Madrid is a big city, and you'll see people dressed all sorts of ways. However, there are a few no-nos that will immediately make you stick out as a tourist. These include flip flops, socks with sandals, shorts outside of the summer months, baseball caps, and basketball shorts or other workout clothes outside the gym.