Explore the cutting-edge applications of data-driven discovery in mineralogy and crystallography through this 25-minute talk by Shaunna Morrison from Carnegie Institution for Science. Delve into topics such as mineral evolution, supercontinent assemblies, Earth's atmospheric oxidation, and mineral ecology. Learn about the Carbon Mineral Challenge and multidimensional analysis techniques, including mineral network analysis. Discover how these methods are applied to copper mineral networks, chemical segregation, and carbon bipartite networks. Investigate planetary-scale biosignatures and their implications for other celestial bodies. Examine Natural Kind Clustering, information-rich minerals, and formational environments through cluster and affinity analyses. Gain insights into classification results, association rules, and their practical applications in answering scientific questions. Conclude with an overview of ongoing projects, including label distribution learning and collaborations with the Astrobiology Institute at Rutgers. Read more