erik", "Harpstead", email = "eharpste@cs.cmu.edu", role = c("aut", "cre"))
 Description: This package is primarily designed to make it eaiser to plot nicer looking and more informative learning curve from student-step export data from DataShop(https://pslcdatashop.web.cmu.edu/). Along with the main plotting function there are a set of utility functions that streamline working with the assumed format of a DataShop export.
 Depends: R (>= 3.2.5)
diff --git a/NAMESPACE b/NAMESPACE
index 88fdf0d..81e8274 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -1,7 +1,7 @@
 # Generated by roxygen2: do not edit by hand
 
+export(ds.kcs)
+export(ds.models)
 export(ds.plot)
 export(ds.read)
 export(ds.save)
-export(ds.kcs)
-export(ds.models)
\ No newline at end of file
diff --git a/R/kcs.R b/R/kcs.R
index 4dcd7ba..47740bd 100644
--- a/R/kcs.R
+++ b/R/kcs.R
@@ -1,7 +1,8 @@
-#' Return a list of the kcs within a partiuclar model.
+#' List the KCs available within a partiuclar KC model of a DataShop student-step export
 #' 
 #' @param stu.step A DataShop Student-Step export data.frame
 #' @param model    The name of a KC model within the dataset
+#' @export
 ds.kcs <- function(stu.step, model) {
   mod.name <- paste0("KC (",model,")")
   if(mod.name %in% names(stu.step)) {
diff --git a/R/models.R b/R/models.R
index b52560f..f469539 100644
--- a/R/models.R
+++ b/R/models.R
@@ -1,6 +1,7 @@
-#' Return a list of the available KC models in a Student-Step file.
+#' List the available KC models in a Student-Step file.
 #'
-#' @param stu.step A Student-Step export from datashop
+#' @param stu.step A Student-Step export from DataShop
+#' @export
 ds.models <- function(stu.step) {
   x <- names(stu.step)
   m <- regexpr("KC (.*)",x,perl=TRUE)
diff --git a/R/plot.R b/R/plot.R
index 51d058e..4d5c8ce 100644
--- a/R/plot.R
+++ b/R/plot.R
@@ -1,8 +1,9 @@
-#library(ggplot2)
-
-#' A Smooth Plot DataShop Learning Curves
+#' Plot Learning Curves from DataShop Student-Step export data
 #'
-#' Creates a loess smoothed ggplot from a student step roll up output from Datashop.
+#' The main drawback to DataShop's default plotting representation is that it does not properly convey that
+#' N is dropping off in a mastery learning paradigm. This function renders a plot with a loess smoothed
+#' confidence channel around the real data and the AFM estimates to convey this trend. The curves themsevles
+#' can also be plotted loess smoothed (default) for with discrete averages like standard DataShop
 #'
 #' @param stu.step        A data.frame of a direct load of a student-step rollup file.
 #' @param model           The name of a KC model to use as it appears in DataShop
diff --git a/R/read.R b/R/read.R
index bf551fc..f91adbb 100644
--- a/R/read.R
+++ b/R/read.R
@@ -1,6 +1,7 @@
 #' Read in a DataShop Student-Step rollup file
 #'
 #' @param file.name The name of the file to read in.
+#' @export
 ds.read <- function(file.name) {
   return(read.csv(file = file.name,sep="\t",check.names=FALSE,na.strings = c(""," ","#N/A")))
 }
\ No newline at end of file
diff --git a/R/save.R b/R/save.R
index ed8f11d..afa7212 100644
--- a/R/save.R
+++ b/R/save.R
@@ -1,12 +1,14 @@
-#library(ggplot2)
-
 #' Save a ds.plot in a commonly useful png format.
 #'
+#' This is just a basic wrapper around ggplot's ggsave but the default settings make it perfect for fitting into 
+#' a single column of the ACM/EDM paper format.
+#'
 #' @param plot   The plot data
 #' @param name   The desired filename
 #' @param width  The width in inches (defaults to 3, which is recommended width for AcM/EDM format)
 #' @param height The height in inches (which I default to 2.5)
 #' @param dpi    The dpi to output at (defaults to 300)
+#' @export
 ds.save <- function(plot, name, width=3.3, height=2.08, dpi=300) {
   ggplot2::ggsave(name,plot=plot,width=width,height=height,dpi=dpi,units="in")
 }
\ No newline at end of file
diff --git a/man/ds.kcs.Rd b/man/ds.kcs.Rd
index 38cf665..ed35c7e 100644
--- a/man/ds.kcs.Rd
+++ b/man/ds.kcs.Rd
@@ -2,7 +2,7 @@
 % Please edit documentation in R/kcs.R
 \name{ds.kcs}
 \alias{ds.kcs}
-\title{Return a list of the kcs within a partiuclar model.}
+\title{List the KCs available within a partiuclar KC model of a DataShop student-step export}
 \usage{
 ds.kcs(stu.step, model)
 }
@@ -12,6 +12,6 @@ ds.kcs(stu.step, model)
 \item{model}{The name of a KC model within the dataset}
 }
 \description{
-Return a list of the kcs within a partiuclar model.
+List the KCs available within a partiuclar KC model of a DataShop student-step export
 }
 
