diff --git a/.travis.yml b/.travis.yml
index 06c4a75..6adc4b7 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -2,6 +2,8 @@ language: python
 sudo: false
 python:
   - "2.7"
+  - "3.4"
+  - "3.5"
 
 env:
   - DJANGO="Django>=1.7,<1.8"
@@ -9,7 +11,8 @@ env:
   - DJANGO="Django>=1.9,<1.10"
   - DJANGO="Django>=1.10,<1.11"
 
-install: pip install $DJANGO --use-mirrors
+install:
+  - python setup.py install
+  - pip install $DJANGO
 
 script: script/test
-
diff --git a/setup.py b/setup.py
index 71a5049..26091f7 100644
--- a/setup.py
+++ b/setup.py
@@ -18,7 +18,7 @@ def read(fname):
     packages = find_packages('src'),
     package_dir = {'': 'src'},
     
-    install_requires = ['setuptools'],
+    install_requires = ['setuptools', 'six'],
 
     classifiers = [
         'Development Status :: 5 - Production/Stable',
diff --git a/src/shorturls/__init__.py b/src/shorturls/__init__.py
index 885a81c..ae22f1f 100644
--- a/src/shorturls/__init__.py
+++ b/src/shorturls/__init__.py
@@ -12,7 +12,7 @@
     mod_name, conv_name = settings.SHORTURLS_DEFAULT_CONVERTER.rsplit('.', 1)
     try:
         mod = import_module(mod_name)
-    except ImportError, e:
+    except ImportError as e:
         raise ImproperlyConfigured(
             'Could not load converter specified by SHORTURLS_DEFAULT_CONVERTER. Error was: {0!s}'.format(e))
     try:
diff --git a/src/shorturls/templatetags/shorturl.py b/src/shorturls/templatetags/shorturl.py
index 1dbb46d..6009425 100644
--- a/src/shorturls/templatetags/shorturl.py
+++ b/src/shorturls/templatetags/shorturl.py
@@ -1,4 +1,5 @@
-import urlparse
+from six.moves.urllib.parse import urljoin
+
 from django import template
 from django.conf import settings
 from django.core import urlresolvers
@@ -33,7 +34,7 @@ def render(self, context):
         tinyid = converter.from_decimal(obj.pk)
 
         if hasattr(settings, 'SHORT_BASE_URL') and settings.SHORT_BASE_URL:
-            return urlparse.urljoin(settings.SHORT_BASE_URL, prefix + tinyid)
+            return urljoin(settings.SHORT_BASE_URL, prefix + tinyid)
 
         try:
             return urlresolvers.reverse(views.redirect, kwargs={
diff --git a/src/shorturls/tests/test_baseconv.py b/src/shorturls/tests/test_baseconv.py
index 7adce5e..6bb5dd3 100644
--- a/src/shorturls/tests/test_baseconv.py
+++ b/src/shorturls/tests/test_baseconv.py
@@ -5,7 +5,7 @@
 class BaseConvTests(unittest.TestCase):
 
     def _test_converter(self, converter):
-        nums = [-10 ** 10, 10 ** 10] + range(-100, 100)
+        nums = [-10 ** 10, 10 ** 10] + list(range(-100, 100))
         for before in nums:
             after = converter.to_decimal(converter.from_decimal(before))
             self.assertEqual(before, after)
diff --git a/src/shorturls/views.py b/src/shorturls/views.py
index 8200b2d..9249b6f 100644
--- a/src/shorturls/views.py
+++ b/src/shorturls/views.py
@@ -1,4 +1,5 @@
-import urlparse
+from six.moves.urllib.parse import urljoin, urlsplit
+
 from django.apps import apps
 from django.conf import settings
 from django.contrib.sites.shortcuts import get_current_site
@@ -43,7 +44,7 @@ def redirect(request, prefix, tiny, converter=default_converter):
     # actually returns a domain-relative URL -- into a fully qualified one.
 
     # If we got a fully-qualified URL, sweet.
-    if urlparse.urlsplit(url)[0]:
+    if urlsplit(url)[0]:
         return HttpResponsePermanentRedirect(url)
 
     # Otherwise, we need to make a full URL by prepending a base URL.
@@ -55,4 +56,4 @@ def redirect(request, prefix, tiny, converter=default_converter):
     else:
         base = 'http://{0!s}/'.format(get_current_site(request).domain)
 
-    return HttpResponsePermanentRedirect(urlparse.urljoin(base, url))
+    return HttpResponsePermanentRedirect(urljoin(base, url))