Minor refactor to validation code.  Prediction calls now make more sense.  TODO: predict method is still confused, split the PAI code into predict and assess modules.
Added tests for various bits of the analysis code.  Added plenty of placeholder suggestions, most importantly for validation.
moved hotspot code