Buying a house with 1 board up on the street in Baltimore

[Heath Thomas Jr]

Hello, 

My partner and I are looking very closely at purchasing a house in a pretty nice neighborhood, at  great price. 

We want to use the property as a rental and refinance out of our Private money loan. The only issue is there is 1 boarded up house about 6 doors down. I can't seem to track down the owner however. 

Question is, will we be able to refinance (using a commercial loan) if there is a board up on the street? This is in Baltimore City.