diff --git a/README_min.md b/README_min.md
index 40b7952..0d55c22 100644
--- a/README_min.md
+++ b/README_min.md
@@ -5,7 +5,7 @@
 
 <br>
 
-<img src="https://raw.githubusercontent.com/lshpaner/eda_toolkit/main/assets/eda_toolkit_logo.svg" width="350" style="border: none; outline: none; box-shadow: none;" oncontextmenu="return false;">
+<img src="https://raw.githubusercontent.com/lshpaner/eda_toolkit/main/assets/eda_toolkit_logo.svg" width="300" style="border: none; outline: none; box-shadow: none;" oncontextmenu="return false;">
 
 <br> 
 
@@ -21,31 +21,44 @@ Before you install `eda_toolkit`, ensure your system meets the following require
 
 Additionally, `eda_toolkit` depends on the following packages, which will be automatically installed when you install `eda_toolkit`:
 
-- `numpy`: Version 1.21.6 or higher
-- `pandas`: Version 1.3.5 or higher
-- `matplotlib`: version 3.5.3 or higher
-- `seaborn`: version 0.12.2 or higher
-- `jinja2`: Version 3.1.4 or higher
-- `xlsxwriter`: version 3.2.0 or higher
+- `numpy`: version `1.21.6` or higher
+- `pandas`: version `1.3.5` or higher
+- `matplotlib`: version `3.5.3` or higher
+- `seaborn`: version `0.12.2` or higher
+- `jinja2`: version `3.1.4` or higher
+- `xlsxwriter`: version `3.2.0` or higher
 
 
 ## Installation
 
-You can install `eda_toolkit` directly from PyPI:
+To install `eda_toolkit`, simply run the following command in your terminal:
+
 
 ```bash
 pip install eda_toolkit
 ```
 
+## 📄 Official Documentation
+
+https://lshpaner.github.io/eda_toolkit 
+
+
 ## 🌐 Authors' Websites
 
-https://www.leonshpaner.com  
-https://www.oscargildata.com 
+1. [Leonid Shpaner](https://www.leonshpaner.com)
+2. [Oscar Gil](https://www.oscargildata.com)
+
+
+## Acknowledgements
+
+We would like to express our deepest gratitude to Dr. Ebrahim Tarshizi, our mentor during our time in the University of San Diego M.S. Applied Data Science Program. His unwavering dedication and mentorship played a pivotal role in our academic journey, guiding us to successfully graduate from the program and pursue successful careers as data scientists. 
+
+We also extend our thanks to the Shiley-Marcos School of Engineering at the University of San Diego for providing an exceptional learning environment and supporting our educational endeavors.
 
 
 ## ⚖️ License
 
-`eda_toolkit` is distributed under the MIT License. See [LICENSE](https://github.com/lshpaner/eda_toolkit/blob/readme/LICENSE.md) for more information.
+`eda_toolkit` is distributed under the MIT License. See [LICENSE](https://github.com/lshpaner/eda_toolkit/blob/main/LICENSE.md) for more information.
 
 ## Support
 
@@ -61,22 +74,18 @@ If you use `eda_toolkit` in your research or projects, please consider citing it
 @software{shpaner_2024_13162633,
   author       = {Shpaner, Leonid and
                   Gil, Oscar},
-  title        = {lshpaner/eda\_toolkit: eda\_toolkit 0.0.2},
+  title        = {EDA Toolkit},
   month        = aug,
   year         = 2024,
   publisher    = {Zenodo},
-  version      = {0.0.2},
+  version      = {0.0.3},
   doi          = {10.5281/zenodo.13162633},
   url          = {https://doi.org/10.5281/zenodo.13162633}
 }
 
 ```
 
-## Acknowledgements
-
-We would like to express our deepest gratitude to Dr. Ebrahim Tarshizi, our past mentor during our time in the University of San Diego M.S. Applied Data Science Program. His unwavering dedication and mentorship played a pivotal role in our academic journey, guiding us to successfully graduate from the program and pursue successful careers as data scientists. 
 
-We also extend our thanks to the Shiley-Marcos School of Engineering at the University of San Diego for providing an exceptional learning environment and supporting our educational endeavors.
 
 ## References
 
diff --git a/setup.py b/setup.py
index d061460..7c920a6 100644
--- a/setup.py
+++ b/setup.py
@@ -2,7 +2,7 @@
 
 setup(
     name="eda_toolkit",
-    version="0.0.2",
+    version="0.0.3",
     author="Leonid Shpaner, Oscar Gil",
     author_email="lshpaner@ucla.edu",
     description="A Python library for EDA (directory management, some data preprocessing, reporting, visualizations, and more)",
diff --git a/src/eda_toolkit/__init__.py b/src/eda_toolkit/__init__.py
index 2c510f2..77b2161 100644
--- a/src/eda_toolkit/__init__.py
+++ b/src/eda_toolkit/__init__.py
@@ -1,3 +1,3 @@
-__version__ = "0.0.2"
+__version__ = "0.0.3"
 
 from .main import *