diff --git a/.Rbuildignore b/.Rbuildignore
index 8170a2b..d31c1d1 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -12,3 +12,5 @@
 ^_pkgdown\.yml$
 ^codecov\.yml$
 modelStudio_my_test.R
+^CRAN-RELEASE$
+^cran-comments\.md$
diff --git a/.gitignore b/.gitignore
index f298bc7..2b26005 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,9 @@
 my_tests.R
 
+# CRAN
+CRAN-RELEASE
+cran-comments.md
+
 # History files
 .Rhistory
 .Rapp.history
diff --git a/DESCRIPTION b/DESCRIPTION
index 8f0047a..2ba6e1d 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,5 +1,5 @@
 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 = "hbaniecki@gmail.com"),
@@ -7,11 +7,11 @@ Authors@R:
              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
diff --git a/README.md b/README.md
index b9651aa..ea63fd3 100644
--- a/README.md
+++ b/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)  
 
diff --git a/docs/articles/vignette_modelStudio.html b/docs/articles/vignette_modelStudio.html
index f6d5785..a66d06c 100644
--- a/docs/articles/vignette_modelStudio.html
+++ b/docs/articles/vignette_modelStudio.html
@@ -94,7 +94,7 @@
       <h1>modelStudio - perks and features</h1>
                         <h4 class="author">Hubert Baniecki</h4>
             
-            <h4 class="date">2019-08-30</h4>
+            <h4 class="date">2019-09-01</h4>
       
       <small class="dont-index">Source: <a href="https://github.com/ModelOriented/modelStudio/blob/master/vignettes/vignette_modelStudio.Rmd"><code>vignettes/vignette_modelStudio.Rmd</code></a></small>
       <div class="hidden name"><code>vignette_modelStudio.Rmd</code></div>
diff --git a/docs/index.html b/docs/index.html
index d63391b..8ae6113 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -5,19 +5,19 @@
 <meta charset="utf-8">
 <meta http-equiv="X-UA-Compatible" content="IE=edge">
 <meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Interactive Studio with Explanations for ML Models • modelStudio</title>
+<title>Interactive Studio with Explanations for ML Predictive Models • modelStudio</title>
 <!-- jquery --><script src="https://code.jquery.com/jquery-3.1.0.min.js" integrity="sha384-nrOSfDHtoPMzJHjVTdCopGqIqeYETSXhZDFyniQ8ZHcVy08QesyHcnOUpMpqnmWq" crossorigin="anonymous"></script><!-- Bootstrap --><link href="dalexverse.css" rel="stylesheet">
 <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa" crossorigin="anonymous"></script><!-- Font Awesome icons --><link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css" rel="stylesheet" integrity="sha384-T8Gy5hrqNKT+hzMclPo118YTQO6cYprQmhrYwIiQ/3axmI1hQomh7Ud2hPOy8SP1" crossorigin="anonymous">
 <!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js" integrity="sha256-FiZwavyI2V6+EXO1U+xzLG3IKldpiTFf3153ea9zikQ=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- sticky kit --><script src="https://cdnjs.cloudflare.com/ajax/libs/sticky-kit/1.1.3/sticky-kit.min.js" integrity="sha256-c4Rlo1ZozqTPE2RLuvbusY3+SU1pQaJC0TjuhygMipw=" crossorigin="anonymous"></script><!-- pkgdown --><link href="dalexverse-2.css" rel="stylesheet">
 <link href="pkgdown.css" rel="stylesheet">
-<script src="pkgdown.js"></script><meta property="og:title" content="Interactive Studio with Explanations for ML Models">
+<script src="pkgdown.js"></script><meta property="og:title" content="Interactive Studio with Explanations for ML Predictive Models">
 <meta property="og:description" content="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.">
 <meta name="twitter:card" content="summary">
 <!-- mathjax --><script src="https://mathjax.rstudio.com/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
@@ -96,15 +96,15 @@
       
       </header><div class="row">
   <div class="contents col-md-9">
-<div id="modelstudio-interactive-studio-with-explanations-for-ml-models" class="section level1">
+<div id="modelstudio-interactive-studio-with-explanations-for-ml-predictive-models" class="section level1">
 <div class="page-header"><h1 class="hasAnchor">
-<a href="#modelstudio-interactive-studio-with-explanations-for-ml-models" class="anchor"></a>modelStudio: Interactive Studio with Explanations for ML Models</h1></div>
+<a href="#modelstudio-interactive-studio-with-explanations-for-ml-predictive-models" class="anchor"></a>modelStudio: Interactive Studio with Explanations for ML Predictive Models</h1></div>
 
 <div id="overview" class="section level2">
 <h2 class="hasAnchor">
 <a href="#overview" class="anchor"></a>Overview</h2>
 <p>The <code>modelStudio</code> package automates explanation of machine learning predictive models. This package generates advanced interactive and animated model explanations in the form of serverless HTML site.</p>
-<p>It combines <strong>R</strong> with <strong>D3.js</strong> 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.</p>
+<p>It combines <strong>R</strong> with <strong>D3.js</strong> 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 (Exploratory Data Analysis) on top of that. <code>modelStudio</code> 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.</p>
 <p><a href="https://modeloriented.github.io/modelStudio/demo.html">See a demo</a>   <a href="https://modeloriented.github.io/modelStudio/articles/vignette_modelStudio.html">Read the vignette: modelStudio - perks and features</a></p>
 <p><img src="images/gif3.gif"></p>
 <p>The <code>modelStudio</code> package is a part of the <a href="http://drwhy.ai">DrWhy.AI</a> universe.</p>