diff --git a/pyvis/source/tutorial.rst b/pyvis/source/tutorial.rst
index 9178baf..6578066 100644
--- a/pyvis/source/tutorial.rst
+++ b/pyvis/source/tutorial.rst
@@ -168,27 +168,17 @@ The following code block is a minimal example of the capabilities of pyvis.
 		got_net.barnes_hut()
 		got_data = pd.read_csv("../../notebooks/NetworkOfThrones.csv")
 
-		sources = got_data['Source']
-		targets = got_data['Target']
-		weights = got_data['Weight']
-
-		edge_data = zip(sources, targets, weights)
-
-		for e in edge_data:
-				src = e[0]
-				dst = e[1]
-				w = e[2]
-
-				got_net.add_node(src, src, title=src)
-				got_net.add_node(dst, dst, title=dst)
-				got_net.add_edge(src, dst, value=w)
-
-		neighbor_map = got_net.get_adj_list()
+		for src, dst, w in zip(got_data.Source, got_data.Target, got.Weight):
+			got_net.add_node(src, src, title=src)
+			got_net.add_node(dst, dst, title=dst)
+			got_net.add_edge(src, dst, value=w)
 
 		# add neighbor data to node hover data
+		neighbor_map = got_net.get_adj_list()
+		
 		for node in got_net.nodes:
-				node["title"] += " Neighbors:<br>" + "<br>".join(neighbor_map[node["id"]])
-				node["value"] = len(neighbor_map[node["id"]])
+			node["title"] += " Neighbors:\n" + "\n".join(neighbor_map[node["id"]])
+			node["value"] = len(neighbor_map[node["id"]])
 
 		got_net.show("gameofthrones.html")