def interpolate(C, a):
#####################################
# interpolation
scalar1 = regression.convert2(C, a)
scalar1.name = "source term for" + a.name + "and" + b.name
scalar1.show2()
scalar1.show3()
vect1 = regression.convert(C, a)
vect1.show()
tic()
a1 = sl.interpolate2(a, vect1)
toc()
a1.show()
return a1, vect1, scalar1
print "Rsquared:", Rsquared
print "shiiba coeffs:", C
print "upWindCorrectionTerm: (", len(upWindCorrectionTerm), ")", upWindCorrectionTerm,
##################################
# Shiiba regression results
print "\n\n\n=============== Shiiba regression results ===================\n\n"
Rsquared
phi0
phi1
C
Rsquared
#####################################
# interpolation
vect1 = regression.convert(C, a)
vect1.show()
tic()
a1 = sl.interpolate2(a, vect1)
toc()
a1.show()
diff = b - a1
diff.show()
print diff.matrix.max()
print diff.matrix.min()
print diff.matrix.mean()
print diff.matrix.var()