I have Ironwear (they are available under different brand names) adjustable ankle weights. They can be linked together to make a weight belt, and use the same heavy rubber weights as the Ironwear weight vests.
I much prefer the heavy rubber weights, which don't shift or leak like sand-filled weights can.
Whatever type you get, be sure to get adjustable ones.