I do believe that many ladies who tour make a point of being in town for the Derby. I would advise you to be on the watch for that on escort advertising boards.

If by high quality you desire the model type in their 20's the pickings are pretty slim as far as local selection, very depressing actually. But there will be girls who will travel into the area, just keep your eye out for their ads and you will see them soon enough.