diff --git a/README.md b/README.md
index aa39216..5c8de70 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 Python and Algorithms & Data Structures
 =======================================
 
-This repository contains a comprehensive study of Algorithms & Data Structures in Python, including an ["e-book" I wrote](http://mariwahl.us/docs/algorithms_in_python.pdf).
+This repository contains a comprehensive study on Algorithms & Data Structures in Python, including an ["e-book" I wrote](http://mariwahl.us/docs/algorithms_in_python.pdf).
 
 ![](http://i.imgur.com/XruamX1.png)
 
@@ -61,7 +61,7 @@ src/
 
 Installation
 ------------
-The snippets are designed to be used individually. However, If you want  to install every mentioned libraries in your [virtualenv](https://coderwall.com/p/8-aeka), do this:
+The snippets are designed to be used individually. However, If you want  to install all fo the libraries in your [virtualenv](https://coderwall.com/p/8-aeka), do this:
 
 ```
 $ pip install -r requirements.txt
@@ -84,8 +84,7 @@ Further Learning
 
 License
 ----------
-When making a reference of my work, please use my twitter handle [_b_t_3_](https://twitter.com/_b_t_3_) or my [website](http://bt3gl.github.io/index.html). Thank you!
-
+When making a reference to my work, please use my twitter handle [_b_t_3_](https://twitter.com/_b_t_3_) or my [website](http://bt3gl.github.io/index.html).
 
 <a rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/"><img alt="Creative Commons License" style="border-width:0" src="http://i.creativecommons.org/l/by-sa/4.0/88x31.png" /></a><br />