Machine Learning-Driven Insights for the Design of ABO₃ Perovskite Catalysts in Dry Methane Reforming

This record contains the dataset and Python scripts developed to support the study entitled: "Machine Learning-Driven Insights for the Design of ABO₃ Perovskite Catalysts in Dry Methane Reforming" (Santos, L. et al., 2025 – manuscript in preparation) The repository includes:- A machine learning model training pipeline (multiple algorithms)- SHAP and PDP-based interpretability analysis- A curated dataset (2015–2025) extracted from peer-reviewed literature The full content is restricted during peer review and will be publicly available upon publication of the manuscript.