In the first case, r makes no sense since one can only create perform linear regression on numerical ordered paired data. As stated, the notion of gender is not a numerical quantity and thus cannot (for example) create a scatter plot. One might however “randomly” assign a numerical value to gender (such as 1 = woman and 0 = man) but that is not part of this exercise.