@@ -658,17 +658,20 @@ def generate_network(self, mode1, mode2, colours=None, edge_helper=net_edges_sim
 
 >> The tag names of attributes to be saved for each edge.
 
+**NOTE**: Need to refine the below section, since there seems to be some confusing statements.
+*Adding atomic attributes to the graph will also add them to any graphml file generated*.
+
 > *mode1_atom_attrs* : `list`
 
 >> The tag names of attributes to be saved once for each node of mode1.
 
 > *mode2_atom_attrs* : `list`
 
->> The tag names of attributes to be saved repeatedly for each node of mode1.
+>> The tag names of attributes to be saved once for each node of mode2.
 
 > *mode1_vector_attrs* : `list`
 
->> The tag names of attributes to be saved once for each node of mode2.
+>> The tag names of attributes to be saved repeatedly for each node of mode1.
 
 > *mode2_vector_attrs* : `list`
 

@@ -405,8 +405,8 @@ def write_graphml(self, fname):
 
 if warning:
 warnings.warn("The provided graph contained the vector attributes: {}. All values of vector attributes have"
-" been converted to semicolon-delimited strings. To prevent this, remove vector attributes or"
-" convert them to atomic attributes prior to calling .write_graphml"
+"\nbeen converted to semicolon-delimited strings. To prevent this, remove vector attributes or"
+"\nconvert them to atomic attributes prior to calling .write_graphml"
 .format(warning_set))
 nx.write_graphml(graph, fname)
 print("Success. Wrote GraphML file {} to {}".format(fname, os.getcwd()))