diff --git a/README.md b/README.md
index 112529a..8b78d90 100644
--- a/README.md
+++ b/README.md
@@ -6,13 +6,13 @@ This is a repository that contains POI (Point of interest) recommenders and dive
 # Setup
 
 
-To setup first start with running the Makefile.
+To set up first start with running the Makefile.
 
 	make
 
 Download Yelp Open Dataset (https://www.yelp.com/dataset) and put it files in data folder. Also download https://www.yelp.com/developers/documentation/v3/all_category_list/categories.json and put it in data directory.
 
-After this you can generate the datasets we use to do evaluations with the following command:
+After that, it's possible to generate the pre-processed datasets that we use to do evaluations with the following command:
 
 	cd algorithms/	
 	python datasetgen.py