diff --git a/fetch_data.py b/create_dataset.py
similarity index 68%
rename from fetch_data.py
rename to create_dataset.py
index 46b8f5e..6e74b31 100644
--- a/fetch_data.py
+++ b/create_dataset.py
@@ -1,11 +1,16 @@
 import json
 from connectors.reddit_connector import RedditConnector
 
-data_file = 'reddit_posts.json'
+data_file = 'data/reddit_posts.json'
 reddit_connector = RedditConnector()
 
+def remove_empty_posts(posts):
+    return [post for post in posts if post.content.strip() != ""]
+
 def main():
     posts = reddit_connector.get_new_subreddit_posts('cork', limit=1000)
+    posts = remove_empty_posts(posts)
+
     print(f"Fetched {len(posts)} posts from r/cork")
 
     with open(data_file, 'w') as f: