In this report, we explore using FastBit to perform another common task performed during analyses of social networks, namely finding neighbors of an interesting record. In this report, we present our implementation of a neighborhood finding algorithm and comparing it against what is available from MySQL. In many cases, our algorithm is considerably faster than using MySQL.