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I'm glad you are sharing this. I've made the same experience - in our code, we ditched Pandas entirely for structured arrays. We also used numpy record arrays at first but found them to somehow be significantly slower than structured arrays, and since the former just add syntactic sugar to the latter, we're now running entirely on structured numpy arrays.