The assembly of networks of organic chemistry requires a set of reactions in the chemical region of interest. The set of chemical reactions may be assembled based on chemical knowledge and a literature review, or by mining chemical databases. While this can be performed with reasonable effort on small data sets, it requires an automated routine when regarding large scale interactions. The data for the examined network was obtained using the Reaxys 53 application programming interface (API) and an automated download script previously developed in the group. Further information is available in the Electronic Supplementary Information (ESI).