diff --git a/docs/api-guide/relations.md b/docs/api-guide/relations.md
index ba6870bcf..b2a7d8e21 100644
--- a/docs/api-guide/relations.md
+++ b/docs/api-guide/relations.md
@@ -507,7 +507,7 @@ For example, given the following model for a tag, which has a generic relationsh
         def __unicode__(self):
             return self.tag_name
 
-And the following two models, which may be have associated tags:
+And the following two models, which may have associated tags:
 
     class Bookmark(models.Model):
         """
diff --git a/docs/tutorial/1-serialization.md b/docs/tutorial/1-serialization.md
index 239d54204..fd0783f07 100644
--- a/docs/tutorial/1-serialization.md
+++ b/docs/tutorial/1-serialization.md
@@ -325,7 +325,7 @@ Quit out of the shell...
 
 In another terminal window, we can test the server.
 
-We can test our API using using [curl][curl] or [httpie][httpie]. Httpie is a user friendly http client that's written in Python. Let's install that.
+We can test our API using [curl][curl] or [httpie][httpie]. Httpie is a user friendly http client that's written in Python. Let's install that.
 
 You can install httpie using pip:
 
diff --git a/requirements/requirements-packaging.txt b/requirements/requirements-packaging.txt
index 8f62ee365..89819da20 100644
--- a/requirements/requirements-packaging.txt
+++ b/requirements/requirements-packaging.txt
@@ -6,3 +6,6 @@ twine==1.4.0
 
 # Transifex client for managing translation resources.
 transifex-client==0.11
+
+# Pandoc to have a nice pypi page
+pypandoc
diff --git a/rest_framework/pagination.py b/rest_framework/pagination.py
index 1051dc5b2..de8777b96 100644
--- a/rest_framework/pagination.py
+++ b/rest_framework/pagination.py
@@ -186,7 +186,7 @@ class PageNumberPagination(BasePagination):
 
     template = 'rest_framework/pagination/numbers.html'
 
-    invalid_page_message = _('Invalid page "{page_number}": {message}.')
+    invalid_page_message = _('Invalid page.')
 
     def paginate_queryset(self, queryset, request, view=None):
         """
diff --git a/setup.py b/setup.py
index 8e9d0a9ab..0fef70f1f 100755
--- a/setup.py
+++ b/setup.py
@@ -7,6 +7,17 @@ import sys
 
 from setuptools import setup
 
+try:
+    from pypandoc import convert
+
+    def read_md(f):
+        return convert(f, 'rst')
+except ImportError:
+    print("warning: pypandoc module not found, could not convert Markdown to RST")
+
+    def read_md(f):
+        return open(f, 'r').read()
+
 
 def get_version(package):
     """
@@ -45,6 +56,10 @@ version = get_version('rest_framework')
 
 
 if sys.argv[-1] == 'publish':
+    try:
+        import pypandoc
+    except ImportError:
+        print("pypandoc not installed.\nUse `pip install pypandoc`.\nExiting.")
     if os.system("pip freeze | grep wheel"):
         print("wheel not installed.\nUse `pip install wheel`.\nExiting.")
         sys.exit()
@@ -68,6 +83,7 @@ setup(
     url='http://www.django-rest-framework.org',
     license='BSD',
     description='Web APIs for Django, made easy.',
+    long_description=read_md('README.md'),
     author='Tom Christie',
     author_email='tom@tomchristie.com',  # SEE NOTE BELOW (*)
     packages=get_packages('rest_framework'),
diff --git a/tests/test_pagination.py b/tests/test_pagination.py
index c6caaf641..1c74e837c 100644
--- a/tests/test_pagination.py
+++ b/tests/test_pagination.py
@@ -113,7 +113,7 @@ class TestPaginationIntegration:
         response = self.view(request)
         assert response.status_code == status.HTTP_404_NOT_FOUND
         assert response.data == {
-            'detail': 'Invalid page "0": That page number is less than 1.'
+            'detail': 'Invalid page.'
         }
 
     def test_404_not_found_for_invalid_page(self):
@@ -121,7 +121,7 @@ class TestPaginationIntegration:
         response = self.view(request)
         assert response.status_code == status.HTTP_404_NOT_FOUND
         assert response.data == {
-            'detail': 'Invalid page "invalid": That page number is not an integer.'
+            'detail': 'Invalid page.'
         }