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The function can be used to illustrate how an attempt to write concise code on somewhat higher level of abstraction can come at such a high performance price that the whole attempt becomes completely impractical.
I have a (strong) suspicion that the function should be torn apart and stepped through in Jupyter otherwise the example is useless for those unfamiliar with pandas.
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