What i did is use selenium to start up a chrome connecting to the browser 
interface of neo4j. Then control the web interface by the flask-implementrd 
server. 

However in your case there are probably too many nodes for the neo4j interface 
to handle. So in my opinion, your problem is more about "how to draw a graph 
with thousands of nodes and edge", rather than how to connect neo4j and flask. 
Unfortunately i donnot have an answer to the former neither.

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