diff --git a/spacy/tokens/doc.pyx b/spacy/tokens/doc.pyx
index 1fbb796ca..1845a5562 100644
--- a/spacy/tokens/doc.pyx
+++ b/spacy/tokens/doc.pyx
@@ -241,13 +241,22 @@ cdef class Doc:
                 "to install the data")
  
         cdef const TokenC* word
-        labels = ['nsubj', 'dobj', 'nsubjpass', 'pcomp', 'pobj', 'attr', 'root']
+        labels = ['nsubj', 'dobj', 'nsubjpass', 'pcomp', 'pobj',
+                  'attr', 'root']
         np_deps = [self.vocab.strings[label] for label in labels]
+        conj = self.vocab.strings['conj']
         np_label = self.vocab.strings['NP']
         for i in range(self.length):
             word = &self.c[i]
             if word.pos == NOUN and word.dep in np_deps:
                 yield Span(self, word.l_edge, i+1, label=np_label)
+            elif word.pos == NOUN and word.dep == conj:
+                head = word+word.head
+                while head.dep == conj and head.head < 0:
+                    head += head.head
+                # If the head is an NP, and we're coordinated to it, we're an NP
+                if head.dep in np_deps:
+                    yield Span(self, word.l_edge, i+1, label=np_label)
 
     @property
     def sents(self):