Neo4j queries identifies 3 million incorrect records at UK Companies House

We maintain a connected graph of all UK companies x directors (100m+ relationships). Our new research establishes 3m director records (some 20% of the total) are not correctly linked. And we show how we solved that problem using Neo4j queries.