I have discovered neo4jupyter package to visualize a graph from neo4j in Jupyter Notebook.
An example:
neo4jupyter.draw(data, {"Drink": "name", "Manufacturer": "name", "Person": "name"})
I also use py2neo for query.
An example:
query = """
MATCH (per...
