Hi, If someone with commit access has the chance, could they take a look at ticket 1603: http://projects.scipy.org/numpy/ticket/1603 and apply it if it looks ok? It speeds up in1d(a, b) a lot for the common use case where len(b) << len(a). Thanks, Neil