diff --git a/samples/features/r-services/Telco Customer Churn/R/README.md b/samples/features/r-services/Telco Customer Churn/R/README.md
index 1faa093a..b2e0e090 100644
--- a/samples/features/r-services/Telco Customer Churn/R/README.md	
+++ b/samples/features/r-services/Telco Customer Churn/R/README.md	
@@ -7,10 +7,10 @@ Use the R files provided in this folder, and is the “driver” program
 1. **TelcoChurn-Setup.R -** Setup/Configuration (e.g. install the relevant R packages, setup relevant R functions, setup your working directory/etc)
 
 
-2. **TelcoChurn-DataExploration.R** - Data Exploration, Visualization (e.g. on data distributions, etc). This includes persisting relevant train/test data back into the database
+2. **TelcoChurn-DataExploration.R** - Data Exploration, Visualization (e.g. on data distributions, etc). 
 
-3. **TelcoChurn-DataPreparation.R** - Prepare training and testing data sets in two ways
-Upload and prepare the data stored in the SQL Server database. Performs feature engineering, split on raw data in R and load them into SQL
+3. **TelcoChurn-DataPreparation.R** - Prepare training and testing data sets in two ways.
+Upload and prepare the data stored in the SQL Server database. Performs feature engineering, split on raw data in R and load them into SQL. This includes persisting relevant train/test data back into the database.
 
 4. **TelcoChurn-ModelBuilding.R** - Train the model, and Evaluate the model