That looks like it's got a camlock spindle fitted.
Given there's only 3 mounting holes, it'll either be a D1-3 or D1-4 - https://www.smalltools.com/lathe-spi...ication-chart/

It looks like the previous owner has fitted some form of manual collet chuck.

Once you've identified the spindle fitted, googling should find suitable chucks.