I think you should have started a new thread. Also, why the allocations for pydf = pd.read_csv("test_data.csv") are so low. I believe the size of the CSV is probably larger than that, so in the end you seem to be getting two distinct things, i.e., you are not getting a Julia object of the same format with both approaches.
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