The function plot.plsreg1 displays four plots:
1) the circle of correlations between the variables and the first two components (scores)
2) the plot of components (t1,t2) and the plot of components (t1,u1)
3) the plot of T2 Hotelling Confidence ellipse
4) the dot chart comparing the response variable (Y) with the predicted values (Y-predicted)