This is a more complex Matched Molecular Pairs (MMP) example, in which we demonstrate storing fragmentations and transforms in a database, and adding new fragmentations and pairs from new molecules, as might be performed with routine updates to a registration or compound database. The Vernalis fingerprint nodes are used to regenerate fingerprint columns from the databased representations