Yes, it's numpy.expm1, but this is the same one used in 14 different places in _continuous_distns, and the same numpy.log1p used in 15 different places.  

Do you want me to change it everywhere?  That would be trivial to do, but I hesitate to take such a step, since it could affect other distributions.