We analyze the estimation of a finite ensemble of quantum bits that have be
en sent through a depolarizing channel. Instead of using the depolarized qu
bits directly, we first apply a purifcation step and show that this improve
s the fidelity of subsequent quantum estimation. Even though we lose some q
ubits of our finite ensemble the information is concentrated in the remaini
ng purified ones.