update DESC

.Rbuildignore

@@ -12,3 +12,5 @@
 ^_pkgdown\.yml$
 ^codecov\.yml$
 modelStudio_my_test.R
+^CRAN-RELEASE$
+^cran-comments\.md$

.gitignore

@@ -1,5 +1,9 @@
 my_tests.R
 
+# CRAN
+CRAN-RELEASE
+cran-comments.md
+
 # History files
 .Rhistory
 .Rapp.history

DESCRIPTION

@@ -1,17 +1,17 @@
 Package: modelStudio
-Title: Interactive Studio with Explanations for ML Models
+Title: Interactive Studio with Explanations for ML Predictive Models
 Version: 0.1.6
 Authors@R:
     c(person("Hubert", "Baniecki", role = c("aut", "cre"), email = "[email protected]"),
       person("Przemyslaw", "Biecek", role = c("aut"), 
              comment = c(ORCID = "0000-0001-8423-1823")))
 Description: Automate explanation of machine learning predictive models.
   This package generates advanced interactive and animated model explanations in the form
-  of serverless HTML site. It combines R with D3.js to produce plots and descriptions
+  of serverless HTML site. It combines 'R' with 'D3.js' to produce plots and descriptions
   for local and global explanations. The whole is greater than the sum of its parts,
-  so it also supports EDA on top of that. ModelStudio is a fast and condensed way to get
-  all the answers without much effort. Break down your model and look into its ingredients
-  with only a few lines of code.
+  so it also supports EDA (Exploratory Data Analysis) on top of that. 'modelStudio' is
+  a fast and condensed way to get all the answers without much effort. 
+  Break down your model and look into its ingredients with only a few lines of code.
 Depends: R (>= 3.5.0)
 License: GPL
 Encoding: UTF-8

README.md

@@ -1,4 +1,4 @@
-# modelStudio: Interactive Studio with Explanations for ML Models
+# modelStudio: Interactive Studio with Explanations for ML Predictive Models
 
 [![Project Status: Active – The project has reached a stable, usable state and is being actively developed.](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/#active)
 [![CRAN_Status_Badge](http://www.r-pkg.org/badges/version/modelStudio)](https://cran.r-project.org/package=modelStudio)
@@ -11,9 +11,9 @@ The `modelStudio` package automates explanation of machine learning predictive m
 
 It combines **R** with **D3.js** to produce plots and descriptions
 for local and global explanations. The whole is greater than the sum of its parts,
-so it also supports EDA on top of that. ModelStudio is a fast and condensed way to get
-all the answers without much effort. Break down your model and look into its ingredients
-with only a few lines of code.
+so it also supports EDA (Exploratory Data Analysis) on top of that. `modelStudio` is
+a fast and condensed way to get all the answers without much effort. Break down your model
+and look into its ingredients with only a few lines of code.
 
 [See a demo](https://modeloriented.github.io/modelStudio/demo.html)   [Read the vignette: modelStudio - perks and features](https://modeloriented.github.io/modelStudio/articles/vignette_modelStudio.html)