Sephardim are originally from Spain. After the Inquisition, many of them fled to the Middle East. That’s why there are so many Sephardim from those countries. There were also some who went to Central America and South America – they are referred to as Ladino.
Why do you say we were all Sephardim once? There were plenty of Jews whose ancestors never lived in Spain.