diff --git a/shifterator/helper.py b/shifterator/helper.py
index c68730d..e189cad 100755
--- a/shifterator/helper.py
+++ b/shifterator/helper.py
@@ -1,4 +1,7 @@
-import collections
+try:
+    from collections.abc import Mapping
+except ImportError:
+    from collections import Mapping
 import pkgutil
 
 
@@ -153,7 +156,7 @@ def get_score_dictionary(scores):
     type2score: dict
         Keys are types and values are scores of those types
     """
-    if isinstance(scores, collections.Mapping):
+    if isinstance(scores, Mapping):
         return scores.copy(), None
 
     # Else, load scores from predefined score file in shifterator