Supplemental File 3 (A) Classification matrix for GUIDE kernel method using Krawtchouk moment invariants Classification matrix for training sample: Predicted True class class B_javanic B_karnyi B_peregri C_megacep C_nigripe C_pinguis B_javanica 5 0 0 0 0 0 B_karnyi 0 4 0 0 0 0 B_peregrin 0 0 5 0 0 0 C_megaceph 0 0 0 5 0 0 C_nigripes 0 0 0 0 5 0 C_pinguis 0 0 0 0 0 5 C_rufifaci 0 0 0 0 0 0 C_villineu 0 0 0 0 0 0 L_cuprina 0 0 0 0 0 0 L_porphyri 0 0 0 0 0 0 P_albiceps 0 0 0 0 0 0 P_misera 0 1 0 0 0 0 S_dux 0 0 0 0 0 0 S_princeps 0 0 0 0 0 0 S_ruficorn 0 0 0 0 0 0 Total 5 5 5 5 5 5 C_rufifac C_villine L_cuprina L_porphyr P_albicep P_misera B_javanica 0 0 0 0 0 0 B_karnyi 0 0 0 0 0 0 B_peregrin 0 0 0 0 0 0 C_megaceph 0 0 0 0 0 0 C_nigripes 0 0 0 0 1 0 C_pinguis 0 0 0 0 0 0 C_rufifaci 5 0 0 0 0 0 C_villineu 0 5 0 0 0 0 L_cuprina 0 0 4 0 0 0 L_porphyri 0 0 0 5 0 0 P_albiceps 0 0 0 0 4 0 P_misera 0 0 0 0 0 5 S_dux 0 0 0 0 0 0 S_princeps 0 0 0 0 0 0 S_ruficorn 0 0 0 0 0 0 Total 5 5 4 5 5 5 S_dux S_princep S_ruficor B_javanica 0 0 0 B_karnyi 0 0 0 B_peregrin 0 0 0 C_megaceph 0 0 0 C_nigripes 0 0 0 C_pinguis 0 0 0 C_rufifaci 0 0 0 C_villineu 1 0 0 L_cuprina 0 0 0 L_porphyri 0 0 0 P_albiceps 0 0 0 P_misera 0 0 0 S_dux 4 0 0 S_princeps 0 5 0 S_ruficorn 0 0 5 Total 5 5 5 Total sample size = 74 Number misclassified = 3 (B) Classification matrix for GUIDE kernel method using geometric morphometric data Predicted True class class B.javanic B.karnyi B.peregri C.megacep C.nigripe C.pinguis B.javanica 5 0 0 0 0 0 B.karnyi 0 0 0 0 0 0 B.peregrin 0 1 2 0 0 0 C.megaceph 0 0 0 4 0 0 C.nigripes 0 0 0 0 5 0 C.pinguis 0 0 0 1 0 5 C.rufifaci 0 0 0 0 0 0 C.villineu 0 0 0 0 0 0 L.cuprina 0 0 0 0 0 0 L.porphyri 0 0 0 0 0 0 P.albiceps 0 3 3 0 0 0 P.misera 0 0 0 0 0 0 S.dux 0 0 0 0 0 0 S.princeps 0 0 0 0 0 0 S.ruficorn 0 1 0 0 0 0 Total 5 5 5 5 5 5 C.rufifac C.villine L.cuprina L.porphyr P.albicep P.misera B.javanica 0 0 0 0 0 1 B.karnyi 0 0 0 0 0 0 B.peregrin 0 0 0 0 0 0 C.megaceph 0 0 0 0 0 0 C.nigripes 0 0 0 0 0 0 C.pinguis 0 0 0 0 0 0 C.rufifaci 5 0 0 0 0 0 C.villineu 0 5 0 0 0 0 L.cuprina 0 0 4 0 0 0 L.porphyri 0 0 0 5 0 0 P.albiceps 0 0 0 0 5 0 P.misera 0 0 0 0 0 3 S.dux 0 0 0 0 0 0 S.princeps 0 0 0 0 0 1 S.ruficorn 0 0 0 0 0 0 Total 5 5 4 5 5 5 S.dux S.princep S.ruficor B.javanica 0 0 0 B.karnyi 0 0 0 B.peregrin 0 0 0 C.megaceph 0 0 0 C.nigripes 0 0 0 C.pinguis 0 0 0 C.rufifaci 0 0 0 C.villineu 0 0 0 L.cuprina 0 0 0 L.porphyri 0 0 0 P.albiceps 0 0 0 P.misera 0 0 0 S.dux 3 0 0 S.princeps 0 5 0 S.ruficorn 2 0 5 Total 5 5 5 Total sample size = 74 Number of misclassified samples = 13