diff --git a/README.md b/README.md
index 4dffa13..4c8c28a 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,6 @@
 ![Logo](https://github.com/aosingh/lexpy/blob/master/images/lexpylogo.png)
 
+[![PyPI version](https://badge.fury.io/py/lexpy.svg)](https://pypi.python.org/pypi/lexpy)
 [![Travis](https://travis-ci.org/aosingh/lexpy.svg?branch=master)](https://travis-ci.org/aosingh/lexpy)
 [![Coverage Status](https://coveralls.io/repos/github/aosingh/lexpy/badge.svg?branch=master)](https://coveralls.io/github/aosingh/lexpy?branch=master)
 [![Maintainability](https://api.codeclimate.com/v1/badges/60626f81c0db0c5d8dcd/maintainability)](https://codeclimate.com/github/aosingh/lexpy/maintainability)
@@ -8,7 +9,7 @@
 a dictionary and a lexicon is that in a lexicon there are no values associated with the words. A lexicon is similar to a list of words or a set, but the internal representation is different and optimized
 for faster searches(of words, prefixes and wildcard patterns). Precisely the search time is O(W) where W is the length of the word. 
 
-2 important Lexicon datastructures are:
+2 important Lexicon data-structures are:
 1. Trie.
 3. Directed Acyclic Word Graph(DAWG).
 
diff --git a/setup.py b/setup.py
index 1f3cf54..8e600d9 100644
--- a/setup.py
+++ b/setup.py
@@ -5,10 +5,10 @@
 AUTHOR = 'Abhishek Singh'
 MAINTAINER = 'Abhishek Singh'
 MAINTAINER_EMAIL = 'aosingh@asu.edu'
-DESCRIPTION = ('Python package for lexicons.')
+DESCRIPTION = ('Python package for lexicon.')
 LICENSE = 'GNU GPLv3'
 URL = 'https://github.com/aosingh/lexpy'
-VERSION = '0.1.1'
+VERSION = '0.8'
 
 PACKAGES = ['lexpy']