Ok.  Last question then (on this topic  )  Can I artificially set how I want the model to sample?  So if I wanted equally sampling amongst the positive and negative class, Do Set sample_weights to [.5, .5] and that should pull equal amounts of positive/negative samples regardless if I have 3 to 1 negative over positive samples?