Complex sentence: Over a few weeks, both become good friends and spend most of the time together and their friendship brings out the missing part in each of their personalities.
Split into simpler sentences: Over a few weeks, they become good friends and spend most of the time together. Their friendship brings out the missing part in each of their personalities.