diff --git a/module_4_rag/batch_score_documents.py b/module_4_rag/batch_score_documents.py
index 6a39c25..34757f9 100644
--- a/module_4_rag/batch_score_documents.py
+++ b/module_4_rag/batch_score_documents.py
@@ -69,6 +69,9 @@ def score_data() -> None:
         print("...data exported. Job complete")
     else:
         print("Scored data found... skipping generating embeddings.")
+   
+    print("preview of data:")
+    print(df.head().T)
 
 
 if __name__ == "__main__":
diff --git a/module_4_rag/feature_repo/data/city_wikipedia_summaries_with_embeddings.parquet b/module_4_rag/feature_repo/data/city_wikipedia_summaries_with_embeddings.parquet
index 42c56eb..4a4883e 100644
Binary files a/module_4_rag/feature_repo/data/city_wikipedia_summaries_with_embeddings.parquet and b/module_4_rag/feature_repo/data/city_wikipedia_summaries_with_embeddings.parquet differ