The provided supplementary material includes additional data and analyses supporting the findings in the main text. Key components include: (1) Median spall strengths and related properties of metals and alloys, (2) Linear regression parity plot illustrating model accuracy, (3) Correlation plots showing relationships among features, (4) Feature selection criteria and rationale, and (5) Estimations of experimental uncertainties for spall strength measurements across multiple samples.