diff -ur nltk-3.2.orig/nltk/data.py nltk-3.2/nltk/data.py
--- nltk-3.2.orig/nltk/data.py	2016-03-02 22:56:32.000000000 +0100
+++ nltk-3.2/nltk/data.py	2016-03-13 18:00:32.192142493 +0100
@@ -77,6 +77,9 @@
 if 'APPENGINE_RUNTIME' not in os.environ and os.path.expanduser('~/') != '~/':
     path.append(os.path.expanduser(str('~/nltk_data')))
 
+path += [os.path.join(os.path.dirname(os.path.abspath(__file__)),
+                      '..', '..', '..', 'parts', 'nltk-data')]
+
 if sys.platform.startswith('win'):
     # Common locations on Windows:
     path += [
