Answer
Male, because $P(male~|~driver)\gt P(female~|~driver)$.
Work Step by Step
N(driver) = 44,729, N(female and driver) = 11,856 and N(male and driver) = 32,873.
Using the Conditional Probability Rule (see page 288):
$P(male~|~driver)=\frac{N(male~and~driver)}{N(driver)}=\frac{32,873}{44,729}\approx0.735$
$P(female~|~driver)=\frac{N(female~and~driver)}{N(driver)}=\frac{11,856}{44,729}\approx0.265$
$P(male~|~driver)\gt P(female~|~driver)$
