diff --git a/Part 1 - Introduction to Machine Learning with scikit-learn.md b/Part 1 - Introduction to Machine Learning with scikit-learn.md
index a9abbd5..1a0a981 100644
--- a/Part 1 - Introduction to Machine Learning with scikit-learn.md	
+++ b/Part 1 - Introduction to Machine Learning with scikit-learn.md	
@@ -7,12 +7,12 @@ from sklearn.datasets import load_digits
 digits = load_digits()
 ```
 
-To get a better sense of what we're working with, let's take a look at the attributes of `digits`. We can add the following line to our code to see the digit dataset's attributes:
+To get a better sense of what we're working with, let's take a look at the attributes of `digits`. If we add the following line to our code, we can see that the digits dataset has 5 attributes - `DESCR`, `data`, `images`, `target`, and `target_names`. 
 ```
 print(dir(digits))
 ```
-we can see that the digits dataset has 5 attributes - DESCR, data, images, target, and target_names. 
-

+
+##  
 
 If we want to know even more about the dataset, we can add
 ```