diff --git a/search-engine.py b/search-engine.py
index 4b69879..6872f26 100644
--- a/search-engine.py
+++ b/search-engine.py
@@ -39,7 +39,7 @@ def okapi_bm25(query, document_vectors, vectorizer: TfidfVectorizer):
 def parse_owners(data):
     data = str(data)
     if data == 'nan':
-        return 1.0
+        return 1000.0
     
     return float(data.split('-')[1])
 
@@ -67,9 +67,11 @@ while True:
     vectorizer.inverse_transform
     similarities = okapi_bm25(query_vector, document_vectors, vectorizer)
     if enable_popularity:
-        popularities = steam_data.join(steam_data_names, on='appid', lsuffix='name')['owners'].map(parse_owners).values
+        popularities = steam_data.join(steam_data_names, on='appid', lsuffix='name', how='left')['owners'].map(parse_owners).values
         popularities_normalized = popularities / np.linalg.norm(popularities)
         similarities = np.multiply(similarities, popularities_normalized)
+    
+    similarities = similarities / np.linalg.norm(similarities)
     exec_time = time.time() - start_time
 
     results_count = len([x for x in similarities if x > 0])