Mention of 'Hey Porter' reminds me that many of the train songs in country music extol the virtues of heading south. Without even breaking sweat I think of
Pan American - Hank Williams
City of New Orleans - Steve Goodman
The Golden Rocket - Hank Snow

Converesly I can't think of one northbound train song.