diff --git a/README.md b/README.md
index 99b0437..8836bfa 100644
--- a/README.md
+++ b/README.md
@@ -2,9 +2,7 @@
 ![Docs](https://readthedocs.org/projects/calzone-docs/badge/)
 [![PyPI version](https://badge.fury.io/py/calzone-tool.svg)](https://badge.fury.io/py/calzone-tool)
 
-`calzone` is a comprehensive Python package for calculating and visualizing various metrics for assessing the calibration of models with probabilistic output.
-
-To accurately assess the calibration of machine learning models, it is essential to have a comprehensive and representative dataset with sufficient coverage of the prediction space. The calibration metrics is not meaningful if the dataset is not representative of true intended population.
+`calzone` is a comprehensive Python package for calculating and visualizing metrics for assessing the calibration of models with probabilistic output.
 
 ## Features
 
@@ -15,6 +13,8 @@ To accurately assess the calibration of machine learning models, it is essential
 - Prevelance adjustment to account for prevalance change between enriched data and population data.
 - Multiclass extension by 1-vs-rest or top-class only
 
+_To accurately assess the calibration of machine learning models, it is essential to have a comprehensive and representative dataset with sufficient coverage of the prediction space. The calibration metrics are not meaningful if the dataset is not representative of true intended population._
+
 ## Installation
 
 You can install calzone using pip: