Sorry . mislead you.
newprice=price-lag1(price);
are supposed to get negative value like -0.0568, -0.2654.
if you put model on newprice ,you will get difference of price 's forecast,
therefore suggest you to use PROC ARIMA syntax, not calculated it by hand .
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