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Figures 4 and 5
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The curves predicted values and the measured are crossing each other (Figures 4 and 5). In what way can modify the data to obtain parallel lines (like figure 3)? Is it contribution the use of PLS or PCR if  also appropriate sampling (what else may have an effect)? I will be very grateful for your reply.

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