[1] all data frame: studid name gender year midterm final 1 1138 William M 3 82 84 2 1422 Chloe F 1 72 75 3 2293 Michael M 4 93 95 4 2483 Anthony M 4 97 98 5 2568 Andrew M 1 74 55 6 3320 Sophia F 4 99 98 7 3484 Emily F 3 91 98 8 3610 Alexander M 2 78 79 9 3859 Joshua M 1 19 0 10 4738 Natalie F 2 85 79 11 5187 Elizabeth F 3 90 91 12 6247 Isabella F 1 89 88 13 6992 Daniel M 3 82 93 14 7123 Jacob M 1 75 73 15 7156 Samantha F 2 82 80 16 8471 Olivia F 3 89 87 [1] women data frame: name midterm final 2 Chloe 72 75 6 Sophia 99 98 7 Emily 91 98 10 Natalie 85 79 11 Elizabeth 90 91 12 Isabella 89 88 15 Samantha 82 80 16 Olivia 89 87