Commercially available "Crappie fin weights" seem to come in the 1oz to 2oz weight range ... with use description saying use 1 to 3 weights to hold fish down, according to their size.
I've never used them, but I'd think 1oz of dead weight would be sufficient to keep a good sized Crappie turned upright.