Python is convenient and flexible, yet notably slower than other languages for raw computational speed. The Python ecosystem has compensated with tools that make crunching numbers at scale in Python ...

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provide lossless and reversible interfaces with multidimensional and tabular data processing tools, offer data exchange and sharing solutions with neutral or standardized formats (e.g. JSON, Numpy).