Shell ML is happening but too slowly, SPDM launch, Teradata data science needs a scalable data system, Shell on OSDU, Okea and IO Data on big, tough data project, Pandion/Computas and the Kerigen subsurface data platform, Wintershall's AMIE automated information extraction project, Schlumberger on the UK National Data Repository, Equinor on the 'inadequate' LAS well log standard, Petroware JSON Well Log Format (JSON-WLF), IHS Markit/PPDM and taxonomic clarity in the upstream, Sword/Venture - data science unlocks the value in BP's unstructured data, Schlumberger's damascene conversion to open source. Short takes: NorskOlje&Gass data exchange. AgileDD work for Equinor. Diskos 2.0. North Sea overlooked pay project. Geodata - ArcGIS front end to Volve dataset. Kadme Whereoil front end to Diskos. Interica on Woodside's rule-based archiving.