- Markdown fixes.

README.markdown

@@ -10,20 +10,13 @@ It provides a simple True/False response to whether an image is adult related. I
 - User generated content sites 
 - Content-filtering proxy scanners
 
-### General thoughts on PIFilter
-
-In my own experience as a customer PIFilter's service is like health product that works best with diet and exercise. It is useful as a basis to put specific posts ahead in a moderation queue, where the suspect posts are checked by a human. But it's not sufficient on its own to replace human moderations completely. 
-
-With my own user generated content tests, accuracy was generally good with a tendency towards False positives rather than False negatives.
-
-Of course, your milage may vary as you'll be working with a different set of input, so best to see for yourself.
-
 ### Filtering images
 
 - Get a [pifilter account and customer ID](http://www.pifilter.com/).
 - Then [download pyfilter](http://github.com/mikemaccana/pyfilter/tarball/master).
 - Use **pip** or **easy_install** to fetch the **urllib2** and **poster** modules. 
-- Then run:
+
+Then run:
 
 	from pyfilter import checkimage
 
@@ -37,6 +30,15 @@ By default pyfilter runs in 'aggressive' mode, where 'maybe' responses are count
 
 which will count 'maybe' responses as False. 
 
+
+### General thoughts on PIFilter
+
+In my own experience as a customer PIFilter's service is like health product that works best with diet and exercise. It is useful as a basis to put specific posts ahead in a moderation queue, where the suspect posts are checked by a human. But it's not sufficient on its own to replace human moderations completely. 
+
+With my own user generated content tests, accuracy was generally good with a tendency towards False positives rather than False negatives.
+
+Of course, your milage may vary as you'll be working with a different set of input, so best to see for yourself.
+
 ### We love forks, changes and pull requests!
 
 - For this project on github