• • The dataset comprises 203 non-noble transition metal phosphide catalysts, with performance metrics including overpotential at 10 mA/cm² (η10) and Tafel slope, enabling statistical benchmarking of HER activity.
• • SHAP analysis identified phosphorus content, nickel content, and phosphidation temperature as the most critical features influencing HER performance, providing quantitative guidance for catalyst design.
• • The dataset integrates preparation details, multi-element compositions, and testing conditions, allowing machine learning models to predict catalytic performance with validated effectiveness.
• • The structured and standardized data resource supports rapid screening and rational development of high-performance HER catalysts, addressing the bottleneck of slow reaction kinetics in water electrolysis.
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