diff --git a/docs/autocomplete.rst b/docs/autocomplete.rst
index 9c73f701e..0ff700503 100644
--- a/docs/autocomplete.rst
+++ b/docs/autocomplete.rst
@@ -16,7 +16,7 @@ a small window passed over the string). Because this alters the way your
data needs to be stored, the best approach is to add a new field to your
``SearchIndex`` that contains the text you want to autocomplete on.
-You have two choices: ``NgramField`` & ``EdgeNgramField``. Though very similar,
+You have two choices: ``NgramField`` and ``EdgeNgramField``. Though very similar,
the choice of field is somewhat important.
* If you're working with standard text, ``EdgeNgramField`` tokenizes on
@@ -54,14 +54,14 @@ Step 2. Performing The Query
============================
Haystack ships with a convenience method to perform most autocomplete searches.
-You simply provide a field & the query you wish to search on to the
+You simply provide a field and the query you wish to search on to the
``SearchQuerySet.autocomplete`` method. Given the previous example, an example
search would look like::
from haystack.query import SearchQuerySet
SearchQuerySet().autocomplete(content_auto='old')
- # Result match things like 'goldfish', 'cuckold' & 'older'.
+ # Result match things like 'goldfish', 'cuckold' and 'older'.
The results from the ``SearchQuerySet.autocomplete`` method are full search
results, just like any regular filter.
@@ -82,14 +82,14 @@ Example Implementation
The above is the low-level backend portion of how you implement autocomplete.
To make it work in browser, you need both a view to run the autocomplete
-& some Javascript to fetch the results.
+and some Javascript to fetch the results.
Since it comes up often, here is an example implementation of those things.
.. warning::
This code comes with no warranty. Don't ask for support on it. If you
- copy-paste it & it burns down your server room, I'm not liable for any
+ copy-paste it and it burns down your server room, I'm not liable for any
of it.
It worked this one time on my machine in a simulated environment.
@@ -133,7 +133,7 @@ The template might look like::