diff --git a/README.md b/README.md
index 7128bf9..ece0ca5 100644
--- a/README.md
+++ b/README.md
@@ -2,14 +2,13 @@
   <img alt="Traverse Craft Logo" src="https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/src/traverseCraft/icons/logo/traverseCraftLandscapeLogo.png">
 </picture> -->
 
-[![Traverse Craft Logo](https://github.com/srajan-kiyotaka/TraverseCraft/blob/sracho/src/traverseCraft/icons/logo/traverseCraftLandscapeLogo.png)](https://harrionparrix.github.io/traversecraft/index.html)
+[![Traverse Craft Logo](https://github.com/srajan-kiyotaka/TraverseCraft/raw/sracho/src/traverseCraft/icons/logo/traverseCraftLandscapeLogo.png)](https://harrionparrix.github.io/traversecraft/index.html)
 
 <!-- ![Build Status](https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/.github/workflows/python-app.yml/badge.svg) -->
 [![Built with Python](https://img.shields.io/badge/Built%20with-Python-blue.svg)](https://www.python.org/)
 [![Made with Python](https://img.shields.io/badge/Python->=3.6-blue?logo=python&logoColor=white)](https://python.org "Go to Python homepage")
 ![Library Version](https://img.shields.io/badge/version-1.0.1-blue.svg)
 [![PyPI version](https://badge.fury.io/py/TraverseCraft.svg)](https://badge.fury.io/py/TraverseCraft)
-<!-- ![Conda Version](https://img.shields.io/conda/v/conda-forge/TraverseCraft) -->
 ![Supported OS](https://img.shields.io/badge/OS-Windows%20%7C%20MacOS%20%7C%20Linux-0078D6.svg)
 ![Supported OS: Windows](https://img.shields.io/badge/Windows-%234285F4.svg?logo=windows&logoColor=white)
 ![Supported OS: macOS](https://img.shields.io/badge/macOS-%23000000.svg?logo=apple&logoColor=white)
@@ -65,9 +64,9 @@ Each world type is equipped with specialized agents designed to interact within
 
 | <center> <a href='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/tutorials/Graph%20World/dijkstra.py'>Dijkstra Algorithm</a> </center> | <center> <a href='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/tutorials/Tree%20World/level_order_traversal.py'> Level Order Traversal Algorithm </a> </center> |
 |-|-|
-| <img src='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/resources/dijkstra.gif' alt='Dijkstra Algorithm'> |<img src='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/resources/level_order.gif' alt='Level Order Traversal Algorithm'>|
+| <img src='https://github.com/srajan-kiyotaka/TraverseCraft/raw/main/resources/dijkstra.gif' alt='Dijkstra Algorithm'> |<img src='https://github.com/srajan-kiyotaka/TraverseCraft/raw/main/resources/level_order.gif' alt='Level Order Traversal Algorithm'>|
 | <center> <a href='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/tutorials/Grid%20World/a_star.py'>A Star Algorithm</a> </center> | <center> <a href='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/tutorials/Grid%20World/unique_path.py'> Unique Path Traversal Algorithm </a> </center> |
-| <img src='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/resources/AStar.gif' alt='A Star Algorithm'> |<img src='https://github.com/srajan-kiyotaka/TraverseCraft/blob/main/resources/unique_paths.gif' alt='Unique Paths Algorithm'>|
+| <img src='https://github.com/srajan-kiyotaka/TraverseCraft/raw/main/resources/AStar.gif' alt='A Star Algorithm'> |<img src='https://github.com/srajan-kiyotaka/TraverseCraft/raw/main/resources/unique_paths.gif' alt='Unique Paths Algorithm'>|
 
 Check out more in our [**Example**](https://harrionparrix.github.io/traversecraft/user-guide/examples/index.html) section on our [website](https://harrionparrix.github.io/traversecraft/index.html)!
 
diff --git a/setup.py b/setup.py
index 6adb608..dccb4f4 100644
--- a/setup.py
+++ b/setup.py
@@ -1,11 +1,15 @@
 from setuptools import setup, find_packages
+from pathlib import Path
 
-with open("README.md", "r") as f:
-    long_description = f.read()
+# with open("README.md", "r") as f:
+#     long_description = f.read()
+
+this_directory = Path(__file__).parent
+long_description = (this_directory / "README.md").read_text()
 
 setup(
     name='TraverseCraft',
-    version='1.0.1',
+    version='1.0.3',
     author='Srajan Chourasia, Varun Patrikar',
     author_email='srajanstark.ash@gmail.com, patrikarvarun@gmail.com',
     maintainer='Varun Patrikar, Srajan Chourasia',