Can we load a pandas DataFrame in .NET space using iron python? If not I am thinking of converting pandas df into a csv file and then reading in .net space.
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No, Pandas is pretty well tied to CPython. Like you said, your best bet is to do the analysis in CPython with Pandas and export the result to CSV.