diff --git a/README.rst b/README.rst
index 89eb7beae..25a9e66cb 100755
--- a/README.rst
+++ b/README.rst
@@ -1,4 +1,4 @@
-|BuildStatus|_ |PyPiVersion|_ |PythonSupport|_ |Downloads|_
+|BuildStatus|_ |PyPiVersion|_ |PythonSupport|_ |Downloads|_ |discord|_
.. |PyPiVersion| image:: https://img.shields.io/pypi/v/dowhy.svg
.. _PyPiVersion: https://pypi.org/project/dowhy/
@@ -12,32 +12,23 @@
.. |Downloads| image:: https://pepy.tech/badge/dowhy
.. _Downloads: https://pepy.tech/project/dowhy
+.. |discord| image:: https://img.shields.io/discord/818456847551168542
+.. _discord: https://discord.gg/cSBGb3vsZb
.. image:: dowhy-logo-large.png
:width: 50%
:align: center
-\
-===============================
-.. admonition:: `Checkout the documentation `_
+`Checkout the documentation `_
+===============================================================
- The documentation, user guide, sample notebooks and other information are available at:
-
- `https://py-why.github.io/dowhy `_
-
-**For any questions, comments, or discussions about specific use cases, join our community on Discord:** |discord|_
-
-.. |Binder| image:: https://mybinder.org/badge_logo.svg
-.. _Binder: https://mybinder.org/v2/gh/microsoft/dowhy/main?filepath=docs%2Fsource%2F
-
-.. |discord| image:: https://img.shields.io/discord/818456847551168542
-.. _discord: https://discord.gg/cSBGb3vsZb
-
-**Jump right into some case studies**:
-
-- Effect estimation: `Hotel booking cancellations `_ | `Effect of customer loyalty programs `_ | `Optimizing article headlines `_ | `Effect of home visits on infant health (IHDP) `_ | `Causes of customer churn/attrition `_
-- Root cause analysis and explanations: `Root Cause Analysis with DoWhy, an Open Source Python Library for Causal Machine Learning `_ | `Finding the Root Cause of Elevated Latencies in a Microservice Architecture `_ | `Finding Root Causes of Changes in a Supply Chain `_
+- The documentation, user guide, sample notebooks and other information are available at
+ `https://py-why.github.io/dowhy `_
+- For any questions, comments, or discussions about specific use cases, join our community on `Discord `_ (|discord|_)
+- Jump right into some case studies:
+ - Effect estimation: `Hotel booking cancellations `_ | `Effect of customer loyalty programs `_ | `Optimizing article headlines `_ | `Effect of home visits on infant health (IHDP) `_ | `Causes of customer churn/attrition `_
+ - Root cause analysis and explanations: `Root Cause Analysis with DoWhy, an Open Source Python Library for Causal Machine Learning `_ | `Finding the Root Cause of Elevated Latencies in a Microservice Architecture `_ | `Finding Root Causes of Changes in a Supply Chain `_
For more example notebooks, see `here! `_