diff --git a/causallearn/utils/GraphUtils.py b/causallearn/utils/GraphUtils.py
index 9a9497d..34e75ac 100644
--- a/causallearn/utils/GraphUtils.py
+++ b/causallearn/utils/GraphUtils.py
@@ -536,10 +536,9 @@ def to_pydot(G: Graph, edges: List[Edge] | None = None, labels: List[str] | None
 
         pydot_g = pydot.Dot(title, graph_type="digraph", fontsize=18)
         pydot_g.obj_dict["attributes"]["dpi"] = dpi
-        nodes = G.get_nodes()
+        
         for i, node in enumerate(nodes):
             node_name = labels[i] if labels is not None else node.get_name()
-            pydot_g.add_node(pydot.Node(i, label=node.get_name()))
             if node.get_node_type() == NodeType.LATENT:
                 pydot_g.add_node(pydot.Node(i, label=node_name, shape='square'))
             else: