Petroleum Data Analytics Blogs
Alfonso Reyes
Agile Geoscience
MyCarta (Geophysics Data Science in Python)
SPE Data Science and Digital Engineering in Upstream Oil and Gas (High level)
Petroleum Data Analytics Code Repositories
Alfonso Reyes
Agile Geoscience
Petroleum Data Analytics Videos
SPE PetroTalk: Andrei Popa (Chevron) – The Case for Incorporating Data Science
Freely available Data Sources
PressureDB database of Australian formation properties from CSIRO
NOPIMS the National Offshore Petroleum Information Management System from Geoscience Australia
Volve a complete dataset for a real oil field from first oil to abandonment from Equinor
PUNQ-S3 a Synthetic Reservoir dataset from Imperial College London
Compressor data livestream from the Valhall Oil Platform in the North Sea from Aker BP and Cognite
Drilling Mudlog Data (3Mb) from NOPIMS [© Commonwealth of Australia (Geoscience Australia) 2019]
Software Downloads
Anaconda Python Installer – A complete Python coding environment
Git Installer – For sharing and collaborating on coding projects
Power BI – For data exploration and visualisation
Knime Analytics Platform – For building data science workflows visually
Online Training
SPE Data Science Online Training Courses
Free Textbooks and References
Python Data Science Handbook (“Essential Reading” – Matt Flett)
An Introduction to Statistical Learning (Very highly regarded)
Useful Power BI resources
Other
OSDU Open Subsurface Data Universe – data sharing initiative
PPDM The Professional Petroleum Data Management Association
E2D3 Excel Data Visualisation add-on
