Glee means:  Exultant high-spirited joy.  So in the poem the boy is really happy to be traveling around Baltimore.
 

Infomation found at: http://www.m-w.com/cgi-bin/dictionary

http://web.mit.edu/kolock/www/Bry1.htm
 

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