Sorry as a beginner I do not see how to display a graph directly from python. I can well create some graph in the DB and see them in the default http://localhost:7474/browser/ but not automatically.
from py2neo import Graph, Node, Relationship, Path
graph = Graph()
bob = Node("Person", name="Bob")
#.........
graph.create(bob, ......)
graph.cypher.execute("MATCH (p:Person) - [r] - (x) RETURN p, r, x")
# No result, I did need to type it again in the browser ?????
graph.open_browser() # open the standard browser but empty