Contribute Media
A thank you to everyone who makes this possible: Read More

Searching for Shady Patterns: Shining a light on UK corporate ownership


In 2016 the UK government launched the world’s first “beneficial ownership” register; a requirement for all UK companies to register who controlled them. The register comprises of in excess of 4.5 million companies and 4 million individual people. We present how we built a graph database mapping the UK network of control structures using Python and a Neo4j graph database, and the first insights.


Improve this page