Web Reference: Jul 23, 2025 · In the Python ecosystem, the combination of numpy and scipy libraries offers robust tools for effective data binning. In this article, we'll explore the fundamental concepts of binning and guide you through how to perform binning using these libraries. The idea is a bit counterintuitive and take some thinking through: it's all based on the use of numpy.digitize and numpy.bincount, and especially the "weights=" argument of numpy.bincout, but it's really worth it, I remember getting a speed up of 1000x. As a final example, we will use bin_edges and binnumber to make a plot of a distribution that shows the mean and distribution around that mean per bin, on top of a regular histogram and the probability distribution function:
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