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DataFrames support basic arithmetics between columns. We can generate UDFs that match Java/Scala math functions to expand DataFrames operations.
Support math functions in DataFrames in Python
Implement 'POWER' for sql
User guide and example code for math/stat functions in DataFrames
[Github] Pull Request #5616 (brkyvz)