That makes sense. I hadn't considered academia. I was thinking that if there is a business need for mapreduce, then the solution is probably going to become long-term infrastructure, in which case the cost of setting up hadoop can be amortized. But it makes sense to me that researchers would have a higher proportion of one-off problems, and in that situation, a simpler python solution can be a big win. Thanks.