The sleeve note by Gregg Geller is very nearly a direct lift from the 1958 album A Gene Vincent Record Date, with Costello's name substituted for Vincent's, and song titles being substituted as appropriate.
The LP version features nostalgic Columbia labels. The legend on the Side One label reads "COSTELLO" instead of "COLUMBIA", in a similar fashion to This Year's Model.
"Ghost Train" (B-side of "New Amsterdam", 1980) – 3:05
Personnel
Elvis Costello – vocals, guitar, keyboards; all instruments on "Black and White World", "Hoover Factory", "My Funny Valentine" and "Ghost Train"
The Attractions
Steve Nieve – keyboards on all tracks except "Radio Sweetheart", "Black and White World", "Hoover Factory", "Dr. Luther's Assistant", "My Funny Valentine", "Ghost Train" and "Stranger in the House"
Bruce Thomas – bass on all tracks except "Radio Sweetheart", "Black and White World", "Just A Memory", "Hoover Factory", "Dr. Luther's Assistant", "My Funny Valentine", "Ghost Train" and "Stranger in the House"
Pete Thomas – drums on all tracks except "Radio Sweetheart", "Black and White World", "Just A Memory", "Hoover Factory", "My Funny Valentine", "Ghost Train" and "Stranger in the House"