diff --git a/README.MD b/README.MD
index 08d761f2..1a64c60a 100644
--- a/README.MD
+++ b/README.MD
@@ -2,7 +2,7 @@
 
 🐍 A collection of Python Packages as AWS Lambda(λ) Layers 🐍
 
-[![Python 3.8](https://img.shields.io/badge/python-3.8-green.svg)](https://www.python.org/downloads/release/python-380/) [![Python 3.8](https://img.shields.io/badge/python-3.9-green.svg)](https://www.python.org/downloads/release/python-390/) [![Python 3.10](https://img.shields.io/badge/python-3.10-green.svg)](https://www.python.org/downloads/release/python-3100/) [![Language grade: Python](https://img.shields.io/lgtm/grade/python/g/keithrozario/Klayers.svg?logo=lgtm&logoWidth=18)](https://lgtm.com/projects/g/keithrozario/Klayers/context:python) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
+[![Python 3.8](https://img.shields.io/badge/python-3.8-green.svg)](https://www.python.org/downloads/release/python-380/) [![Python 3.8](https://img.shields.io/badge/python-3.9-green.svg)](https://www.python.org/downloads/release/python-390/) [![Python 3.10](https://img.shields.io/badge/python-3.10-green.svg)](https://www.python.org/downloads/release/python-3100/) [![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
 
   -   [List of ARNs](#list-of-arns)
   -   [Python Packages](#python-packages)
@@ -30,11 +30,11 @@ List of the latest layer version arns are available by region:
 * [Python 3.10](deployments/python3.10)
 * [Python 3.10-arm64](deployments/python3.10-arm64)
 
-*Note: We have deprecated layers for python3.6 and python 3.7 and will deprecate 3.8 shortly. Please use and python 3.9 or python 3.10 going forward.*
+*Note: We have deprecated layers for python3.6 and python 3.7 and will deprecate 3.8 shortly. Please use python 3.10 going forward.*
 
 ## Python Packages
 
-For the full list of Python packages, refer to the following, feel free to make a pull requests modifying the files below to requests for newer python versions.
+For the full list of Python packages, refer to the following, feel free to make a `pull requests` modifying the files below to requests for a specific package.
 
 * [Python 3.8](pipeline/config/packages_p38.csv)
 * [Python 3.9](pipeline/config/packages_p39.csv)
@@ -43,7 +43,7 @@ For the full list of Python packages, refer to the following, feel free to make
 
 ## Using the Layers
 
-You can use the layers anyway you see fit, here are 4 options based on what method you use to deploy your lambda functions:
+You can use the layers anyway you see fit, and here are 4 options based on what method you use to deploy your lambda functions:
 
 ### Option 1: Using the Console