His largest constituency and the most populous region he serves is Baltimore City.
His Congressional office is in Baltimore City.
Continuing to mention Columbia or HoCo is nebulous.
Show me the times he's has ever given a press conference, speech or campaigned in/from Columbia
https://www.baltimoresun.com/maryland/howard/ph-ho-cf-elijah-columbia-0416-story.html