Lannisport is the biggest Westerlands city. It's controlled by house Lannister. Lannisport is next to Casterly Rock - capital of Westerlands and seat of house Lannister (Capital of Westerlands in-game is King's Landing)
You can recruit Lannister spearmen from this town.