“…From these PCs, a total of four sperm subpopulations were identified and were consistent with other studies conducted in bulls [ 62 , 63 ]. There are no studies on kinetics subpopulations during a mating period, with prior analyses related to types of semen diluent used [ 28 , 29 , 30 , 31 , 32 , 33 , 34 , 35 , 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 48 , 49 , 50 , 51 , 52 , 53 , 54 , 55 , 56 , 57 , 58 , 59 , 60 , 61 , 62 , 63 ], multivariate analysis, sperm velocity and linearity [ 62 ], membrane integrity [ 22 ], frames per second used [ 31 ], and the overall dataset [ 64 ]. Our results indicate, in general, that subpopulations with faster and straighter movement were SP3 in PMS, SP3 in DMS, and SP1 in AMS.…”