“…Data analysis using statistical and machine learning methods has recently been applied to the Earth sciences, showing great promise in classifications of geochemical data (Itano et al., 2020; Iwamori et al., 2017; Jorgenson et al., 2022; Lawley, 2016; Lawley et al., 2022; Ueki et al., 2018; Yoshida et al., 2018). However, its application to ultramafic rocks is relatively rare (Lawley et al., 2018, 2020; Qin et al., 2022).…”