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Automation tools for Python benchmarking

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Hi, I am very interested in the benchmarks, and find it very useful in knowing dask and RAPIDS. Thanks for the work. Could you provide more guides in how to...

#### `nrows` in benchmark_dataframe.py might skew results for test_Read_CSV We currently use `nrows` for parameterizing reading `dataframes` which might skew results for smaller files in `test_Read_CSV`. https://github.com/pentschev/pybench/blob/89d65a6c418a1fee39d447bd11b8a999835b74a9/pybench/benchmarks/benchmark_dataframe.py#L16 In the current...

changed to_list to tolist Pandas series uses tolist(), the example notebook now runs correctly.

@pentschev is able to produce nicely styled plots from the output of these tests. It would be good to record this process somewhere so that others could take on this...