Envy, envy, envy! One piece of advice. If they are travelling from Tokyo southbound (i. e. to Kyoto or Osaka), Mount Fuji is on the right-hand side of the train in the direction of travel.
Daughter had a month there last August. They are off to Kyoto (2nd week) and have checked the route past Fuji - the track always looks closer in the photos.