K value choice

Fit exponential plus flat to d_i plots.  k value is then chosen as the bin where the fit function is within 10% of the flat line part of the fit i.e. when exp(Ax+B) + C = 1.1*C

Alternative fit of exponential+linear is also implemented, but not drawn.