Comment by andrewla

Agreed -- very odd to use a parameter (bin width) in a nonparametric estimation. Just use the raw data. In numerical analysis, broadly speaking, integrals are stable while derivatives are wild; an empirical cdf is a nice smooth integral of the messy pdf.