The train actually goes within 30 feet of the border for a short time. This town is in Mexico on the other side of the border.
The photos in this slide show were taken in the mid-1990's by Steve Grande on his Amtrak travels throughout the nation. The size of the photos is purposely smaller as disk space was expensive and download speeds were slower at that time.