diff --git a/docs/filtering.rst b/docs/filtering.rst
index 6c84b8b08..a131b30a1 100644
--- a/docs/filtering.rst
+++ b/docs/filtering.rst
@@ -2,9 +2,9 @@ Filtering
=========
Graphene-Django integrates with
-`django-filter `__ (2.x for
+`django-filter `__ (2.x for
Python 3 or 1.x for Python 2) to provide filtering of results. See the `usage
-documentation `__
+documentation `__
for details on the format for ``filter_fields``.
This filtering is automatically available when implementing a ``relay.Node``.
@@ -27,7 +27,7 @@ After installing ``django-filter`` you'll need to add the application in the ``s
]
Note: The techniques below are demoed in the `cookbook example
-app `__.
+app `__.
Filterable fields
-----------------
@@ -35,7 +35,7 @@ Filterable fields
The ``filter_fields`` parameter is used to specify the fields which can
be filtered upon. The value specified here is passed directly to
``django-filter``, so see the `filtering
-documentation `__
+documentation `__
for full details on the range of options available.
For example:
@@ -163,7 +163,7 @@ in unison with the ``filter_fields`` parameter:
animal = relay.Node.Field(AnimalNode)
all_animals = DjangoFilterConnectionField(AnimalNode)
-The context argument is passed on as the `request argument `__
+The context argument is passed on as the `request argument `__
in a ``django_filters.FilterSet`` instance. You can use this to customize your
filters to be context-dependent. We could modify the ``AnimalFilter`` above to
pre-filter animals owned by the authenticated user (set in ``context.user``).