Translation:There is a big supermarket in my neighborhood.
District is perfectly acceptable here as well Barbara.
The alternatives are the following:
Vizinhança - Neighbourhood (British); or
Vizinhança - Neighborhood (American).
I upvoted your correct comment here. It is so annoying when someone gives a downvote without either having the ability or courage to explain the reasons therefore!