diff --git a/man/ds.models.Rd b/man/ds.models.Rd
index b81e41f..5bf81f4 100644
--- a/man/ds.models.Rd
+++ b/man/ds.models.Rd
@@ -2,14 +2,14 @@
 % Please edit documentation in R/models.R
 \name{ds.models}
 \alias{ds.models}
-\title{Return a list of the available KC models in a Student-Step file.}
+\title{List the available KC models in a Student-Step file.}
 \usage{
 ds.models(stu.step)
 }
 \arguments{
-\item{stu.step}{A Student-Step export from datashop}
+\item{stu.step}{A Student-Step export from DataShop}
 }
 \description{
-Return a list of the available KC models in a Student-Step file.
+List the available KC models in a Student-Step file.
 }
 
diff --git a/man/ds.plot.Rd b/man/ds.plot.Rd
index 32b166a..c222eee 100644
--- a/man/ds.plot.Rd
+++ b/man/ds.plot.Rd
@@ -2,7 +2,7 @@
 % Please edit documentation in R/plot.R
 \name{ds.plot}
 \alias{ds.plot}
-\title{A Smooth Plot DataShop Learning Curves}
+\title{Plot Learning Curves from DataShop Student-Step export data}
 \usage{
 ds.plot(stu.step, model, kc = "all", line.type = "smooth", title = NULL,
   legend.position = "none", label.scale = 1)
@@ -23,7 +23,10 @@ ds.plot(stu.step, model, kc = "all", line.type = "smooth", title = NULL,
 \item{label.scale}{A scaling factor for the axis label and title text.}
 }
 \description{
-Creates a loess smoothed ggplot from a student step roll up output from Datashop.
+The main drawback to DataShop's default plotting representation is that it does not properly convey that
+N is dropping off in a mastery learning paradigm. This function renders a plot with a loess smoothed
+confidence channel around the real data and the AFM estimates to convey this trend. The curves themsevles
+can also be plotted loess smoothed (default) for with discrete averages like standard DataShop
 }
 \keyword{ds.plot}
 
diff --git a/man/ds.save.Rd b/man/ds.save.Rd
index 1719eef..45940a0 100644
--- a/man/ds.save.Rd
+++ b/man/ds.save.Rd
@@ -18,6 +18,7 @@ ds.save(plot, name, width = 3.3, height = 2.08, dpi = 300)
 \item{dpi}{The dpi to output at (defaults to 300)}
 }
 \description{
-Save a ds.plot in a commonly useful png format.
+This is just a basic wrapper around ggplot's ggsave but the default settings make it perfect for fitting into 
+a single column of the ACM/EDM paper format.
 }