ΥΠΟΛΟΓΙΣΤΙΚΗ ΝΟΗΜΟΣΥΝΗ ΙΙ
Ακολουθούν τα αποτελέσματα ενός πειράματος. Φαίνεται ο πληθυσμός κανόνων του συστήματος κάθε 20 γενιές. Σαν είσοδος χρησιμοποιήθηκε το αρχείο INITRULS.TXT.
Επίσης, δόθηκαν οι ακόλουθες τιμές παραμέτρων:
· crossover probability = 0.9
· mutation probability = 0.005
· seed = 69.32174
· mutation operator = swap subtree mutator
Για τις υπόλοιπες παραμέτρους χρησιμοποιήθηκαν οι default ρυθμίσεις.
***************************************************************
***** Goldberg's SGA run with seed = 69.32174, crossover *****
***** prob = 0.9, mutation prob = 0.005 and swap subtree *****
***** mutator *****
***************************************************************
GA population after 5 generations
-----------------------------------------------------------------------------------------------------
[(DollarNOW-DollarOLD)/DollarOLD<0] => [GoldNEW>GoldNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0]
=> [CommStocksNEW>CommStocksNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0] => [CRBNEW<CRBNOW]
[(OilNOW-OilOLD)/OilOLD<0] => [DJNEW<DJNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0] => [GoldNEW>GoldNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJUtilNEW<DJUtilNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(OilNOW-OilOLD)/OilOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0] => [CRBNEW<CRBNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0] => [DJUtilNEW<DJUtilNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJUtilNEW<DJUtilNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0]
AND [(DJNOW-DJOLD)/DJOLD>0]
=> [CRBNEW<CRBNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0] => [OilNEW<OilNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0] => [DJUtilNEW<DJUtilNOW]
[(DJNOW-DJOLD)/DJOLD>0] AND { [(GoldNOW-GoldOLD)/GoldOLD>0]
AND [(DJNOW-DJOLD)/DJOLD>0] } => [CommStocksNEW<CommStocksNOW]
[(BondsNOW-BondsOLD)/BondsOLD>0] AND
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0]
=> [CommStocksNEW<CommStocksNOW]
[(BondsNOW-BondsOLD)/BondsOLD>0]
AND {
[(GoldNOW-GoldOLD)/GoldOLD>0] AND
[(DJNOW-DJOLD)/DJOLD>0] } => [CommStocksNEW<CommStocksNOW]
[(BondsNOW-BondsOLD)/BondsOLD>0] => [DJUtilNEW<DJUtilNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CRBNEW<CRBNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0]
=> [CommStocksNEW<CommStocksNOW]
[(OilNOW-OilOLD)/OilOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJUtilNEW<DJUtilNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW<CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [GoldNEW>GoldNOW]
[(IntRLongNOW-IntRLongOLD)/IntRLongOLD>0] => [DJNEW<DJNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0] => [CRBNEW<CRBNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0]
=> [DJUtilNEW<DJUtilNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [OilNEW<OilNOW]
[(OilNOW-OilOLD)/OilOLD<0] => [DJNEW<DJNOW]
[(OilNOW-OilOLD)/OilOLD<0] AND [(DJNOW-DJOLD)/DJOLD>0]
=> [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW<CommStocksNOW]
[(BondsNOW-BondsOLD)/BondsOLD>0]
AND {
[(GoldNOW-GoldOLD)/GoldOLD>0] AND
[(IntRLongNOW-IntRLongOLD)/IntRLongOLD>0] } => [CommStocksNEW<CommStocksNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0] => [CRBNEW<CRBNOW]
[(DJUtilNOW-DJUtilOLD)/DJUtilOLD<0] => [CRBNEW>CRBNOW]
[(DollarNOW-DollarOLD)/DollarOLD>0]
=> [CommStocksNEW<CommStocksNOW]
[(OilNOW-OilOLD)/OilOLD<0] => [DJNEW<DJNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [OilNEW<OilNOW]
[(DJUtilNOW-DJUtilOLD)/DJUtilOLD<0] AND [(DJNOW-DJOLD)/DJOLD>0]
=> [OilNEW<OilNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW<CommStocksNOW]
GA population after 10 generations
------------------------------------------------------------------------------------------------------
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0]
=> [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [GoldNEW>GoldNOW]
[(OilNOW-OilOLD)/OilOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] AND [(GoldNOW-GoldOLD)/GoldOLD>0]
=> [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(OilNOW-OilOLD)/OilOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CRBNEW<CRBNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0]
=> [CommStocksNEW>CommStocksNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0]
=> [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0]
=> [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0]
=> [CommStocksNEW<CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0]
AND [(DJNOW-DJOLD)/DJOLD>0]
=> [CRBNEW<CRBNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CRBNEW<CRBNOW]
[(OilNOW-OilOLD)/OilOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CRBNEW<CRBNOW]
[(DJNOW-DJOLD)/DJOLD>0] AND [(OilNOW-OilOLD)/OilOLD>0]
=> [CommStocksNEW>CommStocksNOW]
[(DollarNOW-DollarOLD)/DollarOLD<0] => [DJNEW<DJNOW]
[(BondsNOW-BondsOLD)/BondsOLD>0] => [CommStocksNEW>CommStocksNOW]
[(OilNOW-OilOLD)/OilOLD>0] => [CRBNEW<CRBNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(BondsNOW-BondsOLD)/BondsOLD>0]
AND [(DJNOW-DJOLD)/DJOLD>0]
=> [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CRBNEW<CRBNOW]
[(OilNOW-OilOLD)/OilOLD>0] => [GoldNEW>GoldNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(OilNOW-OilOLD)/OilOLD<0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
GA population after 20 generations
------------------------------------------------------------------------------------------------------
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0]
=> [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(GoldStocksNOW-GoldStocksOLD)/GoldStocksOLD>0]
=> [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [DJNEW<DJNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
GA population after 30 generations
------------------------------------------------------------------------------------------------------
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [DJNEW<DJNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(DJNOW-DJOLD)/DJOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
GA population after 40 generations
------------------------------------------------------------------------------------------------------
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]
[(GoldNOW-GoldOLD)/GoldOLD>0] => [CommStocksNEW>CommStocksNOW]