diff --git a/html5lib/sanitizer.py b/html5lib/sanitizer.py
index 2cef2655..c3f017b6 100644
--- a/html5lib/sanitizer.py
+++ b/html5lib/sanitizer.py
@@ -2,7 +2,10 @@
 
 import re
 from xml.sax.saxutils import escape, unescape
-from six.moves import urllib_parse as urlparse
+try:
+  from six.moves import urllib_parse as urlparse
+except ImportError:
+  from six.moves.urllib import parse as urlparse
 
 from .tokenizer import HTMLTokenizer
 from .constants import tokenTypes