I think your 20% profit setting is quite high because many time I lost my deposit even before reaching 10% profit of my bankroll.

I don't think by just changing your seed you can change your luck.

This dice game just play for fun and enjoy your time and don't expect a big profit otherwise you don't enjoy your game if you lose your money.