Here's Nonouti Island (said "No Nose" with a hard "s" like "ice")
Nonouti has a total of 2,683 inhabitants. According to Wikipedia, there are about 9 different villages. The missionaries haven't been on the island for 20 years, so Spencer and his companion will be organizing and building the church there. Here are a few maps.