Do most federal judges all belong to the same party?

Yes. According to America.gov, historically, nine out of ten nominees (90%) have belonged to the same political party as the President who nominated him or her. Nominees also tend to be active in their party. Appointment to the lower courts is still considered part of the patronage system.