Can you show any pictures of your shrimps?
This will help identify if these are simply Red Cherry Shrimps or possibly Fire Reds for example or you may have good grades of RCS perhaps.
Good grades of shrimps tend to be more expensive than standard shrimps, so the price you paid may reflect on what type you have.
And yes, does tend to be females RCS thats show more red than male RCS.