Fig. 9: Data distribution and correlation of features.

Distribution plots of each feature in the dataset: a pipeline outer diameter, b wall thickness, c dent depth, d crack length, e crack depth, f hydrogen blending ratio, g pipeline residual strength. h Pearson correlation heatmap of all variables.