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I receive this error in scipy interp1d function. Normally, this error would be generated if the x was not monotonically increasing. import scipy.interpolate as spi def refine(coarsex,coarsey,step): finex = np.arange(min(coarsex),max(coarsex)+step,step) intfunc = spi.interp1d(coarsex, coarsey,axis=0) ...